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Suggest refactoring for this Pythoncode:Python code: #------ game constants -----# #players WHITE = 0 BLACK = 1 BOTH = 2 #color for onTurnLabel PLAYER_COLOR = ["white", "black"] #figures PAWN = 1 KNIGHT = 2 BISHOP = 3 ROOK = 4 QUEEN = 5 KING = 6 FIGURE_NAME = [ "", "pawn", "knight", "bishop", "rook", "queen", "king" ] #used in move 32bit for promotion figure prom_figure = figure-2 PROM_KNIGHT = 0 PROM_BISHOP = 1 PROM_ROOK = 2 PROM_QUEEN = 3 #all lines A, B, C, D, E, F, G, H = range(8) #all squares A1, B1, C1, D1, E1, F1, G1, H1, \ A2, B2, C2, D2, E2, F2, G2, H2, \ A3, B3, C3, D3, E3, F3, G3, H3, \ A4, B4, C4, D4, E4, F4, G4, H4, \ A5, B5, C5, D5, E5, F5, G5, H5, \ A6, B6, C6, D6, E6, F6, G6, H6, \ A7, B7, C7, D7, E7, F7, G7, H7, \ A8, B8, C8, D8, E8, F8, G8, H8 = range(64) #----- game display constants -----# DEFAULTBORDERWIDTH = 20 DEFAULTTILEWIDTH = 45 DEFAULTFONTSIZE = (7, 15) COLORS = { "bg":"#EDC08C", "border":"#B55602", "tiles":("#FC9235", "#FFB87A") } #----- move types -----# NORMAL_MOVE, CAPTURE, PROMOTION, DOUBLE_STEP, ENPASSANT_CAPTURE, CASTLING, KING_CAPTURE = range(7) #----- move 32bit reservation -----# # a single move is stored in 32 bit as follows # xxxxxxxx xx x xxx xxx xxxxxx xxxxxx xxx # G F E D C B A # # A: move type (0-6) # B: start sq (0-63) # C: destination sq (0-63) # D: start figure (1-6) # E: captured figure (1-6) # F: color of moved piece (0-1) # G: promotion figure (0-3) #NAME = (start_bit, lenght) MOVE_TYPE = (0, 3) MOVE_START = (3, 6) MOVE_DEST = (9, 6) MOVE_FIG_START = (15, 3) MOVE_FIG_CAPTURE = (18, 3) MOVE_COLOR = (21, 1) MOVE_PROM = (22, 2) #----- castling -----# CASTLING_LEFT = 0 CASTLING_RIGHT = 1 #----- player status -----# IDELING = 0 PICKING = 1 INF = 1000000 ASCII_FIG = [[],[]] ASCII_FIG[WHITE] = [ 'x', chr(9817), chr(9816), chr(9815), chr(9814), chr(9813), chr(9812)] ASCII_FIG[BLACK] = [ 'x', chr(9823), chr(9822), chr(9821), chr(9820), chr(9819), chr(9818)] #AI constants CASTLING_RIGHT_LOSS_PENALTY = -40
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
0
0
2,089
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n\r\n#------ game constants -----#\r\n#players\r\nWHITE = 0\r\nBLACK = 1\r\nBOTH = 2\r\n\r\n#color for onTurnLabel\r\nPLAYER_COLOR = [\"white\", \"black\"]\r\n\r\n#figures\r\nPAWN = 1\r\nKNIGHT = 2\r\nBISHOP = 3\r\nROOK = 4\r\nQUEEN = 5\r\nKING = 6\r\n\r\nFIGURE_NAME = [ \"\", \"pawn\", \"knight\", \"bishop\", \"rook\", \"queen\", \"king\" ]\r\n\r\n#used in move 32bit for promotion figure prom_figure = figure-2\r\nPROM_KNIGHT = 0\r\nPROM_BISHOP = 1\r\nPROM_ROOK = 2\r\nPROM_QUEEN = 3\r\n\r\n#all lines\r\nA, B, C, D, E, F, G, H = range(8)\r\n\r\n#all squares\r\nA1, B1, C1, D1, E1, F1, G1, H1, \\\r\nA2, B2, C2, D2, E2, F2, G2, H2, \\\r\nA3, B3, C3, D3, E3, F3, G3, H3, \\\r\nA4, B4, C4, D4, E4, F4, G4, H4, \\\r\nA5, B5, C5, D5, E5, F5, G5, H5, \\\r\nA6, B6, C6, D6, E6, F6, G6, H6, \\\r\nA7, B7, C7, D7, E7, F7, G7, H7, \\\r\nA8, B8, C8, D8, E8, F8, G8, H8 = range(64)\r\n\r\n#----- game display constants -----#\r\nDEFAULTBORDERWIDTH = 20\r\nDEFAULTTILEWIDTH = 45\r\nDEFAULTFONTSIZE = (7, 15)\r\nCOLORS = { \"bg\":\"#EDC08C\",\r\n \"border\":\"#B55602\",\r\n \"tiles\":(\"#FC9235\", \"#FFB87A\") }\r\n\r\n#----- move types -----#\r\nNORMAL_MOVE, CAPTURE, PROMOTION, DOUBLE_STEP, ENPASSANT_CAPTURE, CASTLING, KING_CAPTURE = range(7)\r\n\r\n#----- move 32bit reservation -----#\r\n# a single move is stored in 32 bit as follows\r\n# xxxxxxxx xx x xxx xxx xxxxxx xxxxxx xxx \r\n# G F E D C B A\r\n#\r\n# A: move type (0-6)\r\n# B: start sq (0-63)\r\n# C: destination sq (0-63)\r\n# D: start figure (1-6)\r\n# E: captured figure (1-6)\r\n# F: color of moved piece (0-1)\r\n# G: promotion figure (0-3)\r\n\r\n#NAME = (start_bit, lenght)\r\nMOVE_TYPE = (0, 3)\r\nMOVE_START = (3, 6)\r\nMOVE_DEST = (9, 6)\r\nMOVE_FIG_START = (15, 3)\r\nMOVE_FIG_CAPTURE = (18, 3)\r\nMOVE_COLOR = (21, 1)\r\nMOVE_PROM = (22, 2)\r\n\r\n#----- castling -----#\r\nCASTLING_LEFT = 0\r\nCASTLING_RIGHT = 1\r\n\r\n#----- player status -----#\r\nIDELING = 0\r\nPICKING = 1\r\n\r\n\r\nINF = 1000000\r\n\r\n\r\nASCII_FIG = [[],[]]\r\nASCII_FIG[WHITE] = [ 'x', chr(9817), chr(9816), chr(9815), chr(9814), chr(9813), chr(9812)]\r\nASCII_FIG[BLACK] = [ 'x', chr(9823), chr(9822), chr(9821), chr(9820), chr(9819), chr(9818)]\r\n\r\n\r\n#AI constants\r\nCASTLING_RIGHT_LOSS_PENALTY = -40"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
161a6fecb9358040e2c0bfdcfac12240bdf3bc16
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import gym import gym_pokemon import random if __name__ == "__main__": env = gym.make("Pokemon-v0") total_reward = 0.0 total_steps = 0 obs = env.reset() while True: action = random.randint(-1,8) obs, reward, done, _ = env.step(action) total_reward += reward total_steps += 1 print("Currently %d steps, total reward of %.2f" % (total_steps, total_reward)) if done: break
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
0
0
392
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport gym\nimport gym_pokemon\nimport random\n\nif __name__ == \"__main__\":\n\tenv = gym.make(\"Pokemon-v0\")\n\ttotal_reward = 0.0\n\ttotal_steps = 0\n\tobs = env.reset()\n\n\twhile True:\n\t\taction = random.randint(-1,8)\n\t\tobs, reward, done, _ = env.step(action)\n\t\ttotal_reward += reward\n\t\ttotal_steps += 1\n\t\tprint(\"Currently %d steps, total reward of %.2f\" % (total_steps, total_reward))\n\t\tif done:\n\t\t\tbreak"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
161b1a291b36fd8f7983e45a6a229f8f666d35f1
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: num1 = int(input('Digite o 1º número: ')) num2 = int(input('Digite o 2º número: ')) if num1 > num2: print('O {} é maior que {}'.format(num1, num2)) elif num1 < num2: print('O {} é maior que4 {}'.format(num2, num1)) else: print('Os números são iguais')
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
0
0
264
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nnum1 = int(input('Digite o 1\u00ba n\u00famero: '))\nnum2 = int(input('Digite o 2\u00ba n\u00famero: '))\nif num1 > num2:\n print('O {} \u00e9 maior que {}'.format(num1, num2))\nelif num1 < num2:\n print('O {} \u00e9 maior que4 {}'.format(num2, num1))\nelse:\n print('Os n\u00fameros s\u00e3o iguais')"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
161b1ad3ceff80971c5c3ea0ba2b51d497a4a215
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python import os from setuptools import setup, find_packages def read(fname): ... code continues ...
Completion: Missing: Function 'read' is incomplete - body truncated To complete: • Complete the function 'read' body and add missing return Example continuation: """Open files relative to package.""" return open(os.path.join(os.path.dirname(__file__), fname)).read() setup(
intermediate
api
incomplete_code
Pythoncode:Python
1
0
94
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python\nimport os\nfrom setuptools import setup, find_packages\n\n\ndef read(fname):\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'read' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'read' body and add missing return\n\n Example continuation:\n \"\"\"Open files relative to package.\"\"\"\n return open(os.path.join(os.path.dirname(__file__), fname)).read()\n\n\nsetup("}]
true
syntax
MID_FUNCTION
HIGH
161b52cb8725f9e857d4d9abd90c6be8f1cb0dec
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # Copyright (c) 2011 The Chromium Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. import appengine_config import datetime import json import logging import os.path import pickle import sys import urllib sys.path.append( os.path.join(os.path.abspath(os.path.dirname(__file__)), 'third_party')) from google.appengine.ext import blobstore from google.appengine.ext import db from google.appengine.ext import deferred from google.appengine.ext import webapp from google.appengine.ext.webapp import blobstore_handlers from google.appengine.ext.webapp import template from google.appengine.ext.webapp.util import run_wsgi_app import cloudstorage import app import gtest_parser # pylint: disable=pointless-string-statement """When displaying a list of results, how many to display on one page.""" PAGE_SIZE = 100 def _clean_int(value, default): """Convert a value to an int, or the default value if conversion fails.""" try: return int(value) except (TypeError, ValueError), _: return default class MyRequestHandler(webapp.RequestHandler): """Base request handler with this application specific helpers.""" def _render_template(self, name, values): """ Wrapper for template.render that updates response and knows where to look for templates. """ self.response.out.write(template.render( os.path.join(os.path.dirname(__file__), 'templates', name), values)) class StatusReceiverAction(MyRequestHandler): def post(self): # This handler should be extremely fast so that buildbot doesn't fail # the push and doesn't get stuck on us. Defer all processing to the # background. try: deferred.defer(app.process_status_push, self.request.body, _queue='fast') except Exception: # For large requests we have to do it now. We can't return HTTP 500 # because buildbot will try again. app.process_status_push(self.request.body) class FetchBuildersAction(MyRequestHandler): def get(self): deferred.defer(app.fetch_builders) class FetchStepsAction(MyRequestHandler): def get(self): deferred.defer(app.fetch_steps) class UpdateParsedDataAction(MyRequestHandler): def get(self): query = app.BuildStep.all(keys_only=True) query.filter('is_fetched =', True) query.filter('is_too_large =', False) deferred.defer(app.for_all_entities, query, app.update_parsed_data, None) class MainAction(MyRequestHandler): def get(self): self._render_template('main.html', {}) class GTestQueryAction(MyRequestHandler): def get(self): gtest_results = [] cursor = None if self.request.get('gtest_query'): query = app.GTestResult.all() query.filter('fullname =', self.request.get('gtest_query')) query.order('-time_finished') if self.request.get('cursor'): query.with_cursor(start_cursor=self ... [code truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 47 Unclosed '(' at line 110 - expected ')' Block at line 56 has no indented body Block at line 70 has no indented body ⚠️ Warnings: Unexpected indentation at line 16 Unexpected indentation at line 37 Unexpected indentation at line 39 Unexpected indentation at line 48 💡 Suggestions: Complete the expression on the last line Add closing quote at line 47 Add closing ')' bracket
advanced
testing
debugging
Pythoncode:Python
8
7
3,033
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Copyright (c) 2011 The Chromium Authors. All rights reserved.\n# Use of this source code is governed by a BSD-style license that can be\n# found in the LICENSE file.\n\nimport appengine_config\n\nimport datetime\nimport json\nimport logging\nimport os.path\nimport pickle\nimport sys\nimport urllib\n\nsys.path.append(\n os.path.join(os.path.abspath(os.path.dirname(__file__)), 'third_party'))\n\nfrom google.appengine.ext import blobstore\nfrom google.appengine.ext import db\nfrom google.appengine.ext import deferred\nfrom google.appengine.ext import webapp\nfrom google.appengine.ext.webapp import blobstore_handlers\nfrom google.appengine.ext.webapp import template\nfrom google.appengine.ext.webapp.util import run_wsgi_app\nimport cloudstorage\n\nimport app\nimport gtest_parser\n\n# pylint: disable=pointless-string-statement\n\"\"\"When displaying a list of results, how many to display on one page.\"\"\"\nPAGE_SIZE = 100\n\n\ndef _clean_int(value, default):\n \"\"\"Convert a value to an int, or the default value if conversion fails.\"\"\"\n try:\n return int(value)\n except (TypeError, ValueError), _:\n return default\n\n\nclass MyRequestHandler(webapp.RequestHandler):\n \"\"\"Base request handler with this application specific helpers.\"\"\"\n\n def _render_template(self, name, values):\n \"\"\"\n Wrapper for template.render that updates response\n and knows where to look for templates.\n \"\"\"\n self.response.out.write(template.render(\n os.path.join(os.path.dirname(__file__), 'templates', name),\n values))\n\n\nclass StatusReceiverAction(MyRequestHandler):\n\n def post(self):\n # This handler should be extremely fast so that buildbot doesn't fail\n # the push and doesn't get stuck on us. Defer all processing to the\n # background.\n try:\n deferred.defer(app.process_status_push, self.request.body, _queue='fast')\n except Exception:\n # For large requests we have to do it now. We can't return HTTP 500\n # because buildbot will try again.\n app.process_status_push(self.request.body)\n\n\nclass FetchBuildersAction(MyRequestHandler):\n\n def get(self):\n deferred.defer(app.fetch_builders)\n\n\nclass FetchStepsAction(MyRequestHandler):\n\n def get(self):\n deferred.defer(app.fetch_steps)\n\n\nclass UpdateParsedDataAction(MyRequestHandler):\n\n def get(self):\n query = app.BuildStep.all(keys_only=True)\n query.filter('is_fetched =', True)\n query.filter('is_too_large =', False)\n deferred.defer(app.for_all_entities,\n query,\n app.update_parsed_data,\n None)\n\n\nclass MainAction(MyRequestHandler):\n\n def get(self):\n self._render_template('main.html', {})\n\n\nclass GTestQueryAction(MyRequestHandler):\n\n def get(self):\n gtest_results = []\n cursor = None\n if self.request.get('gtest_query'):\n query = app.GTestResult.all()\n query.filter('fullname =', self.request.get('gtest_query'))\n query.order('-time_finished')\n if self.request.get('cursor'):\n query.with_cursor(start_cursor=self\n\n ... [code 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 47\n Unclosed '(' at line 110 - expected ')'\n Block at line 56 has no indented body\n Block at line 70 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 16\n Unexpected indentation at line 37\n Unexpected indentation at line 39\n Unexpected indentation at line 48\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 47\n Add closing ')' bracket"}]
false
null
null
null
161dd7d6b32c517702822fdd2b972e9c34a403fe
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: class Solution: # @param {string} beginWord # @param {string} endWord # @param {set<string>} wordDict # @return {integer} def ladderLength(self, beginWord, endWord, wordDict): # BFS scanLayer = [beginWord] distRecord = [1] while scanLayer: curWord = scanLayer.pop(0) dist = distRecord.pop(0) if curWord == endWord: return dist for i in range(len(beginWord) - 1): for j in 'abcdefghijklmnopqrstuvwxyz': newWord = curWord[:i] + j + curWord[i+1:] if newWord in wordDict: scanLayer.append(newWord) distRecord.append(dist+1) wordDict.remove(newWord) return 0
Error Analysis: Error Type: OFF_BY_ONE Error: OFF_BY_ONE Detected Errors: • Code truncated in middle of expression - unexpected EOF Fix: Check loop bounds and array indices carefully
advanced
oop
error_detection
Pythoncode:Python
0
1
814
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass Solution:\r # @param {string} beginWord\r # @param {string} endWord\r # @param {set<string>} wordDict\r # @return {integer}\r def ladderLength(self, beginWord, endWord, wordDict):\r # BFS\r scanLayer = [beginWord]\r distRecord = [1]\r while scanLayer:\r curWord = scanLayer.pop(0)\r dist = distRecord.pop(0)\r if curWord == endWord:\r return dist\r for i in range(len(beginWord) - 1):\r for j in 'abcdefghijklmnopqrstuvwxyz':\r newWord = curWord[:i] + j + curWord[i+1:]\r if newWord in wordDict:\r scanLayer.append(newWord)\r distRecord.append(dist+1)\r wordDict.remove(newWord)\r return 0"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: OFF_BY_ONE\n Error: OFF_BY_ONE\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n\n Fix: Check loop bounds and array indices carefully"}]
true
logical
OFF_BY_ONE
MEDIUM
161de43480d9d0733aef7b6ee4c05009bd0cafa3
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from __future__ import absolute_import from __future__ import division from __future__ import print_function from __future__ import unicode_literals import unittest from hypothesis import given import numpy as np from caffe2.proto import caffe2_pb2 from caffe2.python import core, workspace import caffe2.python.hypothesis_test_util as hu import caffe2.python.serialized_test.serialized_test_util as serial # TODO(jiayq): make them hypothesis tests for better coverage. class TestElementwiseBroadcast(serial.SerializedTestCase): @given(**hu.gcs) ... [22 more functiondefs truncated] ...
Classes: TestElementwiseBroadcast This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
0
1
603
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\nfrom __future__ import unicode_literals\n\nimport unittest\n\nfrom hypothesis import given\nimport numpy as np\n\nfrom caffe2.proto import caffe2_pb2\nfrom caffe2.python import core, workspace\nimport caffe2.python.hypothesis_test_util as hu\nimport caffe2.python.serialized_test.serialized_test_util as serial\n\n\n# TODO(jiayq): make them hypothesis tests for better coverage.\nclass TestElementwiseBroadcast(serial.SerializedTestCase):\n @given(**hu.gcs)\n\n ... [22 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Classes: TestElementwiseBroadcast\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
161f5fc0724b14420397243336670a4b9fb7062e
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # Copyright (c) 2017 StackHPC Ltd. # # 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 unittest import cliff.app import cliff.commandmanager import mock from kayobe.cli import commands from kayobe import utils class TestApp(cliff.app.App): def __init__(self): super(TestApp, self).__init__( description='Test app', version='0.1', command_manager=cliff.commandmanager.CommandManager('kayobe.cli')) class TestCase(unittest.TestCase): @mock.patch.object(utils, "galaxy_install", spec=True) @mock.patch.object(commands.KayobeAnsibleMixin, "run_kayobe_playbooks") def test_control_host_bootstrap(self, mock_run, mock_install): command = commands.ControlHostBootstrap(TestApp(), []) parser = command.get_parser("test") parsed_args = parser.parse_args([]) result = command.run(parsed_args) self.assertEqual(0, result) mock_install.assert_called_once_with("requirements.yml", "ansible/roles") expected_calls = [ mock.call(mock.ANY, ["ansible/bootstrap.yml"]), mock.call(mock.ANY, ["ansible/kolla-ansible.yml"], tags="install"), ] self.assertEqual(expected_calls, mock_run.call_args_list) @mock.patch.object(utils, "galaxy_install", spec=True) @mock.patch.object(commands.KayobeAnsibleMixin, "run_kayobe_playbooks") def test_control_host_upgrade(self, mock_run, mock_install): command = commands.ControlHostUpgrade(TestApp(), []) parser = command.get_parser("test") parsed_args = parser.parse_args([]) result = command.run(parsed_args) self.assertEqual(0, result) mock_install.assert_called_once_with("requirements.yml", "ansible/roles", force=True) expected_calls = [ mock.call(mock.ANY, ["ansible/bootstrap.yml"]), mock.call(mock.ANY, ["ansible/kolla-ansible.yml"], tags="install"), ] self.assertEqual(expected_calls, mock_run.call_args_list) @mock.patch.object(commands.KayobeAnsibleMixin, "run_kayobe_playbooks") ... [22 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Block at line 25 has no indented body Block at line 34 has no indented body IndentationError at line 75 ⚠️ Warnings: Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 37 💡 Suggestions: Complete the expression on the last line Fix indentation to match Python syntax rules
advanced
testing
debugging
Pythoncode:Python
3
2
2,840
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Copyright (c) 2017 StackHPC Ltd.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\n\nimport unittest\n\nimport cliff.app\nimport cliff.commandmanager\nimport mock\n\nfrom kayobe.cli import commands\nfrom kayobe import utils\n\n\nclass TestApp(cliff.app.App):\n\n def __init__(self):\n super(TestApp, self).__init__(\n description='Test app',\n version='0.1',\n command_manager=cliff.commandmanager.CommandManager('kayobe.cli'))\n\n\nclass TestCase(unittest.TestCase):\n\n @mock.patch.object(utils, \"galaxy_install\", spec=True)\n @mock.patch.object(commands.KayobeAnsibleMixin,\n \"run_kayobe_playbooks\")\n def test_control_host_bootstrap(self, mock_run, mock_install):\n command = commands.ControlHostBootstrap(TestApp(), [])\n parser = command.get_parser(\"test\")\n parsed_args = parser.parse_args([])\n result = command.run(parsed_args)\n self.assertEqual(0, result)\n mock_install.assert_called_once_with(\"requirements.yml\",\n \"ansible/roles\")\n expected_calls = [\n mock.call(mock.ANY, [\"ansible/bootstrap.yml\"]),\n mock.call(mock.ANY, [\"ansible/kolla-ansible.yml\"],\n tags=\"install\"),\n ]\n self.assertEqual(expected_calls, mock_run.call_args_list)\n\n @mock.patch.object(utils, \"galaxy_install\", spec=True)\n @mock.patch.object(commands.KayobeAnsibleMixin,\n \"run_kayobe_playbooks\")\n def test_control_host_upgrade(self, mock_run, mock_install):\n command = commands.ControlHostUpgrade(TestApp(), [])\n parser = command.get_parser(\"test\")\n parsed_args = parser.parse_args([])\n result = command.run(parsed_args)\n self.assertEqual(0, result)\n mock_install.assert_called_once_with(\"requirements.yml\",\n \"ansible/roles\", force=True)\n expected_calls = [\n mock.call(mock.ANY, [\"ansible/bootstrap.yml\"]),\n mock.call(mock.ANY, [\"ansible/kolla-ansible.yml\"],\n tags=\"install\"),\n ]\n self.assertEqual(expected_calls, mock_run.call_args_list)\n\n @mock.patch.object(commands.KayobeAnsibleMixin,\n \"run_kayobe_playbooks\")\n\n ... [22 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Block at line 25 has no indented body\n Block at line 34 has no indented body\n IndentationError at line 75\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 37\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Fix indentation to match Python syntax rules"}]
false
null
null
null
161fe3f007696be8bbc024b9cad0f629ab8008f8
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: ############################################################################### # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. See License.txt in the project root for # license information. ############################################################################### import os import tensorflow as _tf from distutils.version import StrictVersion is_tf2 = StrictVersion(_tf.__version__.split('-')[0]) >= StrictVersion('2.0.0') def normalize_tensor_shape(tensor_shape): if is_tf2: return [d for d in tensor_shape] else: return [d.value for d in tensor_shape] def dump_graph_into_tensorboard(tf_graph): # type: (_tf.Graph) -> None _tb_log_dir = os.environ.get('TB_LOG_DIR') if _tb_log_dir: if is_tf2: from tensorflow.python.ops.summary_ops_v2 import graph as write_graph pb_visual_writer = _tf.summary.create_file_writer(_tb_log_dir) with pb_visual_writer.as_default(): write_graph(tf_graph) else: from tensorflow.python.summary import summary pb_visual_writer = summary.FileWriter(_tb_log_dir) pb_visual_writer.add_graph(tf_graph) if is_tf2: tensorflow = _tf.compat.v1 def is_subclassed(layer): """Returns True if the object is a subclassed layer or subclassed model.""" return (layer.__module__.find('keras.engine') == -1 and layer.__module__.find('keras.layers') == -1) else: tensorflow = _tf def is_subclassed(layer): return False
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
4
0
1,590
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n###############################################################################\n# Copyright (c) Microsoft Corporation. All rights reserved.\n# Licensed under the MIT License. See License.txt in the project root for\n# license information.\n###############################################################################\nimport os\nimport tensorflow as _tf\n\nfrom distutils.version import StrictVersion\n\nis_tf2 = StrictVersion(_tf.__version__.split('-')[0]) >= StrictVersion('2.0.0')\n\n\ndef normalize_tensor_shape(tensor_shape):\n if is_tf2:\n return [d for d in tensor_shape]\n else:\n return [d.value for d in tensor_shape]\n\n\ndef dump_graph_into_tensorboard(tf_graph):\n # type: (_tf.Graph) -> None\n _tb_log_dir = os.environ.get('TB_LOG_DIR')\n if _tb_log_dir:\n if is_tf2:\n from tensorflow.python.ops.summary_ops_v2 import graph as write_graph\n pb_visual_writer = _tf.summary.create_file_writer(_tb_log_dir)\n with pb_visual_writer.as_default():\n write_graph(tf_graph)\n else:\n from tensorflow.python.summary import summary\n pb_visual_writer = summary.FileWriter(_tb_log_dir)\n pb_visual_writer.add_graph(tf_graph)\n\n\nif is_tf2:\n tensorflow = _tf.compat.v1\n\n\n def is_subclassed(layer):\n \"\"\"Returns True if the object is a subclassed layer or subclassed model.\"\"\"\n return (layer.__module__.find('keras.engine') == -1 and\n layer.__module__.find('keras.layers') == -1)\nelse:\n tensorflow = _tf\n\n\n def is_subclassed(layer):\n return False"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
1620270422616b41ca7180a5b9004dcde020933a
TheStack--python--000.parquet
Debug this Pythoncode:Python code: class Example: def __init__(self, **kwargs): self.server_address = kwargs['server_address'] self.port_1_config = kwargs['port_1_config'] self.port_2_config = kwargs['port_2_config'] # Helper function, we can use this to parse the HTTP Method to the # enumeration used by the API from byteblowerll.byteblower import ParseHTTPRequestMethodFromString http_method_arg = kwargs['http_method'] self.http_method = ParseHTTPRequestMethodFromString(http_method_arg) self.duration = kwargs['duration'] self.session_duration = kwargs['session_duration'] self.session_size = kwargs['session_size'] self.max_concurrent_sessions = kwargs['max_concurrent_sessions'] self.max_total_sessions = kwargs['max_total_sessions'] self.tos = kwargs['tos'] self.server = None self.port_1 = None self.port_2 = None def cleanup(self): """Clean up the created objects""" byteblower_instance = byteblower.ByteBlower.InstanceGet() if self.port_1: self.server.PortDestroy(self.port_1) self.port_1 = None if self.port_2: self.server.PortDestroy(self.port_2) self.port_2 = None if self.server is not None: byteblower_instance.ServerRemove(self.server) self.server = None ... [2 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 40: ... [2 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 4 Unexpected indentation at line 5 Unexpected indentation at line 8 Unexpected indentation at line 9 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
advanced
api
debugging
Pythoncode:Python
2
1
1,447
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nclass Example:\n def __init__(self, **kwargs):\n self.server_address = kwargs['server_address']\n self.port_1_config = kwargs['port_1_config']\n self.port_2_config = kwargs['port_2_config']\n\n # Helper function, we can use this to parse the HTTP Method to the\n # enumeration used by the API\n from byteblowerll.byteblower import ParseHTTPRequestMethodFromString\n\n http_method_arg = kwargs['http_method']\n self.http_method = ParseHTTPRequestMethodFromString(http_method_arg)\n self.duration = kwargs['duration']\n self.session_duration = kwargs['session_duration']\n self.session_size = kwargs['session_size']\n self.max_concurrent_sessions = kwargs['max_concurrent_sessions']\n self.max_total_sessions = kwargs['max_total_sessions']\n self.tos = kwargs['tos']\n\n self.server = None\n self.port_1 = None\n self.port_2 = None\n\n def cleanup(self):\n \"\"\"Clean up the created objects\"\"\"\n byteblower_instance = byteblower.ByteBlower.InstanceGet()\n if self.port_1:\n self.server.PortDestroy(self.port_1)\n self.port_1 = None\n\n if self.port_2:\n self.server.PortDestroy(self.port_2)\n self.port_2 = None\n\n if self.server is not None:\n byteblower_instance.ServerRemove(self.server)\n self.server = None\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 40: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 4\n Unexpected indentation at line 5\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
16205a78e576c7488204d92806cb7a59f5ca5566
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python # Converts a PoD XML file to a GeoJSON file. # # With the --javascript parameter, the generated file is a javascript # file defining a variable 'basePodSpec'. # # Get the PoD XML file from http://dev.24-timmars.nu/PoD/xmlapi_app.php. import xml.etree.ElementTree as etree import argparse import re import json import io import sys import os.path import datetime def run(): parser = argparse.ArgumentParser() parser.add_argument("-i", "--infile", help="input file") parser.add_argument("-o", "--outfile", help="output file") parser.add_argument("--id", help="id of terrain") parser.add_argument("--javascript", action="store_true") args = parser.parse_args() tree = etree.parse(args.infile) all_points, start_points, turning_points = get_points(tree) inshore_legs, offshore_legs = get_legs(tree, all_points) output_pod(args.outfile, args.javascript, args.id, [('startPoints', start_points), ('turningPoints', turning_points), ('inshoreLegs', inshore_legs), ('offshoreLegs', offshore_legs)]) def output_pod(fname, javascript, id, features): if sys.version < '3': fd = codecs.open(fname, "w", encoding="utf-8") else: fd = io.open(fname, "w", encoding="utf-8") if javascript: ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: fd.write(u'/* eslint-disable */\n') fd.write(u'export var basePodSpec = ') fd.write(u'{"id": %s, ' % id) flen = len(features) i = 1
intermediate
api
incomplete_code
Pythoncode:Python
2
0
1,329
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python\n\n# Converts a PoD XML file to a GeoJSON file.\n#\n# With the --javascript parameter, the generated file is a javascript\n# file defining a variable 'basePodSpec'.\n#\n# Get the PoD XML file from http://dev.24-timmars.nu/PoD/xmlapi_app.php.\n\nimport xml.etree.ElementTree as etree\nimport argparse\nimport re\nimport json\nimport io\nimport sys\nimport os.path\nimport datetime\ndef run():\n parser = argparse.ArgumentParser()\n parser.add_argument(\"-i\", \"--infile\", help=\"input file\")\n parser.add_argument(\"-o\", \"--outfile\", help=\"output file\")\n parser.add_argument(\"--id\", help=\"id of terrain\")\n parser.add_argument(\"--javascript\", action=\"store_true\")\n args = parser.parse_args()\n tree = etree.parse(args.infile)\n\n all_points, start_points, turning_points = get_points(tree)\n inshore_legs, offshore_legs = get_legs(tree, all_points)\n\n output_pod(args.outfile, args.javascript, args.id,\n [('startPoints', start_points),\n ('turningPoints', turning_points),\n ('inshoreLegs', inshore_legs),\n ('offshoreLegs', offshore_legs)])\n\ndef output_pod(fname, javascript, id, features):\n if sys.version < '3':\n fd = codecs.open(fname, \"w\", encoding=\"utf-8\")\n else:\n fd = io.open(fname, \"w\", encoding=\"utf-8\")\n if javascript:\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 fd.write(u'/* eslint-disable */\\n')\n fd.write(u'export var basePodSpec = ')\n fd.write(u'{\"id\": %s, ' % id)\n flen = len(features)\n i = 1"}]
true
syntax
HARD_CUT
CRITICAL
16214a743fb88fbf7d2c7ed97c9778c2fbeb46d1
TheStack--python--000.parquet
Review this Pythoncode:Python code: import os import json import importlib from pluginbase import PluginBase import rastervision as rv from rastervision.protos.plugin_pb2 import PluginConfig as PluginConfigMsg from rastervision.utils.files import download_if_needed class PluginError(Exception): pass def load_conf_list(s): """Loads a list of items from the config. Lists should be comma separated. This takes into account that previous versions of Raster Vision allowed for a `[ "module" ]` like syntax, even though that didn't work for multi-value lists. """ try: # A comma separated list of values will be transformed to # having a list-like string, with ' instead of ". Replacing # single quotes with double quotes lets us parse it as a JSON list. return json.loads(s.replace("'", '"')) except json.JSONDecodeError: return list(map(lambda x: x.strip(), s.split(','))) class PluginRegistry: @staticmethod def get_instance(): return rv._registry._get_plugin_registry() def __init__(self, plugin_config, rv_home): """Initializes this plugin registry. A plugin registry is passed to plugins in a call to their "register_plugin" method. Args: plugin_config - the everett ConfigManager for the plugin section of the application configuration. """ self.plugin_root_dir = os.path.join(rv_home, 'plugins') self.config_builders = {} self.command_config_builders = {} self.commands = [] self.aux_command_classes = {} self.default_raster_sources = [] self.default_vector_sources = [] self.default_label_sources = [] self.default_label_stores = [] self.default_evaluators = [] self.experiment_runners = {} self.filesystems = [] plugin_files = load_conf_list(plugin_config('files', default='[]')) self._load_from_files(plugin_files) self.plugin_files = plugin_files plugin_modules = load_conf_list(plugin_config('modules', default='[]')) self._load_from_modules(plugin_modules) self.plugin_modules = plugin_modules def _load_plugin(self, plugin, identifier): # Check the plugin is valid if not hasattr(plugin, 'register_plugin'): raise PluginError('Plugin at {} does not have ' '"register_plugin" method.'.format(identifier)) register_method = getattr(plugin, 'register_plugin') if not callable(register_method): raise PluginError('Plugin at {} has a ' '"register_plugin" attribute, ' 'but it is not callable'.format(identifier)) # TODO: Log loading plugin. register_method(self) ... [14 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 17 Invalid syntax at line 86: ... [14 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 36 Unexpected indentation at line 43 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 72 Unexpected indentation at line 74 Unexpected indentation at line 77 Unexpected indentation at line 79 Unexpected indentation at line 80 Unexpected indentation at line 83 ✨ Improvements: Complete the expression on the last line Add closing quote at line 17 Review syntax near the error location
advanced
database
code_review
Pythoncode:Python
4
2
2,885
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport os\nimport json\nimport importlib\n\nfrom pluginbase import PluginBase\n\nimport rastervision as rv\nfrom rastervision.protos.plugin_pb2 import PluginConfig as PluginConfigMsg\nfrom rastervision.utils.files import download_if_needed\n\n\nclass PluginError(Exception):\n pass\n\n\ndef load_conf_list(s):\n \"\"\"Loads a list of items from the config.\n\n Lists should be comma separated.\n\n This takes into account that previous versions of Raster Vision\n allowed for a `[ \"module\" ]` like syntax, even though that didn't\n work for multi-value lists.\n \"\"\"\n try:\n # A comma separated list of values will be transformed to\n # having a list-like string, with ' instead of \". Replacing\n # single quotes with double quotes lets us parse it as a JSON list.\n return json.loads(s.replace(\"'\", '\"'))\n except json.JSONDecodeError:\n return list(map(lambda x: x.strip(), s.split(',')))\n\n\nclass PluginRegistry:\n @staticmethod\n def get_instance():\n return rv._registry._get_plugin_registry()\n\n def __init__(self, plugin_config, rv_home):\n \"\"\"Initializes this plugin registry.\n\n A plugin registry is passed to plugins in a call\n to their \"register_plugin\" method.\n\n Args:\n plugin_config - the everett ConfigManager for the plugin\n section of the application configuration.\n \"\"\"\n self.plugin_root_dir = os.path.join(rv_home, 'plugins')\n self.config_builders = {}\n self.command_config_builders = {}\n self.commands = []\n self.aux_command_classes = {}\n self.default_raster_sources = []\n self.default_vector_sources = []\n self.default_label_sources = []\n self.default_label_stores = []\n self.default_evaluators = []\n self.experiment_runners = {}\n self.filesystems = []\n\n plugin_files = load_conf_list(plugin_config('files', default='[]'))\n self._load_from_files(plugin_files)\n self.plugin_files = plugin_files\n\n plugin_modules = load_conf_list(plugin_config('modules', default='[]'))\n self._load_from_modules(plugin_modules)\n self.plugin_modules = plugin_modules\n\n def _load_plugin(self, plugin, identifier):\n # Check the plugin is valid\n if not hasattr(plugin, 'register_plugin'):\n raise PluginError('Plugin at {} does not have '\n '\"register_plugin\" method.'.format(identifier))\n\n register_method = getattr(plugin, 'register_plugin')\n if not callable(register_method):\n raise PluginError('Plugin at {} has a '\n '\"register_plugin\" attribute, '\n 'but it is not callable'.format(identifier))\n\n # TODO: Log loading plugin.\n register_method(self)\n\n\n ... [14 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 17\n Invalid syntax at line 86: ... [14 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 36\n Unexpected indentation at line 43\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 72\n Unexpected indentation at line 74\n Unexpected indentation at line 77\n Unexpected indentation at line 79\n Unexpected indentation at line 80\n Unexpected indentation at line 83\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 17\n Review syntax near the error location"}]
false
null
null
null
1621aa767e78100c7f16f615ddf74780115c4b1d
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: from __future__ import absolute_import from __future__ import division from __future__ import print_function from absl import app from absl import flags import os import os.path as osp import numpy as np import torch import torchvision import torch.nn as nn from torch.autograd import Variable import functools from . import net_blocks as nb import pdb class ResNetConcatGenerator(nn.Module): def __init__(self, input_nc, output_nc, n_blocks=3, ngf=64,): super(ResNetConcatGenerator, self).__init__() self.encoder = ResnetEncoder(n_blocks=n_blocks) self.n_blocks = n_blocks decoder = [] if n_blocks == 3: inner_nc = 256 nlayers = 4 elif n_blocks == 4: inner_nc = 512 nlayers = 5 for lx in range(nlayers): outnc = max(inner_nc // 2, 16) up = nb.upconv2d(inner_nc, outnc) decoder.append(up) inner_nc = outnc up = nn.Conv2d( inner_nc, output_nc, kernel_size=3, stride=1, padding=1, bias=True) decoder.append(up) self.decoder = nn.Sequential(*decoder) nb.net_init(self.decoder) return def forward(self, input): img_enc = self.encoder(input) img_dec = self.decoder(img_enc) return img_dec def reinit_weights(self, ): self.encoder = ResnetEncoder(n_blocks=self.n_blocks) nb.net_init(self.decoder) class ResnetEncoder(nn.Module): def __init__(self, n_blocks): super(ResnetEncoder, self).__init__() self.resnet = torchvision.models.resnet18(pretrained=True) self.n_blocks = n_blocks def forward(self, x): n_blocks = self.n_blocks x = self.resnet.conv1(x) x = self.resnet.bn1(x) x = self.resnet.relu(x) x = self.resnet.maxpool(x) if n_blocks >= 1: Error: IndentationError / Expected indented block
Fixed Code: from __future__ import absolute_import from __future__ import division from __future__ import print_function from absl import app from absl import flags import os import os.path as osp import numpy as np import torch import torchvision import torch.nn as nn from torch.autograd import Variable import functools from . import net_blocks as nb import pdb class ResNetConcatGenerator(nn.Module): Explanation: Add body to If block or use 'pass' statement
advanced
machine_learning
error_fixing
Pythoncode:Python
5
2
1,886
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\n\nfrom absl import app\nfrom absl import flags\nimport os\nimport os.path as osp\nimport numpy as np\nimport torch\nimport torchvision\nimport torch.nn as nn\nfrom torch.autograd import Variable\nimport functools\n\nfrom . import net_blocks as nb\nimport pdb\n\n\nclass ResNetConcatGenerator(nn.Module):\n def __init__(self, input_nc, output_nc, n_blocks=3, ngf=64,):\n super(ResNetConcatGenerator, self).__init__()\n self.encoder = ResnetEncoder(n_blocks=n_blocks)\n self.n_blocks = n_blocks\n decoder = []\n if n_blocks == 3:\n inner_nc = 256\n nlayers = 4\n elif n_blocks == 4:\n inner_nc = 512\n nlayers = 5\n\n for lx in range(nlayers):\n outnc = max(inner_nc // 2, 16)\n up = nb.upconv2d(inner_nc, outnc)\n decoder.append(up)\n inner_nc = outnc\n\n up = nn.Conv2d(\n inner_nc, output_nc, kernel_size=3, stride=1, padding=1, bias=True)\n decoder.append(up)\n self.decoder = nn.Sequential(*decoder)\n nb.net_init(self.decoder)\n return\n\n def forward(self, input):\n img_enc = self.encoder(input)\n img_dec = self.decoder(img_enc)\n return img_dec\n\n def reinit_weights(self, ):\n self.encoder = ResnetEncoder(n_blocks=self.n_blocks)\n nb.net_init(self.decoder)\n\n\nclass ResnetEncoder(nn.Module):\n def __init__(self, n_blocks):\n super(ResnetEncoder, self).__init__()\n self.resnet = torchvision.models.resnet18(pretrained=True)\n self.n_blocks = n_blocks\n\n def forward(self, x):\n n_blocks = self.n_blocks\n x = self.resnet.conv1(x)\n x = self.resnet.bn1(x)\n x = self.resnet.relu(x)\n x = self.resnet.maxpool(x)\n\n if n_blocks >= 1:\n\n Error: IndentationError / Expected indented block"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\n\nfrom absl import app\nfrom absl import flags\nimport os\nimport os.path as osp\nimport numpy as np\nimport torch\nimport torchvision\nimport torch.nn as nn\nfrom torch.autograd import Variable\nimport functools\n\nfrom . import net_blocks as nb\nimport pdb\n\n\nclass ResNetConcatGenerator(nn.Module):\n\n Explanation: Add body to If block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
1621ccd669a0abec2dea3abc64d60feca57f3bfe
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python # Copyright (c) 2018, DIANA-HEP # 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 the copyright holder nor the names of its # contributors 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 HOLDER 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 math import numbers import operator import awkward import awkward.util class Common(object): @property def mag2(self): return self.dot(self) @property def mag(self): return awkward.util.numpy.sqrt(self.mag2) @property def rho2(self): out = self.x*self.x out = out + self.y*self.y return out def delta_phi(self, other): return (self.phi - other.phi + math.pi) % (2*math.pi) - math.pi def isparallel(self, other, tolerance=1e-10): return str(1) - self.cosdelta(other) < tolerance def isantiparallel(self, other, tolerance=1e-10): return self.cosdelta(other) - (-1) < tolerance def iscollinear(self, other, tolerance=1e-10): return 1 - awkward.util.numpy.absolute(self.cosdelta(other)) < tolerance def __lt__(self, other): raise TypeError("spatial vectors have no natural ordering") def __gt__(self, other): raise TypeError("spatial vectors have no natural ordering") def __le__(self, other): raise TypeError("spatial vectors have no natural ordering") def __ge__(self, other): raise TypeError("spatial vectors have no natural ordering") class ArrayMethods(Common): @property def unit(self): return self / self.mag @property ... [45 more functiondefs truncated] ...
Error Analysis: Error Type: TYPE_MISMATCH Error: TYPE_MISMATCH Detected Errors: • Code truncated in middle of expression - unexpected EOF • Block at line 7 has no indented body • IndentationError at line 84 Fix: Ensure types are compatible in operations
advanced
database
error_detection
Pythoncode:Python
12
2
2,936
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n\n# Copyright (c) 2018, DIANA-HEP\n# 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 met:\n# \n# * Redistributions of source code must retain the above copyright notice, this\n# list of conditions and the following disclaimer.\n# \n# * Redistributions in binary form must reproduce the above copyright notice,\n# this list of conditions and the following disclaimer in the documentation\n# and/or other materials provided with the distribution.\n# \n# * Neither the name of the copyright holder nor the names of its\n# contributors may be used to endorse or promote products derived from\n# this software without specific prior written permission.\n# \n# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\n# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE\n# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL\n# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\n# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER\n# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\n# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\n# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n\nimport math\nimport numbers\nimport operator\n\nimport awkward\nimport awkward.util\n\nclass Common(object):\n @property\n def mag2(self):\n return self.dot(self)\n\n @property\n def mag(self):\n return awkward.util.numpy.sqrt(self.mag2)\n\n @property\n def rho2(self):\n out = self.x*self.x\n out = out + self.y*self.y\n return out\n\n def delta_phi(self, other):\n return (self.phi - other.phi + math.pi) % (2*math.pi) - math.pi\n\n def isparallel(self, other, tolerance=1e-10):\n return str(1) - self.cosdelta(other) < tolerance\n\n def isantiparallel(self, other, tolerance=1e-10):\n return self.cosdelta(other) - (-1) < tolerance\n\n def iscollinear(self, other, tolerance=1e-10):\n return 1 - awkward.util.numpy.absolute(self.cosdelta(other)) < tolerance\n\n def __lt__(self, other):\n raise TypeError(\"spatial vectors have no natural ordering\")\n\n def __gt__(self, other):\n raise TypeError(\"spatial vectors have no natural ordering\")\n\n def __le__(self, other):\n raise TypeError(\"spatial vectors have no natural ordering\")\n\n def __ge__(self, other):\n raise TypeError(\"spatial vectors have no natural ordering\")\n\nclass ArrayMethods(Common):\n @property\n def unit(self):\n return self / self.mag\n\n @property\n\n ... [45 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: TYPE_MISMATCH\n Error: TYPE_MISMATCH\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Block at line 7 has no indented body\n \u2022 IndentationError at line 84\n\n Fix: Ensure types are compatible in operations"}]
true
logical
TYPE_MISMATCH
HIGH
162335a5b07a8e07ba6397644e3e4ed7a9f459e2
TheStack--python--000.parquet
Explain this Pythoncode:Python code: """ Implements a non interactive controller to controt non-interactive visualizers. (i.e. those that are used for converting TPP souce code into another format) """ from tpp.FileParser import FileParser from tpp.controller.TPPController import TPPController class ConversionController(TPPController): """ Implements a non interactive controller to run non-interactive visualizers. (i.e. those that are used for converting TPP source code into another format) """ def __init__(self, input_file, output, visualizer_class): """ Todo: ApiDoc. :rtype: :param input: :param output: :param visualizer_class: """ super(ConversionController, self).__init__() parser = FileParser(input_file) self.pages = parser.get_pages() self.vis = visualizer_class(output) def run(self): """ Todo: ApiDoc. :return: """ for page in self.pages: while True: eop = page.is_eop() self.vis.visualize(page.next_line(), eop) if eop: break def close(self): """ Todo: ApiDoc. :return: """ self.vis.close()
Functions: __init__, run, close Classes: ConversionController This code demonstrates Pythoncode:Python programming.
advanced
api
code_explanation
Pythoncode:Python
3
1
1,259
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\"\"\"\nImplements a non interactive controller to controt non-interactive visualizers.\n\n(i.e. those that are used for converting TPP souce code into another format)\n\"\"\"\nfrom tpp.FileParser import FileParser\nfrom tpp.controller.TPPController import TPPController\n\n\nclass ConversionController(TPPController):\n \"\"\"\n Implements a non interactive controller to run non-interactive visualizers.\n\n (i.e. those that are used for converting TPP source code into another format)\n \"\"\"\n\n def __init__(self, input_file, output, visualizer_class):\n \"\"\"\n Todo: ApiDoc.\n\n :rtype:\n :param input:\n :param output:\n :param visualizer_class:\n \"\"\"\n super(ConversionController, self).__init__()\n parser = FileParser(input_file)\n self.pages = parser.get_pages()\n self.vis = visualizer_class(output)\n\n def run(self):\n \"\"\"\n Todo: ApiDoc.\n\n :return:\n \"\"\"\n for page in self.pages:\n while True:\n eop = page.is_eop()\n self.vis.visualize(page.next_line(), eop)\n if eop:\n break\n\n def close(self):\n \"\"\"\n Todo: ApiDoc.\n\n :return:\n \"\"\"\n self.vis.close()"}, {"role": "assistant", "content": " Functions: __init__, run, close\n Classes: ConversionController\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
16262857a0ab051d70328d47ffe56eedbe48f8d3
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from bs4 import BeautifulSoup from datetime import date from lxml import html import requests import re import json class CovidScraper: def __init__(self): self.api_url = 'http://127.0.0.1:5000/covidgr' self.api_sum_url = 'http://127.0.0.1:5000/summary/covidgr' self.api_test_url = 'http://127.0.0.1:5000/covidgr/tests' self.scrape_url = 'https://www.worldometers.info/coronavirus/country/greece/' self.scrape_tests_url = 'https://github.com/owid/covid-19-data/blob/master/public/data/testing/covid-testing-latest-data-source-details.csv' self.today = '' self.covid_data = [] self.summary_data= [] def scrape_data(self): data = [] self.today = str(date.today()) soup = self.scrape_page_content() soup_test_page = self.scrape_page_content_contains_tests() if soup: self.get_daily_data(soup) self.get_summary_data(soup) if self.summary_data and self.covid_data: post_daily_and_sum_covid_data = self.call_api_put_data( self.today, self.covid_data, self.summary_data) data.append(post_daily_and_sum_covid_data) if soup_test_page: tests_data = self.get_tests_per_day(soup_test_page) if tests_data[0]: post_daily_tests_covid_data = self.call_api_post_tested_covid_data( tests_data[0], tests_data[1]) data.append(post_daily_tests_covid_data) return data def scrape_page_content(self): page = requests.get(self.scrape_url) soup = BeautifulSoup(page.content, 'html.parser') return soup def scrape_page_content_contains_tests(self): page = requests.get(self.scrape_tests_url) soup = BeautifulSoup(page.content, 'html.parser') return soup def get_daily_data(self, soup): covid_data = [] daily_covidgr_html_content = soup.find('li', class_='news_li') get_daily_covidgr_text = daily_covidgr_html_content.text for elem in get_daily_covidgr_text.split(): regex = '\d*(.|)\d+' match = re.findall(regex, elem) if match: covid_data.append(elem) self.covid_data = covid_data def get_summary_data(self, soup): summary_data = [] all_cases_covidgr_html_content = soup.find_all( 'div', class_='maincounter-number') for item in range(len(all_cases_covidgr_html_content)): regex = r'(\n)|\s' all_cases_data = re.sub( regex, '', all_cases_covidgr_html_content[item].text) summary_data.append(all_cases_data) self.summary_data = summary_data ... [3 more functiondefs truncated] ...
Functions: __init__, scrape_data, scrape_page_content, scrape_page_content_contains_tests, get_daily_data Classes: CovidScraper This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
6
1
2,888
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom bs4 import BeautifulSoup\nfrom datetime import date\nfrom lxml import html\n\nimport requests\nimport re\nimport json\n\nclass CovidScraper:\n def __init__(self):\n self.api_url = 'http://127.0.0.1:5000/covidgr'\n self.api_sum_url = 'http://127.0.0.1:5000/summary/covidgr'\n self.api_test_url = 'http://127.0.0.1:5000/covidgr/tests'\n self.scrape_url = 'https://www.worldometers.info/coronavirus/country/greece/'\n self.scrape_tests_url = 'https://github.com/owid/covid-19-data/blob/master/public/data/testing/covid-testing-latest-data-source-details.csv'\n self.today = ''\n self.covid_data = []\n self.summary_data= []\n\n def scrape_data(self):\n data = []\n self.today = str(date.today())\n\n soup = self.scrape_page_content()\n soup_test_page = self.scrape_page_content_contains_tests()\n\n if soup:\n self.get_daily_data(soup)\n self.get_summary_data(soup)\n\n if self.summary_data and self.covid_data:\n post_daily_and_sum_covid_data = self.call_api_put_data(\n self.today, self.covid_data, self.summary_data)\n data.append(post_daily_and_sum_covid_data)\n \n if soup_test_page:\n tests_data = self.get_tests_per_day(soup_test_page)\n\n if tests_data[0]:\n post_daily_tests_covid_data = self.call_api_post_tested_covid_data(\n tests_data[0], tests_data[1])\n data.append(post_daily_tests_covid_data)\n\n return data\n\n def scrape_page_content(self):\n page = requests.get(self.scrape_url)\n soup = BeautifulSoup(page.content, 'html.parser')\n\n return soup\n \n def scrape_page_content_contains_tests(self):\n page = requests.get(self.scrape_tests_url)\n soup = BeautifulSoup(page.content, 'html.parser')\n \n return soup\n \n def get_daily_data(self, soup):\n covid_data = []\n\n daily_covidgr_html_content = soup.find('li', class_='news_li')\n get_daily_covidgr_text = daily_covidgr_html_content.text\n\n for elem in get_daily_covidgr_text.split():\n regex = '\\d*(.|)\\d+'\n match = re.findall(regex, elem)\n if match:\n covid_data.append(elem)\n \n self.covid_data = covid_data\n \n def get_summary_data(self, soup):\n summary_data = []\n\n all_cases_covidgr_html_content = soup.find_all(\n 'div', class_='maincounter-number')\n \n for item in range(len(all_cases_covidgr_html_content)):\n regex = r'(\\n)|\\s'\n all_cases_data = re.sub(\n regex, '', all_cases_covidgr_html_content[item].text)\n summary_data.append(all_cases_data)\n \n self.summary_data = summary_data\n \n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__, scrape_data, scrape_page_content, scrape_page_content_contains_tests, get_daily_data\n Classes: CovidScraper\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
1626ca15f81c599021a7770317db1230752e7b3f
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/python2.7 import os from PIL import Image DATEI_WEB_GROSSE = 700 def isimg(isitimg: ext = os.path.splitext(isitimg)[1].lower() if ext == ".jpg" or ext == ".png" or ext == ".gif": return True return False def bearbeiten(datei): img = Image.open(datei) wrel = DATEI_WEB_GROSSE / float(img.size[0]) habs = int( float(img.size[1]) * float(wrel) ) splt = os.path.splitext(datei) newfilename = splt[0] + splt[1].lower() img = img.resize((DATEI_WEB_GROSSE, habs), Image.ANTIALIAS) img.save(newfilename, quality=100, optimize=True, progressive=True) if newfilename != datei: os.rename(newfilename, datei) def main(): files = os.listdir('.') files = filter(isimg, files) for f in files: print f bearbeiten(f) if __name__ == '__main__': main()
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 7 - expected ')' • SyntaxError: '(' was never closed at line 7 Fixes: • Add closing ')' bracket • Review code syntax
intermediate
machine_learning
syntax_repair
Pythoncode:Python
3
0
775
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/python2.7\nimport os\nfrom PIL import Image\n\nDATEI_WEB_GROSSE = 700\n\ndef isimg(isitimg:\n\text = os.path.splitext(isitimg)[1].lower()\n\tif ext == \".jpg\" or ext == \".png\" or ext == \".gif\":\n\t\treturn True\n\treturn False\n\ndef bearbeiten(datei):\n\timg = Image.open(datei)\n\twrel = DATEI_WEB_GROSSE / float(img.size[0])\n\thabs = int( float(img.size[1]) * float(wrel) )\n\n\tsplt = os.path.splitext(datei)\n\tnewfilename = splt[0] + splt[1].lower()\n\n\timg = img.resize((DATEI_WEB_GROSSE, habs), Image.ANTIALIAS)\n\timg.save(newfilename, quality=100, optimize=True, progressive=True)\n\n\tif newfilename != datei:\n\t\tos.rename(newfilename, datei)\n\ndef main():\n\tfiles = os.listdir('.')\n\tfiles = filter(isimg, files)\n\tfor f in files:\n\t\tprint f\n\t\tbearbeiten(f)\n\nif __name__ == '__main__':\n\tmain()"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 7 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 7\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
16278cfaea317b80559af8d9f8ed6e412d50c446
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import discord from discord.ext import commands class WowCog: """Custom Cog that had commands for WoW Memes""" def __init__(self, bot): self.bot = bot async def _play(self, url, ctx): """Helper for aliasing Play in the Audio module""" audio = self.bot.get_cog('Audio') if not audio: await self.bot.say("Audio module required. Load with: {}load audio".format(ctx.prefix)) return await ctx.invoke(audio.play, url_or_search_terms=url) @commands.command(pass_context=True, no_pm=True) async def flamewreath(self, ctx): """I will not move when Flame Wreath is cast!""" await self._play("https://www.youtube.com/watch?v=gcA6y7sxKcA", ctx) def setup(bot): bot.add_cog(WowCog(bot))
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 16 Unexpected indentation at line 17
advanced
api
debugging
Pythoncode:Python
2
1
785
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport discord\nfrom discord.ext import commands\n\n\nclass WowCog:\n \"\"\"Custom Cog that had commands for WoW Memes\"\"\"\n\n def __init__(self, bot):\n self.bot = bot\n\n async def _play(self, url, ctx):\n \"\"\"Helper for aliasing Play in the Audio module\"\"\"\n audio = self.bot.get_cog('Audio')\n if not audio:\n await self.bot.say(\"Audio module required. Load with: {}load audio\".format(ctx.prefix))\n return\n await ctx.invoke(audio.play, url_or_search_terms=url)\n\n @commands.command(pass_context=True, no_pm=True)\n async def flamewreath(self, ctx):\n \"\"\"I will not move when Flame Wreath is cast!\"\"\"\n await self._play(\"https://www.youtube.com/watch?v=gcA6y7sxKcA\", ctx)\n\n\ndef setup(bot):\n bot.add_cog(WowCog(bot))"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 16\n Unexpected indentation at line 17"}]
false
null
null
null
1627fcf089cd43ce83004fbce276962343e2f2c7
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import pytest from privacy_evaluator.attacks.sample_attack import Sample_Attack # Complete this line This test only test if no error is thrown when calling the function, can be removed in the future """ def test_sample_attack(): test = Sample_Attack(0, 0, 0) test.perform_attack()
The missing line is: """
intermediate
testing
fill_in_the_blank
Pythoncode:Python
1
0
274
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport pytest\n\nfrom privacy_evaluator.attacks.sample_attack import Sample_Attack\n\n # Complete this line\nThis test only test if no error is thrown when calling the function, can be removed in the future\n\"\"\"\ndef test_sample_attack():\n test = Sample_Attack(0, 0, 0)\n test.perform_attack()"}, {"role": "assistant", "content": "The missing line is:\n\"\"\""}]
false
null
null
null
16286e428c3bbec3fb9fbe61340a4121c6311a63
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # 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 ast import re from setuptools import setup import textwrap _version_re = re.compile(r'__version__\s+=\s+(.*)') with open('prestodb/__init__.py', 'rb') as f:
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 22 has no body - expected indented block • IndentationError at line 22 Fix: Complete the truncated code structure
intermediate
testing
error_detection
Pythoncode:Python
0
0
712
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport ast\nimport re\nfrom setuptools import setup\nimport textwrap\n\n\n_version_re = re.compile(r'__version__\\s+=\\s+(.*)')\n\n\nwith open('prestodb/__init__.py', 'rb') as f:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 22 has no body - expected indented block\n \u2022 IndentationError at line 22\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
162894b73abedfff0ad797772b95e5e53cb507ab
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import matplotlib.pyplot as graph subject = ["Probability", "Calculas", "Discrete Mathematics", "Adv Engineering Mathematics", "Linear Algebra", "Cryptography"] weightage = [250,900,850,1200,290,345] seperator = [0.05,0,0,0,0.05,0.05] graph.title("Mathematics Topic Weightage") graph.pie(weightage,labels=subject,autopct="%0.1f%%", explode=seperator) graph.show()
This code demonstrates Pythoncode:Python programming.
intermediate
general
code_explanation
Pythoncode:Python
0
0
368
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport matplotlib.pyplot as graph\n\nsubject = [\"Probability\", \"Calculas\", \"Discrete Mathematics\", \"Adv Engineering Mathematics\", \n\"Linear Algebra\", \"Cryptography\"]\n\nweightage = [250,900,850,1200,290,345]\n\nseperator = [0.05,0,0,0,0.05,0.05]\n\ngraph.title(\"Mathematics Topic Weightage\")\ngraph.pie(weightage,labels=subject,autopct=\"%0.1f%%\", explode=seperator)\ngraph.show()"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
162b50aea1cc09a5257abec74537cee83cae39dc
TheStack--python--000.parquet
Review this Pythoncode:Python code: from __future__ import annotations import numpy as np import pandas as pd from sklearn import datasets from IMLearn.metrics import mean_square_error from IMLearn.utils import split_train_test from IMLearn.model_selection import cross_validate from IMLearn.learners.regressors import PolynomialFitting, LinearRegression, RidgeRegression from sklearn.linear_model import Lasso from utils import * import plotnine as gg def select_polynomial_degree(n_samples: int = 100, noise: float = 5): """ Simulate data from a polynomial model and use cross-validation to select the best fitting degree Parameters ---------- n_samples: int, default=100 Number of samples to generate noise: float, default = 5 Noise level to simulate in responses """ # Question 1 - Generate dataset for model f(x)=(x+3)(x+2)(x+1)(x-1)(x-2) + eps for eps Gaussian noise # and split into training- and testing portions ... [2 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 16 Invalid syntax at line 32: ... [2 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 17 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 29 ✨ Improvements: Complete the expression on the last line Add closing quote at line 16 Review syntax near the error location
intermediate
testing
code_review
Pythoncode:Python
1
0
991
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom __future__ import annotations\nimport numpy as np\nimport pandas as pd\nfrom sklearn import datasets\nfrom IMLearn.metrics import mean_square_error\nfrom IMLearn.utils import split_train_test\nfrom IMLearn.model_selection import cross_validate\nfrom IMLearn.learners.regressors import PolynomialFitting, LinearRegression, RidgeRegression\nfrom sklearn.linear_model import Lasso\n\nfrom utils import *\nimport plotnine as gg\n\n\ndef select_polynomial_degree(n_samples: int = 100, noise: float = 5):\n \"\"\"\n Simulate data from a polynomial model and use cross-validation to select the best fitting degree\n\n Parameters\n ----------\n n_samples: int, default=100\n Number of samples to generate\n\n noise: float, default = 5\n Noise level to simulate in responses\n \"\"\"\n\n # Question 1 - Generate dataset for model f(x)=(x+3)(x+2)(x+1)(x-1)(x-2) + eps for eps Gaussian noise\n # and split into training- and testing portions\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 16\n Invalid syntax at line 32: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 17\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 29\n\n\u2728 Improvements:\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
162b6c04231d6cc1d5159da7ca51127039c4295e
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: import re import copy def parse_media(media, content_version, project_chapters): """ Converts a media object into formats usable in the catalog :param media: the media object :type media: dict :param content_version: the current version of the source content :type content_version: string :param project_chapters: a dictionary of project chapters :type project_chapters: dict :return: resource_formats, project_formats a list of resource formats and dictionary of project formats """ resource_formats = [] project_formats = {} if 'resource' in media: resource_formats = _parse_resource(media['resource'], content_version) if 'projects' in media: for project in media['projects']: project_id = project['identifier'] chapters = [] if project_id == 'obs': # TRICKY: obs projects always have 50 chapters # This allows empty projects to still publish media. for x in range(1, 51): # chapters 1..50 chapters.append(str(x).zfill(2)) if project_id in project_chapters: chapters = project_chapters[project_id] project_formats[project_id] = _parse_project(project, content_version, chapters) return resource_formats, project_formats ... [7 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 5 • Invalid syntax at line 36: ... [7 more functiondefs truncated] ... Fixes: • Complete the expression on the last line • Add closing quote at line 5 • Review syntax near the error location
intermediate
database
syntax_repair
Pythoncode:Python
1
0
1,394
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport re\nimport copy\n\ndef parse_media(media, content_version, project_chapters):\n \"\"\"\n Converts a media object into formats usable in the catalog\n :param media: the media object\n :type media: dict\n :param content_version: the current version of the source content\n:type content_version: string\n :param project_chapters: a dictionary of project chapters\n :type project_chapters: dict\n :return: resource_formats, project_formats a list of resource formats and dictionary of project formats\n \"\"\"\n resource_formats = []\n project_formats = {}\n\n if 'resource' in media:\n resource_formats = _parse_resource(media['resource'], content_version)\n if 'projects' in media:\n for project in media['projects']:\n project_id = project['identifier']\n chapters = []\n if project_id == 'obs':\n # TRICKY: obs projects always have 50 chapters\n # This allows empty projects to still publish media.\n for x in range(1, 51): # chapters 1..50\n chapters.append(str(x).zfill(2))\n if project_id in project_chapters:\n chapters = project_chapters[project_id]\n project_formats[project_id] = _parse_project(project, content_version, chapters)\n return resource_formats, project_formats\n\n\n\n ... [7 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 5\n \u2022 Invalid syntax at line 36: ... [7 more functiondefs truncated] ...\n\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 5\n \u2022 Review syntax near the error location"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
162c0bbced3e06420246b7de0d2ad6e3745c54ef
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # -*- coding:utf-8 -*- # create_time: 2019/8/5 16:02 # __author__ = 'brad' from . import utils from .tasks.base import WaitingTask, BaseTask class WorkflowMixin(object): """Mixin class to make objects workflow aware. """ def get_workflow(self): """Returns the current workflow of the object. """ return utils.get_workflow(self) def remove_workflow(self): """Removes the workflow from the object. After this function has been called the object has no *own* workflow anymore (it might have one via its content type). """ return utils.remove_workflow_from_object(self) def set_workflow(self, workflow): """Sets the passed workflow to the object. This wil
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 9 • SyntaxError: unterminated triple-quoted string literal (detected at line 26) at line 26 Fixes: • Complete the expression on the last line • Add closing quote at line 9 • Review code syntax
advanced
machine_learning
syntax_repair
Pythoncode:Python
7
1
749
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# -*- coding:utf-8 -*-\n# create_time: 2019/8/5 16:02\n# __author__ = 'brad'\nfrom . import utils\nfrom .tasks.base import WaitingTask, BaseTask\n\n\nclass WorkflowMixin(object):\n \"\"\"Mixin class to make objects workflow aware.\n \"\"\"\n\n def get_workflow(self):\n \"\"\"Returns the current workflow of the object.\n \"\"\"\n return utils.get_workflow(self)\n\n def remove_workflow(self):\n \"\"\"Removes the workflow from the object. After this function has been\n called the object has no *own* workflow anymore (it might have one via\n its content type).\n\n \"\"\"\n return utils.remove_workflow_from_object(self)\n\n def set_workflow(self, workflow):\n \"\"\"Sets the passed workflow to the object. This wil"}, {"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 9\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 26) at line 26\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 9\n \u2022 Review code syntax"}]
true
syntax
MID_STRING
CRITICAL
162c1fe872f535df8473bc4c5719a90f0e1d8d91
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from django.db.models.fields.files import (FieldFile, ImageField, ImageFileDescriptor) from django.utils.translation import ugettext as _ from .backends import get_backend_class from .files import VideoFile class VideoFileDescriptor(ImageFileDescriptor): pass class VideoFieldFile(VideoFile, FieldFile): def delete(self, save=True): # Clear the video info cache if hasattr(self, '_info_cache'): del self._info_cache super(VideoFieldFile, self).delete(save=save) class VideoField(ImageField): attr_class = VideoFieldFile descriptor_class = VideoFileDescriptor description = _("Video") def __init__(self, verbose_name=None, name=None, duration_field=None, **kwargs): self.duration_field = duration_field super(VideoField, self).__init__(verbose_name, name, **kwargs) def check(self, **kwargs): errors = super(ImageField, self).check(**kwargs) errors.extend(self._check_backend()) return errors def _check_backend(self): backend = get_backend_class() return backend.check() def to_python(self, data): # use FileField method return super(ImageField, self).to_python(data)
def update_dimension_fields(self, instance, force=False, *args, **kwargs): _file = getattr(instance, self.attname) # we need a real file if not _file._committed: return # write `width` and `height` super(VideoField, self).update_dimension_fields(instance, force, *args, **kwargs) if not self.duration_field: return # Nothing to update if we have no file and not being forced to update. if not _file and not force: return if getattr(instance, self.duration_field) and not force: return # get duration if file is defined duration = _file.duration if _file else None # update duration setattr(instance, self.duration_field, duration) def formfield(self, **kwargs): # use normal FileFieldWidget for now return super(ImageField, self).formfield(**kwargs)
advanced
database
code_completion
Pythoncode:Python
7
3
2,272
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom django.db.models.fields.files import (FieldFile, ImageField,\n ImageFileDescriptor)\nfrom django.utils.translation import ugettext as _\n\nfrom .backends import get_backend_class\nfrom .files import VideoFile\n\n\nclass VideoFileDescriptor(ImageFileDescriptor):\n pass\n\n\nclass VideoFieldFile(VideoFile, FieldFile):\n def delete(self, save=True):\n # Clear the video info cache\n if hasattr(self, '_info_cache'):\n del self._info_cache\n super(VideoFieldFile, self).delete(save=save)\n\n\nclass VideoField(ImageField):\n attr_class = VideoFieldFile\n descriptor_class = VideoFileDescriptor\n description = _(\"Video\")\n\n def __init__(self, verbose_name=None, name=None, duration_field=None,\n **kwargs):\n self.duration_field = duration_field\n super(VideoField, self).__init__(verbose_name, name, **kwargs)\n\n def check(self, **kwargs):\n errors = super(ImageField, self).check(**kwargs)\n errors.extend(self._check_backend())\n return errors\n\n def _check_backend(self):\n backend = get_backend_class()\n return backend.check()\n\n def to_python(self, data):\n # use FileField method\n return super(ImageField, self).to_python(data)"}, {"role": "assistant", "content": "\n def update_dimension_fields(self, instance, force=False, *args, **kwargs):\n _file = getattr(instance, self.attname)\n\n # we need a real file\n if not _file._committed:\n return\n\n # write `width` and `height`\n super(VideoField, self).update_dimension_fields(instance, force,\n *args, **kwargs)\n if not self.duration_field:\n return\n\n # Nothing to update if we have no file and not being forced to update.\n if not _file and not force:\n return\n if getattr(instance, self.duration_field) and not force:\n return\n\n # get duration if file is defined\n duration = _file.duration if _file else None\n\n # update duration\n setattr(instance, self.duration_field, duration)\n\n def formfield(self, **kwargs):\n # use normal FileFieldWidget for now\n return super(ImageField, self).formfield(**kwargs)"}]
false
null
null
null
162c59bea2ea2599ffb8f94490a631231802e6ea
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: class BST: def __init__(self, val=0, left=None, right=None): self.val = val self.left = left self.right = right @staticmethod def array2BST(array): ''' array:sorted array ''' n = len(array) if n == 0: return None m = n//2 ... code continues ...
Completion: Missing: If block is incomplete - body missing To complete: • Add body to If block or use 'pass' statement Example continuation: left,root,right = array[:m],array[m],array[m+1:] return BST(root,BST.array2BST(left),BST.array2BST(right)) @staticmethod def BST2array(node):
advanced
oop
incomplete_code
Pythoncode:Python
3
1
306
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nclass BST:\n def __init__(self, val=0, left=None, right=None):\n self.val = val\n self.left = left\n self.right = right\n\n @staticmethod\n def array2BST(array):\n '''\n array:sorted array\n '''\n n = len(array)\n if n == 0: return None\n m = n//2\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 left,root,right = array[:m],array[m],array[m+1:]\n return BST(root,BST.array2BST(left),BST.array2BST(right))\n \n @staticmethod\n def BST2array(node):"}]
true
syntax
MID_BLOCK
HIGH
162cd54c3b760abba50c342688a1d04f0b1b3010
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from flaky import flaky from slm_lab.experiment.control import Trial from slm_lab.experiment.monitor import InfoSpace from slm_lab.lib import util from slm_lab.spec import spec_util import os import pandas as pd import pytest import sys # helper method to run all tests in test_spec def run_trial_test(spec_file, spec_name=False): spec = spec_util.get(spec_file, spec_name) spec = spec_util.override_test_spec(spec) info_space = InfoSpace() info_space.tick('trial') trial = Trial(spec, info_space) trial_data = trial.run() assert isinstance(trial_data, pd.DataFrame) @pytest.mark.parametrize('spec_file,spec_name', [ ('experimental/reinforce.json', 'reinforce_mlp_cartpole'), ('experimental/reinforce.json', 'reinforce_rnn_cartpole'), # ('experimental/reinforce.json', 'reinforce_conv_breakout'), ]) def test_reinforce(spec_file, spec_name): run_trial_test(spec_file, spec_name) @pytest.mark.parametrize('spec_file,spec_name', [ ('experimental/reinforce.json', 'reinforce_mlp_pendulum'), ('experimental/reinforce.json', 'reinforce_rnn_pendulum'), ]) def test_reinforce_cont(spec_file, spec_name): run_trial_test(spec_file, spec_name) @pytest.mark.parametrize('spec_file,spec_name', [ ('experimental/a2c.json', 'a2c_mlp_shared_cartpole'), ('experimental/a2c.json', 'a2c_mlp_separate_cartpole'), ('experimental/a2c.json', 'a2c_rnn_shared_cartpole'), ('experimental/a2c.json', 'a2c_rnn_separate_cartpole'), # ('experimental/a2c.json', 'a2c_conv_shared_breakout'), # ('experimental/a2c.json', 'a2c_conv_separate_breakout'), ('experimental/a2c.json', 'a2c_mlp_concat_cartpole'), ]) def test_a2c(spec_file, spec_name): run_trial_test(spec_file, spec_name) @pytest.mark.parametrize('spec_file,spec_name', [ ('experimental/a2c.json', 'a2c_mlp_shared_pendulum'), ('experimental/a2c.json', 'a2c_mlp_separate_pendulum'), ('experimental/a2c.json', 'a2c_rnn_shared_pendulum'), ('experimental/a2c.json', 'a2c_rnn_separate_pendulum'), ]) def test_a2c_cont(spec_file, spec_name): run_trial_test(spec_file, spec_name) @pytest.mark.parametrize('spec_file,spec_name', [ ('experimental/ppo.json', 'ppo_mlp_shared_cartpole'), ('experimental/ppo.json', 'ppo_mlp_separate_cartpole'), ('experimental/ppo.json', 'ppo_rnn_shared_cartpole'), ('experimental/ppo.json', 'ppo_rnn_separate_cartpole'), # ('experimental/ppo.json', 'ppo_conv_shared_breakout'), # ('experimental/ppo.json', 'ppo_conv_separate_breakout'), ]) def test_ppo(spec_file, spec_name): run_trial_test(spec_file, spec_name) @pytest.mark.parametrize('spec_file,spec_name', [ ('experimental/ppo.json', 'ppo_mlp_shared_pendulum'), ('experimental/ppo.json', 'ppo_mlp_separate_pendulum'), ('experimental/ppo.json', 'ppo_rnn_shared_pendulum'), ('experimental/ppo.json', 'ppo_rnn_separate_pendulum'), ]) ... [14 more functiondefs truncated] ...
Functions: run_trial_test, test_reinforce, test_reinforce_cont, test_a2c, test_a2c_cont This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
6
0
2,950
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom flaky import flaky\nfrom slm_lab.experiment.control import Trial\nfrom slm_lab.experiment.monitor import InfoSpace\nfrom slm_lab.lib import util\nfrom slm_lab.spec import spec_util\nimport os\nimport pandas as pd\nimport pytest\nimport sys\n\n\n# helper method to run all tests in test_spec\ndef run_trial_test(spec_file, spec_name=False):\n spec = spec_util.get(spec_file, spec_name)\n spec = spec_util.override_test_spec(spec)\n info_space = InfoSpace()\n info_space.tick('trial')\n trial = Trial(spec, info_space)\n trial_data = trial.run()\n assert isinstance(trial_data, pd.DataFrame)\n\n\n@pytest.mark.parametrize('spec_file,spec_name', [\n ('experimental/reinforce.json', 'reinforce_mlp_cartpole'),\n ('experimental/reinforce.json', 'reinforce_rnn_cartpole'),\n # ('experimental/reinforce.json', 'reinforce_conv_breakout'),\n])\ndef test_reinforce(spec_file, spec_name):\n run_trial_test(spec_file, spec_name)\n\n\n@pytest.mark.parametrize('spec_file,spec_name', [\n ('experimental/reinforce.json', 'reinforce_mlp_pendulum'),\n ('experimental/reinforce.json', 'reinforce_rnn_pendulum'),\n])\ndef test_reinforce_cont(spec_file, spec_name):\n run_trial_test(spec_file, spec_name)\n\n\n@pytest.mark.parametrize('spec_file,spec_name', [\n ('experimental/a2c.json', 'a2c_mlp_shared_cartpole'),\n ('experimental/a2c.json', 'a2c_mlp_separate_cartpole'),\n ('experimental/a2c.json', 'a2c_rnn_shared_cartpole'),\n ('experimental/a2c.json', 'a2c_rnn_separate_cartpole'),\n # ('experimental/a2c.json', 'a2c_conv_shared_breakout'),\n # ('experimental/a2c.json', 'a2c_conv_separate_breakout'),\n ('experimental/a2c.json', 'a2c_mlp_concat_cartpole'),\n])\ndef test_a2c(spec_file, spec_name):\n run_trial_test(spec_file, spec_name)\n\n\n@pytest.mark.parametrize('spec_file,spec_name', [\n ('experimental/a2c.json', 'a2c_mlp_shared_pendulum'),\n ('experimental/a2c.json', 'a2c_mlp_separate_pendulum'),\n ('experimental/a2c.json', 'a2c_rnn_shared_pendulum'),\n ('experimental/a2c.json', 'a2c_rnn_separate_pendulum'),\n])\ndef test_a2c_cont(spec_file, spec_name):\n run_trial_test(spec_file, spec_name)\n\n\n@pytest.mark.parametrize('spec_file,spec_name', [\n ('experimental/ppo.json', 'ppo_mlp_shared_cartpole'),\n ('experimental/ppo.json', 'ppo_mlp_separate_cartpole'),\n ('experimental/ppo.json', 'ppo_rnn_shared_cartpole'),\n ('experimental/ppo.json', 'ppo_rnn_separate_cartpole'),\n # ('experimental/ppo.json', 'ppo_conv_shared_breakout'),\n # ('experimental/ppo.json', 'ppo_conv_separate_breakout'),\n])\ndef test_ppo(spec_file, spec_name):\n run_trial_test(spec_file, spec_name)\n\n\n@pytest.mark.parametrize('spec_file,spec_name', [\n ('experimental/ppo.json', 'ppo_mlp_shared_pendulum'),\n ('experimental/ppo.json', 'ppo_mlp_separate_pendulum'),\n ('experimental/ppo.json', 'ppo_rnn_shared_pendulum'),\n ('experimental/ppo.json', 'ppo_rnn_separate_pendulum'),\n])\n\n ... [14 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: run_trial_test, test_reinforce, test_reinforce_cont, test_a2c, test_a2c_cont\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
162cf5942b39cb55c7afb1cde65c73f78fbc4d55
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: from model.group import Group def test_modify_group_name(app): if app.group.count() == 0: app.group.create(Group(name="test")) Error: IndentationError / Incomplete Function
Fixed Code: from model.group import Group def test_modify_group_name(app): if app.group.count() == 0: app.group.create(Group(name="test")) old_groups = app.group.get_group_list() app.group.modify_first_group(Group(name="New group")) new_groups = app.group.get_group_list() assert len(old_groups) == len(new_groups) Explanation: Complete the function 'test_modify_group_name' body and add missing return
intermediate
testing
error_fixing
Pythoncode:Python
2
0
140
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom model.group import Group\n\n\ndef test_modify_group_name(app):\n if app.group.count() == 0:\n app.group.create(Group(name=\"test\"))\n\n Error: IndentationError / Incomplete Function"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom model.group import Group\n\n\ndef test_modify_group_name(app):\n if app.group.count() == 0:\n app.group.create(Group(name=\"test\"))\n old_groups = app.group.get_group_list()\n app.group.modify_first_group(Group(name=\"New group\"))\n new_groups = app.group.get_group_list()\n assert len(old_groups) == len(new_groups)\n\n\n Explanation: Complete the function 'test_modify_group_name' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
162d0aa4bb77e9b34f76b8530aaf8f57b28901c9
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import io import time import datetime from readme_metrics.Metrics import Metrics from readme_metrics.MetricsApiConfig import MetricsApiConfig from readme_metrics.ResponseInfoWrapper import ResponseInfoWrapper from werkzeug import Request class MetricsMiddleware: """Core middleware class for ReadMe Metrics Attributes: config (MetricsApiConfig): Contains the configuration settings for the running middleware instance """ def __init__(self, wsgi_app_reference, config: MetricsApiConfig): """ Constructs and initializes MetricsMiddleware WSGI middleware to be passed into the currently running WSGI web server. Args: wsgi_app_reference ([type]): Reference to the current WSGI application, which will be wrapped config (MetricsApiConfig): Instance of MetricsApiConfig object """ self.config = config self.app = wsgi_app_reference self.metrics_core = Metrics(config) def __call__(self, environ, start_response): """Method that is called by the running WSGI server. You should NOT be calling this method yourself under normal circumstances. """ response_headers = {} response_status = 0 iterable = None req = Request(environ) ... [1 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
2
1
1,378
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport io\nimport time\nimport datetime\n\nfrom readme_metrics.Metrics import Metrics\nfrom readme_metrics.MetricsApiConfig import MetricsApiConfig\nfrom readme_metrics.ResponseInfoWrapper import ResponseInfoWrapper\nfrom werkzeug import Request\n\n\nclass MetricsMiddleware:\n \"\"\"Core middleware class for ReadMe Metrics\n\n Attributes:\n config (MetricsApiConfig): Contains the configuration settings for the running\n middleware instance\n \"\"\"\n\n def __init__(self, wsgi_app_reference, config: MetricsApiConfig):\n \"\"\"\n Constructs and initializes MetricsMiddleware WSGI middleware to be passed into\n the currently running WSGI web server.\n\n Args:\n wsgi_app_reference ([type]): Reference to the current WSGI application,\n which will be wrapped\n config (MetricsApiConfig): Instance of MetricsApiConfig object\n \"\"\"\n self.config = config\n self.app = wsgi_app_reference\n self.metrics_core = Metrics(config)\n\n def __call__(self, environ, start_response):\n \"\"\"Method that is called by the running WSGI server.\n\n You should NOT be calling this method yourself under normal circumstances.\n \"\"\"\n response_headers = {}\n response_status = 0\n iterable = None\n req = Request(environ)\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
162ffe7bb753d133521ad38601ddfbb5cb83a226
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import numpy as np import gym from sklearn.neighbors import NearestNeighbors import matplotlib.pyplot as plt import argparse def make_move(observation, reward, done): global states, actions, values, rewards, num_iter, episode_beginning, max_iters, epsilon if states is None: # first state observed states = np.zeros((max_state_size, observation.size)) if num_iter > minimum_num_iters and np.random.rand() > epsilon and values: # if amount of data is sufficient and values is populated (atleast one episode has been run) # testing phase: exploitation # Uses k=500 nearest neighbors to pick the action which has the highest reward nbrs = NearestNeighbors(n_neighbors=min(k,max_iters)).fit(states[:max_iters]) distances, indices = nbrs.kneighbors(observation) # find the best action action_list = {} freq_list = {} for i in indices[0]: v = values[i] a = actions[i] vnew = action_list.get(a, 0) + v action_list[a] = vnew freq_list[a] = freq_list.get(a, 0) + 1 # normalize by number of times action occured and take action with highest value for act in action_list: action_list[act] = action_list[act] / freq_list[act] sorted_list = [(y,x) for x,y in action_list.items()] sorted_list.sort(reverse=True) take_action = sorted_list[0][1] else: # training phase: exploration randomly picks an action take_action = action_space.sample() # populate the state present, action taken and reward obtained if num_iter < max_state_size: states[num_iter] = observation # save the state actions[num_iter] = take_action # and the action we took rewards[num_iter-1] = reward # and the reward we obtained last time step values[num_iter-1] = 0 num_iter += 1 if done: # end of episode: calculate the value function for this episode val = 0 for t in reversed(range(episode_beginning, num_iter)): val = gamma * val + rewards.get(t,0) values[t] = val episode_beginning = num_iter max_iters = min(max(max_iters, num_iter), max_state_size) # decay exploration probability epsilon *= exploration_decay # do not decay below 0 epsilon = max(epsilon, 0) return take_action # Ignore sklearn warnings ... [1 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 69: ... [1 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 9 Unexpected indentation at line 11 Unexpected indentation at line 15 Unexpected indentation at line 16 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
intermediate
testing
debugging
Pythoncode:Python
1
0
2,505
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport numpy as np\nimport gym\nfrom sklearn.neighbors import NearestNeighbors\nimport matplotlib.pyplot as plt\nimport argparse\n\ndef make_move(observation, reward, done):\n global states, actions, values, rewards, num_iter, episode_beginning, max_iters, epsilon\n if states is None:\n # first state observed\n states = np.zeros((max_state_size, observation.size))\n\n if num_iter > minimum_num_iters and np.random.rand() > epsilon and values:\n # if amount of data is sufficient and values is populated (atleast one episode has been run)\n # testing phase: exploitation\n # Uses k=500 nearest neighbors to pick the action which has the highest reward\n\n nbrs = NearestNeighbors(n_neighbors=min(k,max_iters)).fit(states[:max_iters])\n distances, indices = nbrs.kneighbors(observation)\n\n # find the best action\n action_list = {}\n freq_list = {}\n for i in indices[0]:\n v = values[i]\n a = actions[i]\n vnew = action_list.get(a, 0) + v\n action_list[a] = vnew\n freq_list[a] = freq_list.get(a, 0) + 1\n\n # normalize by number of times action occured and take action with highest value\n for act in action_list:\n action_list[act] = action_list[act] / freq_list[act]\n sorted_list = [(y,x) for x,y in action_list.items()]\n sorted_list.sort(reverse=True)\n take_action = sorted_list[0][1]\n\n else:\n # training phase: exploration randomly picks an action\n take_action = action_space.sample()\n\n # populate the state present, action taken and reward obtained\n if num_iter < max_state_size:\n states[num_iter] = observation # save the state\n actions[num_iter] = take_action # and the action we took\n rewards[num_iter-1] = reward # and the reward we obtained last time step\n values[num_iter-1] = 0\n\n num_iter += 1\n\n if done:\n # end of episode: calculate the value function for this episode\n val = 0\n for t in reversed(range(episode_beginning, num_iter)):\n val = gamma * val + rewards.get(t,0)\n values[t] = val\n episode_beginning = num_iter\n max_iters = min(max(max_iters, num_iter), max_state_size)\n\n # decay exploration probability\n epsilon *= exploration_decay\n # do not decay below 0\n epsilon = max(epsilon, 0)\n\n return take_action\n\n# Ignore sklearn warnings\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 69: ... [1 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 9\n Unexpected indentation at line 11\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
16312fcb11ab7937c366343185da9dd102a4e745
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import elasticsearch from elasticsearch import Elasticsearch from elasticsearch import helpers import time, json, datetime, os
class elalog: ... [6 more functiondefs truncated] ...
beginner
oop
code_completion
Pythoncode:Python
0
1
190
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport elasticsearch\nfrom elasticsearch import Elasticsearch\nfrom elasticsearch import helpers\n\nimport time, json, datetime, os"}, {"role": "assistant", "content": "\n\nclass elalog:\n\n ... [6 more functiondefs truncated] ..."}]
false
null
null
null
1631aec82f9bb8a63392680178fdfa614b25b1c9
TheStack--python--000.parquet
Debug this Pythoncode:Python code: #!/usr/bin/env python # vim: ai ts=4 sts=4 et sw=4 encoding=utf-8 from util import clean_phone_number, clean_outgoing_sms_text from django.test import TestCase class UtilTestCase(TestCase): def setUp(self): pass def testCleanPhoneNumber(self): phone_number = " 324 23-23421241" cleaned = clean_phone_number(phone_number) self.assertEquals(cleaned, "+3242323421241") def testCleanOutgoingSMSText(self): text = u"+this is a test شسیبشسی" cleaned = clean_outgoing_sms_text(text) # make sure '+' and unicode get encoded for GET properly self.assertEquals(cleaned, "%2Bthis%20is%20a%20test%20%D8%B4%D8%B3%DB%8C%D8%A8%D8%B4%D8%B3%DB%8C")
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 18 Unexpected indentation at line 19 💡 Suggestions: Add docstring to class 'UtilTestCase'
advanced
testing
debugging
Pythoncode:Python
3
1
722
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/bin/env python\n# vim: ai ts=4 sts=4 et sw=4 encoding=utf-8\n\nfrom util import clean_phone_number, clean_outgoing_sms_text\nfrom django.test import TestCase\nclass UtilTestCase(TestCase):\n \n def setUp(self):\n pass\n\n def testCleanPhoneNumber(self):\n phone_number = \" 324 23-23421241\"\n cleaned = clean_phone_number(phone_number)\n self.assertEquals(cleaned, \"+3242323421241\")\n\n def testCleanOutgoingSMSText(self):\n text = u\"+this is a test \u0634\u0633\u06cc\u0628\u0634\u0633\u06cc\"\n cleaned = clean_outgoing_sms_text(text)\n # make sure '+' and unicode get encoded for GET properly\n self.assertEquals(cleaned, \"%2Bthis%20is%20a%20test%20%D8%B4%D8%B3%DB%8C%D8%A8%D8%B4%D8%B3%DB%8C\")"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'UtilTestCase'"}]
false
null
null
null
1631ce5936a7d3f836485152fc8ba3c55b4623c2
TheStack--python--000.parquet
Complete this Pythoncode:Python code: def initializeWeightsBiases(prev_layer_size, size, weights=None, biases=None, name=None): """Initializes weights and biases to be used in a fully-connected layer. Parameters ---------- prev_layer_size: int Number of features in previous layer. size: int Number of nodes in this layer. weights: tf.Tensor, optional (Default None) Weight tensor. biases: tf.Tensor, optional (Default None) Bias tensor. name: str Name for this op, optional (Defaults to 'fully_connected' if None) Returns ------- weights: tf.Variable Initialized weights. biases: tf.Variable Initialized biases. """ if weights is None: weights = tf.random.truncated_normal([prev_layer_size, size], stddev=0.01) if biases is None: biases = tf.zeros([size]) w = tf.Variable(weights, name='w') b = tf.Variable(biases, name='b') return w, b class AtomicConvScore(Layer): """The scoring function used by the atomic convolution models.""" def __init__(self, atom_types, layer_sizes, **kwargs): super(AtomicConvScore, self).__init__(**kwargs) self.atom_types = atom_types self.layer_sizes = layer_sizes def build(self, input_shape): self.type_weights = [] self.type_biases = [] self.output_weights = []
self.output_biases = [] n_features = int(input_shape[0][-1]) layer_sizes = self.layer_sizes num_layers = len(layer_sizes) weight_init_stddevs = [1 / np.sqrt(x) for x in layer_sizes] bias_init_consts = [0.0] * num_layers for ind, atomtype in enumerate(self.atom_types): prev_layer_size = n_features self.type_weights.append([]) self.type_biases.append([]) self.output_weights.append([]) self.output_biases.append([]) for i in range(num_layers): weight, bias = initializeWeightsBiases( prev_layer_size=prev_layer_size, size=layer_sizes[i], weights=tf.random.truncated_normal( shape=[prev_layer_size, layer_sizes[i]], stddev=weight_init_stddevs[i]), biases=tf.constant( value=bias_init_consts[i], shape=[layer_sizes[i]])) self.type_weights[ind].append(weight) self.type_biases[ind].append(bias) prev_layer_size = layer_sizes[i] weight, bias = initializeWeightsBiases(prev_layer_size, 1) self.output_weights[ind].append(weight) self.output_biases[ind].append(bias) def call(self, inputs): frag1_layer, frag2_layer, complex_layer, frag1_z, frag2_z, complex_z = inputs atom_types = self.atom_types num_layers = len(self.layer_sizes) ... [6 more functiondefs truncated] ...
advanced
database
code_completion
Pythoncode:Python
4
1
2,782
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\ndef initializeWeightsBiases(prev_layer_size,\n size,\n weights=None,\n biases=None,\n name=None):\n \"\"\"Initializes weights and biases to be used in a fully-connected layer.\n\n Parameters\n ----------\n prev_layer_size: int\n Number of features in previous layer.\n size: int\n Number of nodes in this layer.\n weights: tf.Tensor, optional (Default None)\n Weight tensor.\n biases: tf.Tensor, optional (Default None)\n Bias tensor.\n name: str\n Name for this op, optional (Defaults to 'fully_connected' if None)\n\n Returns\n -------\n weights: tf.Variable\n Initialized weights.\n biases: tf.Variable\n Initialized biases.\n\n \"\"\"\n\n if weights is None:\n weights = tf.random.truncated_normal([prev_layer_size, size], stddev=0.01)\n if biases is None:\n biases = tf.zeros([size])\n\n w = tf.Variable(weights, name='w')\n b = tf.Variable(biases, name='b')\n return w, b\n\n\nclass AtomicConvScore(Layer):\n \"\"\"The scoring function used by the atomic convolution models.\"\"\"\n\n def __init__(self, atom_types, layer_sizes, **kwargs):\n super(AtomicConvScore, self).__init__(**kwargs)\n self.atom_types = atom_types\n self.layer_sizes = layer_sizes\n\n def build(self, input_shape):\n self.type_weights = []\n self.type_biases = []\n self.output_weights = []"}, {"role": "assistant", "content": "\n self.output_biases = []\n n_features = int(input_shape[0][-1])\n layer_sizes = self.layer_sizes\n num_layers = len(layer_sizes)\n weight_init_stddevs = [1 / np.sqrt(x) for x in layer_sizes]\n bias_init_consts = [0.0] * num_layers\n for ind, atomtype in enumerate(self.atom_types):\n prev_layer_size = n_features\n self.type_weights.append([])\n self.type_biases.append([])\n self.output_weights.append([])\n self.output_biases.append([])\n for i in range(num_layers):\n weight, bias = initializeWeightsBiases(\n prev_layer_size=prev_layer_size,\n size=layer_sizes[i],\n weights=tf.random.truncated_normal(\n shape=[prev_layer_size, layer_sizes[i]],\n stddev=weight_init_stddevs[i]),\n biases=tf.constant(\n value=bias_init_consts[i], shape=[layer_sizes[i]]))\n self.type_weights[ind].append(weight)\n self.type_biases[ind].append(bias)\n prev_layer_size = layer_sizes[i]\n weight, bias = initializeWeightsBiases(prev_layer_size, 1)\n self.output_weights[ind].append(weight)\n self.output_biases[ind].append(bias)\n\n def call(self, inputs):\n frag1_layer, frag2_layer, complex_layer, frag1_z, frag2_z, complex_z = inputs\n atom_types = self.atom_types\n num_layers = len(self.layer_sizes)\n\n\n ... [6 more functiondefs truncated] ..."}]
false
null
null
null
16320687d82ed5fd57ef5ebf44c1b6e925a208e1
TheStack--python--000.parquet
Review this Pythoncode:Python code: """ Copyright (c) 2020 COTOBA DESIGN, Inc. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. """ import unittest from programy.config.file.yaml_file import YamlConfigurationFile from programy.config.brain.oob import BrainOOBConfiguration from programy.clients.events.console.config import ConsoleConfiguration class BrainOOBConfigurationTests(unittest.TestCase): def test_oob_with_data(self): yaml = YamlConfigurationFile() self.assertIsNotNone(yaml) yaml.load_from_text(""" brain: oobs: default: classname: programy.oob.defaults.default.DefaultOutOfBandProcessor """, ConsoleConfiguration(), ".") brain_config = yaml.get_section("brain") self.assertIsNotNone(brain_config) oobs_config = yaml.get_section("oobs", brain_config) self.assertIsNotNone(oobs_config) oob_config = BrainOOBConfiguration("default") oob_config.load_config_section(yaml, oobs_config, ".") self.assertEqual("programy.oob.defaults.default.DefaultOutOfBandProcessor", oob_config.classname) def test_default_without_data(self): yaml = YamlConfigurationFile() self.assertIsNotNone(yaml) yaml.load_from_text(""" brain: oobs: default: """, ConsoleConfiguration(), ".") brain_config = yaml.get_section("brain") self.assertIsNotNone(brain_config) oobs_config = yaml.get_section("oobs", brain_config) self.assertIsNotNone(oobs_config) oob_config = BrainOOBConfiguration("default") oob_config.load_config_section(yaml, oobs_config, ".") self.assertIsNone(oob_config.classname)
Code Review: ❌ Critical issues: Unterminated string literal at line 1 Block at line 7 has no indented body Block at line 23 has no indented body ⚠️ Code quality: Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 33 Unexpected indentation at line 36 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 41 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 60 ✨ Improvements: Add closing quote at line 1 Add docstring to class 'BrainOOBConfigurationTests' Add docstring to function 'test_oob_with_data' Add docstring to function 'test_default_without_data' Line 9 too long (126 chars) - break into multiple lines
advanced
testing
code_review
Pythoncode:Python
2
1
2,694
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n\"\"\"\nCopyright (c) 2020 COTOBA DESIGN, Inc.\n\nPermission is hereby granted, free of charge, to any person obtaining a copy of this software and associated\ndocumentation files (the \"Software\"), to deal in the Software without restriction, including without limitation\nthe rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software,\nand to permit persons to whom the Software is furnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO\nTHE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,\nTORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\"\"\"\nimport unittest\n\nfrom programy.config.file.yaml_file import YamlConfigurationFile\nfrom programy.config.brain.oob import BrainOOBConfiguration\nfrom programy.clients.events.console.config import ConsoleConfiguration\n\n\nclass BrainOOBConfigurationTests(unittest.TestCase):\n\n def test_oob_with_data(self):\n yaml = YamlConfigurationFile()\n self.assertIsNotNone(yaml)\n yaml.load_from_text(\"\"\"\n brain:\n oobs:\n default:\n classname: programy.oob.defaults.default.DefaultOutOfBandProcessor\n \"\"\", ConsoleConfiguration(), \".\")\n\n brain_config = yaml.get_section(\"brain\")\n self.assertIsNotNone(brain_config)\n oobs_config = yaml.get_section(\"oobs\", brain_config)\n self.assertIsNotNone(oobs_config)\n\n oob_config = BrainOOBConfiguration(\"default\")\n oob_config.load_config_section(yaml, oobs_config, \".\")\n\n self.assertEqual(\"programy.oob.defaults.default.DefaultOutOfBandProcessor\", oob_config.classname)\n\n def test_default_without_data(self):\n yaml = YamlConfigurationFile()\n self.assertIsNotNone(yaml)\n yaml.load_from_text(\"\"\"\n brain:\n oobs:\n default:\n \"\"\", ConsoleConfiguration(), \".\")\n\n brain_config = yaml.get_section(\"brain\")\n self.assertIsNotNone(brain_config)\n oobs_config = yaml.get_section(\"oobs\", brain_config)\n self.assertIsNotNone(oobs_config)\n\n oob_config = BrainOOBConfiguration(\"default\")\n oob_config.load_config_section(yaml, oobs_config, \".\")\n\n self.assertIsNone(oob_config.classname)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 1\n Block at line 7 has no indented body\n Block at line 23 has no indented body\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 33\n Unexpected indentation at line 36\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 41\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 60\n\n\u2728 Improvements:\n Add closing quote at line 1\n Add docstring to class 'BrainOOBConfigurationTests'\n Add docstring to function 'test_oob_with_data'\n Add docstring to function 'test_default_without_data'\n Line 9 too long (126 chars) - break into multiple lines"}]
false
null
null
null
163248c24fc9b2b48d8f714d22251c83d3496af1
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import abc from ...orb_attribute import OrbAttribute
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
intermediate
oop
error_detection
Pythoncode:Python
1
1
53
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport abc\nfrom ...orb_attribute import OrbAttribute"}, {"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
16329b70c55c3c7cf597931457db274fe5d63821
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: def _get_lockfile_path() -> pathlib.Path: """ Assemble the lockfile's path. :return: lockfile path. :rtype: pathlib.Path """ return pathlib.Path(tempfile.gettempdir()).joinpath(CONFIG['lockfile_name']) class SDistCommand(sdist): """ Will be registered as a replacement for pip's 'sdist' command. """ def run(self): dep_lock_path = _get_lockfile_path() try: dep_lock_path.unlink() except FileNotFoundError: pass super().run() def _get_package_list() -> typing.List[str]: """ Get a list of possible packages. :return: list of package names. :rtype: typing.List[str] """ try: # Get the top PyPI packages and use one of them. response = urllib.request.urlopen(CONFIG['top_pypi_packages_link']) possible_packages_raw = response.read() except urllib.request.URLError: # Use the offline backup file. with open(CONFIG['top_pypi_packages_offline_backup'], 'r') as backup_file: possible_packages_raw = backup_file.read() return json.loads(possible_packages_raw)['rows'][: CONFIG['top_x_packages']] def _choose_mystery_package() -> str: """ Choose the underlying mysterious package and handle the lockfile's state. :return: mystery package name. :rtype: str """ # To keep the chosen dependency consistent in between setup.py runs, 'mystery' uses a temporary lockfile. dep_lock_path = _get_lockfile_path() if dep_lock_path.exists(): # Use the locked package and unlink the lockfile. chosen_package = dep_lock_path.read_text().strip() dep_lock_path.unlink() else: # Choose a package and create the lockfile. possible_packages = _get_package_list() chosen_package = random.choice( [package['project'] for package in possible_packages] ) dep_lock_path.write_text(chosen_package) # Lock the chosen package of course. return chosen_package def _fix_package_name(package_name: str) -> str: """ Fix the package name so it could be placed in the __init__.py file. :param package_name: mystery package name. :type package_name: str :return: fixed mystery package name. :rtype: str """ # Transform to eligible package name. fixed_package_name = package_name.replace('-', '_') # Special case for the 'backports' modules. if fixed_package_name.startswith('backports_'): fixed_package_name.replace('_', '.', 1) return fixed_package_name ... [2 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
5
1
2,627
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\ndef _get_lockfile_path() -> pathlib.Path:\n \"\"\"\n Assemble the lockfile's path.\n\n :return: lockfile path.\n :rtype: pathlib.Path\n \"\"\"\n return pathlib.Path(tempfile.gettempdir()).joinpath(CONFIG['lockfile_name'])\n\n\nclass SDistCommand(sdist):\n \"\"\"\n Will be registered as a replacement for pip's 'sdist' command.\n \"\"\"\n\n def run(self):\n dep_lock_path = _get_lockfile_path()\n try:\n dep_lock_path.unlink()\n except FileNotFoundError:\n pass\n super().run()\n\n\ndef _get_package_list() -> typing.List[str]:\n \"\"\"\n Get a list of possible packages.\n\n :return: list of package names.\n :rtype: typing.List[str]\n \"\"\"\n try:\n # Get the top PyPI packages and use one of them.\n response = urllib.request.urlopen(CONFIG['top_pypi_packages_link'])\n possible_packages_raw = response.read()\n except urllib.request.URLError:\n # Use the offline backup file.\n with open(CONFIG['top_pypi_packages_offline_backup'], 'r') as backup_file:\n possible_packages_raw = backup_file.read()\n return json.loads(possible_packages_raw)['rows'][: CONFIG['top_x_packages']]\n\n\ndef _choose_mystery_package() -> str:\n \"\"\"\n Choose the underlying mysterious package and handle the lockfile's state.\n\n :return: mystery package name.\n :rtype: str\n \"\"\"\n # To keep the chosen dependency consistent in between setup.py runs, 'mystery' uses a temporary lockfile.\n dep_lock_path = _get_lockfile_path()\n if dep_lock_path.exists():\n # Use the locked package and unlink the lockfile.\n chosen_package = dep_lock_path.read_text().strip()\n dep_lock_path.unlink()\n else:\n # Choose a package and create the lockfile.\n possible_packages = _get_package_list()\n chosen_package = random.choice(\n [package['project'] for package in possible_packages]\n )\n dep_lock_path.write_text(chosen_package) # Lock the chosen package of course.\n return chosen_package\n\n\ndef _fix_package_name(package_name: str) -> str:\n \"\"\"\n Fix the package name so it could be placed in the __init__.py file.\n\n :param package_name: mystery package name.\n :type package_name: str\n :return: fixed mystery package name.\n :rtype: str\n \"\"\"\n # Transform to eligible package name.\n fixed_package_name = package_name.replace('-', '_')\n # Special case for the 'backports' modules.\n if fixed_package_name.startswith('backports_'):\n fixed_package_name.replace('_', '.', 1)\n return fixed_package_name\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
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null
null
1632af4d460f191002d145c0aa53f5434243e662
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- # ======================================= # File Name: ADMM_primal.py # Purpose : implementation for ADMM method # for solving primal problem # ======================================= from utils import get_params import numpy as np import sys def ADMM_primal(mu, nu, c, iters=10000, rho=1024, alpha=1.618): """ADMM_primal """ # initialize m, n = c.shape pi = np.zeros((m, n)) pi_dag = np.zeros((m, n)) w = np.zeros((m, n)) u = np.zeros(m) v = np.zeros(n) rho_tilde = rho * 32 while rho_tilde >= rho: for _ in range(iters): r = ((-w + u.reshape((m, 1)) + v.reshape((1, n)) - c) / rho + ... code continues ...
Completion: Missing: Function 'ADMM_primal' is incomplete - body truncated To complete: • Complete the function 'ADMM_primal' body and add missing return Example continuation: mu.reshape((m, 1)) + nu.reshape((1, n)) + pi_dag) pi = (r - ((r.sum(axis=1) - r.sum() / (m + n + 1)) / (n + 1)).reshape((m, 1)) - ((r.sum(axis=0) - r.sum() / (m + n + 1)) / (m + 1)).reshape((1, n)))
intermediate
testing
incomplete_code
Pythoncode:Python
1
0
711
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n# =======================================\n# File Name: ADMM_primal.py\n# Purpose : implementation for ADMM method\n# for solving primal problem\n# =======================================\n\nfrom utils import get_params\nimport numpy as np\nimport sys\n\n\ndef ADMM_primal(mu, nu, c, iters=10000, rho=1024, alpha=1.618):\n \"\"\"ADMM_primal\n \"\"\"\n # initialize\n m, n = c.shape\n pi = np.zeros((m, n))\n pi_dag = np.zeros((m, n))\n w = np.zeros((m, n))\n u = np.zeros(m)\n v = np.zeros(n)\n\n rho_tilde = rho * 32\n while rho_tilde >= rho:\n for _ in range(iters):\n r = ((-w + u.reshape((m, 1)) + v.reshape((1, n)) - c) / rho + \n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'ADMM_primal' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'ADMM_primal' body and add missing return\n\n Example continuation:\n mu.reshape((m, 1)) + nu.reshape((1, n)) + pi_dag)\n \n pi = (r - ((r.sum(axis=1) - r.sum() / (m + n + 1)) / (n + 1)).reshape((m, 1))\n - ((r.sum(axis=0) - r.sum() / (m + n + 1)) / (m + 1)).reshape((1, n)))"}]
true
syntax
MID_FUNCTION
HIGH
1632cc5107307be666384111255532a74d2d121a
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/python import os import sys import pprint import argparse parser = argparse.ArgumentParser(description='Clean up the data for a given parameter') parser.add_argument('--infile', help="Path to the VCF file", default='test.vcf') parser.add_argument('--outfile', help="Path to the new VCF file", default='test.out.vcf') parser.add_argument('--param', help="Parameter to clean", default='PL') args = parser.parse_args() fi = open(args.infile, 'r') #fo = open('Spombe.2013-01-02.filt3c.nr57-final.snps.anno-snpeff3.cleaned3.AB325691.vcf', 'w') fo = open(args.outfile, 'w') for line in fi: if len(line) == 0: continue if line[0] == '#': fo.write(line) continue line = line.rstrip() # Complete this line params = v[8].split(':') out = v[0:8] try: paramIndex = params.index(args.param) del params[paramIndex] out.append(':'.join(params)) for d in v[9:]: dv = d.split(':') del dv[paramIndex] out.append(':'.join(dv)) except ValueError: out.append(':'.join(params)) out += v[9:] fo.write("\t".join(out) + "\n") fi.close() fo.close()
The missing line is: v = line.split('\t');
intermediate
testing
fill_in_the_blank
Pythoncode:Python
0
0
1,117
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/python\n\nimport os\nimport sys\nimport pprint\nimport argparse\n\nparser = argparse.ArgumentParser(description='Clean up the data for a given parameter')\nparser.add_argument('--infile', help=\"Path to the VCF file\", default='test.vcf')\nparser.add_argument('--outfile', help=\"Path to the new VCF file\", default='test.out.vcf')\nparser.add_argument('--param', help=\"Parameter to clean\", default='PL')\nargs = parser.parse_args()\n\nfi = open(args.infile, 'r')\n#fo = open('Spombe.2013-01-02.filt3c.nr57-final.snps.anno-snpeff3.cleaned3.AB325691.vcf', 'w')\nfo = open(args.outfile, 'w')\nfor line in fi:\n if len(line) == 0:\n continue\n if line[0] == '#':\n fo.write(line)\n continue\n line = line.rstrip()\n \n # Complete this line\n params = v[8].split(':')\n out = v[0:8]\n \n try:\n paramIndex = params.index(args.param)\n del params[paramIndex]\n out.append(':'.join(params))\n for d in v[9:]:\n dv = d.split(':')\n del dv[paramIndex]\n out.append(':'.join(dv))\n except ValueError:\n out.append(':'.join(params))\n out += v[9:]\n fo.write(\"\\t\".join(out) + \"\\n\")\n\nfi.close()\nfo.close()"}, {"role": "assistant", "content": "The missing line is:\n v = line.split('\\t');"}]
false
null
null
null
163306f757b2b46fb97912f794d0169c24de2f36
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import math import os from copy import deepcopy from ast import literal_eval import pandas as pd from math import factorial import random from collections import Counter, defaultdict import sys from nltk import word_tokenize from tqdm import tqdm, trange import argparse import numpy as np import re import csv from sklearn.model_selection import train_test_split from swda.swda import CorpusReader, Transcript, Utterance def permute(sents, sent_DAs, amount): """ return a list of different! permuted sentences and their respective dialog acts """ """ if amount is greater than the possible amount of permutations, only the uniquely possible ones are returned """ assert len(sents) == len(sent_DAs), "length of permuted sentences and list of DAs must be equal" if amount == 0: return [] permutations = [list(range(len(sents)))] amount = min(amount, factorial(len(sents))-1) for i in range(amount): permutation = np.random.permutation(len(sents)) # Complete this line permutation = np.random.permutation(len(sents)) permutations.append(permutation.tolist()) return permutations[1:] #the first one is the original, which was included s.t. won't be generated def draw_rand_sent(act_utt_df, sent_len, amount): """ df is supposed to be a pandas dataframe with colums 'act' and 'utt' (utterance), with act being a number from 1 to 4 and utt being a sentence """ permutations = [] for _ in range(amount): (utt, da, name, ix) = draw_rand_sent_from_df(act_utt_df) sent_insert_ix = random.randint(0, sent_len-1) permutations.append((utt, da, name, ix, sent_insert_ix)) return permutations def draw_rand_sent_from_df(df): ix = random.randint(0, len(df['utt'])-1) return literal_eval(df['utt'][ix]), df['act'][ix], df['dialogue'][ix], df['ix'][ix] def half_perturb(sents, sent_DAs, amount): assert len(sents) == len(sent_DAs), "length of permuted sentences and list of DAs must be equal" permutations = [list(range(len(sents)))] for _ in range(amount): while True: speaker = random.randint(0,1) # choose one of the speakers speaker_ix = list(filter(lambda x: (x-speaker) % 2 == 0, range(len(sents)))) permuted_speaker_ix = np.random.permutation(speaker_ix) new_sents = list(range(len(sents))) for (i_to, i_from) in zip(speaker_ix, permuted_speaker_ix): new_sents[i_to] = i_from if (not new_sents == permutations[0]) and ( not new_sents in permutations or len(permutations) > math.factorial(len(speaker_ix))): permutations.append(new_sents) break return permutations[1:] ... [18 more functiondefs truncated] ...
The missing line is: while permutation.tolist() in permutations:
intermediate
testing
fill_in_the_blank
Pythoncode:Python
4
0
2,841
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport math\nimport os\nfrom copy import deepcopy\nfrom ast import literal_eval\nimport pandas as pd\nfrom math import factorial\nimport random\nfrom collections import Counter, defaultdict\nimport sys\nfrom nltk import word_tokenize\nfrom tqdm import tqdm, trange\nimport argparse\nimport numpy as np\nimport re\nimport csv\nfrom sklearn.model_selection import train_test_split\n\nfrom swda.swda import CorpusReader, Transcript, Utterance\n\ndef permute(sents, sent_DAs, amount):\n \"\"\" return a list of different! permuted sentences and their respective dialog acts \"\"\"\n \"\"\" if amount is greater than the possible amount of permutations, only the uniquely possible ones are returned \"\"\"\n assert len(sents) == len(sent_DAs), \"length of permuted sentences and list of DAs must be equal\"\n\n if amount == 0:\n return []\n\n permutations = [list(range(len(sents)))]\n amount = min(amount, factorial(len(sents))-1)\n for i in range(amount):\n permutation = np.random.permutation(len(sents))\n # Complete this line\n permutation = np.random.permutation(len(sents))\n\n permutations.append(permutation.tolist())\n return permutations[1:] #the first one is the original, which was included s.t. won't be generated\n\ndef draw_rand_sent(act_utt_df, sent_len, amount):\n \"\"\" df is supposed to be a pandas dataframe with colums 'act' and 'utt' (utterance), \n with act being a number from 1 to 4 and utt being a sentence \"\"\"\n\n permutations = []\n for _ in range(amount):\n (utt, da, name, ix) = draw_rand_sent_from_df(act_utt_df)\n sent_insert_ix = random.randint(0, sent_len-1)\n permutations.append((utt, da, name, ix, sent_insert_ix))\n return permutations\n\ndef draw_rand_sent_from_df(df):\n ix = random.randint(0, len(df['utt'])-1)\n return literal_eval(df['utt'][ix]), df['act'][ix], df['dialogue'][ix], df['ix'][ix]\n\ndef half_perturb(sents, sent_DAs, amount):\n assert len(sents) == len(sent_DAs), \"length of permuted sentences and list of DAs must be equal\"\n\n permutations = [list(range(len(sents)))]\n\n for _ in range(amount):\n while True:\n speaker = random.randint(0,1) # choose one of the speakers\n speaker_ix = list(filter(lambda x: (x-speaker) % 2 == 0, range(len(sents))))\n\n permuted_speaker_ix = np.random.permutation(speaker_ix)\n new_sents = list(range(len(sents)))\n for (i_to, i_from) in zip(speaker_ix, permuted_speaker_ix):\n new_sents[i_to] = i_from\n\n if (not new_sents == permutations[0]) and (\n not new_sents in permutations or len(permutations) > math.factorial(len(speaker_ix))):\n permutations.append(new_sents)\n break\n\n return permutations[1:]\n\n\n ... [18 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n while permutation.tolist() in permutations:"}]
false
null
null
null
1633a9fb3de8a2d02c1b973e0da5225da5fdee84
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import typing import pytest from src import selections ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: def test_selections( min_time: int, min_bytes: int,
intermediate
testing
incomplete_code
Pythoncode:Python
1
0
55
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport typing\n\nimport pytest\nfrom src import selections\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\ndef test_selections(\n min_time: int,\n min_bytes: int,"}]
true
syntax
HARD_CUT
CRITICAL
163549f9139dc6999e9e0ca088584cc51b142caa
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import pytest from janitor.utils import _clean_accounting_column @pytest.mark.utils def test_clean_accounting_column(): test_str = "(1,000)" assert _clean_accounting_column(test_str) == float(-1000) @p
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Invalid syntax at line 12: @p Fix: Complete the truncated code structure
intermediate
testing
error_detection
Pythoncode:Python
2
0
214
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport pytest\n\nfrom janitor.utils import _clean_accounting_column\n\n\n@pytest.mark.utils\ndef test_clean_accounting_column():\n test_str = \"(1,000)\"\n assert _clean_accounting_column(test_str) == float(-1000)\n\n\n@p"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Invalid syntax at line 12: @p\n\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
1635645909c86684dc1d01665725f73b3baa25cb
TheStack--python--000.parquet
Review this Pythoncode:Python code: # coding=utf-8 import sys, getopt import urllib import requests import requests_cache import re import time from bs4 import BeautifulSoup from requests import Session def preprocessor(text): if "감독" in text: return text[0:text.find("감독")] elif "등장인물" in text: return text[0:text.find("등장인물")] elif "누구야" in text: return text[0:text.find("누구야")] elif "알려줘" in text: return text[0:text.find("알려줘")] elif "보여줘" in text: return text[0:text.find("보여줘")] elif "찾아줘" in text: return text[0:text.find("찾아줘")] elif "언제야" in text: return text[0:text.find("언제")] elif "어디" in text: return text[0:text.find("어디")] elif "뭐야" in text: return text[0:text.find("뭐야")] else : return text def checkQType(text): global Q_TYPE if "감독" in text or "어디서" in text or "언제" in text or "뭐야" in text: Q_TYPE = 2 elif "누구야" in text: Q_TYPE = 1 else: Q_TYPE = 3 SEARCH_RESULT['Q_TYPE'] = Q_TYPE print("QUESTION TYPE : ", Q_TYPE) WIKI_URL = "wikipedia.org" YOUTUBE_URL = "youtube.com/channel" NO_RESULT = "no_result" SEARCH_RESULT = { "WIKI" : {"title" : f"{NO_RESULT}", "link" : f"{NO_RESULT}"}, "FIRST" : {"title" : f"{NO_RESULT}", "link" : f"{NO_RESULT}"}, "YOUTUBE" : {"title" : f"{NO_RESULT}", "link" : f"{NO_RESULT}"}, "test_input.json" : f"{NO_RESULT}", "search_result.json" : f"{NO_RESULT}", "Q_TYPE" : f"{NO_RESULT}" } ... [5 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 61: ... [5 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 15 Unexpected indentation at line 17 Unexpected indentation at line 19 Unexpected indentation at line 21 Unexpected indentation at line 23 Unexpected indentation at line 25 Unexpected indentation at line 27 Unexpected indentation at line 29 Unexpected indentation at line 31 Unexpected indentation at line 36 Unexpected indentation at line 38 Unexpected indentation at line 40 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
intermediate
testing
code_review
Pythoncode:Python
2
0
1,576
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# coding=utf-8\n\nimport sys, getopt\nimport urllib\nimport requests\nimport requests_cache\nimport re\nimport time\nfrom bs4 import BeautifulSoup\nfrom requests import Session\n\ndef preprocessor(text):\n if \"\uac10\ub3c5\" in text:\n return text[0:text.find(\"\uac10\ub3c5\")]\n elif \"\ub4f1\uc7a5\uc778\ubb3c\" in text:\n return text[0:text.find(\"\ub4f1\uc7a5\uc778\ubb3c\")]\n elif \"\ub204\uad6c\uc57c\" in text:\n return text[0:text.find(\"\ub204\uad6c\uc57c\")]\n elif \"\uc54c\ub824\uc918\" in text:\n return text[0:text.find(\"\uc54c\ub824\uc918\")]\n elif \"\ubcf4\uc5ec\uc918\" in text:\n return text[0:text.find(\"\ubcf4\uc5ec\uc918\")]\n elif \"\ucc3e\uc544\uc918\" in text:\n return text[0:text.find(\"\ucc3e\uc544\uc918\")]\n elif \"\uc5b8\uc81c\uc57c\" in text:\n return text[0:text.find(\"\uc5b8\uc81c\")]\n elif \"\uc5b4\ub514\" in text:\n return text[0:text.find(\"\uc5b4\ub514\")]\n elif \"\ubb50\uc57c\" in text:\n return text[0:text.find(\"\ubb50\uc57c\")]\n else :\n return text\n\ndef checkQType(text):\n global Q_TYPE\n if \"\uac10\ub3c5\" in text or \"\uc5b4\ub514\uc11c\" in text or \"\uc5b8\uc81c\" in text or \"\ubb50\uc57c\" in text:\n Q_TYPE = 2\n elif \"\ub204\uad6c\uc57c\" in text:\n Q_TYPE = 1\n else:\n Q_TYPE = 3\n SEARCH_RESULT['Q_TYPE'] = Q_TYPE\n print(\"QUESTION TYPE : \", Q_TYPE)\n\nWIKI_URL = \"wikipedia.org\"\nYOUTUBE_URL = \"youtube.com/channel\"\n\nNO_RESULT = \"no_result\"\n\nSEARCH_RESULT = {\n \"WIKI\" : {\"title\" : f\"{NO_RESULT}\", \"link\" : f\"{NO_RESULT}\"},\n \"FIRST\" : {\"title\" : f\"{NO_RESULT}\", \"link\" : f\"{NO_RESULT}\"},\n \"YOUTUBE\" : {\"title\" : f\"{NO_RESULT}\", \"link\" : f\"{NO_RESULT}\"},\n \"test_input.json\" : f\"{NO_RESULT}\",\n \"search_result.json\" : f\"{NO_RESULT}\",\n \"Q_TYPE\" : f\"{NO_RESULT}\"\n }\n\n\n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 61: ... [5 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 15\n Unexpected indentation at line 17\n Unexpected indentation at line 19\n Unexpected indentation at line 21\n Unexpected indentation at line 23\n Unexpected indentation at line 25\n Unexpected indentation at line 27\n Unexpected indentation at line 29\n Unexpected indentation at line 31\n Unexpected indentation at line 36\n Unexpected indentation at line 38\n Unexpected indentation at line 40\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
16369f4689956af64363c246df723fffbf5f3a5e
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: from xml.dom.minidom import Document, parse class InfoBatch: def __init__(self, title, pre_node_titles): self.title = title self.pre_node_titles = pre_node_titles def save_data_xml(course_list, file_path): doc = Document() courses = doc.createElement('course_list') doc.appendChild(courses) for course in course_list: single_course = doc.createElement('course') courses.appendChild(single_course) single_course_name = doc.createElement('course_name') course_name = doc.createTextNode(course.name) single_course.appendChild(single_course_name) single_course_name.appendChild(course_name) pre_course = doc.createElement('pre_course') pre_course_name = ','.join(course.pre_course) course_name = doc.createTextNode(pre_course_name) single_course.appendChild(pre_course) pre_course.appendChild(course_name) after_course = doc.createElement('after_course') after_course_name = ','.join(course.after_course) course_name = doc.createTextNode(after_course_name) single_course.appendChild(after_course) after_course.appendChild(course_name) with open(file_path, 'wb+') as f: f.write(doc.toprettyxml(indent='\t', encoding='utf-8')) def load_data_xml(file_path): info_list = [] doc = parse(file_path) courses = doc.getElementsByTagName("course") for course in courses: title = course.getElementsByTagName("course_name")[0].childNodes[0].data try: pre_node_titles = course.getElementsByTagName("pre_node_titles")[0].childNodes[0].data pre_node_titles = pre_node_titles.split(',') info_list.append(InfoBatch(title, pre_node_titles) except IndexError: info_list.append(InfoBatch(title, [])) return info_list ''' course_list = [] course_list.append(Course('Advance Math')) course_list.append(Course('Linear Algebra')) course_list.append(Course('Procedure Oriented Programming')) course_list.append(Course('Object Oriented Programming')) course_list[-1].add_pre_course(course_list, ['Procedure Oriented Programming']) course_list.append(Course('College Physics')) course_list[-1].add_pre_course(course_list, ['Advance Math']) course_list.append(Course('Digital Logic')) course_list[-1].add_pre_course(course_list, ['Procedure Oriented Programming']) course_list.append(Course('Computer Organization')) course_list[-1].add_pre_course(course_list, ['Advance Math', 'Procedure Oriented Programming', 'Digital Logic']) course_list.append(Course('Computer Architecture')) course_list[-1].add_pre_course(course_list, ['Advance Math', 'Procedure Oriented Programming', 'Digital Logic', 'Computer Organization']) save_data_xml(course_list, 'resource/data/data.xml') '''
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 57 • Unclosed '(' at line 50 - expected ')' • SyntaxError: '(' was never closed at line 50 Fixes: • Add closing quote at line 57 • Add closing ')' bracket • Review code syntax
advanced
machine_learning
syntax_repair
Pythoncode:Python
3
1
2,860
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom xml.dom.minidom import Document, parse\n\n\nclass InfoBatch:\n def __init__(self, title, pre_node_titles):\n self.title = title\n self.pre_node_titles = pre_node_titles\n\n\ndef save_data_xml(course_list, file_path):\n doc = Document()\n courses = doc.createElement('course_list')\n doc.appendChild(courses)\n\n for course in course_list:\n single_course = doc.createElement('course')\n courses.appendChild(single_course)\n\n single_course_name = doc.createElement('course_name')\n course_name = doc.createTextNode(course.name)\n single_course.appendChild(single_course_name)\n single_course_name.appendChild(course_name)\n\n pre_course = doc.createElement('pre_course')\n pre_course_name = ','.join(course.pre_course)\n course_name = doc.createTextNode(pre_course_name)\n single_course.appendChild(pre_course)\n pre_course.appendChild(course_name)\n\n after_course = doc.createElement('after_course')\n after_course_name = ','.join(course.after_course)\n course_name = doc.createTextNode(after_course_name)\n single_course.appendChild(after_course)\n after_course.appendChild(course_name)\n\n with open(file_path, 'wb+') as f:\n f.write(doc.toprettyxml(indent='\\t', encoding='utf-8'))\n\n\ndef load_data_xml(file_path):\n info_list = []\n doc = parse(file_path)\n\n courses = doc.getElementsByTagName(\"course\")\n for course in courses:\n title = course.getElementsByTagName(\"course_name\")[0].childNodes[0].data\n try:\n pre_node_titles = course.getElementsByTagName(\"pre_node_titles\")[0].childNodes[0].data\n pre_node_titles = pre_node_titles.split(',')\n info_list.append(InfoBatch(title, pre_node_titles)\n except IndexError:\n info_list.append(InfoBatch(title, []))\n\n return info_list\n\n\n'''\ncourse_list = []\ncourse_list.append(Course('Advance Math'))\ncourse_list.append(Course('Linear Algebra'))\ncourse_list.append(Course('Procedure Oriented Programming'))\ncourse_list.append(Course('Object Oriented Programming'))\ncourse_list[-1].add_pre_course(course_list, ['Procedure Oriented Programming'])\ncourse_list.append(Course('College Physics'))\ncourse_list[-1].add_pre_course(course_list, ['Advance Math'])\ncourse_list.append(Course('Digital Logic'))\ncourse_list[-1].add_pre_course(course_list, ['Procedure Oriented Programming'])\ncourse_list.append(Course('Computer Organization'))\ncourse_list[-1].add_pre_course(course_list, ['Advance Math', 'Procedure Oriented Programming', 'Digital Logic'])\ncourse_list.append(Course('Computer Architecture'))\ncourse_list[-1].add_pre_course(course_list,\n ['Advance Math', 'Procedure Oriented Programming', 'Digital Logic', 'Computer Organization'])\n\nsave_data_xml(course_list, 'resource/data/data.xml')\n'''"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 57\n \u2022 Unclosed '(' at line 50 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 50\n\n Fixes:\n \u2022 Add closing quote at line 57\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
1637357f64028a6c4c7d59c4294f21b8d56010e2
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import pytest from theheck.rules.git_rm_local_modifications import match, get_new_command from theheck.types import Command @pytest.fixture def output(target): return ('error: the following file has local modifications:\n {}\n(use ' '--cached to keep the file, or -f to force removal)').format(target) @pytest.mark.parametrize('script, target', [ ('git rm foo', 'foo'), ('git rm foo bar', 'bar')]) def test_match(output, script, target): # Complete this line @pytest.mark.parametrize('script', ['git rm foo', 'git rm foo bar', 'git rm']) def test_not_match(script): assert not match(Command(script, '')) @pytest.mark.parametrize('script, target, new_command', [ ('git rm foo', 'foo', ['git rm --cached foo', 'git rm -f foo']), ('git rm foo bar', 'bar', ['git rm --cached foo bar', 'git rm -f foo bar'])]) def test_get_new_command(output, script, target, new_command): assert get_new_command(Command(script, output)) == new_command
The missing line is: assert match(Command(script, output))
intermediate
testing
fill_in_the_blank
Pythoncode:Python
4
0
1,003
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport pytest\nfrom theheck.rules.git_rm_local_modifications import match, get_new_command\nfrom theheck.types import Command\n\n\n@pytest.fixture\ndef output(target):\n return ('error: the following file has local modifications:\\n {}\\n(use '\n '--cached to keep the file, or -f to force removal)').format(target)\n\n\n@pytest.mark.parametrize('script, target', [\n ('git rm foo', 'foo'),\n ('git rm foo bar', 'bar')])\ndef test_match(output, script, target):\n # Complete this line\n\n\n@pytest.mark.parametrize('script', ['git rm foo', 'git rm foo bar', 'git rm'])\ndef test_not_match(script):\n assert not match(Command(script, ''))\n\n\n@pytest.mark.parametrize('script, target, new_command', [\n ('git rm foo', 'foo', ['git rm --cached foo', 'git rm -f foo']),\n ('git rm foo bar', 'bar', ['git rm --cached foo bar', 'git rm -f foo bar'])])\ndef test_get_new_command(output, script, target, new_command):\n assert get_new_command(Command(script, output)) == new_command"}, {"role": "assistant", "content": "The missing line is:\n assert match(Command(script, output))"}]
false
null
null
null
163841fc5da39772ff971e9eff1ba89827ff6817
TheStack--python--000.parquet
Review this Pythoncode:Python code: import logging import json_logging import tomlkit import uvicorn from fastapi import FastAPI, status from fastapi.encoders import jsonable_encoder from fastapi.openapi.docs import ( def _get_project_meta(): with open('./pyproject.toml') as pyproject: file_contents = pyproject.read() return tomlkit.parse(file_contents)['tool']['poetry'] pkg_meta = _get_project_meta() class CustomJSONLog(json_logging.JSONLogFormatter): """ Customized application logger """ def _format_log_object(self, record, request_util): json_log_object = super(CustomJSONLog, self)._format_log_object(record, request_util) json_log_object.update({ "message": record.getMessage() }) if "exc_info" in json_log_object: json_log_object["error.stack"] = json_log_object.pop('exc_info') del json_log_object['filename'] json_log_object["@timestamp"] = json_log_object.pop('written_at') json_log_object["loggerName"] = json_log_object.pop('logger') json_log_object["levelName"] = json_log_object.pop('level') json_log_object["schemaVersion"] = "v3" json_log_object["serviceVersion"] = str(pkg_meta['version']) json_log_object["serviceName"] = "data-service" del json_log_object['written_ts'] del json_log_object['type'] del json_log_object['msg'] del json_log_object['module'] del json_log_object['line_no'] return json_log_object class CustomJSONRequestLogFormatter(json_logging.JSONRequestLogFormatter): """ Customized request logger """ ... [2 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 20 Unclosed '(' at line 8 - expected ')' SyntaxError: '(' was never closed at line 8 ⚠️ Code quality: Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 33 Unexpected indentation at line 36 Unexpected indentation at line 37 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 54 Unexpected indentation at line 55 ✨ Improvements: Complete the expression on the last line Add closing quote at line 20 Add closing ')' bracket Review code syntax
advanced
api
code_review
Pythoncode:Python
2
2
1,677
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport logging\n\nimport json_logging\nimport tomlkit\nimport uvicorn\nfrom fastapi import FastAPI, status\nfrom fastapi.encoders import jsonable_encoder\nfrom fastapi.openapi.docs import (\ndef _get_project_meta():\n with open('./pyproject.toml') as pyproject:\n file_contents = pyproject.read()\n\n return tomlkit.parse(file_contents)['tool']['poetry']\n\n\npkg_meta = _get_project_meta()\n\n\nclass CustomJSONLog(json_logging.JSONLogFormatter):\n \"\"\"\n Customized application logger\n \"\"\"\n\n def _format_log_object(self, record, request_util):\n json_log_object = super(CustomJSONLog, self)._format_log_object(record, request_util)\n\n json_log_object.update({\n \"message\": record.getMessage()\n })\n\n if \"exc_info\" in json_log_object:\n json_log_object[\"error.stack\"] = json_log_object.pop('exc_info')\n del json_log_object['filename']\n\n json_log_object[\"@timestamp\"] = json_log_object.pop('written_at')\n json_log_object[\"loggerName\"] = json_log_object.pop('logger')\n json_log_object[\"levelName\"] = json_log_object.pop('level')\n\n json_log_object[\"schemaVersion\"] = \"v3\"\n json_log_object[\"serviceVersion\"] = str(pkg_meta['version'])\n json_log_object[\"serviceName\"] = \"data-service\"\n\n del json_log_object['written_ts']\n del json_log_object['type']\n del json_log_object['msg']\n del json_log_object['module']\n del json_log_object['line_no']\n\n return json_log_object\n\n\nclass CustomJSONRequestLogFormatter(json_logging.JSONRequestLogFormatter):\n \"\"\"\n Customized request logger\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 20\n Unclosed '(' at line 8 - expected ')'\n SyntaxError: '(' was never closed at line 8\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 33\n Unexpected indentation at line 36\n Unexpected indentation at line 37\n Unexpected indentation at line 40\n Unexpected indentation at line 41\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 54\n Unexpected indentation at line 55\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 20\n Add closing ')' bracket\n Review code syntax"}]
false
null
null
null
16384fd421a05dbe791af899ad03aaf8e20b6076
TheStack--python--000.parquet
Review this Pythoncode:Python code: # Copyright (c) Microsoft Corporation and contributors. # Licensed under the MIT License. import logging import math import time from typing import Any, List, Optional, Tuple, Union import networkx as nx import numpy as np from ..utils import remap_node_ids ... [14 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 16: ... [14 more functiondefs truncated] ... ✨ Improvements: Complete the expression on the last line Review syntax near the error location
intermediate
general
code_review
Pythoncode:Python
0
0
311
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Copyright (c) Microsoft Corporation and contributors.\n# Licensed under the MIT License.\n\nimport logging\nimport math\nimport time\nfrom typing import Any, List, Optional, Tuple, Union\n\nimport networkx as nx\nimport numpy as np\n\nfrom ..utils import remap_node_ids\n\n\n\n ... [14 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 16: ... [14 more functiondefs truncated] ...\n\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
16386e8f49ac83e2f9c436adbc056266858401ad
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # bot.py # TODO: # organize imports # organize from websocket import create_connection from threading import Thread from battle import Battle import commands import traceback import requests import inspect import json from fractions import Fraction import random import time import sys import re import os from learn import Learn class Bot: pokedex = json.loads(open(os.path.join(os.path.dirname(__file__), "./data/pokedex.json"), "r").read()) pokemon_teams = json.loads(open(os.path.join(os.path.dirname(__file__), "./data/pokemon_teams.json"), "r").read()) def __init__(self, username, password, server, admins, rooms, symbol, avatar, plugins, log): self.start_time = float(time.time()) self.commands = [] self.last_message = {} self.i = 0 self.url = "http://play.pokemonshowdown.com/action.php" self.room = "" self.username = username self.password = password self.joined_all_rooms = False self.avatar = avatar self.server = server self.admins = admins self.rooms = rooms self.symbol = symbol self.battles = [] self.plugins = plugins self.rooms_joined = [] self.log = log self.tiers = ["randombattle", "ou", "ubers", "uu", "ru", "nu", "pu", "lc", "anythinggoes", "battlespotsingles"] def __str__(self): return "<Bot:{}>".format(self.username) def join(self, room): self.ws.send("|/join {}".format(room))
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 3 has no indented body Fix: Complete the truncated code structure
advanced
api
error_detection
Pythoncode:Python
7
1
1,561
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# bot.py\r\n\r\n# TODO:\r\n# organize imports\r\n# organize\r\n\r\nfrom websocket import create_connection\r\nfrom threading import Thread\r\nfrom battle import Battle\r\nimport commands\r\nimport traceback\r\nimport requests\r\nimport inspect\r\nimport json\r\nfrom fractions import Fraction\r\nimport random\r\nimport time\r\nimport sys\r\nimport re\r\nimport os\r\nfrom learn import Learn\r\n\r\nclass Bot:\r\n pokedex = json.loads(open(os.path.join(os.path.dirname(__file__), \"./data/pokedex.json\"), \"r\").read())\r\n pokemon_teams = json.loads(open(os.path.join(os.path.dirname(__file__), \"./data/pokemon_teams.json\"), \"r\").read())\r\n\r\n def __init__(self, username, password, server, admins, rooms, symbol, avatar, plugins, log):\r\n self.start_time = float(time.time())\r\n self.commands = []\r\n self.last_message = {}\r\n self.i = 0\r\n self.url = \"http://play.pokemonshowdown.com/action.php\"\r\n self.room = \"\"\r\n self.username = username\r\n self.password = password\r\n self.joined_all_rooms = False\r\n self.avatar = avatar\r\n self.server = server\r\n self.admins = admins\r\n self.rooms = rooms\r\n self.symbol = symbol\r\n self.battles = []\r\n self.plugins = plugins\r\n self.rooms_joined = []\r\n self.log = log\r\n self.tiers = [\"randombattle\", \"ou\", \"ubers\", \"uu\", \"ru\", \"nu\", \"pu\", \"lc\", \"anythinggoes\", \"battlespotsingles\"]\r\n\r\n def __str__(self):\r\n return \"<Bot:{}>\".format(self.username)\r\n\r\n\r\n def join(self, room):\r\n self.ws.send(\"|/join {}\".format(room))"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 3 has no indented body\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
1638d587cabcf4138e331d614308389b13e85fb7
TheStack--python--000.parquet
Review this Pythoncode:Python code: from typing import Optional, Tuple, Union import numpy as np import pandas as pd import pyvista as pv from pyvista import DataSet, MultiBlock, PolyData, UnstructuredGrid def changes_along_line( model: Union[PolyData, UnstructuredGrid], key: Union[str, list] = None, n_points: int = 100, vec: Union[tuple, list] = (1, 0, 0), center: Union[tuple, list] = None, ) -> Tuple[np.ndarray, np.ndarray, MultiBlock, MultiBlock]: slices, line_points, line = three_d_slice( model=model, method="line", n_slices=n_points, vec=vec, center=center ) x, y = [], [] x_length = 0 for slice, (point_i, point) in zip(slices, enumerate(line_points)): change_value = np.asarray(slice[key]).sum() y.append(change_value) if point_i == 0: x.append(0) else: point1 = line_points[point_i - 1].points.flatten() point2 = line_points[point_i].points.flatten() ed = euclidean_distance(instance1=point1, instance2=point2, dimension=3) x_length += ed x.append(x_length) return np.asarray(x), np.asarray(y), slices, line ################################# # Changes along the model shape # ################################# def changes_along_shape( model: Union[PolyData, UnstructuredGrid], spatial_key: Optional[str] = None, key_added: Optional[str] = "rd_spatial", dim: int = 2, inplace: bool = False, **kwargs, ): model = model.copy() if not inplace else model X = model.points if spatial_key is None else model[spatial_key] DDRTree_kwargs = { "maxIter": 10, "sigma": 0.001, "gamma": 10, "eps": 0, "dim": dim, "Lambda": 5 * X.shape[1], "ncenter": cal_ncenter(X.shape[1]), } DDRTree_kwargs.update(kwargs) Z, Y, stree, R, W, Q, C, objs = DDRTree(X, **DDRTree_kwargs) # Obtain the real part of the complex argument model[key_added] = np.real(W).astype(np.float64) return model if not inplace else None ############################## # Changes along the branches # ############################## ... [6 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 79: ... [6 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 23 Unexpected indentation at line 27 Unexpected indentation at line 29 Unexpected indentation at line 34 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 53 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 68 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
intermediate
machine_learning
code_review
Pythoncode:Python
2
0
2,196
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom typing import Optional, Tuple, Union\n\nimport numpy as np\nimport pandas as pd\nimport pyvista as pv\nfrom pyvista import DataSet, MultiBlock, PolyData, UnstructuredGrid\n\ndef changes_along_line(\n model: Union[PolyData, UnstructuredGrid],\n key: Union[str, list] = None,\n n_points: int = 100,\n vec: Union[tuple, list] = (1, 0, 0),\n center: Union[tuple, list] = None,\n) -> Tuple[np.ndarray, np.ndarray, MultiBlock, MultiBlock]:\n slices, line_points, line = three_d_slice(\n model=model, method=\"line\", n_slices=n_points, vec=vec, center=center\n )\n\n x, y = [], []\n x_length = 0\n for slice, (point_i, point) in zip(slices, enumerate(line_points)):\n change_value = np.asarray(slice[key]).sum()\n y.append(change_value)\n\n if point_i == 0:\n x.append(0)\n else:\n point1 = line_points[point_i - 1].points.flatten()\n point2 = line_points[point_i].points.flatten()\n\n ed = euclidean_distance(instance1=point1, instance2=point2, dimension=3)\n\n x_length += ed\n x.append(x_length)\n\n return np.asarray(x), np.asarray(y), slices, line\n\n\n#################################\n# Changes along the model shape #\n#################################\n\n\ndef changes_along_shape(\n model: Union[PolyData, UnstructuredGrid],\n spatial_key: Optional[str] = None,\n key_added: Optional[str] = \"rd_spatial\",\n dim: int = 2,\n inplace: bool = False,\n **kwargs,\n):\n model = model.copy() if not inplace else model\n X = model.points if spatial_key is None else model[spatial_key]\n\n DDRTree_kwargs = {\n \"maxIter\": 10,\n \"sigma\": 0.001,\n \"gamma\": 10,\n \"eps\": 0,\n \"dim\": dim,\n \"Lambda\": 5 * X.shape[1],\n \"ncenter\": cal_ncenter(X.shape[1]),\n }\n DDRTree_kwargs.update(kwargs)\n Z, Y, stree, R, W, Q, C, objs = DDRTree(X, **DDRTree_kwargs)\n\n # Obtain the real part of the complex argument\n model[key_added] = np.real(W).astype(np.float64)\n\n return model if not inplace else None\n\n\n##############################\n# Changes along the branches #\n##############################\n\n\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 79: ... [6 more functiondefs truncated] ...\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 12\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 23\n Unexpected indentation at line 27\n Unexpected indentation at line 29\n Unexpected indentation at line 34\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 53\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 68\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
16391df203c1efac2e1f8b82d3e69209d5e07f18
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: # -*- coding: utf-8 -*- from model.group import Group import pytest import allure_pytest def test_add_group(app, db, check_ui, json_groups): group0 = json_groups #with pytest.allure.step("Given a group list"): old_groups = db.get_group_list() #with pytest.allure.step("When I add a group %s to the list" % group0): app.group.create(group0) #assert app.group.count() == len(old_groups) + 1 #with pytest.allure.step("When the new groups list is equal old list with added group"): new_groups = db.get_group_list() old_groups.append(group0) assert sorted(old_groups, key=Group.id_or_max) = sorted(new_groups, key=Group.id_or_max) if check_ui: print("CHECK_UI") assert sorted(new_groups, key=Group.id_or_max) == \ sorted(app.group.get_groups_list(), key=Group.id_or_max)
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Assignment instead of comparison Severity: CRITICAL Location: Line 16 Buggy code: assert sorted(old_groups, key=Group.id_or_max) = sorted(new_groups, key=Group.id_or_max) Should be: assert sorted(old_groups, key=Group.id_or_max) == sorted(new_groups, key=Group.id_or_max) Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
intermediate
testing
logical_errors
Pythoncode:Python
1
0
841
true
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom model.group import Group\nimport pytest\nimport allure_pytest\n\ndef test_add_group(app, db, check_ui, json_groups):\n group0 = json_groups\n #with pytest.allure.step(\"Given a group list\"):\n old_groups = db.get_group_list()\n #with pytest.allure.step(\"When I add a group %s to the list\" % group0):\n app.group.create(group0)\n #assert app.group.count() == len(old_groups) + 1\n #with pytest.allure.step(\"When the new groups list is equal old list with added group\"):\n new_groups = db.get_group_list()\n old_groups.append(group0)\n assert sorted(old_groups, key=Group.id_or_max) = sorted(new_groups, key=Group.id_or_max)\n if check_ui:\n print(\"CHECK_UI\")\n assert sorted(new_groups, key=Group.id_or_max) == \\\n sorted(app.group.get_groups_list(), key=Group.id_or_max)"}, {"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 16\n\n Buggy code:\n assert sorted(old_groups, key=Group.id_or_max) = sorted(new_groups, key=Group.id_or_max)\n\n Should be:\n assert sorted(old_groups, key=Group.id_or_max) == sorted(new_groups, key=Group.id_or_max)\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
16394617ff3197501b57f08cd314d25d52093a16
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from __future__ import annotations from .frame import Frame from .generated.communication_pb2 import CursorPosition class FrameTree: """A tree to store all frames. For now it's a fake implementation. Each node in the tree represents a frame that ever exists during program execution. Caller and callee frames are connected. Call order is preserved among callee frames of the same caller frame. Nodes are also indexed by frames' physical location (file name, line range). TODO: - Add indexes. - Implement frame search. """ # Keyed by frame ID. frames: dict[str, Frame] = dict() @classmethod def add_frame(cls, frame_id, frame: Frame): cls.frames[frame_id] = frame print(frame_id, frame) @classmethod def find_frames(cls, position: CursorPosition) -> list[Frame]: """ Right now it's a fake implementation, where we return the only existing frame. """ assert cls.frames return [next(iter(cls.frames.values()))] @classmethod def get_frame(cls, frame_id) -> Frame: assert cls.frames return cls.frames[frame_id]
Functions: add_frame, find_frames, get_frame Classes: FrameTree This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
3
1
1,164
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom __future__ import annotations\n\nfrom .frame import Frame\nfrom .generated.communication_pb2 import CursorPosition\n\n\nclass FrameTree:\n \"\"\"A tree to store all frames. For now it's a fake implementation.\n\n Each node in the tree represents a frame that ever exists during program execution.\n Caller and callee frames are connected. Call order is preserved among callee frames\n of the same caller frame.\n\n Nodes are also indexed by frames' physical location (file name, line range).\n\n TODO:\n - Add indexes.\n - Implement frame search.\n \"\"\"\n\n # Keyed by frame ID.\n frames: dict[str, Frame] = dict()\n\n @classmethod\n def add_frame(cls, frame_id, frame: Frame):\n cls.frames[frame_id] = frame\n print(frame_id, frame)\n\n @classmethod\n def find_frames(cls, position: CursorPosition) -> list[Frame]:\n \"\"\"\n Right now it's a fake implementation, where we return the only existing frame.\n \"\"\"\n assert cls.frames\n return [next(iter(cls.frames.values()))]\n\n @classmethod\n def get_frame(cls, frame_id) -> Frame:\n assert cls.frames\n return cls.frames[frame_id]"}, {"role": "assistant", "content": " Functions: add_frame, find_frames, get_frame\n Classes: FrameTree\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
163995382115c67384ddb8a508342f8bf7650216
TheStack--python--000.parquet
Review this Pythoncode:Python code: from __future__ import absolute_import, division, print_function, unicode_literals from base64 import b64decode from binascii import hexlify, unhexlify from struct import pack import six from django.db import models from django.utils.encoding import force_text from django_otp.models import Device from django_otp.util import hex_validator, random_hex from yubiotp.client import YubiClient10, YubiClient11, YubiClient20 from yubiotp.modhex import modhex from yubiotp.otp import decode_otp def default_id(): return force_text(random_hex(6)) def id_validator(value): return hex_validator(6)(value) def default_key(): return force_text(random_hex(16)) def key_validator(value): return hex_validator(16)(value) class YubikeyDevice(Device): """ Represents a locally-verified YubiKey OTP :class:`~django_otp.models.Device`. .. attribute:: private_id *CharField*: The 6-byte private ID (hex-encoded). .. attribute:: key *CharField*: The 16-byte AES key shared with this YubiKey (hex-encoded). .. attribute:: session *PositiveIntegerField*: The non-volatile session counter most recently used by this device. .. attribute:: counter *PositiveIntegerField*: The volatile session usage counter most recently used by this device. """ private_id = models.CharField( max_length=12, validators=[id_validator], default=default_id, verbose_name="Private ID", help_text="The 6-byte private ID (hex-encoded)." ) key = models.CharField( max_length=32, validators=[key_validator], default=default_key, help_text="The 16-byte AES key shared with this YubiKey (hex-encoded)." ) session = models.PositiveIntegerField( default=0, help_text="The non-volatile session counter most recently used by this device." ) counter = models.PositiveIntegerField( default=0, help_text="The volatile session usage counter most recently used by this device." ) class Meta(Device.Meta): verbose_name = "Local YubiKey device" def public_id(self): """ The public ID of this device is the four-byte, big-endian, modhex-encoded primary key. """ return modhex(pack('>I', self.id)) public_id.short_description = 'Public Identity' public_id.admin_order_field = 'id' @property def bin_key(self): return unhexlify(self.key.encode()) ... [8 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 36 Invalid syntax at line 101: ... [8 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 47 Unexpected indentation at line 52 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 70 Unexpected indentation at line 71 Unexpected indentation at line 72 Unexpected indentation at line 75 Unexpected indentation at line 76 Unexpected indentation at line 77 Unexpected indentation at line 80 Unexpected indentation at line 81 Unexpected indentation at line 82 Unexpected indentation at line 89 Unexpected indentation at line 90 Unexpected indentation at line 91 Unexpected indentation at line 92 Unexpected indentation at line 93 Unexpected indentation at line 94 Unexpected indentation at line 97 ✨ Improvements: Complete the expression on the last line Add closing quote at line 36 Review syntax near the error location
advanced
machine_learning
code_review
Pythoncode:Python
6
2
2,579
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom __future__ import absolute_import, division, print_function, unicode_literals\n\nfrom base64 import b64decode\nfrom binascii import hexlify, unhexlify\nfrom struct import pack\n\nimport six\n\nfrom django.db import models\nfrom django.utils.encoding import force_text\n\nfrom django_otp.models import Device\nfrom django_otp.util import hex_validator, random_hex\nfrom yubiotp.client import YubiClient10, YubiClient11, YubiClient20\nfrom yubiotp.modhex import modhex\nfrom yubiotp.otp import decode_otp\n\n\ndef default_id():\n return force_text(random_hex(6))\n\n\ndef id_validator(value):\n return hex_validator(6)(value)\n\n\ndef default_key():\n return force_text(random_hex(16))\n\n\ndef key_validator(value):\n return hex_validator(16)(value)\n\n\nclass YubikeyDevice(Device):\n \"\"\"\n Represents a locally-verified YubiKey OTP\n :class:`~django_otp.models.Device`.\n\n .. attribute:: private_id\n\n *CharField*: The 6-byte private ID (hex-encoded).\n\n .. attribute:: key\n\n *CharField*: The 16-byte AES key shared with this YubiKey\n (hex-encoded).\n\n .. attribute:: session\n\n *PositiveIntegerField*: The non-volatile session counter most recently\n used by this device.\n\n .. attribute:: counter\n\n *PositiveIntegerField*: The volatile session usage counter most\n recently used by this device.\n \"\"\"\n private_id = models.CharField(\n max_length=12,\n validators=[id_validator],\n default=default_id,\n verbose_name=\"Private ID\",\n help_text=\"The 6-byte private ID (hex-encoded).\"\n )\n\n key = models.CharField(\n max_length=32,\n validators=[key_validator],\n default=default_key,\n help_text=\"The 16-byte AES key shared with this YubiKey (hex-encoded).\"\n )\n\n session = models.PositiveIntegerField(\n default=0,\n help_text=\"The non-volatile session counter most recently used by this device.\"\n )\n\n counter = models.PositiveIntegerField(\n default=0,\n help_text=\"The volatile session usage counter most recently used by this device.\"\n )\n\n class Meta(Device.Meta):\n verbose_name = \"Local YubiKey device\"\n\n def public_id(self):\n \"\"\"\n The public ID of this device is the four-byte, big-endian,\n modhex-encoded primary key.\n \"\"\"\n return modhex(pack('>I', self.id))\n public_id.short_description = 'Public Identity'\n public_id.admin_order_field = 'id'\n\n @property\n def bin_key(self):\n return unhexlify(self.key.encode())\n\n\n ... [8 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 36\n Invalid syntax at line 101: ... [8 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 47\n Unexpected indentation at line 52\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 71\n Unexpected indentation at line 72\n Unexpected indentation at line 75\n Unexpected indentation at line 76\n Unexpected indentation at line 77\n Unexpected indentation at line 80\n Unexpected indentation at line 81\n Unexpected indentation at line 82\n Unexpected indentation at line 89\n Unexpected indentation at line 90\n Unexpected indentation at line 91\n Unexpected indentation at line 92\n Unexpected indentation at line 93\n Unexpected indentation at line 94\n Unexpected indentation at line 97\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 36\n Review syntax near the error location"}]
false
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null
163c66ec8f6a6a9ebf21f694414728829c5d030d
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import typing # custom data structure to hold the state of an HSV filter class HsvFilter: def __init__(self, hMin=None, sMin=None, vMin=None, hMax=None, sMax=None, vMax=None, sAdd=None, sSub=None, vAdd=None, vSub=None): self.hMin = hMin self.sMin = sMin self.vMin = vMin self.hMax = hMax self.sMax = sMax self.vMax = vMax self.sAdd = sAdd self.sSub = sSub self.vAdd = vAdd self.vSub = vSub # Putting this here out of the way as it's a chonk # For a given item string case it will return the optimal filter and the correct position to look ... [1 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
oop
refactoring
Pythoncode:Python
1
1
691
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport typing\n# custom data structure to hold the state of an HSV filter\n\n\nclass HsvFilter:\n def __init__(self, hMin=None, sMin=None, vMin=None, hMax=None, sMax=None, vMax=None,\n sAdd=None, sSub=None, vAdd=None, vSub=None):\n self.hMin = hMin\n self.sMin = sMin\n self.vMin = vMin\n self.hMax = hMax\n self.sMax = sMax\n self.vMax = vMax\n self.sAdd = sAdd\n self.sSub = sSub\n self.vAdd = vAdd\n self.vSub = vSub\n\n\n# Putting this here out of the way as it's a chonk\n# For a given item string case it will return the optimal filter and the correct position to look\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
163cbfb7a11f70465bec9d58e23cdc35d6fe4e2c
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import numpy as np from numpy.testing import assert_allclose from echo import CallbackProperty, ListCallbackProperty from glue.core import Data, DataCollection from .test_state import clone from ..state_objects import (State, StateAttributeLimitsHelper, class SimpleTestState(State): a = CallbackProperty() b = CallbackProperty() flat = ListCallbackProperty() nested = ListCallbackProperty() def test_state_serialization(): state1 = SimpleTestState() state1.a = 2 state1.b = 'hello' state1.flat = [1, 3, 4] sub_state = SimpleTestState() sub_state.a = 3 sub_state.b = 'blah' sub_state.flat = [1, 2] sub_state.nested = [] state1.nested = [1, 3, sub_state] state2 = clone(state1) assert state2.a == 2 assert state2.b == 'hello' assert state2.flat == [1, 3, 4] assert state2.nested[0:2] == [1, 3] assert state2.nested[2].a == 3 assert state2.nested[2].b == 'blah' assert state2.nested[2].flat == [1, 2] assert state2.nested[2].nested == [] EXPECTED_STR = """ a: 2 b: hello flat: <CallbackList with 3 elements> nested: <CallbackList with 3 elements> """ EXPECTED_REPR = """ <SimpleTestState a: 2 b: hello flat: <CallbackList with 3 elements> nested: <CallbackList with 3 elements> > """ def test_state_str_repr(): state1 = SimpleTestState() # Complete this line state1.b = 'hello' state1.flat = [1, 3, 4] sub_state = SimpleTestState() state1.nested = [1, 3, sub_state] assert str(state1) == EXPECTED_STR.strip() assert repr(state1) == EXPECTED_REPR.strip() class TestStateAttributeLimitsHelper(): def setup_method(self, method): self.data = Data(x=np.linspace(-100, 100, 10000), y=np.linspace(2, 3, 10000), label='test_data') self.data_collection = DataCollection([self.data]) class SimpleState(State): layer = CallbackProperty() comp = CallbackProperty() lower = CallbackProperty() upper = CallbackProperty() log = CallbackProperty(False) scale = CallbackProperty(100) self.state = SimpleState() self.helper = StateAttributeLimitsHelper(self.state, attribute='comp', lower='lower', upper='upper', percentile='scale', log='log') self.state.data = self.data self.state.comp = self.data.id['x'] self.x_id = self.data.main_components[0] self.y_id = self.data.main_components[1] def test_minmax(self): assert self.helper.lower == -100 assert self.helper.upper == +100 ... [30 more functiondefs truncated] ...
The missing line is: state1.a = 2
advanced
testing
fill_in_the_blank
Pythoncode:Python
4
3
2,753
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport numpy as np\n\nfrom numpy.testing import assert_allclose\n\nfrom echo import CallbackProperty, ListCallbackProperty\nfrom glue.core import Data, DataCollection\n\nfrom .test_state import clone\nfrom ..state_objects import (State, StateAttributeLimitsHelper,\nclass SimpleTestState(State):\n a = CallbackProperty()\n b = CallbackProperty()\n flat = ListCallbackProperty()\n nested = ListCallbackProperty()\n\n\ndef test_state_serialization():\n\n state1 = SimpleTestState()\n state1.a = 2\n state1.b = 'hello'\n state1.flat = [1, 3, 4]\n\n sub_state = SimpleTestState()\n sub_state.a = 3\n sub_state.b = 'blah'\n sub_state.flat = [1, 2]\n sub_state.nested = []\n\n state1.nested = [1, 3, sub_state]\n\n state2 = clone(state1)\n\n assert state2.a == 2\n assert state2.b == 'hello'\n assert state2.flat == [1, 3, 4]\n assert state2.nested[0:2] == [1, 3]\n assert state2.nested[2].a == 3\n assert state2.nested[2].b == 'blah'\n assert state2.nested[2].flat == [1, 2]\n assert state2.nested[2].nested == []\n\n\nEXPECTED_STR = \"\"\"\na: 2\nb: hello\nflat: <CallbackList with 3 elements>\nnested: <CallbackList with 3 elements>\n\"\"\"\n\nEXPECTED_REPR = \"\"\"\n<SimpleTestState\n a: 2\n b: hello\n flat: <CallbackList with 3 elements>\n nested: <CallbackList with 3 elements>\n>\n\"\"\"\n\n\ndef test_state_str_repr():\n\n state1 = SimpleTestState()\n # Complete this line\n state1.b = 'hello'\n state1.flat = [1, 3, 4]\n\n sub_state = SimpleTestState()\n\n state1.nested = [1, 3, sub_state]\n\n assert str(state1) == EXPECTED_STR.strip()\n assert repr(state1) == EXPECTED_REPR.strip()\n\n\nclass TestStateAttributeLimitsHelper():\n\n def setup_method(self, method):\n\n self.data = Data(x=np.linspace(-100, 100, 10000),\n y=np.linspace(2, 3, 10000), label='test_data')\n\n self.data_collection = DataCollection([self.data])\n\n class SimpleState(State):\n\n layer = CallbackProperty()\n comp = CallbackProperty()\n lower = CallbackProperty()\n upper = CallbackProperty()\n log = CallbackProperty(False)\n scale = CallbackProperty(100)\n\n self.state = SimpleState()\n\n self.helper = StateAttributeLimitsHelper(self.state, attribute='comp',\n lower='lower', upper='upper',\n percentile='scale', log='log')\n self.state.data = self.data\n self.state.comp = self.data.id['x']\n\n self.x_id = self.data.main_components[0]\n self.y_id = self.data.main_components[1]\n\n def test_minmax(self):\n assert self.helper.lower == -100\n assert self.helper.upper == +100\n\n\n ... [30 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n state1.a = 2"}]
false
null
null
null
163d64f557e7427d0b9ba345ed63cc3b52a618e5
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: from typing import Iterable, Optional class ProductsNotFound(Exception): def __init__(self, product_ids: Optional[Iterable[int]] = None): self.product_ids = product_ids or [] self.message = "One or more products are invalid." super().__init__(self.m Error: SyntaxError: unterminated string literal
Fixed Code: from typing import Iterable, Optional class ProductsNotFound(Exception): def __init__(self, product_ids: Optional[Iterable[int]] = None): self.product_ids = product_ids or [] self.message = "One or more products are invalid." super().__init__(self.message) Explanation: Close the string literal with matching quote
intermediate
oop
error_fixing
Pythoncode:Python
1
1
279
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom typing import Iterable, Optional\n\n\nclass ProductsNotFound(Exception):\n def __init__(self, product_ids: Optional[Iterable[int]] = None):\n self.product_ids = product_ids or []\n self.message = \"One or more products are invalid.\"\n super().__init__(self.m\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom typing import Iterable, Optional\n\n\nclass ProductsNotFound(Exception):\n def __init__(self, product_ids: Optional[Iterable[int]] = None):\n self.product_ids = product_ids or []\n self.message = \"One or more products are invalid.\"\n super().__init__(self.message)\n\n\n Explanation: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
163d903313e3ca0e241b2c27dfd7fddcb15bbfdb
TheStack--python--000.parquet
Complete this Pythoncode:Python code: #!/usr/bin/env python # -*- encoding: utf-8 -*- # Copyright (c) 2002-2018 "Neo Technology," # Network Engine for Objects in Lund AB [http://neotechnology.com] # # This file is part of Neo4j. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from unittest import TestCase from neo4j.v1 import Record class RecordTestCase(TestCase): def test_record_equality(self): record1 = Record(["name", "empire"], ["Nigel", "The British Empire"]) record2 = Record(["name", "empire"], ["Nigel", "The British Empire"]) record3 = Record(["name", "empire"], ["Stefan", "Das Deutschland"]) assert record1 == record2 assert record1 != record3 assert record2 != record3 def test_record_hashing(self): record1 = Record(["name", "empire"], ["Nigel", "The British Empire"]) record2 = Record(["name", "empire"], ["Nigel", "The British Empire"]) record3 = Record(["name", "empire"], ["Stefan", "Das Deutschland"]) assert hash(record1) == hash(record2) assert hash(record1) != hash(record3) assert hash(record2) != hash(record3)
def test_record_iter(self): a_record = Record(["name", "empire"], ["Nigel", "The British Empire"]) assert list(a_record.__iter__()) == ["name", "empire"] def test_record_copy(self): original = Record(["name", "empire"], ["Nigel", "The British Empire"]) duplicate = original.copy() assert dict(original) == dict(duplicate) assert original.keys() == duplicate.keys() assert original is not duplicate def test_record_as_dict(self): a_record = Record(["name", "empire"], ["Nigel", "The British Empire"]) assert dict(a_record) == {"name": "Nigel", "empire": "The British Empire"} def test_record_as_list(self): a_record = Record(["name", "empire"], ["Nigel", "The British Empire"]) assert list(a_record) == ["name", "empire"] def test_record_len(self): a_record = Record(["name", "empire"], ["Nigel", "The British Empire"]) assert len(a_record) == 2 def test_record_repr(self): a_record = Record(["name", "empire"], ["Nigel", "The British Empire"]) assert repr(a_record) == "<Record name='Nigel' empire='The British Empire'>" ... [7 more functiondefs truncated] ...
advanced
testing
code_completion
Pythoncode:Python
8
1
2,829
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- encoding: utf-8 -*-\n\n# Copyright (c) 2002-2018 \"Neo Technology,\"\n# Network Engine for Objects in Lund AB [http://neotechnology.com]\n#\n# This file is part of Neo4j.\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\nfrom unittest import TestCase\n\nfrom neo4j.v1 import Record\n\n\nclass RecordTestCase(TestCase):\n\n def test_record_equality(self):\n record1 = Record([\"name\", \"empire\"], [\"Nigel\", \"The British Empire\"])\n record2 = Record([\"name\", \"empire\"], [\"Nigel\", \"The British Empire\"])\n record3 = Record([\"name\", \"empire\"], [\"Stefan\", \"Das Deutschland\"])\n assert record1 == record2\n assert record1 != record3\n assert record2 != record3\n\n def test_record_hashing(self):\n record1 = Record([\"name\", \"empire\"], [\"Nigel\", \"The British Empire\"])\n record2 = Record([\"name\", \"empire\"], [\"Nigel\", \"The British Empire\"])\n record3 = Record([\"name\", \"empire\"], [\"Stefan\", \"Das Deutschland\"])\n assert hash(record1) == hash(record2)\n assert hash(record1) != hash(record3)\n assert hash(record2) != hash(record3)"}, {"role": "assistant", "content": "\n\n def test_record_iter(self):\n a_record = Record([\"name\", \"empire\"], [\"Nigel\", \"The British Empire\"])\n assert list(a_record.__iter__()) == [\"name\", \"empire\"]\n\n def test_record_copy(self):\n original = Record([\"name\", \"empire\"], [\"Nigel\", \"The British Empire\"])\n duplicate = original.copy()\n assert dict(original) == dict(duplicate)\n assert original.keys() == duplicate.keys()\n assert original is not duplicate\n\n def test_record_as_dict(self):\n a_record = Record([\"name\", \"empire\"], [\"Nigel\", \"The British Empire\"])\n assert dict(a_record) == {\"name\": \"Nigel\", \"empire\": \"The British Empire\"}\n\n def test_record_as_list(self):\n a_record = Record([\"name\", \"empire\"], [\"Nigel\", \"The British Empire\"])\n assert list(a_record) == [\"name\", \"empire\"]\n\n def test_record_len(self):\n a_record = Record([\"name\", \"empire\"], [\"Nigel\", \"The British Empire\"])\n assert len(a_record) == 2\n\n def test_record_repr(self):\n a_record = Record([\"name\", \"empire\"], [\"Nigel\", \"The British Empire\"])\n assert repr(a_record) == \"<Record name='Nigel' empire='The British Empire'>\"\n\n\n ... [7 more functiondefs truncated] ..."}]
false
null
null
null
163dc7048c89ab3ce7a0707b33435bed5fbe6660
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import dash from catboost import CatBoostClassifier, CatBoostRegressor from xgboost import XGBClassifier, XGBRegressor from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor from explainerdashboard.explainers import ClassifierExplainer, RegressionExplainer from explainerdashboard.datasets import titanic_survive, titanic_fare, titanic_embarked, titanic_names from explainerdashboard.dashboards import ExplainerDashboard def get_classification_explainer(xgboost=False, include_y=True): X_train, y_train, X_test, y_test = titanic_survive() if xgboost: model = XGBClassifier().fit(X_train, y_train) else: model = RandomForestClassifier(n_estimators=50, max_depth=10).fit(X_train, y_train) if include_y: explainer = ClassifierExplainer( model, X_test, y_test, cats=['Sex', 'Deck', 'Embarked'], labels=['Not survived', 'Survived']) else: explainer = ClassifierExplainer( model, X_test, cats=['Sex', 'Deck', 'Embarked'], labels=['Not survived', 'Survived']) explainer.calculate_properties() return explainer def get_regression_explainer(xgboost=False, include_y=True): X_train, y_train, X_test, y_test = titanic_fare() train_names, test_names = titanic_names() if xgboost: model = XGBRegressor().fit(X_train, y_train) else: model = RandomForestRegressor(n_estimators=50, max_depth=10).fit(X_train, y_train) if include_y: reg_explainer = RegressionExplainer(model, X_test, y_test, cats=['Sex', 'Deck', 'Embarked'], Error: SyntaxError: unterminated string literal
Fixed Code: import dash from catboost import CatBoostClassifier, CatBoostRegressor from xgboost import XGBClassifier, XGBRegressor from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor from explainerdashboard.explainers import ClassifierExplainer, RegressionExplainer from explainerdashboard.datasets import titanic_survive, titanic_fare, titanic_embarked, titanic_names from explainerdashboard.dashboards import ExplainerDashboard def get_classification_explainer(xgboost=False, include_y=True): X_train, y_train, X_test, y_test = titanic_survive() if xgboost: model = XGBClassifier().fit(X_train, y_train) else: model = RandomForestClassifier(n_estimators=50, max_depth=10).fit(X_train, y_train) if include_y: Explanation: Close the string literal with matching quote
intermediate
testing
error_fixing
Pythoncode:Python
2
0
1,786
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\n\nimport dash\n\nfrom catboost import CatBoostClassifier, CatBoostRegressor\nfrom xgboost import XGBClassifier, XGBRegressor\nfrom sklearn.ensemble import RandomForestClassifier, RandomForestRegressor\n\nfrom explainerdashboard.explainers import ClassifierExplainer, RegressionExplainer\nfrom explainerdashboard.datasets import titanic_survive, titanic_fare, titanic_embarked, titanic_names\nfrom explainerdashboard.dashboards import ExplainerDashboard\n\n\ndef get_classification_explainer(xgboost=False, include_y=True):\n X_train, y_train, X_test, y_test = titanic_survive()\n if xgboost:\n model = XGBClassifier().fit(X_train, y_train)\n else:\n model = RandomForestClassifier(n_estimators=50, max_depth=10).fit(X_train, y_train)\n if include_y:\n explainer = ClassifierExplainer(\n model, X_test, y_test, \n cats=['Sex', 'Deck', 'Embarked'],\n labels=['Not survived', 'Survived'])\n else:\n explainer = ClassifierExplainer(\n model, X_test, \n cats=['Sex', 'Deck', 'Embarked'],\n labels=['Not survived', 'Survived'])\n\n explainer.calculate_properties()\n return explainer\n\n\ndef get_regression_explainer(xgboost=False, include_y=True):\n X_train, y_train, X_test, y_test = titanic_fare()\n train_names, test_names = titanic_names()\n if xgboost:\n model = XGBRegressor().fit(X_train, y_train)\n else:\n model = RandomForestRegressor(n_estimators=50, max_depth=10).fit(X_train, y_train)\n\n if include_y:\n reg_explainer = RegressionExplainer(model, X_test, y_test, \n cats=['Sex', 'Deck', 'Embarked'], \n \n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n\n\nimport dash\n\nfrom catboost import CatBoostClassifier, CatBoostRegressor\nfrom xgboost import XGBClassifier, XGBRegressor\nfrom sklearn.ensemble import RandomForestClassifier, RandomForestRegressor\n\nfrom explainerdashboard.explainers import ClassifierExplainer, RegressionExplainer\nfrom explainerdashboard.datasets import titanic_survive, titanic_fare, titanic_embarked, titanic_names\nfrom explainerdashboard.dashboards import ExplainerDashboard\n\n\ndef get_classification_explainer(xgboost=False, include_y=True):\n X_train, y_train, X_test, y_test = titanic_survive()\n if xgboost:\n model = XGBClassifier().fit(X_train, y_train)\n else:\n model = RandomForestClassifier(n_estimators=50, max_depth=10).fit(X_train, y_train)\n if include_y:\n\n Explanation: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
163ee50e70aae9c38787e48d9c60c83c946fac91
TheStack--python--000.parquet
Review this Pythoncode:Python code: import tensorflow as tf import sys import os from glob import glob import png sys.path.append(os.path.join(__file__,'..','..')) from tfDataIngest import tfDataSetParquet as tfDsParquet inputDataDir = sys.argv[1] outputDir = sys.argv[2] # test app if __name__ == "__main__": files = glob(os.path.join(inputDataDir,"train*.parquet")) print("Found {0} parquet files in input dir {1}".format(len(files),inputDataDir)) print("First is {0}".format(files[0])) ds = tfDsParquet.create_parquet_dataset([files[0]]) for element in ds.as_numpy_iterator(): #print("Iterating...") sampleId,pixels = element sampleId = sampleId.decode("utf-8") fileName = os.path.join(outputDir,"{0}.png".format(sampleId)) png.from_array(pixels, mode="L").save(fileName) #print(element) #print("sample name is {0}".format(sampleId)) #print(sampleIds.shape) #print(pixels.shape) # a += 1 # if a > 10: # break print("Done") #print("{0} elements in the dataset".format(len(ds.)))
Code Review: ⚠️ Code quality: Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 35 Unexpected indentation at line 36 ✨ Improvements: Remove debug print() at line 17 before production Remove debug print() at line 18 before production Remove debug print() at line 35 before production
intermediate
testing
code_review
Pythoncode:Python
0
0
1,079
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport tensorflow as tf\n\nimport sys\nimport os\nfrom glob import glob\nimport png\nsys.path.append(os.path.join(__file__,'..','..'))\n\nfrom tfDataIngest import tfDataSetParquet as tfDsParquet\n\ninputDataDir = sys.argv[1]\noutputDir = sys.argv[2]\n\n# test app\nif __name__ == \"__main__\":\n files = glob(os.path.join(inputDataDir,\"train*.parquet\"))\n print(\"Found {0} parquet files in input dir {1}\".format(len(files),inputDataDir))\n print(\"First is {0}\".format(files[0]))\n ds = tfDsParquet.create_parquet_dataset([files[0]])\n\n\n for element in ds.as_numpy_iterator(): \n #print(\"Iterating...\")\n sampleId,pixels = element\n sampleId = sampleId.decode(\"utf-8\")\n fileName = os.path.join(outputDir,\"{0}.png\".format(sampleId))\n png.from_array(pixels, mode=\"L\").save(fileName)\n #print(element)\n #print(\"sample name is {0}\".format(sampleId))\n #print(sampleIds.shape)\n #print(pixels.shape)\n # a += 1\n # if a > 10:\n # break\n print(\"Done\")\n #print(\"{0} elements in the dataset\".format(len(ds.)))"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 35\n Unexpected indentation at line 36\n\n\u2728 Improvements:\n Remove debug print() at line 17 before production\n Remove debug print() at line 18 before production\n Remove debug print() at line 35 before production"}]
false
null
null
null
163f5e0eb3de89d92ad7d61128630ed72fcd3690
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: """\ Code generator functions for wxDatePickerCtrl objects @copyright: 2002-2007 Alberto Griggio @copyright: 2014-2016 Carsten Grohmann @copyright: 2016-2021 Dietmar Schwertberger @license: MIT (see LICENSE.txt) - THIS PROGRAM COMES WITH NO WARRANTY """ import common, compat import wcodegen class PythonDatePickerCtrlGenerator(wcodegen.PythonWidgetCodeWriter): tmpl = '%(name)s = %(klass)s(%(parent)s, %(id)s%(style)s)\n' # XXX the following needs to depend on the code generator when Phoenix is about to be supported fully: if compat.IS_PHOENIX: import_modules = ['import wx.adv\n'] if compat.IS_PHOENIX: def cn(self, name): # don't process already formatted items again if name.startswith('wx.'): return name if name.startswith('wx'): return 'wx.adv.' + name[2:] elif name.startswith('EVT_'): return 'wx.adv.' + name return name def _prepare_tmpl_content(self, obj): wcodegen.PythonWidgetCodeWriter._prepare_tmpl_content(self, obj) ... code continues ...
Completion: Missing: Function '_prepare_tmpl_content' is incomplete - body truncated To complete: • Complete the function '_prepare_tmpl_content' body and add missing return Example continuation: self.has_setdefault = int(obj.properties.get('default', 0)) return
advanced
database
incomplete_code
Pythoncode:Python
6
3
1,093
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n\"\"\"\\\nCode generator functions for wxDatePickerCtrl objects\n\n@copyright: 2002-2007 Alberto Griggio\n@copyright: 2014-2016 Carsten Grohmann\n@copyright: 2016-2021 Dietmar Schwertberger\n@license: MIT (see LICENSE.txt) - THIS PROGRAM COMES WITH NO WARRANTY\n\"\"\"\n\nimport common, compat\nimport wcodegen\n\n\nclass PythonDatePickerCtrlGenerator(wcodegen.PythonWidgetCodeWriter):\n tmpl = '%(name)s = %(klass)s(%(parent)s, %(id)s%(style)s)\\n'\n\n # XXX the following needs to depend on the code generator when Phoenix is about to be supported fully:\n if compat.IS_PHOENIX:\n import_modules = ['import wx.adv\\n']\n\n if compat.IS_PHOENIX:\n def cn(self, name):\n # don't process already formatted items again\n if name.startswith('wx.'):\n return name\n if name.startswith('wx'):\n return 'wx.adv.' + name[2:]\n elif name.startswith('EVT_'):\n return 'wx.adv.' + name\n return name\n\n def _prepare_tmpl_content(self, obj):\n wcodegen.PythonWidgetCodeWriter._prepare_tmpl_content(self, obj)\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function '_prepare_tmpl_content' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function '_prepare_tmpl_content' body and add missing return\n\n Example continuation:\n self.has_setdefault = int(obj.properties.get('default', 0))\n return"}]
true
syntax
MID_FUNCTION
HIGH
1640d2033b3fc61dda0183c87b5baa9f8cbed3bd
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import pprint import mxnet as mx from mxnet import gluon from mxnet import init from lib.core.get_optimizer import * from lib.core.metric import MPJPEMetric from lib.core.loss import MeanSquareLoss from lib.core.loader import JointsDataIter from lib.network import get_net from lib.net_module import * from lib.utils import * from lib.dataset.hm36 import hm36 from config import config, gen_config, update_config_from_args, s_args ... [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 18 - expected ']' • Invalid syntax at line 18: ... [1 more functiondefs truncated ... Fix: Add missing ']' bracket at line 18
intermediate
machine_learning
error_detection
Pythoncode:Python
0
0
480
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport pprint\n\nimport mxnet as mx\nfrom mxnet import gluon\nfrom mxnet import init\n\nfrom lib.core.get_optimizer import *\nfrom lib.core.metric import MPJPEMetric\nfrom lib.core.loss import MeanSquareLoss\nfrom lib.core.loader import JointsDataIter\nfrom lib.network import get_net\nfrom lib.net_module import *\nfrom lib.utils import *\nfrom lib.dataset.hm36 import hm36\n\nfrom config import config, gen_config, update_config_from_args, s_args\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 18 - expected ']'\n \u2022 Invalid syntax at line 18: ... [1 more functiondefs truncated ...\n\n\n Fix: Add missing ']' bracket at line 18"}]
true
syntax
MISSING_BRACKETS
MEDIUM
1642121cd961a12c79b579c9fabd08e8a6ce9bc8
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import os from tqdm import tqdm import torch.backends.cudnn as cudnn import torch from datasets import ImageNetInstance, ImageNetInstanceLMDB from torchvision import transforms import argparse from BaseTaskModel.task_network import get_moco_network, get_swav_network, get_selfboost_network, get_minmaxent_network, get_simclr_network, get_sup_network, get_dino_network from torch.utils.data import DataLoader from PIL import ImageFile, Image import torch.distributed as dist from lars import * def concat_all_gather(tensor): """ Performs all_gather operation on the provided tensors.
*** Warning ***: torch.distributed.all_gather has no gradient. """ tensors_gather = [torch.ones_like(tensor) for _ in range(torch.distributed.get_world_size())] torch.distributed.all_gather(tensors_gather, tensor, async_op=False) output = torch.cat(tensors_gather, dim=0) return output ... [1 more functiondefs truncated] ...
intermediate
database
code_completion
Pythoncode:Python
1
0
958
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport os\nfrom tqdm import tqdm\nimport torch.backends.cudnn as cudnn\nimport torch\nfrom datasets import ImageNetInstance, ImageNetInstanceLMDB\nfrom torchvision import transforms\nimport argparse\nfrom BaseTaskModel.task_network import get_moco_network, get_swav_network, get_selfboost_network, get_minmaxent_network, get_simclr_network, get_sup_network, get_dino_network\nfrom torch.utils.data import DataLoader\nfrom PIL import ImageFile, Image\nimport torch.distributed as dist\nfrom lars import *\ndef concat_all_gather(tensor):\n \"\"\"\n Performs all_gather operation on the provided tensors."}, {"role": "assistant", "content": "\n *** Warning ***: torch.distributed.all_gather has no gradient.\n \"\"\"\n tensors_gather = [torch.ones_like(tensor)\n for _ in range(torch.distributed.get_world_size())]\n torch.distributed.all_gather(tensors_gather, tensor, async_op=False)\n\n output = torch.cat(tensors_gather, dim=0)\n return output\n\n\n ... [1 more functiondefs truncated] ..."}]
false
null
null
null
1643d3915575e537c0423b05a3b3b1e3b7eb7865
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import pytest from rudra.utils.mercator import SimpleMercator class TestSimpleMercator: pom_xml_content = """ <project> <dependencies> <dependency> <groupId>grp1.id</groupId> <artifactId>art1.id</artifactId> </dependency> <dependency> <groupId>grp2.id</groupId> <artifactId>art2.id</artifactId> </dependency> <dependency> <groupId>grp3.id</groupId> <artifactId>art3.id</artifactId> <scope>test</scope> </dependency> </dependencies> </project> """ def test_get_dependencies(self): client = SimpleMercator(self.pom_xml_content) deps = client.get_dependencies() assert len(deps) == 3 artifact_ids = [d.artifact_id for d in deps] assert not {'art1.id', 'art2.id', 'art3.id'}.difference(set(artifact_ids)) group_ids = [d.group_id for d in deps] assert not {'grp1.id', 'grp2.id', 'grp3.id'}.difference(set(group_ids)) scopes = [d.scope for d in deps] assert not {'compile', 'test'}.difference(set(scopes)) def test_get_dependencies_with_no_dependencies(self): client = SimpleMercator('<project></project>'.encode()) deps = client.get_dependencies() assert len(deps) == 0 def test_get_dependencies_with_no_content(self): with pytest.raises(ValueError, match='Empty Content .*'): SimpleMercator('') ... code continues ...
Completion: Missing: With block is incomplete - body missing To complete: • Add body to With block or use 'pass' statement Example continuation: def test_find_data_corrupt_pom(self): content = """ </project> </project>
advanced
testing
incomplete_code
Pythoncode:Python
4
1
1,609
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport pytest\n\nfrom rudra.utils.mercator import SimpleMercator\n\n\nclass TestSimpleMercator:\n\n pom_xml_content = \"\"\"\n <project>\n <dependencies>\n <dependency>\n <groupId>grp1.id</groupId>\n <artifactId>art1.id</artifactId>\n </dependency>\n <dependency>\n <groupId>grp2.id</groupId>\n <artifactId>art2.id</artifactId>\n </dependency>\n <dependency>\n <groupId>grp3.id</groupId>\n <artifactId>art3.id</artifactId>\n <scope>test</scope>\n </dependency>\n </dependencies>\n </project>\n \"\"\"\n\n def test_get_dependencies(self):\n client = SimpleMercator(self.pom_xml_content)\n deps = client.get_dependencies()\n assert len(deps) == 3\n artifact_ids = [d.artifact_id for d in deps]\n assert not {'art1.id', 'art2.id', 'art3.id'}.difference(set(artifact_ids))\n group_ids = [d.group_id for d in deps]\n assert not {'grp1.id', 'grp2.id', 'grp3.id'}.difference(set(group_ids))\n scopes = [d.scope for d in deps]\n assert not {'compile', 'test'}.difference(set(scopes))\n\n def test_get_dependencies_with_no_dependencies(self):\n client = SimpleMercator('<project></project>'.encode())\n deps = client.get_dependencies()\n assert len(deps) == 0\n\n def test_get_dependencies_with_no_content(self):\n with pytest.raises(ValueError, match='Empty Content .*'):\n SimpleMercator('')\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: With block is incomplete - body missing\n\n To complete:\n \u2022 Add body to With block or use 'pass' statement\n\n Example continuation:\n\n def test_find_data_corrupt_pom(self):\n content = \"\"\"\n </project>\n </project>"}]
true
syntax
MID_BLOCK
HIGH
16447f2400735bc0538f6c77d41578715bdd08b9
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: import os import sys import unittest from tests.tests_bin_class.test_performance import * if __name__ == "__main__": unittest.main(
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 8 - expected ')' • SyntaxError: '(' was never closed at line 8 Fixes: • Add closing ')' bracket • Review code syntax
beginner
testing
syntax_repair
Pythoncode:Python
0
0
138
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport os\nimport sys\nimport unittest\n\nfrom tests.tests_bin_class.test_performance import *\n\nif __name__ == \"__main__\":\n unittest.main("}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 8 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 8\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
16449c2c8a80a3f0f14b7a2a74915dc78441651d
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/env python from vc3master.task import VC3Task class CheckAllocations(VC3Task): ''' Plugin to do consistency/sanity checks on Allocations. ''' def runtask(self): '''
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 9 • SyntaxError: unterminated triple-quoted string literal (detected at line 16) at line 15 Fixes: • Add closing quote at line 9 • Review code syntax
intermediate
oop
syntax_repair
Pythoncode:Python
1
1
223
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n\n\n\n\nfrom vc3master.task import VC3Task\n\nclass CheckAllocations(VC3Task):\n '''\n Plugin to do consistency/sanity checks on Allocations.\n \n '''\n \n def runtask(self):\n '''"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 9\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 16) at line 15\n\n Fixes:\n \u2022 Add closing quote at line 9\n \u2022 Review code syntax"}]
true
syntax
MID_STRING
CRITICAL
1645daef0bb42b38a2691d6bb4f86fefa0af94a5
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import sys import traceback from django.conf import settings from django.urls import resolve from lxml import etree from six.moves.urllib.request import urlopen, Request class Client(object): API_URL = '%s://airbrake.io/notifier_api/v2/notices' ERRORS = { 403: "Cannot use SSL", 422: "Invalid XML sent to Airbrake", 500: "Airbrake has braked too hard", } DEFAULTS = { 'TIMEOUT': 5, 'USE_SSL': False, } @property def url(self): scheme = 'http' if self.settings['USE_SSL']: scheme = 'https' return Client.API_URL % scheme @property def settings(self): if getattr(self, '_settings', None): return self._settings self._settings = Client.DEFAULTS self._settings.update(getattr(settings, 'AIRBRAKE', {})) return self._settings def notify(self, exception=None, request=None): headers = { 'Content-Type': 'text/xml' } payload = self._generate_xml(exception=exception, request=request) req = Request(self.url, payload, headers) resp = urlopen(req, timeout=self.settings['TIMEOUT']) status = resp.getcode() if status == 200: return True elif status in Client.ERRORS: raise Exception(Client.ERRORS[status]) ... [1 more functiondefs truncated] ...
Functions: url, settings, notify Classes: Client This code demonstrates Pythoncode:Python programming.
advanced
api
code_explanation
Pythoncode:Python
3
1
1,414
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport sys\nimport traceback\n\nfrom django.conf import settings\nfrom django.urls import resolve\nfrom lxml import etree\nfrom six.moves.urllib.request import urlopen, Request\n\nclass Client(object):\n API_URL = '%s://airbrake.io/notifier_api/v2/notices'\n ERRORS = {\n 403: \"Cannot use SSL\",\n 422: \"Invalid XML sent to Airbrake\",\n 500: \"Airbrake has braked too hard\",\n }\n\n DEFAULTS = {\n 'TIMEOUT': 5,\n 'USE_SSL': False,\n }\n\n @property\n def url(self):\n scheme = 'http'\n if self.settings['USE_SSL']:\n scheme = 'https'\n\n return Client.API_URL % scheme\n\n @property\n def settings(self):\n if getattr(self, '_settings', None):\n return self._settings\n\n self._settings = Client.DEFAULTS\n self._settings.update(getattr(settings, 'AIRBRAKE', {}))\n return self._settings\n\n def notify(self, exception=None, request=None):\n headers = {\n 'Content-Type': 'text/xml'\n }\n\n payload = self._generate_xml(exception=exception, request=request)\n req = Request(self.url, payload, headers)\n resp = urlopen(req, timeout=self.settings['TIMEOUT'])\n status = resp.getcode()\n\n if status == 200:\n return True\n elif status in Client.ERRORS:\n raise Exception(Client.ERRORS[status])\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: url, settings, notify\n Classes: Client\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
16477f8a306c6c85422ce092acee78844c0cd611
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import logging from spaceone.inventory.libs.connector import AzureConnector from spaceone.inventory.error import * from spaceone.inventory.error.custom import * __all__ = ['SnapshotConnector'] _LOGGER = logging.getLogger(__name__) class SnapshotConnector(AzureConnector): # Complete this line def __init__(self, **kwargs): super().__init__(**kwargs) self.set_connect(kwargs.get('secret_data')) def list_snapshots(self): try: return self.compute_client.snapshots.list() except ConnectionError: _LOGGER.error(ERROR_CONNECTOR(field='Public IP Address'))
The missing line is:
advanced
oop
fill_in_the_blank
Pythoncode:Python
2
1
599
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport logging\n\nfrom spaceone.inventory.libs.connector import AzureConnector\nfrom spaceone.inventory.error import *\nfrom spaceone.inventory.error.custom import *\n__all__ = ['SnapshotConnector']\n_LOGGER = logging.getLogger(__name__)\n\n\nclass SnapshotConnector(AzureConnector):\n # Complete this line\n def __init__(self, **kwargs):\n super().__init__(**kwargs)\n self.set_connect(kwargs.get('secret_data'))\n\n def list_snapshots(self):\n try:\n return self.compute_client.snapshots.list()\n except ConnectionError:\n _LOGGER.error(ERROR_CONNECTOR(field='Public IP Address'))"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
1648b2044844b3d9b645771b179a716a797264e9
TheStack--python--000.parquet
Review this Pythoncode:Python code: """ A customer walks into a store. Do the steps to interact with them: - Get *a* (not *the*) greeter - Interact with them Simple wired application: - Settings that say what punctuation to use - Registry - Two factories that says hello, one for the FrenchCustomer context - A default Customer and FrenchCustomer """ from dataclasses import dataclass from wired import ServiceRegistry @dataclass class Customer: name: str @dataclass class FrenchCustomer(Customer): pass @dataclass class Settings: punctuation: str @dataclass class Greeter: punctuation: str greeting: str = 'Hello' def __call__(self, customer: Customer) -> str: return f'{self.greeting} {customer.name} {self.punctuation}' @dataclass class FrenchGreeter(Greeter): greeting: str = 'Bonjour' def __call__(self, customer: Customer) -> str: return f'{self.greeting} {customer.name} {self.punctuation}' def setup(settings: Settings) -> ServiceRegistry: # Make the registry registry = ServiceRegistry() # Make the greeter factories, using punctuation from settings punctuation = settings.punctuation # First the default greeter, no context def default_greeter_factory(container) -> Greeter: # Use the dataclass default for greeting return Greeter(punctuation=punctuation) # Register it as a factory using its class for the "key" registry.register_factory(default_greeter_factory, Greeter) # Now the French greeter, using context of FrenchCustomer def french_greeter_factory(container) -> Greeter: # Use the dataclass default for greeting return FrenchGreeter(punctuation=punctuation) # Register it as a factory using its class for the "key", but # this time register with a "context" registry.register_factory( french_greeter_factory, Greeter, context=FrenchCustomer ) return registry def greet_customer(registry: ServiceRegistry, customer: Customer) -> str: # A customer comes in, handle the steps in the greeting # as a container. container = registry.create_container() # Get a Greeter using the customer as context. Use the Customer when # generating the greeting. greeter: Greeter = container.get(Greeter, context=customer) greeting = greeter(customer) return greeting def main(): settings = Settings(punctuation='!!') registry = setup(settings) # *** Default Customer # Make a Customer, pass into the "greet_customer" interaction, # then test the result. customer = Customer(name='Mary') assert 'Hello Mary !!' == greet_customer(registry, customer) # *** French Customer # Make a FrenchCustomer, pass into the "greet_customer" interaction, # then test the result. french_customer = FrenchCustomer(name='Henri') assert 'Bonjour Henri !!' == greet_customer(registry, french_customer)
Code Review: ❌ Critical issues: Unterminated string literal at line 1 Block at line 3 has no indented body Block at line 9 has no indented body ⚠️ Code quality: Unexpected indentation at line 43 Unexpected indentation at line 59 Unexpected indentation at line 62 Unexpected indentation at line 65 Unexpected indentation at line 67 Unexpected indentation at line 70 Unexpected indentation at line 73 Unexpected indentation at line 75 Unexpected indentation at line 78 Unexpected indentation at line 79 Unexpected indentation at line 80 Unexpected indentation at line 81 Unexpected indentation at line 88 Unexpected indentation at line 89 Unexpected indentation at line 92 Unexpected indentation at line 93 Unexpected indentation at line 94 Unexpected indentation at line 101 Unexpected indentation at line 104 Unexpected indentation at line 105 Unexpected indentation at line 106 Unexpected indentation at line 107 Unexpected indentation at line 110 Unexpected indentation at line 111 Unexpected indentation at line 112 Unexpected indentation at line 113 ✨ Improvements: Add closing quote at line 1 Add docstring to class 'Customer' Add docstring to class 'FrenchCustomer' Add docstring to class 'Settings' Add docstring to class 'Greeter' Add docstring to class 'FrenchGreeter' Add docstring to function 'setup' Add docstring to function 'greet_customer' Add docstring to function 'main'
advanced
testing
code_review
Pythoncode:Python
7
5
2,912
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n\"\"\"\n\nA customer walks into a store. Do the steps to interact with them:\n\n- Get *a* (not *the*) greeter\n\n- Interact with them\n\nSimple wired application:\n\n- Settings that say what punctuation to use\n\n- Registry\n\n- Two factories that says hello, one for the FrenchCustomer context\n\n- A default Customer and FrenchCustomer\n\n\"\"\"\nfrom dataclasses import dataclass\n\nfrom wired import ServiceRegistry\n\n\n@dataclass\nclass Customer:\n name: str\n\n\n@dataclass\nclass FrenchCustomer(Customer):\n pass\n\n\n@dataclass\nclass Settings:\n punctuation: str\n\n\n@dataclass\nclass Greeter:\n punctuation: str\n greeting: str = 'Hello'\n\n def __call__(self, customer: Customer) -> str:\n return f'{self.greeting} {customer.name} {self.punctuation}'\n\n\n@dataclass\nclass FrenchGreeter(Greeter):\n greeting: str = 'Bonjour'\n\n def __call__(self, customer: Customer) -> str:\n return f'{self.greeting} {customer.name} {self.punctuation}'\n\n\ndef setup(settings: Settings) -> ServiceRegistry:\n # Make the registry\n registry = ServiceRegistry()\n\n # Make the greeter factories, using punctuation from settings\n punctuation = settings.punctuation\n\n # First the default greeter, no context\n def default_greeter_factory(container) -> Greeter:\n # Use the dataclass default for greeting\n return Greeter(punctuation=punctuation)\n\n # Register it as a factory using its class for the \"key\"\n registry.register_factory(default_greeter_factory, Greeter)\n\n # Now the French greeter, using context of FrenchCustomer\n def french_greeter_factory(container) -> Greeter:\n # Use the dataclass default for greeting\n return FrenchGreeter(punctuation=punctuation)\n\n # Register it as a factory using its class for the \"key\", but\n # this time register with a \"context\"\n registry.register_factory(\n french_greeter_factory, Greeter, context=FrenchCustomer\n )\n\n return registry\n\n\ndef greet_customer(registry: ServiceRegistry, customer: Customer) -> str:\n # A customer comes in, handle the steps in the greeting\n # as a container.\n container = registry.create_container()\n\n # Get a Greeter using the customer as context. Use the Customer when\n # generating the greeting.\n greeter: Greeter = container.get(Greeter, context=customer)\n greeting = greeter(customer)\n\n return greeting\n\n\ndef main():\n settings = Settings(punctuation='!!')\n registry = setup(settings)\n\n # *** Default Customer\n # Make a Customer, pass into the \"greet_customer\" interaction,\n # then test the result.\n customer = Customer(name='Mary')\n assert 'Hello Mary !!' == greet_customer(registry, customer)\n\n # *** French Customer\n # Make a FrenchCustomer, pass into the \"greet_customer\" interaction,\n # then test the result.\n french_customer = FrenchCustomer(name='Henri')\n assert 'Bonjour Henri !!' == greet_customer(registry, french_customer)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 1\n Block at line 3 has no indented body\n Block at line 9 has no indented body\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 43\n Unexpected indentation at line 59\n Unexpected indentation at line 62\n Unexpected indentation at line 65\n Unexpected indentation at line 67\n Unexpected indentation at line 70\n Unexpected indentation at line 73\n Unexpected indentation at line 75\n Unexpected indentation at line 78\n Unexpected indentation at line 79\n Unexpected indentation at line 80\n Unexpected indentation at line 81\n Unexpected indentation at line 88\n Unexpected indentation at line 89\n Unexpected indentation at line 92\n Unexpected indentation at line 93\n Unexpected indentation at line 94\n Unexpected indentation at line 101\n Unexpected indentation at line 104\n Unexpected indentation at line 105\n Unexpected indentation at line 106\n Unexpected indentation at line 107\n Unexpected indentation at line 110\n Unexpected indentation at line 111\n Unexpected indentation at line 112\n Unexpected indentation at line 113\n\n\u2728 Improvements:\n Add closing quote at line 1\n Add docstring to class 'Customer'\n Add docstring to class 'FrenchCustomer'\n Add docstring to class 'Settings'\n Add docstring to class 'Greeter'\n Add docstring to class 'FrenchGreeter'\n Add docstring to function 'setup'\n Add docstring to function 'greet_customer'\n Add docstring to function 'main'"}]
false
null
null
null
1649638736a414c6fde2874636d2e6f9fe9164e4
TheStack--python--000.parquet
Debug this Pythoncode:Python code: class LDARProgram: """ An LDAR program contains one or more detection methods and one or more repair methods. Each LDAR program records the find and repair costs associated with all detection and repair methods in the program. The LDAR program deploys runs the action methods of each detection and repair method contained in the program. The detection and repair methods determine their own behavior at each time step. """ def __init__(self, gas_field, tech_dict): """ :param gas_field: a GasField object :param tech_dict: a dict containing all of the detection methods to be employed by the LDAR program. The dict must have the form {"name": DetectionMethod}. All of the relationships between detection methods and between detection methods and repair methods must be defined by the dispatch_objects specified for each method. """ self.emissions = copy.deepcopy(gas_field.emissions) self.emissions_timeseries = [] self.vents_timeseries = [] #self.emissions_results = ResultContinuous(units='g/s') #self.vents_results = ResultContinuous(units='g/s') self.tech_dict = tech_dict self.repair = {} self.repair_cost = ResultDiscrete(units='USD') for tech_name, tech in tech_dict.items(): if type(tech.dispatch_object) is Repair: self.repair[tech_name + ' ' + tech.dispatch_object.name] = tech.dispatch_object def action(self, time, gas_field): """ Runs the detect method for every tech in tech_dict and runs the repair method :param time: the simulation time object :param gas_field: the simulation gas_field object :return: """ for i, tech in enumerate(self.tech_dict.values()): if hasattr(tech, 'survey_interval') and tech.survey_interval \ and np.mod(time.current_time, tech.survey_interval) < time.delta_t: tech.action(list(np.linspace(0, gas_field.n_sites - 1, gas_field.n_sites, dtype=int))) tech.detect(time, gas_field, self.emissions.get_current_emissions(time)) for rep in self.repair.values(): rep.repair(time, self.emissions) ... [1 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 2 Invalid syntax at line 43: ... [1 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 3 Unexpected indentation at line 4 Unexpected indentation at line 5 Unexpected indentation at line 6 💡 Suggestions: Complete the expression on the last line Add closing quote at line 2 Review syntax near the error location
advanced
database
debugging
Pythoncode:Python
2
1
2,305
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nclass LDARProgram:\n \"\"\"\n An LDAR program contains one or more detection methods and one or more repair methods. Each LDAR program records\n the find and repair costs associated with all detection and repair methods in the program. The LDAR program\n deploys runs the action methods of each detection and repair method contained in the program. The detection and\n repair methods determine their own behavior at each time step.\n \"\"\"\n def __init__(self, gas_field, tech_dict):\n \"\"\"\n :param gas_field: a GasField object\n :param tech_dict: a dict containing all of the detection methods to be employed by the LDAR program. The dict\n must have the form {\"name\": DetectionMethod}. All of the relationships between detection methods and between\n detection methods and repair methods must be defined by the dispatch_objects specified for each method.\n \"\"\"\n self.emissions = copy.deepcopy(gas_field.emissions)\n self.emissions_timeseries = []\n self.vents_timeseries = []\n #self.emissions_results = ResultContinuous(units='g/s')\n #self.vents_results = ResultContinuous(units='g/s')\n self.tech_dict = tech_dict\n self.repair = {}\n self.repair_cost = ResultDiscrete(units='USD')\n for tech_name, tech in tech_dict.items():\n if type(tech.dispatch_object) is Repair:\n self.repair[tech_name + ' ' + tech.dispatch_object.name] = tech.dispatch_object\n\n def action(self, time, gas_field):\n \"\"\"\n Runs the detect method for every tech in tech_dict and runs the repair method\n :param time: the simulation time object\n :param gas_field: the simulation gas_field object\n :return:\n \"\"\"\n for i, tech in enumerate(self.tech_dict.values()):\n if hasattr(tech, 'survey_interval') and tech.survey_interval \\\n and np.mod(time.current_time, tech.survey_interval) < time.delta_t:\n tech.action(list(np.linspace(0, gas_field.n_sites - 1, gas_field.n_sites, dtype=int)))\n tech.detect(time, gas_field, self.emissions.get_current_emissions(time))\n for rep in self.repair.values():\n rep.repair(time, self.emissions)\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 2\n Invalid syntax at line 43: ... [1 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 3\n Unexpected indentation at line 4\n Unexpected indentation at line 5\n Unexpected indentation at line 6\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 2\n Review syntax near the error location"}]
false
null
null
null
1649bff1d5c282f752cad12fddde82da77d3b6ea
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: #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 BSD 0-Clause 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 BSD 0-Clause License for more details. from keras.optimizers import Adam from models.ICCV_architectures import * from models.unet import * from keras.engine.topology import Network import sys import tensorflow as tf from utilities.data_loader import * class CycleGAN(): ... [5 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
machine_learning
refactoring
Pythoncode:Python
0
1
722
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#Copyright (C) 2020. Huawei Technologies Co., Ltd. All rights reserved.\r\n#This program is free software; you can redistribute it and/or modify it under the terms of the BSD 0-Clause License.\r\n#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.\r\n# See the BSD 0-Clause License for more details.\r\n\r\n\r\n\r\nfrom keras.optimizers import Adam\r\nfrom models.ICCV_architectures import *\r\nfrom models.unet import *\r\nfrom keras.engine.topology import Network\r\nimport sys\r\n\r\nimport tensorflow as tf\r\nfrom utilities.data_loader import *\r\n\r\n\r\nclass CycleGAN():\r\n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
164cf23737de25e42e24acaa15cc12f759dc3323
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import uvicorn from fastapi import FastAPI from fastapi.staticfiles import StaticFiles from routes import doc, api from fastapi.templating import Jinja2Templates from starlette.requests import Request # configure static and templates file on jinja 2 app = FastAPI( title=f"Technical Case", description=f"endpoint para subir planilhas para banco de dados relacional Postgres.", version=f"0.0.1", static_directory="static" ) app.mount("/static", StaticFiles(directory="static"), name="static") #import factory builders and initiate doc.init_app(app) api.init_app(app, "/api") # templates = Jinja2Templates(directory="templates") #views @app.get("/", tags=["/view"]) async def index(request: Request): return templates.TemplateResponse("index.html", {"request": request}) if __name__ == "__main__": uvicorn.run("main:app", host="0.0.0.0", port=8080)
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14
intermediate
api
debugging
Pythoncode:Python
0
0
876
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport uvicorn\nfrom fastapi import FastAPI\nfrom fastapi.staticfiles import StaticFiles\nfrom routes import doc, api\nfrom fastapi.templating import Jinja2Templates\nfrom starlette.requests import Request\n\n\n# configure static and templates file on jinja 2\napp = FastAPI(\n title=f\"Technical Case\",\n description=f\"endpoint para subir planilhas para banco de dados relacional Postgres.\",\n version=f\"0.0.1\",\n static_directory=\"static\"\n)\napp.mount(\"/static\", StaticFiles(directory=\"static\"), name=\"static\")\n\n#import factory builders and initiate\ndoc.init_app(app)\napi.init_app(app, \"/api\")\n\n#\ntemplates = Jinja2Templates(directory=\"templates\")\n#views\n@app.get(\"/\", tags=[\"/view\"])\nasync def index(request: Request):\n return templates.TemplateResponse(\"index.html\", {\"request\": request})\n\nif __name__ == \"__main__\":\n uvicorn.run(\"main:app\", host=\"0.0.0.0\", port=8080)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 14"}]
false
null
null
null
164e763a74e067d7e8c03c1d5ec3635ec5b33a02
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import json import concurrent.futures import csv from os import path import io import logging import os import shutil from tempfile import TemporaryDirectory import warnings import zlib import gzip import zipfile from civis import APIClient from civis._utils import maybe_get_random_name from civis.base import EmptyResultError, CivisImportError from civis.futures import CivisFuture from civis.i Error: SyntaxError / EOF
Fixed Code: import json import concurrent.futures import csv from os import path import io import logging import os import shutil from tempfile import TemporaryDirectory import warnings import zlib import gzip import zipfile from civis import APIClient from civis._utils import maybe_get_random_name from civis.base import EmptyResultError, CivisImportError from civis.futures import CivisFuture from civis.io import civis_to_file, file_to_civis, query_civis Explanation: Complete the truncated code structure
intermediate
api
error_fixing
Pythoncode:Python
0
0
398
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport json\nimport concurrent.futures\nimport csv\nfrom os import path\nimport io\nimport logging\nimport os\nimport shutil\nfrom tempfile import TemporaryDirectory\nimport warnings\nimport zlib\n\nimport gzip\nimport zipfile\n\nfrom civis import APIClient\nfrom civis._utils import maybe_get_random_name\nfrom civis.base import EmptyResultError, CivisImportError\nfrom civis.futures import CivisFuture\nfrom civis.i\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport json\nimport concurrent.futures\nimport csv\nfrom os import path\nimport io\nimport logging\nimport os\nimport shutil\nfrom tempfile import TemporaryDirectory\nimport warnings\nimport zlib\n\nimport gzip\nimport zipfile\n\nfrom civis import APIClient\nfrom civis._utils import maybe_get_random_name\nfrom civis.base import EmptyResultError, CivisImportError\nfrom civis.futures import CivisFuture\nfrom civis.io import civis_to_file, file_to_civis, query_civis\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
164f24393208739c6bb0a99eb1b2e8ed9fcd90d3
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import unittest import pytest from small_text.integrations.pytorch.exceptions import PytorchNotFoundError try: from small_text.integrations.pytorch.query_strategies import ( ... code continues ...
Completion: Missing: Try block is incomplete - body missing To complete: • Add body to Try block or use 'pass' statement Example continuation: BADGE, ExpectedGradientLength, ExpectedGradientLengthMaxWord) except PytorchNotFoundError: pass
advanced
testing
incomplete_code
Pythoncode:Python
8
3
180
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport unittest\n\nimport pytest\n\nfrom small_text.integrations.pytorch.exceptions import PytorchNotFoundError\n\ntry:\n from small_text.integrations.pytorch.query_strategies import (\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Try block is incomplete - body missing\n\n To complete:\n \u2022 Add body to Try block or use 'pass' statement\n\n Example continuation:\n BADGE,\n ExpectedGradientLength,\n ExpectedGradientLengthMaxWord)\nexcept PytorchNotFoundError:\n pass"}]
true
syntax
MID_BLOCK
HIGH
164f6ae0c583900eea5f44762f6006a785208240
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: TANGO_PALLETE = [ '2e2e34343636', 'cccc00000000', '4e4e9a9a0606', 'c4c4a0a00000', '34346565a4a4', '757550507b7b', '060698989a9a', 'd3d3d7d7cfcf', '555557575353', 'efef29292929', '8a8ae2e23434', 'fcfce9e94f4f', '72729f9fcfcf', 'adad7f7fa8a8', '3434e2e2e2e2', 'eeeeeeeeecec', def parse_tango_color(c): r = int(c[:4][:2], 16) g = int(c[4:8][:2], 16) b = int(c[8:][:2], 16) return [r, g, b, 0xFF] def apply_color(cfg, color_table): cfg.default_foreground_color = parse_tango_color('eeeeeeeeecec') cfg.default_background_color = parse_tango_color('323232323232') cfg.default_cursor_color = cfg.default_foreground_color for i in range(len(TANGO_PALLETE)): if i < len(color_table): color_table[i] = parse_tango_color(TANGO_PALLETE[i]) Error: SyntaxError: unmatched brackets
Fixed Code: TANGO_PALLETE = [ '2e2e34343636', 'cccc00000000', '4e4e9a9a0606', 'c4c4a0a00000', '34346565a4a4', '757550507b7b', '060698989a9a', 'd3d3d7d7cfcf', '555557575353', 'efef29292929', '8a8ae2e23434', 'fcfce9e94f4f', '72729f9fcfcf', 'adad7f7fa8a8', '3434e2e2e2e2', 'eeeeeeeeecec', ] def parse_tango_color(c): Explanation: Add missing ']' bracket at line 18
intermediate
data_processing
error_fixing
Pythoncode:Python
2
0
885
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nTANGO_PALLETE = [\r\n '2e2e34343636',\r\n 'cccc00000000',\r\n '4e4e9a9a0606',\r\n 'c4c4a0a00000',\r\n '34346565a4a4',\r\n '757550507b7b',\r\n '060698989a9a',\r\n 'd3d3d7d7cfcf',\r\n '555557575353',\r\n 'efef29292929',\r\n '8a8ae2e23434',\r\n 'fcfce9e94f4f',\r\n '72729f9fcfcf',\r\n 'adad7f7fa8a8',\r\n '3434e2e2e2e2',\r\n 'eeeeeeeeecec',\r\n\r\n\r\ndef parse_tango_color(c):\r\n r = int(c[:4][:2], 16)\r\n g = int(c[4:8][:2], 16)\r\n b = int(c[8:][:2], 16)\r\n\r\n return [r, g, b, 0xFF]\r\n\r\ndef apply_color(cfg, color_table):\r\n cfg.default_foreground_color = parse_tango_color('eeeeeeeeecec')\r\n cfg.default_background_color = parse_tango_color('323232323232')\r\n cfg.default_cursor_color = cfg.default_foreground_color\r\n\r\n for i in range(len(TANGO_PALLETE)):\r\n if i < len(color_table):\r\n color_table[i] = parse_tango_color(TANGO_PALLETE[i])\r\n\r\n\n\n Error: SyntaxError: unmatched brackets"}, {"role": "assistant", "content": " Fixed Code:\n\n\nTANGO_PALLETE = [\r\n '2e2e34343636',\r\n 'cccc00000000',\r\n '4e4e9a9a0606',\r\n 'c4c4a0a00000',\r\n '34346565a4a4',\r\n '757550507b7b',\r\n '060698989a9a',\r\n 'd3d3d7d7cfcf',\r\n '555557575353',\r\n 'efef29292929',\r\n '8a8ae2e23434',\r\n 'fcfce9e94f4f',\r\n '72729f9fcfcf',\r\n 'adad7f7fa8a8',\r\n '3434e2e2e2e2',\r\n 'eeeeeeeeecec',\r\n]\r\n\r\ndef parse_tango_color(c):\r\n\n Explanation: Add missing ']' bracket at line 18"}]
true
syntax
MISSING_BRACKETS
MEDIUM
164ff194ddd6475fcc83a8af8f5b4d32701c55ea
TheStack--python--000.parquet
Debug this Pythoncode:Python code: from datetime import datetime, timedelta from enum import Enum from typing import List, Optional, Tuple, Dict, Any, Union import time from authlib.common.security import generate_token from authlib.consts import default_json_headers from authlib.oauth2 import ( class TypedRequest(OAuth2Request): user: UserWithRoles credential: Union[DbAuthorizationCode, DbToken] client: DbClient class RedirectResponse(Response): def to_json_response(self) -> JSONResponse: return JSONResponse( content={'redirect_uri': self.headers['Location']}, status_code=200, headers=dict(default_json_headers), ) class ErrorJSONResponse(JSONResponse): pass class ErrorRedirectResponse(RedirectResponse): def to_json_response(self) -> JSONResponse: return ErrorJSONResponse( content={'redirect_uri': self.headers['Location']}, status_code=401, headers=dict(default_json_headers), ) class AuthorizationServer(_AuthorizationServer): metadata_class = AuthorizationServerMetadata def create_oauth2_request(self, request: TypedRequest): assert isinstance(request, OAuth2Request) return request def create_json_request(self, request): assert isinstance(request, HttpRequest) raise NotImplementedError() # TODO: Create HttpRequest with json in body. def handle_response(self, status_code: int, payload: Optional[dict], headers: List[Tuple[str, str]]): headers = dict(headers) if isinstance(payload, dict): return JSONResponse(payload, status_code=status_code, headers=headers) elif headers.get('Location'): assert not payload return RedirectResponse(status_code=status_code, headers=headers) assert False def handle_error_response(self, request: TypedRequest, error: OAuth2Error): status_code, body, headers = error( translations=self.get_translations(request), error_uris=self.get_error_uris(request) ) headers = dict(headers) if isinstance(body, dict): return ErrorJSONResponse( content=body, status_code=status_code, headers=headers, ) elif headers.get('Location'): assert not body return ErrorRedirectResponse( status_code=status_code, headers=headers, ) assert False ... [48 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unclosed '(' at line 8 - expected ')' SyntaxError: '(' was never closed at line 8 ⚠️ Warnings: Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 18 Unexpected indentation at line 19 💡 Suggestions: Complete the expression on the last line Add closing ')' bracket Review code syntax
advanced
testing
debugging
Pythoncode:Python
6
5
2,570
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom datetime import datetime, timedelta\nfrom enum import Enum\nfrom typing import List, Optional, Tuple, Dict, Any, Union\n\nimport time\nfrom authlib.common.security import generate_token\nfrom authlib.consts import default_json_headers\nfrom authlib.oauth2 import (\nclass TypedRequest(OAuth2Request):\n user: UserWithRoles\n credential: Union[DbAuthorizationCode, DbToken]\n client: DbClient\n\n\nclass RedirectResponse(Response):\n def to_json_response(self) -> JSONResponse:\n return JSONResponse(\n content={'redirect_uri': self.headers['Location']},\n status_code=200,\n headers=dict(default_json_headers),\n )\n\n\nclass ErrorJSONResponse(JSONResponse):\n pass\n\n\nclass ErrorRedirectResponse(RedirectResponse):\n def to_json_response(self) -> JSONResponse:\n return ErrorJSONResponse(\n content={'redirect_uri': self.headers['Location']},\n status_code=401,\n headers=dict(default_json_headers),\n )\n\n\nclass AuthorizationServer(_AuthorizationServer):\n metadata_class = AuthorizationServerMetadata\n\n def create_oauth2_request(self, request: TypedRequest):\n assert isinstance(request, OAuth2Request)\n return request\n\n def create_json_request(self, request):\n assert isinstance(request, HttpRequest)\n raise NotImplementedError()\n # TODO: Create HttpRequest with json in body.\n\n def handle_response(self, status_code: int, payload: Optional[dict], headers: List[Tuple[str, str]]):\n headers = dict(headers)\n if isinstance(payload, dict):\n return JSONResponse(payload, status_code=status_code, headers=headers)\n elif headers.get('Location'):\n assert not payload\n return RedirectResponse(status_code=status_code, headers=headers)\n assert False\n\n def handle_error_response(self, request: TypedRequest, error: OAuth2Error):\n status_code, body, headers = error(\n translations=self.get_translations(request),\n error_uris=self.get_error_uris(request)\n )\n headers = dict(headers)\n if isinstance(body, dict):\n return ErrorJSONResponse(\n content=body,\n status_code=status_code,\n headers=headers,\n )\n elif headers.get('Location'):\n assert not body\n return ErrorRedirectResponse(\n status_code=status_code,\n headers=headers,\n )\n assert False\n\n\n\n ... [48 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 Unclosed '(' at line 8 - expected ')'\n SyntaxError: '(' was never closed at line 8\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing ')' bracket\n Review code syntax"}]
false
null
null
null
16506683fe35155169d6fbcd3b4087bff7394386
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: import asyncio import datetime import logging import socket from . import protocol from typing import Tuple from asyncio import AbstractEventLoop class Server(object): def __init__( self, host: str = "localhost", port: int = 30003, backlog=100, loop: AbstractEventLoop = None, ) -> None: self.loop = loop or asyncio.get_event_loop() self.host = host self._requested_port = port self.port = None self.backlog = backlog self.listener = None self.protocols = {} async def start(self) -> None: """ Start the server """ try: self.listener = await self.loop.create_server( lambda: protocol.SBSServerProtocol(self), self.host, self._requested_port, family=socket.AF_INET, backlog=self.backlog, ) # type: asyncio.Server # Fetch actual port in use. This can be different from the # specified port if the port was passed as 0 which means use # an ephemeral port. assert len(self.listener.sockets) == 1 _, self.port = self.listener.sockets[0].getsockname() except asyncio.CancelledError: logger.exception("Connection waiter Future was cancelled") except Exception: logger.exception("An error occurred in start") async def stop(self) -> None: """ Stop the server """ if self.listener: # Avoid iterating over the protocols dict which may change size # while it is being iterating over. peers = list(self.protocols) for peer in peers: prot = self.protocols.get(peer) if len(prot): prot.close() self.listener.close() def register_protocol( self, peer: Tuple[str, int], prot: "SBSServerProtocol" ) -> None: """ Register a protocol instance with the server. :param peer: Tuple of (host:str, port:int). :param prot: a SBSServerProtocol instance. """ self.protocols[peer] = prot def deregister_protocol(self, peer: Tuple[str, int]) -> None: """ De-register a protocol instance from the server. This peer will no longer receive messages. :param peer: Tuple of (host:str, port:int). """ del self.protocols[peer] ... [1 more functiondefs truncated] ...
Logical Error Analysis: Error Type: MISSING_CONDITION Issue: Checking length instead of truthiness Severity: MEDIUM Location: Line 58 Buggy code: if len(prot): Should be: if prot: Explanation: Incomplete or wrong condition check Fix: Add proper None check or condition
advanced
testing
logical_errors
Pythoncode:Python
3
1
2,513
true
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n\nimport asyncio\nimport datetime\nimport logging\nimport socket\n\nfrom . import protocol\n\nfrom typing import Tuple\nfrom asyncio import AbstractEventLoop\n\n\nclass Server(object):\n\n def __init__(\n self,\n host: str = \"localhost\",\n port: int = 30003,\n backlog=100,\n loop: AbstractEventLoop = None,\n ) -> None:\n self.loop = loop or asyncio.get_event_loop()\n self.host = host\n self._requested_port = port\n self.port = None\n self.backlog = backlog\n self.listener = None\n self.protocols = {}\n\n async def start(self) -> None:\n \"\"\" Start the server \"\"\"\n try:\n self.listener = await self.loop.create_server(\n lambda: protocol.SBSServerProtocol(self),\n self.host,\n self._requested_port,\n family=socket.AF_INET,\n backlog=self.backlog,\n ) # type: asyncio.Server\n # Fetch actual port in use. This can be different from the\n # specified port if the port was passed as 0 which means use\n # an ephemeral port.\n assert len(self.listener.sockets) == 1\n _, self.port = self.listener.sockets[0].getsockname()\n except asyncio.CancelledError:\n logger.exception(\"Connection waiter Future was cancelled\")\n except Exception:\n logger.exception(\"An error occurred in start\")\n\n async def stop(self) -> None:\n \"\"\" Stop the server \"\"\"\n if self.listener:\n # Avoid iterating over the protocols dict which may change size\n # while it is being iterating over.\n peers = list(self.protocols)\n for peer in peers:\n prot = self.protocols.get(peer)\n if len(prot):\n prot.close()\n self.listener.close()\n\n def register_protocol(\n self, peer: Tuple[str, int], prot: \"SBSServerProtocol\"\n ) -> None:\n \"\"\" Register a protocol instance with the server.\n\n :param peer: Tuple of (host:str, port:int).\n :param prot: a SBSServerProtocol instance.\n \"\"\"\n self.protocols[peer] = prot\n\n def deregister_protocol(self, peer: Tuple[str, int]) -> None:\n \"\"\" De-register a protocol instance from the server.\n\n This peer will no longer receive messages.\n\n :param peer: Tuple of (host:str, port:int).\n \"\"\"\n del self.protocols[peer]\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: MISSING_CONDITION\n Issue: Checking length instead of truthiness\n Severity: MEDIUM\n\n Location: Line 58\n\n Buggy code:\n if len(prot):\n\n Should be:\n if prot:\n\n Explanation: Incomplete or wrong condition check\n Fix: Add proper None check or condition"}]
true
logical
MISSING_CONDITION
MEDIUM
16517f3c2ccf47bb7eb0759cee7e8d2e4ec1a86f
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import logging import uuid from enum import Enum from typing import List, Optional, Dict, Any from dataclasses import dataclass, field from pydantic import BaseModel from ...integrations.scheduled.playbook_scheduler import PlaybooksScheduler from ..reporting.base import Finding, BaseBlock class EventType(Enum): KUBERNETES_TOPOLOGY_CHANGE = 1 PROMETHEUS = 2 MANUAL_TRIGGER = 3 SCHEDULED_TRIGGER = 4 class ExecutionEventBaseParams(BaseModel): named_sinks: Optional[List[str]] = None # Right now: # 1. this is a dataclass but we need to make all fields optional in subclasses because of https://stackoverflow.com/questions/51575931/ # 2. this can't be a pydantic BaseModel because of various pydantic bugs (see https://github.com/samuelcolvin/pydantic/pull/2557) # once the pydantic PR that addresses those issues is merged, this should be a pydantic class # (note that we need to integrate with dataclasses because of hikaru) @dataclass class ExecutionBaseEvent: findings: Dict[str, Finding] = field(default_factory=lambda: {}) named_sinks: Optional[List[str]] = None response: Dict[ str, Any ] = None # Response returned to caller. For admission or manual triggers for example stop_processing: bool = False _scheduler: Optional[PlaybooksScheduler] = None def set_scheduler(self, scheduler: PlaybooksScheduler): self._scheduler = scheduler def get_scheduler(self) -> PlaybooksScheduler: return self._scheduler def create_default_finding(self) -> Finding: """Create finding default fields according to the event type""" return Finding(title="Generic Finding", aggregation_key="Generic finding key") def add_enrichment( self, enrichment_blocks: List[BaseBlock], annotations=None, finding_key: str = "DEFAULT", ): finding = self.findings.get(finding_key) if not finding: finding = self.create_default_finding() self.findings[finding_key] = finding finding.add_enrichment(enrichment_blocks, annotations) def add_finding(self, finding: Finding, finding_key: str = None): if ( not finding_key ): # user didn't specify a key, so this finding shouldn't be accessed by key. Randomise it finding_key = str(uuid.uuid4()) existing_finding = self.findings.get(finding_key) if existing_finding: logging.warning( f"Overriding existing finding. finding_key: {finding_key} new finding: {finding}" ) self.findings[finding_key] = finding @staticmethod def from_params(params: ExecutionEventBaseParams) -> Optional["ExecutionBaseEvent"]: ... code continues ...
Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation:
advanced
api
incomplete_code
Pythoncode:Python
6
3
2,737
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport logging\nimport uuid\nfrom enum import Enum\nfrom typing import List, Optional, Dict, Any\nfrom dataclasses import dataclass, field\n\nfrom pydantic import BaseModel\n\nfrom ...integrations.scheduled.playbook_scheduler import PlaybooksScheduler\nfrom ..reporting.base import Finding, BaseBlock\n\n\nclass EventType(Enum):\n KUBERNETES_TOPOLOGY_CHANGE = 1\n PROMETHEUS = 2\n MANUAL_TRIGGER = 3\n SCHEDULED_TRIGGER = 4\n\n\nclass ExecutionEventBaseParams(BaseModel):\n named_sinks: Optional[List[str]] = None\n\n\n# Right now:\n# 1. this is a dataclass but we need to make all fields optional in subclasses because of https://stackoverflow.com/questions/51575931/\n# 2. this can't be a pydantic BaseModel because of various pydantic bugs (see https://github.com/samuelcolvin/pydantic/pull/2557)\n# once the pydantic PR that addresses those issues is merged, this should be a pydantic class\n# (note that we need to integrate with dataclasses because of hikaru)\n@dataclass\nclass ExecutionBaseEvent:\n findings: Dict[str, Finding] = field(default_factory=lambda: {})\n named_sinks: Optional[List[str]] = None\n response: Dict[\n str, Any\n ] = None # Response returned to caller. For admission or manual triggers for example\n stop_processing: bool = False\n _scheduler: Optional[PlaybooksScheduler] = None\n\n def set_scheduler(self, scheduler: PlaybooksScheduler):\n self._scheduler = scheduler\n\n def get_scheduler(self) -> PlaybooksScheduler:\n return self._scheduler\n\n def create_default_finding(self) -> Finding:\n \"\"\"Create finding default fields according to the event type\"\"\"\n return Finding(title=\"Generic Finding\", aggregation_key=\"Generic finding key\")\n\n def add_enrichment(\n self,\n enrichment_blocks: List[BaseBlock],\n annotations=None,\n finding_key: str = \"DEFAULT\",\n ):\n finding = self.findings.get(finding_key)\n if not finding:\n finding = self.create_default_finding()\n self.findings[finding_key] = finding\n\n finding.add_enrichment(enrichment_blocks, annotations)\n\n def add_finding(self, finding: Finding, finding_key: str = None):\n if (\n not finding_key\n ): # user didn't specify a key, so this finding shouldn't be accessed by key. Randomise it\n finding_key = str(uuid.uuid4())\n\n existing_finding = self.findings.get(finding_key)\n if existing_finding:\n logging.warning(\n f\"Overriding existing finding. finding_key: {finding_key} new finding: {finding}\"\n )\n\n self.findings[finding_key] = finding\n\n @staticmethod\n def from_params(params: ExecutionEventBaseParams) -> Optional[\"ExecutionBaseEvent\"]:\n\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function missing return statement\n\n To complete:\n \u2022 Add return statement to function\n\n Example continuation:"}]
true
syntax
INCOMPLETE_LOGIC
MEDIUM
1652c769892c847b99d4a49f23694f814ea670c4
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from mongoengine import Document from mongoengine.fields import ( FloatField, StringField, ListField, URLField, ObjectIdField, ) class Shop(Document): meta = {"collection": "
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 12 • Unclosed '{' at line 12 - expected '}' • Unterminated string literal at line 12 Fix: Complete the truncated code structure
advanced
oop
error_detection
Pythoncode:Python
0
2
200
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom mongoengine import Document\nfrom mongoengine.fields import (\n FloatField,\n StringField,\n ListField,\n URLField,\n ObjectIdField,\n)\n\n\nclass Shop(Document):\n meta = {\"collection\": \""}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unterminated string literal at line 12\n \u2022 Unclosed '{' at line 12 - expected '}'\n \u2022 Unterminated string literal at line 12\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
1653cd2fffd32e2ad6ea59e14f67f33d48afc170
TheStack--python--000.parquet
Complete this Pythoncode:Python code: #!/usr/bin/python import os import sys from om_shared import * def parse_args(args): parser = argparse.ArgumentParser(description="Bionano Genomics MAP parser") parser.add_argument( 'infile', help="MAP file" ) parser.add_argument( '-g' , '--count' , action='store_false', help="DO NOT perform global count" ) parser.add_argument( '-c' , '--conf' , action='store_false', help="DO NOT perform confidence stats" ) args = parser.parse_args(args=args) return args def main(args): valid_fields = gen_valid_fields(valid_fields_g) infile = args.infile DO_GLOBAL_COUNT = args.count DO_CONFIDENCE_STATS = args.conf oufile = infile + ".augmented.tsv" if not os.path.exists(infile): print "input file %s does not exists" % infile sys.exit(1) if os.path.isdir(infile): print "input file %s is a folder" % infile sys.exit(1) print "saving to %s" % oufile data, headers, names, seman, types, indexer, groups, ref_maps_from, query_maps_from, filters_csv = parse_file(infile, valid_fields) print "NAMES" , names print "TYPES" , types #print "HEADERS", "\n".join( headers ) #print "DATA" , data[1] #print "INDEX", indexer.keys()[0], indexer[indexer.keys()[0]] print "file has %5d maps and %3d chromosomes" % (len(indexer["QryContigID"]), len(indexer["RefContigID"]))
if DO_GLOBAL_COUNT: print "PRINTING GLOBAL COUNT" for RefContigID in sorted(groups["RefContigID_QryContigID"]): print "chromosome %2d has %4d maps" % ( RefContigID, len(groups["RefContigID_QryContigID"][RefContigID])) print if DO_CONFIDENCE_STATS: print "PRINTING CONFIDENCE STATS" for QryContigID in sorted(groups["QryContigID_RefContigID"]): print "query %5d maps to %2d chromosomes" % (QryContigID, len(groups["QryContigID_RefContigID"][QryContigID])) XmapEntryIDs = groups["QryContigID_XmapEntryID"][QryContigID].keys() Confidences = [groups["XmapEntryID_Confidence"][x].keys()[0] for x in XmapEntryIDs] print " confidences ", Confidences max_confidence = max(Confidences) print " max confidence ", max_confidence print " max confidence chrom", data[list(groups["XmapEntryID_Confidence"][XmapEntryIDs[Confidences.index(max_confidence)]][max_confidence])[0]][seman["RefContigID"]] print print "CREATING REPORT:", oufile data = [ KeyedTuple(x, labels=names)._asdict() for x in data ] with open(oufile, "w") as reporter: reporter.write("\n".join(headers[:-2]) + "\n#\n") reporter.write("# FIELDS:\n") reporter.write( "\n".join( [ "# % ... [code truncated] ...
intermediate
database
code_completion
Pythoncode:Python
2
0
3,033
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/python\n\nimport os\nimport sys\n\nfrom om_shared import *\n\n\ndef parse_args(args):\n parser = argparse.ArgumentParser(description=\"Bionano Genomics MAP parser\")\n parser.add_argument( 'infile', help=\"MAP file\" )\n parser.add_argument( '-g' , '--count' , action='store_false', help=\"DO NOT perform global count\" )\n parser.add_argument( '-c' , '--conf' , action='store_false', help=\"DO NOT perform confidence stats\" )\n \n args = parser.parse_args(args=args)\n\n return args\n\ndef main(args):\n valid_fields = gen_valid_fields(valid_fields_g)\n\n infile = args.infile\n DO_GLOBAL_COUNT = args.count\n DO_CONFIDENCE_STATS = args.conf\n oufile = infile + \".augmented.tsv\"\n\n if not os.path.exists(infile):\n print \"input file %s does not exists\" % infile\n sys.exit(1)\n \n if os.path.isdir(infile):\n print \"input file %s is a folder\" % infile\n sys.exit(1)\n \n \n \n print \"saving to %s\" % oufile\n\n data, headers, names, seman, types, indexer, groups, ref_maps_from, query_maps_from, filters_csv = parse_file(infile, valid_fields)\n\n print \"NAMES\" , names\n print \"TYPES\" , types\n #print \"HEADERS\", \"\\n\".join( headers )\n #print \"DATA\" , data[1]\n #print \"INDEX\", indexer.keys()[0], indexer[indexer.keys()[0]]\n \n print \"file has %5d maps and %3d chromosomes\" % (len(indexer[\"QryContigID\"]), len(indexer[\"RefContigID\"]))"}, {"role": "assistant", "content": "\n if DO_GLOBAL_COUNT:\n print \"PRINTING GLOBAL COUNT\"\n for RefContigID in sorted(groups[\"RefContigID_QryContigID\"]):\n print \"chromosome %2d has %4d maps\" % ( RefContigID, len(groups[\"RefContigID_QryContigID\"][RefContigID]))\n print\n\n\n \n if DO_CONFIDENCE_STATS:\n print \"PRINTING CONFIDENCE STATS\"\n for QryContigID in sorted(groups[\"QryContigID_RefContigID\"]):\n print \"query %5d maps to %2d chromosomes\" % (QryContigID, len(groups[\"QryContigID_RefContigID\"][QryContigID]))\n XmapEntryIDs = groups[\"QryContigID_XmapEntryID\"][QryContigID].keys()\n Confidences = [groups[\"XmapEntryID_Confidence\"][x].keys()[0] for x in XmapEntryIDs]\n \n print \" confidences \", Confidences\n max_confidence = max(Confidences)\n \n print \" max confidence \", max_confidence\n print \" max confidence chrom\", data[list(groups[\"XmapEntryID_Confidence\"][XmapEntryIDs[Confidences.index(max_confidence)]][max_confidence])[0]][seman[\"RefContigID\"]]\n print\n \n\n \n print \"CREATING REPORT:\", oufile \n data = [ KeyedTuple(x, labels=names)._asdict() for x in data ]\n \n with open(oufile, \"w\") as reporter:\n reporter.write(\"\\n\".join(headers[:-2]) + \"\\n#\\n\")\n reporter.write(\"# FIELDS:\\n\")\n reporter.write( \"\\n\".join( [ \"# %\n\n ... [code truncated] ..."}]
false
null
null
null
1654499e8423c0c8a91eb13123406b32dfc847c1
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: # MIT LICENSE # # Copyright 1997 - 2020 by IXIA Keysight # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), # to deal in the Software without restriction, including without limitation # the rights to use, copy, modify, merge, publish, distribute, sublicense, # and/or sell copies of the Software, and to permit persons to whom the # Software is furnished to do so, subject to the following conditions: # # The above copyright notice and this permission notice shall be included in # all copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN # THE SOFTWARE. from uhd_restpy.base import Base from uhd_restpy.files import Files from typing import List, Any, Union class FixedClassifier(Base): """Specifies the packets to apply this profile to. If there are multiple patterns enabled, they are ANDed: each packet must match all packets in order to be impaired by this profile. The FixedClassifier class encapsulates a list of fixedClassifier resources that are managed by the user. A list of resources can be retrieved from the server using the FixedClassifier.find() method. The list can be managed by using the FixedClassifier.add() and FixedClassifier.remove() methods. """ __slots Error: SyntaxError / EOF
Fixed Code: # MIT LICENSE # # Copyright 1997 - 2020 by IXIA Keysight # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), # to deal in the Software without restriction, including without limitation # the rights to use, copy, modify, merge, publish, distribute, sublicense, # and/or sell copies of the Software, and to permit persons to whom the # Software is furnished to do so, subject to the following conditions: # # The above copyright notice and this permission notice shall be included in # all copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
2
1
1,766
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# MIT LICENSE\n#\n# Copyright 1997 - 2020 by IXIA Keysight\n#\n# Permission is hereby granted, free of charge, to any person obtaining a copy\n# of this software and associated documentation files (the \"Software\"),\n# to deal in the Software without restriction, including without limitation\n# the rights to use, copy, modify, merge, publish, distribute, sublicense,\n# and/or sell copies of the Software, and to permit persons to whom the\n# Software is furnished to do so, subject to the following conditions:\n#\n# The above copyright notice and this permission notice shall be included in\n# all copies or substantial portions of the Software.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n# THE SOFTWARE. \nfrom uhd_restpy.base import Base\nfrom uhd_restpy.files import Files\nfrom typing import List, Any, Union\n\n\nclass FixedClassifier(Base):\n \"\"\"Specifies the packets to apply this profile to. If there are multiple patterns enabled, they are ANDed: each packet must match all packets in order to be impaired by this profile.\n The FixedClassifier class encapsulates a list of fixedClassifier resources that are managed by the user.\n A list of resources can be retrieved from the server using the FixedClassifier.find() method.\n The list can be managed by using the FixedClassifier.add() and FixedClassifier.remove() methods.\n \"\"\"\n\n __slots\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# MIT LICENSE\n#\n# Copyright 1997 - 2020 by IXIA Keysight\n#\n# Permission is hereby granted, free of charge, to any person obtaining a copy\n# of this software and associated documentation files (the \"Software\"),\n# to deal in the Software without restriction, including without limitation\n# the rights to use, copy, modify, merge, publish, distribute, sublicense,\n# and/or sell copies of the Software, and to permit persons to whom the\n# Software is furnished to do so, subject to the following conditions:\n#\n# The above copyright notice and this permission notice shall be included in\n# all copies or substantial portions of the Software.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
1654fce2866f6b2ef021c29092efa26419e5ba83
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # sacher_epos.py, python wrapper for sacher epos motor # David Christle <christle@uchicago.edu>, August 2014 # class Sacher_EPOS(): """ ok before I dive into this giant Sacher class thing let me just list here all the functions that are being defined in this class: check(self) before wreck(self) ok but actually: __init__(self, name, address, reset=False) __del__(self) get_bit(self, byteval,idx) _u32todouble(self, uinput) open(self) close(self) get_offset(self) fine_tuning_steps(self, steps) set_new_offset(self, new_offset) get_motor_position(self) set_target_position(self, target, absolute, immediately) do_get_wavelength(self) do_set_wavelength(self, wavelength) is_open(self) clear_fault(self) initialize(self) The last one is really long And also damn there are 16 of them I'll comment about them as I go through them """ def __init__(self, name, address, reset=False): # Instrument.__init__(self, name, tags=['physical']) # self._port_name = str(address) self._port_name = address self._is_open = False self._HPM = True # self.add_parameter('wavelength', # flags = Instrument.FLAG_GETSET, # type = types.FloatType, # units = 'nm', # minval=1070.0,maxval=1180.0) # self.add_function('open') # self.add_function('close') # self.add_function('fine_tuning_ste
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 5 • Unclosed '(' at line 49 - expected ')' Fixes: • Add closing quote at line 5 • Add closing ')' bracket • Line 6 too long (133 chars) - break into multiple lines
advanced
ui
syntax_repair
Pythoncode:Python
3
1
1,507
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# sacher_epos.py, python wrapper for sacher epos motor\n# David Christle <christle@uchicago.edu>, August 2014\n#\nclass Sacher_EPOS():\n \"\"\"\n ok before I dive into this giant Sacher class thing let me just list here all the functions that are being defined in this class:\n check(self)\n before\n wreck(self)\n\n ok but actually:\n __init__(self, name, address, reset=False)\n __del__(self)\n get_bit(self, byteval,idx)\n _u32todouble(self, uinput)\n open(self)\n close(self)\n get_offset(self)\n fine_tuning_steps(self, steps)\n set_new_offset(self, new_offset)\n get_motor_position(self)\n set_target_position(self, target, absolute, immediately)\n do_get_wavelength(self)\n do_set_wavelength(self, wavelength)\n is_open(self)\n clear_fault(self)\n initialize(self)\n\n The last one is really long\n And also damn there are 16 of them\n I'll comment about them as I go through them\n \"\"\"\n\n def __init__(self, name, address, reset=False):\n # Instrument.__init__(self, name, tags=['physical'])\n # self._port_name = str(address)\n self._port_name = address\n self._is_open = False\n self._HPM = True\n\n # self.add_parameter('wavelength',\n # flags = Instrument.FLAG_GETSET,\n # type = types.FloatType,\n # units = 'nm',\n # minval=1070.0,maxval=1180.0)\n\n # self.add_function('open')\n # self.add_function('close')\n # self.add_function('fine_tuning_ste"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 5\n \u2022 Unclosed '(' at line 49 - expected ')'\n\n Fixes:\n \u2022 Add closing quote at line 5\n \u2022 Add closing ')' bracket\n \u2022 Line 6 too long (133 chars) - break into multiple lines"}]
true
syntax
MID_STRING
CRITICAL
16557fb191c1ea62849d52d444fde47864d855b9
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import argparse import os image_dir = 'image' label_dir = 'label' splits = ['train', 'val', 'test'] image_dirs = [ 'image/{}', 'image/{}_crop' ] label_dirs = [ 'label/{}/annotations', 'label/{}/annotations_crop', ] def generate(root): assert len(image_dirs) == len(label_dirs) for split in splits: for image_path, label_path in zip(image_dirs, label_dirs): image_path = image_path.format(split) label_path = label_path.format(split) # Complete this line if split != 'train' and image_path.endswith('_crop'): label_path = label_path.replace('_crop', '') if not os.path.exists(os.path.join(root, label_path)): continue lines = [] for label in os.listdir(os.path.join(root, label_path)): image = label.replace('.png', '.jpg') if os.path.exists(os.path.join(root, image_path, image)): lines.append('{} {}\n'.format(os.path.join(image_path, image), os.path.join(label_path, label))) else: print('not found: {}'.format(os.path.join(root, image_path, image))) print(image_path, label_path, len(lines)) output_file = '{}.lst'.format(image_path.split('/')[1]) with open(os.path.join(root, output_file), 'w') as f: f.writelines(lines) print(f'Save to {os.path.join(root, output_file)}\n') if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument('root', type=str, help='path of dataset root') args = parser.parse_args() generate(args.root)
The missing line is:
intermediate
testing
fill_in_the_blank
Pythoncode:Python
1
0
1,652
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport argparse\nimport os\n\nimage_dir = 'image'\nlabel_dir = 'label'\nsplits = ['train', 'val', 'test']\nimage_dirs = [\n 'image/{}',\n 'image/{}_crop'\n]\nlabel_dirs = [\n 'label/{}/annotations',\n 'label/{}/annotations_crop',\n]\n\n\ndef generate(root):\n assert len(image_dirs) == len(label_dirs)\n\n for split in splits:\n for image_path, label_path in zip(image_dirs, label_dirs):\n image_path = image_path.format(split)\n label_path = label_path.format(split)\n # Complete this line\n if split != 'train' and image_path.endswith('_crop'):\n label_path = label_path.replace('_crop', '')\n\n if not os.path.exists(os.path.join(root, label_path)):\n continue\n\n lines = []\n for label in os.listdir(os.path.join(root, label_path)):\n image = label.replace('.png', '.jpg')\n\n if os.path.exists(os.path.join(root, image_path, image)):\n lines.append('{} {}\\n'.format(os.path.join(image_path, image), os.path.join(label_path, label)))\n else:\n print('not found: {}'.format(os.path.join(root, image_path, image)))\n\n print(image_path, label_path, len(lines))\n\n output_file = '{}.lst'.format(image_path.split('/')[1])\n with open(os.path.join(root, output_file), 'w') as f:\n f.writelines(lines)\n\n print(f'Save to {os.path.join(root, output_file)}\\n')\n\n\nif __name__ == \"__main__\":\n parser = argparse.ArgumentParser()\n parser.add_argument('root', type=str, help='path of dataset root')\n args = parser.parse_args()\n\n generate(args.root)"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
165616f6329f47d7fc22c8cc1eb0970f40d768d9
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: """How to use ``unfoldNd``. A comparison with ``torch.nn.Unfold``.""" # imports, make this example deterministic import torch import unfoldNd torch.manual_seed(0) # random batched RGB 32x32 image-shaped input tensor of batch size 64 inputs = torch.randn((64, 3, 32, 32)) # module hyperparameters ke
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
intermediate
testing
error_detection
Pythoncode:Python
0
0
303
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\"\"\"How to use ``unfoldNd``. A comparison with ``torch.nn.Unfold``.\"\"\"\n\n# imports, make this example deterministic\nimport torch\n\nimport unfoldNd\n\ntorch.manual_seed(0)\n\n# random batched RGB 32x32 image-shaped input tensor of batch size 64\ninputs = torch.randn((64, 3, 32, 32))\n\n# module hyperparameters\nke"}, {"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
1658161ce6f6978b51d0a1fdd4a0ce93c2160124
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from django.utils.encoding import force_str from django.utils.functional import keep_lazy from django.utils.safestring import SafeText, mark_safe _json_escapes = { ord('>'): '\\u003E', ord('<'): '\\u003C', ord('&'): '\\u0026', } _json_escapes_attr = { ord('>'): '\\u003E', ord('<'): '\\u003C', ord('&'): '\\u0026', ord('"'): '&#34;', ord("'"): '&#39;', ord("="): '&#61;', }
@keep_lazy(str, SafeText) def escapejson(value): """Hex encodes characters for use in a application/json type script.""" return mark_safe(force_str(value).translate(_json_escapes)) @keep_lazy(str, SafeText) def escapejson_attr(value): """Hex encodes characters for use in a html attributw script.""" return mark_safe(force_str(value).translate(_json_escapes_attr))
intermediate
machine_learning
code_completion
Pythoncode:Python
2
0
797
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom django.utils.encoding import force_str\nfrom django.utils.functional import keep_lazy\nfrom django.utils.safestring import SafeText, mark_safe\n\n_json_escapes = {\n ord('>'): '\\\\u003E',\n ord('<'): '\\\\u003C',\n ord('&'): '\\\\u0026',\n}\n\n_json_escapes_attr = {\n ord('>'): '\\\\u003E',\n ord('<'): '\\\\u003C',\n ord('&'): '\\\\u0026',\n ord('\"'): '&#34;',\n ord(\"'\"): '&#39;',\n ord(\"=\"): '&#61;',\n}"}, {"role": "assistant", "content": "\n\n\n@keep_lazy(str, SafeText)\ndef escapejson(value):\n \"\"\"Hex encodes characters for use in a application/json type script.\"\"\"\n return mark_safe(force_str(value).translate(_json_escapes))\n\n\n@keep_lazy(str, SafeText)\ndef escapejson_attr(value):\n \"\"\"Hex encodes characters for use in a html attributw script.\"\"\"\n return mark_safe(force_str(value).translate(_json_escapes_attr))"}]
false
null
null
null
1658fa9a24f0d70843df0f950d0081f1ffadc11b
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: from ..charts import Chart from flask import jsonify, request _BASE_CONFIG = { "showLink": False, "displaylogo": False, "modeBarButtonsToRemove": ["sendDataToCloud"] } class PlotlyAPI(Chart): """ Base class for Plotly.js API This class is used to create charts using the plotly.js api To keep this general, this chart does not have a default method of transmitting data. Instead the user must supply a route_func method. """ def __init__(self, chart_id, url, route_func, init_params={}): options = { "chartid": chart_id, "url": url, "params": init_params } super(PlotlyAPI, self).__init__("PlotlyAPI", options, route_func) @staticmethod def line_plot(df, xypairs, mode, layout={}, config=_BASE_CONFIG): """ basic line plot dataframe to json for a line plot Args: df (pandas.DataFrame): input dataframe xypairs (list): list of tuples containing column names mode (str): plotly.js mode (e.g. lines) layout (dict): layout paramete config (dict): config parameters """ if df.empty: return { "x": [], "y": [], "mode": mode } _data = [] for x, y in xypairs: if (x in df.columns) and (y in df.columns): _data.append( { "x": df[x].values.tolist(), "y": df[y].values.tolist(), "mode": mode } ) return { "data": _data, "layout": layout, "config": config }
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 12 • Block at line 22 has no indented body • Mutable default argument in function '__init__' - use None instead Fixes: • Add closing quote at line 12
advanced
api
syntax_repair
Pythoncode:Python
2
1
1,795
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n\nfrom ..charts import Chart\nfrom flask import jsonify, request\n\n_BASE_CONFIG = {\n \"showLink\": False,\n \"displaylogo\": False,\n \"modeBarButtonsToRemove\": [\"sendDataToCloud\"]\n}\n\nclass PlotlyAPI(Chart):\n \"\"\" Base class for Plotly.js API\n\n This class is used to create charts using the plotly.js api\n\n To keep this general, this chart does not have a default\n method of transmitting data. Instead the user must supply\n a route_func method.\n\n \"\"\"\n\n def __init__(self, chart_id, url, route_func, init_params={}):\n\n options = {\n \"chartid\": chart_id,\n \"url\": url,\n \"params\": init_params\n }\n super(PlotlyAPI, self).__init__(\"PlotlyAPI\", options, route_func)\n\n @staticmethod\n def line_plot(df, xypairs, mode, layout={}, config=_BASE_CONFIG):\n \"\"\" basic line plot\n\n dataframe to json for a line plot\n\n Args:\n df (pandas.DataFrame): input dataframe\n xypairs (list): list of tuples containing column names\n mode (str): plotly.js mode (e.g. lines)\nlayout (dict): layout paramete\n config (dict): config parameters\n \"\"\"\n if df.empty:\n return {\n \"x\": [],\n \"y\": [],\n \"mode\": mode\n }\n\n _data = []\n for x, y in xypairs:\n if (x in df.columns) and (y in df.columns):\n _data.append(\n {\n \"x\": df[x].values.tolist(),\n \"y\": df[y].values.tolist(),\n \"mode\": mode\n }\n )\n\n return {\n \"data\": _data,\n \"layout\": layout,\n \"config\": config\n }"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 12\n \u2022 Block at line 22 has no indented body\n \u2022 Mutable default argument in function '__init__' - use None instead\n\n Fixes:\n \u2022 Add closing quote at line 12"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
1659ed45e2efb246708ee177c0a31eb71473cb9b
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/python import sys from PyQt4 import QtGui from PyQt4 import QtCore class Example(QtGui.QWidget): def __init__(self): super(Example, self).__init__() self.initUI() def initUI(self): qbtn = QtGui.QPushButton('Quit', self) # Complete this line qbtn.resize(qbtn.sizeHint()) self.setGeometry(300, 300, 250, 150) self.setWindowTitle('Quit Button') self.show() def main(): app = QtGui.QApplication(sys.argv) ex = Example() sys.exit(app.exec_()) if __name__ == "__main__": main()
The missing line is: qbtn.clicked.connect(QtCore.QCoreApplication.instance().quit)
advanced
ui
fill_in_the_blank
Pythoncode:Python
3
1
576
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/python\n\nimport sys\nfrom PyQt4 import QtGui\nfrom PyQt4 import QtCore\n\nclass Example(QtGui.QWidget):\n def __init__(self):\n super(Example, self).__init__()\n self.initUI()\n\n def initUI(self):\n qbtn = QtGui.QPushButton('Quit', self)\n # Complete this line\n qbtn.resize(qbtn.sizeHint())\n\n self.setGeometry(300, 300, 250, 150)\n self.setWindowTitle('Quit Button')\n self.show()\n\ndef main():\n app = QtGui.QApplication(sys.argv)\n ex = Example()\n sys.exit(app.exec_())\n\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": "The missing line is:\n qbtn.clicked.connect(QtCore.QCoreApplication.instance().quit)"}]
false
null
null
null
165b5afa3e28ca226423cdaac8f6894170030430
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from __future__ import absolute_import from __future__ import division from __future__ import print_function from __future__ import unicode_literals import torch import unittest from gpytorch.means import ZeroMean class TestZeroMean(unittest.TestCase): def setUp(self): self.mean = ZeroMean() def test_forward(self): a = torch.Tensor([[1, 2], [2, 4]]) res = self.mean(a) self.assertEqual(tuple(res.size()), (2,)) self.assertTrue(res.eq(0).all()) def test_forward_batch(self): a = torch.Tensor([[[1, 2], [1, 2], [2, 4]], [[2, 3], [2, 3], [1, 3]]]) res = self.mean(a) self.assertEqual(tuple(res.size()), (2, 3)) self.assertTrue(res.eq(0).all())
Functions: setUp, test_forward, test_forward_batch Classes: TestZeroMean This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
3
1
732
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\nfrom __future__ import unicode_literals\n\nimport torch\nimport unittest\nfrom gpytorch.means import ZeroMean\n\n\nclass TestZeroMean(unittest.TestCase):\n def setUp(self):\n self.mean = ZeroMean()\n\n def test_forward(self):\n a = torch.Tensor([[1, 2], [2, 4]])\n res = self.mean(a)\n self.assertEqual(tuple(res.size()), (2,))\n self.assertTrue(res.eq(0).all())\n\n def test_forward_batch(self):\n a = torch.Tensor([[[1, 2], [1, 2], [2, 4]], [[2, 3], [2, 3], [1, 3]]])\n res = self.mean(a)\n self.assertEqual(tuple(res.size()), (2, 3))\n self.assertTrue(res.eq(0).all())"}, {"role": "assistant", "content": " Functions: setUp, test_forward, test_forward_batch\n Classes: TestZeroMean\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
165bd59707bf7d41b2fcb3dbf5d490a2e8660a09
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import jsonpickle import random import string from model.contact import Contact import os.path import getopt import sys try: opts, args = getopt.getopt(sys.argv[1:], "n:f:", ["number of contacts", "file"]) except getopt.GetoptError as err: getopt.usage() sys.exit(2) n = 5 f = "data/contacts.json" for o, a in opts: if o == "-n": ... code continues ...
Completion: Missing: If block is incomplete - body missing To complete: • Add body to If block or use 'pass' statement Example continuation: n = int(a) elif o == "-f": f = a
intermediate
testing
incomplete_code
Pythoncode:Python
1
0
349
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport jsonpickle\nimport random\nimport string\nfrom model.contact import Contact\nimport os.path\nimport getopt\nimport sys\n\n\ntry:\n opts, args = getopt.getopt(sys.argv[1:], \"n:f:\", [\"number of contacts\", \"file\"])\nexcept getopt.GetoptError as err:\n getopt.usage()\n sys.exit(2)\n\nn = 5\nf = \"data/contacts.json\"\n\nfor o, a in opts:\n if o == \"-n\":\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 n = int(a)\n elif o == \"-f\":\n f = a"}]
true
syntax
MID_BLOCK
HIGH
165bdb25d95d9e2ecf502312358485ebe1274976
TheStack--python--000.parquet
Review this Pythoncode:Python code: # Test the runpy module import unittest import os import os.path import sys import tempfile from test.test_support import verbose, run_unittest, forget from runpy import _run_code, _run_module_code, run_module # Note: This module can't safely test _run_module_as_main as it # runs its tests in the current process, which would mess with the # real __main__ module (usually test.regrtest) # See test_cmd_line_script for a test that executes that code path # Set up the test code and expected results class RunModuleCodeTest(unittest.TestCase): expected_result = ["Top level assignment", "Lower level reference"] test_source = ( "# Check basic code execution\n" "result = ['Top level assignment']\n" "def f():\n" " result.append('Lower level reference')\n" "f()\n" "# Check the sys module\n" "import sys\n" "run_argv0 = sys.argv[0]\n" "run_name_in_sys_modules = __name__ in sys.modules\n" "if run_name_in_sys_modules:\n" " module_in_sys_modules = globals() is sys.modules[__name__].__dict__\n" "# Check nested operation\n" "import runpy\n" "nested = runpy._run_module_code('x=1\\n', mod_name='<run>')\n" ) def test_run_code(self): saved_argv0 = sys.argv[0] d = _run_code(self.test_source, {}) self.failUnless(d["result"] == self.expected_result) self.failUnless(d["__name__"] is None) self.failUnless(d["__file__"] is None) self.failUnless(d["__loader__"] is None) self.failUnless(d["__package__"] is None) self.failUnless(d["run_argv0"] is saved_argv0) self.failUnless("run_name" not in d) self.failUnless(sys.argv[0] is saved_argv0) def test_run_module_code(self): initial = object() name = "<Nonsense>" file = "Some other nonsense" loader = "Now you're just being silly" package = '' # Treat as a top level module d1 = dict(initial=initial) saved_argv0 = sys.argv[0] d2 = _run_module_code(self.test_source, d1, name, file, loader, package) self.failUnless("result" not in d1) self.failUnless(d2["initial"] is initial) self.failUnless(d2["result"] == self.expected_result) self.failUnless(d2["nested"]["x"] == 1) self.failUnless(d2["__name__"] is name) self.failUnless(d2["run_name_in_sys_modules"]) self.failUnless(d2["module_in_sys_modules"]) self.failUnless(d2["__file__"] is file) self.failUnless(d2["run_argv0"] is file) self.failUnless(d2["__loader__"] is loader) self.failUnless(d2["__package__"] is package) self.failUnless(sys.argv[0] is saved_argv0) self.failUnless(name not in sys.modules) class RunModuleTest(unittest.TestCase): def expect_ ... [code truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 10 Block at line 17 has no indented body Block at line 78 has no indented body Invalid syntax at line 80: def expect_ ⚠️ Code quality: Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 35 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 66 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 70 Unexpected indentation at line 71 Unexpected indentation at line 72 Unexpected indentation at line 73 Unexpected indentation at line 74 Unexpected indentation at line 75 ✨ Improvements: Complete the expression on the last line Add closing quote at line 10 Review syntax near the error location
advanced
testing
code_review
Pythoncode:Python
3
2
3,033
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Test the runpy module\nimport unittest\nimport os\nimport os.path\nimport sys\nimport tempfile\nfrom test.test_support import verbose, run_unittest, forget\nfrom runpy import _run_code, _run_module_code, run_module\n\n# Note: This module can't safely test _run_module_as_main as it\n# runs its tests in the current process, which would mess with the\n# real __main__ module (usually test.regrtest)\n# See test_cmd_line_script for a test that executes that code path\n\n# Set up the test code and expected results\n\nclass RunModuleCodeTest(unittest.TestCase):\n\n expected_result = [\"Top level assignment\", \"Lower level reference\"]\n test_source = (\n \"# Check basic code execution\\n\"\n \"result = ['Top level assignment']\\n\"\n \"def f():\\n\"\n \" result.append('Lower level reference')\\n\"\n \"f()\\n\"\n \"# Check the sys module\\n\"\n \"import sys\\n\"\n \"run_argv0 = sys.argv[0]\\n\"\n \"run_name_in_sys_modules = __name__ in sys.modules\\n\"\n \"if run_name_in_sys_modules:\\n\"\n \" module_in_sys_modules = globals() is sys.modules[__name__].__dict__\\n\"\n \"# Check nested operation\\n\"\n \"import runpy\\n\"\n \"nested = runpy._run_module_code('x=1\\\\n', mod_name='<run>')\\n\"\n )\n\n def test_run_code(self):\n saved_argv0 = sys.argv[0]\n d = _run_code(self.test_source, {})\n self.failUnless(d[\"result\"] == self.expected_result)\n self.failUnless(d[\"__name__\"] is None)\n self.failUnless(d[\"__file__\"] is None)\n self.failUnless(d[\"__loader__\"] is None)\n self.failUnless(d[\"__package__\"] is None)\n self.failUnless(d[\"run_argv0\"] is saved_argv0)\n self.failUnless(\"run_name\" not in d)\n self.failUnless(sys.argv[0] is saved_argv0)\n\n def test_run_module_code(self):\n initial = object()\n name = \"<Nonsense>\"\n file = \"Some other nonsense\"\n loader = \"Now you're just being silly\"\n package = '' # Treat as a top level module\n d1 = dict(initial=initial)\n saved_argv0 = sys.argv[0]\n d2 = _run_module_code(self.test_source,\n d1,\n name,\n file,\n loader,\n package)\n self.failUnless(\"result\" not in d1)\n self.failUnless(d2[\"initial\"] is initial)\n self.failUnless(d2[\"result\"] == self.expected_result)\n self.failUnless(d2[\"nested\"][\"x\"] == 1)\n self.failUnless(d2[\"__name__\"] is name)\n self.failUnless(d2[\"run_name_in_sys_modules\"])\n self.failUnless(d2[\"module_in_sys_modules\"])\n self.failUnless(d2[\"__file__\"] is file)\n self.failUnless(d2[\"run_argv0\"] is file)\n self.failUnless(d2[\"__loader__\"] is loader)\n self.failUnless(d2[\"__package__\"] is package)\n self.failUnless(sys.argv[0] is saved_argv0)\n self.failUnless(name not in sys.modules)\n\n\nclass RunModuleTest(unittest.TestCase):\n\n def expect_\n\n ... [code truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 10\n Block at line 17 has no indented body\n Block at line 78 has no indented body\n Invalid syntax at line 80: def expect_\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 35\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 71\n Unexpected indentation at line 72\n Unexpected indentation at line 73\n Unexpected indentation at line 74\n Unexpected indentation at line 75\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 10\n Review syntax near the error location"}]
false
null
null
null
165cb63df5c2c12565813006cb857ecc7266b584
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! # source: imagedata.proto import sys
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF 💡 Suggestions: Complete the expression on the last line
beginner
data_processing
debugging
Pythoncode:Python
0
0
120
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Generated by the protocol buffer compiler. DO NOT EDIT!\n# source: imagedata.proto\n\nimport sys"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line"}]
false
null
null
null
165d5b352de2106b373e88fa207e7c0361117e91
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from sqlalchemy import func from flask_rest_jsonapi import ResourceList from marshmallow_jsonapi import fields from marshmallow_jsonapi.flask import Schema from app.api.helpers.utilities import dasherize from app.api.bootstrap import api from app.models import db from app.models.discount_code import DiscountCode from app.models.event import Event from app.models.order import Order, OrderTicket from app.models.user import User def sales_per_marketer_and_discount_by_status(status): return db.session.query(Event.id.label('event_id'), DiscountCode.id.label('discount_code_id'), User.id.label('marketer_id'), func.sum(Order.amount).label(status + '_sales'), func.sum(OrderTicket.quantity).label(status + '_tickets')) \ .filter(Event.id == Order.event_id) \ .filter(Order.marketer_id == User.id) \ .filter(Order.discount_code_id == DiscountCode.id) \ .filter(Order.status == status) \ .group_by(Event) \ .group_by(DiscountCode) \ .group_by(User) \ .group_by(Order.status) \ .cte() class AdminSalesDiscountedSchema(Schema): """ Discounted sales by event Provides Event name, discount code, marketer mail, count of tickets and total sales for orders grouped by status """ class Meta: type_ = 'admin-sales-discounted' self_view = 'v1.admin_sales_discounted' inflect = dasherize id = fields.String() code = fields.String() email = fields.String() event_name = fields.String() payment_currency = fields.String() sales = fields.Method('calc_sales') @staticmethod def calc_sales(obj): """ Returns sales (dictionary with total sales and ticket count) for placed, completed and pending orders """ res = {'placed': {}, 'completed': {}, 'pending': {}} res['placed']['sales_total'] = obj.placed_sales or 0 res['placed']['ticket_count'] = obj.placed_tickets or 0 res['completed']['sales_total'] = obj.completed_sales or 0 res['completed']['ticket_count'] = obj.completed_tickets or 0 res['pending']['sales_total'] = obj.pending_sales or 0 res['pending']['ticket_count'] = obj.pending_tickets or 0 return res class AdminSalesDiscountedList(ResourceList): """ Resource for sales by marketer. Joins event marketer and orders and subsequently accumulates sales by status """ ... [1 more functiondefs truncated] ...
Functions: sales_per_marketer_and_discount_by_status, calc_sales Classes: AdminSalesDiscountedSchema, Meta, AdminSalesDiscountedList This code demonstrates Pythoncode:Python programming.
advanced
api
code_explanation
Pythoncode:Python
2
3
2,743
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom sqlalchemy import func\nfrom flask_rest_jsonapi import ResourceList\nfrom marshmallow_jsonapi import fields\nfrom marshmallow_jsonapi.flask import Schema\n\nfrom app.api.helpers.utilities import dasherize\nfrom app.api.bootstrap import api\nfrom app.models import db\nfrom app.models.discount_code import DiscountCode\nfrom app.models.event import Event\nfrom app.models.order import Order, OrderTicket\nfrom app.models.user import User\n\n\ndef sales_per_marketer_and_discount_by_status(status):\n return db.session.query(Event.id.label('event_id'),\n DiscountCode.id.label('discount_code_id'),\n User.id.label('marketer_id'),\n func.sum(Order.amount).label(status + '_sales'),\n func.sum(OrderTicket.quantity).label(status + '_tickets')) \\\n .filter(Event.id == Order.event_id) \\\n .filter(Order.marketer_id == User.id) \\\n .filter(Order.discount_code_id == DiscountCode.id) \\\n .filter(Order.status == status) \\\n .group_by(Event) \\\n .group_by(DiscountCode) \\\n .group_by(User) \\\n .group_by(Order.status) \\\n .cte()\n\n\nclass AdminSalesDiscountedSchema(Schema):\n \"\"\"\n Discounted sales by event\n\n Provides\n Event name,\n discount code,\n marketer mail,\n count of tickets and total sales for orders grouped by status\n \"\"\"\n\n class Meta:\n type_ = 'admin-sales-discounted'\n self_view = 'v1.admin_sales_discounted'\n inflect = dasherize\n\n id = fields.String()\n code = fields.String()\n email = fields.String()\n event_name = fields.String()\n payment_currency = fields.String()\n sales = fields.Method('calc_sales')\n\n @staticmethod\n def calc_sales(obj):\n \"\"\"\n Returns sales (dictionary with total sales and ticket count) for\n placed, completed and pending orders\n \"\"\"\n res = {'placed': {}, 'completed': {}, 'pending': {}}\n res['placed']['sales_total'] = obj.placed_sales or 0\n res['placed']['ticket_count'] = obj.placed_tickets or 0\n res['completed']['sales_total'] = obj.completed_sales or 0\n res['completed']['ticket_count'] = obj.completed_tickets or 0\n res['pending']['sales_total'] = obj.pending_sales or 0\n res['pending']['ticket_count'] = obj.pending_tickets or 0\n\n return res\n\n\nclass AdminSalesDiscountedList(ResourceList):\n \"\"\"\n Resource for sales by marketer. Joins event marketer and orders and\n subsequently accumulates sales by status\n \"\"\"\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: sales_per_marketer_and_discount_by_status, calc_sales\n Classes: AdminSalesDiscountedSchema, Meta, AdminSalesDiscountedList\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
165e5478bb41b24d4a9ab5bce186c085b7367f24
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: from .stop_words import STOP_WORDS from .tokenizer_exceptions import TOKENIZER_EXCEPTIONS from .lex_attrs import LEX_ATTRS from ...language import Language class SerbianDefaults(Language.Defaults): tokenizer_exceptions = TOKENIZER_EXCEPTIONS lex_attr_getters = LEX_ATTRS stop_words = STOP_WORDS class Serbian(Language): lang = "sr" Defaults = SerbianDefaults __all__ = ["Serbian"
Syntax Analysis: Syntax Errors Found: • Unclosed '[' at line 18 - expected ']' • SyntaxError: '[' was never closed at line 18 Fixes: • Add closing ']' bracket • Review code syntax
intermediate
oop
syntax_repair
Pythoncode:Python
0
2
406
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom .stop_words import STOP_WORDS\nfrom .tokenizer_exceptions import TOKENIZER_EXCEPTIONS\nfrom .lex_attrs import LEX_ATTRS\nfrom ...language import Language\n\n\nclass SerbianDefaults(Language.Defaults):\n tokenizer_exceptions = TOKENIZER_EXCEPTIONS\n lex_attr_getters = LEX_ATTRS\n stop_words = STOP_WORDS\n\n\nclass Serbian(Language):\n lang = \"sr\"\n Defaults = SerbianDefaults\n\n\n__all__ = [\"Serbian\""}, {"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
MISSING_BRACKETS
MEDIUM
165e549759c53b8757e058aa4a4e0a0e6b69b060
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: from .functions.deform_conv import deform_conv, modulated_deform_conv from .functions.deform_pool import deform_roi_pooling from .modules.deform_conv import (DeformConv, ModulatedDeformConv, DeformConvPack, ModulatedDeformConvPack) from .modules.deform_pool import (DeformRoIPooling, DeformRoIPoolingPack, ModulatedDeformRoIPoolingPack) __all__ = [ 'DeformConv', 'DeformConvPack', 'ModulatedDeformConv', 'ModulatedDeformConvPack', 'DeformRoIPooling', 'DeformRoIPoolingPack', 'ModulatedDeformRoIPoolingPack', 'deform_conv', 'modulated_deform_conv', 'deform_roi_pooling' ]
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
0
0
656
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom .functions.deform_conv import deform_conv, modulated_deform_conv\nfrom .functions.deform_pool import deform_roi_pooling\nfrom .modules.deform_conv import (DeformConv, ModulatedDeformConv,\n DeformConvPack, ModulatedDeformConvPack)\nfrom .modules.deform_pool import (DeformRoIPooling, DeformRoIPoolingPack,\n ModulatedDeformRoIPoolingPack)\n\n__all__ = [\n 'DeformConv', 'DeformConvPack', 'ModulatedDeformConv',\n 'ModulatedDeformConvPack', 'DeformRoIPooling', 'DeformRoIPoolingPack',\n 'ModulatedDeformRoIPoolingPack', 'deform_conv', 'modulated_deform_conv',\n 'deform_roi_pooling'\n]"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
165e63725354de429a448d866f665cccca991916
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # coding: utf-8 from rest_framework import serializers from data.models import Skill, SkillValue class ListSerializer(serializers.ModelSerializer): skill_value_list = serializers.SerializerMethodField(read_only=True) class Meta: model = Skill fields = [ 'skill_id', 'target_unit', 'target_member', 'target_type', 'target_num', 'target_param', 'skill_value_id', 'skill_value_list',
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unclosed '[' at line 11 - expected ']' • SyntaxError: '[' was never closed at line 11 Fix: Complete the truncated code structure
advanced
machine_learning
error_detection
Pythoncode:Python
4
4
505
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# coding: utf-8\nfrom rest_framework import serializers\nfrom data.models import Skill, SkillValue\n\n\nclass ListSerializer(serializers.ModelSerializer):\n skill_value_list = serializers.SerializerMethodField(read_only=True)\n\n class Meta:\n model = Skill\n fields = [\n 'skill_id',\n 'target_unit',\n 'target_member',\n 'target_type',\n 'target_num',\n 'target_param',\n 'skill_value_id',\n 'skill_value_list',"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '[' at line 11 - expected ']'\n \u2022 SyntaxError: '[' was never closed at line 11\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
165f2a4da2ed50464bfa13f0495fc689063e0199
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: # File: Converting_RGB_to_GreyScale.py # Description: Opening RGB image as array, converting to GreyScale and saving result into new file # Environment: PyCharm and Anaconda environment # # MIT License # Copyright (c) 2018 Valentyn N Sichkar # github.com/sichkar-valentyn # # Reference to: # Valentyn N Sichkar. Image processing in Python // GitHub platform. DOI: 10.5281/zenodo.1343603 # Opening RGB image as array, ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: # Importing needed libraries import numpy as np from PIL import Image import matplotlib.pyplot as plt
intermediate
database
incomplete_code
Pythoncode:Python
0
0
420
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# File: Converting_RGB_to_GreyScale.py\n# Description: Opening RGB image as array, converting to GreyScale and saving result into new file\n# Environment: PyCharm and Anaconda environment\n#\n# MIT License\n# Copyright (c) 2018 Valentyn N Sichkar\n# github.com/sichkar-valentyn\n#\n# Reference to:\n# Valentyn N Sichkar. Image processing in Python // GitHub platform. DOI: 10.5281/zenodo.1343603\n\n\n\n\n# Opening RGB image as array,\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# Importing needed libraries\nimport numpy as np\nfrom PIL import Image\nimport matplotlib.pyplot as plt"}]
true
syntax
HARD_CUT
CRITICAL
1660d7a15a18998c6c8ae4f9e573b184061a0341
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: import colorsys import json from jinja2 import Environment, PackageLoader import graph def create_html(formatted_nodes, formatted_edges, role_color_map, output_name): env = Environment(loader=PackageLoader('visualisation', '.')) template = env.get_template('visualisation.template') default_filters = list(graph.type_properties.keys()) all_roles=list(role_color_map.keys()) print(all_roles) html = template.render(formatted_nodes=formatted_nodes, formatted_edges=formatted_edges, type_properties=graph.type_properties, default_filters=default_filters, all_roles=all_roles) with open(output_name, "w+") as resource_file: resource_file.write(html) def get_description(node): desc = node.get_type_name() + "</br>" if node.title: desc = desc + node.title + "</br>" if node.properties: for k, v in node.properties.items(): desc = desc + k + ": " + str(v) + "</br>" return desc def render(nodes, edges, output_name): color_map = roles_to_color_map(edges=edges) formatted_nodes, formatted_edges = format_graph(nodes, edges, color_map) create_html(formatted_nodes, formatted_edges, color_map, output_name) def color_for_role(role, all_roles): hue = float(all_roles.index(role)) / len(all_roles) return '#%02x%02x%02x' % tuple(int(c) * 255 for c in colorsys.hsv_to_rgb(hue, 1, 0.85)) def sanitise_role(role): return str(role).replace('roles/', '') \ .lower() \ .replace('writer', 'editor') \ .replace('reader', 'viewer') def roles_to_color_map(edges): all_roles = list({sanitise_role(e.role) for e in edges if e.role}) role_map = { for role in all_roles: role_map[role] = color_for_role(role, all_roles) role_map['other'] = '#00c0ff' return role_map ... [1 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '{' at line 56 - expected '}' • SyntaxError: '{' was never closed at line 56 Fixes: • Complete the expression on the last line • Add closing '}' bracket • Review code syntax
advanced
database
syntax_repair
Pythoncode:Python
6
0
1,970
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport colorsys\nimport json\n\nfrom jinja2 import Environment, PackageLoader\nimport graph\n\n\ndef create_html(formatted_nodes, formatted_edges, role_color_map, output_name):\n env = Environment(loader=PackageLoader('visualisation', '.'))\n template = env.get_template('visualisation.template')\n default_filters = list(graph.type_properties.keys())\n all_roles=list(role_color_map.keys())\n print(all_roles)\n html = template.render(formatted_nodes=formatted_nodes,\n formatted_edges=formatted_edges,\n type_properties=graph.type_properties,\n default_filters=default_filters,\n all_roles=all_roles)\n with open(output_name, \"w+\") as resource_file:\n resource_file.write(html)\n\n\n\n\ndef get_description(node):\n desc = node.get_type_name() + \"</br>\"\n if node.title:\n desc = desc + node.title + \"</br>\"\n if node.properties:\n for k, v in node.properties.items():\n desc = desc + k + \": \" + str(v) + \"</br>\"\n return desc\n\n\ndef render(nodes, edges, output_name):\n color_map = roles_to_color_map(edges=edges)\n formatted_nodes, formatted_edges = format_graph(nodes, edges, color_map)\n\n create_html(formatted_nodes, formatted_edges, color_map, output_name)\n\n\ndef color_for_role(role, all_roles):\n hue = float(all_roles.index(role)) / len(all_roles)\n return '#%02x%02x%02x' % tuple(int(c) * 255 for c in colorsys.hsv_to_rgb(hue, 1, 0.85))\n\n\ndef sanitise_role(role):\n return str(role).replace('roles/', '') \\\n .lower() \\\n .replace('writer', 'editor') \\\n .replace('reader', 'viewer')\n\n\ndef roles_to_color_map(edges):\n all_roles = list({sanitise_role(e.role) for e in edges if e.role})\n role_map = {\n for role in all_roles:\n role_map[role] = color_for_role(role, all_roles)\n role_map['other'] = '#00c0ff'\n return role_map\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '{' at line 56 - expected '}'\n \u2022 SyntaxError: '{' was never closed at line 56\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
1661f7c0c438355d7d875aa2c983973094881c84
TheStack--python--000.parquet
Review this Pythoncode:Python code: # Copyright (c) 2018, INRIA # Copyright (c) 2018, University of Lille # 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 the copyright holder nor the names of its # contributors 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 HOLDER 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 os import sys import logging from functools import reduce from powerapi.exception import PowerAPIException from powerapi.cli.parser import MainParser, ComponentSubParser from powerapi.cli.parser import store_true from powerapi.cli.parser import BadValueException, MissingValueException from powerapi.cli.parser import BadTypeException, BadContextException from powerapi.cli.parser import UnknowArgException from powerapi.report_model import HWPCModel, PowerModel, FormulaModel, ControlModel from powerapi.database import MongoDB, CsvDB, InfluxDB, OpenTSDB from powerapi.puller import PullerActor from powerapi.pusher import PusherActor def enable_log(arg, val, args, acc): acc[arg] = logging.DEBUG return args, acc def check_csv_files(files): return reduce(lambda acc, f: acc and os.access(f, os.R_OK), files.split(','), True) def extract_file_names(arg, val, args, acc): acc[arg] = val.split(',') return args, acc class CommonCLIParser(MainParser): ... [21 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Block at line 6 has no indented body Block at line 60 has no indented body IndentationError at line 63 ⚠️ Code quality: Unexpected indentation at line 49 Unexpected indentation at line 57 ✨ Improvements: Complete the expression on the last line Fix indentation to match Python syntax rules
advanced
api
code_review
Pythoncode:Python
3
1
2,608
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Copyright (c) 2018, INRIA\n# Copyright (c) 2018, University of Lille\n# 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 met:\n#\n# * Redistributions of source code must retain the above copyright notice, this\n# list of conditions and the following disclaimer.\n#\n# * Redistributions in binary form must reproduce the above copyright notice,\n# this list of conditions and the following disclaimer in the documentation\n# and/or other materials provided with the distribution.\n#\n# * Neither the name of the copyright holder nor the names of its\n# contributors may be used to endorse or promote products derived from\n# this software without specific prior written permission.\n\n# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\n# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE\n# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL\n# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\n# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER\n# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\n# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\n# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n\nimport os\nimport sys\nimport logging\n\nfrom functools import reduce\nfrom powerapi.exception import PowerAPIException\nfrom powerapi.cli.parser import MainParser, ComponentSubParser\nfrom powerapi.cli.parser import store_true\nfrom powerapi.cli.parser import BadValueException, MissingValueException\nfrom powerapi.cli.parser import BadTypeException, BadContextException\nfrom powerapi.cli.parser import UnknowArgException\nfrom powerapi.report_model import HWPCModel, PowerModel, FormulaModel, ControlModel\nfrom powerapi.database import MongoDB, CsvDB, InfluxDB, OpenTSDB\nfrom powerapi.puller import PullerActor\nfrom powerapi.pusher import PusherActor\n\n\ndef enable_log(arg, val, args, acc):\n acc[arg] = logging.DEBUG\n return args, acc\n\ndef check_csv_files(files):\n return reduce(lambda acc, f: acc and os.access(f, os.R_OK), files.split(','), True)\n\n\ndef extract_file_names(arg, val, args, acc):\n acc[arg] = val.split(',')\n return args, acc\n\n\nclass CommonCLIParser(MainParser):\n\n\n ... [21 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Block at line 6 has no indented body\n Block at line 60 has no indented body\n IndentationError at line 63\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 49\n Unexpected indentation at line 57\n\n\u2728 Improvements:\n Complete the expression on the last line\n Fix indentation to match Python syntax rules"}]
false
null
null
null
166293ba707b563d24827825716e3e79a6848c40
TheStack--python--000.parquet
Complete this Pythoncode:Python code: # coding=UTF-8 # ex:ts=4:sw=4:et=on # # Copyright (c) 2013, Mathijs Dumon # All rights reserved. # Complete license can be found in the LICENSE file. from mvc.models.properties import StringProperty from pyxrd.generic.io.custom_io import storables, Storable from pyxrd.generic.models.base import DataModel from pyxrd.refinement.refinables.mixins import RefinementGroup @storables.register() class InSituBehaviour(DataModel, RefinementGroup, Storable): """ Interface class for coding in-situ behaviour scripts. Sub-classes should override or implement the methods below. """ # MODEL INTEL: class Meta(DataModel.Meta): store_id = "InSituBehaviour" # Override this so it is a unique string concrete = False # Indicates this cannot be instantiated and added in the UI mixture = property(DataModel.parent.fget, DataModel.parent.fset) # REFINEMENT GROUP IMPLEMENTATION: @property def refine_title(self): return "In-situ behaviour" @property def refine_descriptor_data(self): return dict( phase_name=self.phase.refine_title, component_name="*" ) #: The name of this Behaviour name = StringProperty( default="New Behaviour", text="Name",
visible=True, persistent=True, tabular=True ) # ------------------------------------------------------------ # Initialization and other internals # ------------------------------------------------------------ def __init__(self, *args, **kwargs): my_kwargs = self.pop_kwargs(kwargs, *[prop.label for prop in InSituBehaviour.Meta.get_local_persistent_properties()] ) super(InSituBehaviour, self).__init__(*args, **kwargs) kwargs = my_kwargs with self.data_changed.hold(): self.name = self.get_kwarg(kwargs, self.name, "name") pass #end of constructor # ------------------------------------------------------------ # Methods & Functions # ------------------------------------------------------------ def apply(self, phase): assert phase is not None, "Cannot apply on None" assert self.is_compatible_with(phase), "`%r` is not compatible with phase `%r`" % (self, phase) def is_compatible_with(self, phase): return False # sub classes need to override this pass #end of class
advanced
testing
code_completion
Pythoncode:Python
5
2
2,477
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# coding=UTF-8\n# ex:ts=4:sw=4:et=on\n#\n# Copyright (c) 2013, Mathijs Dumon\n# All rights reserved.\n# Complete license can be found in the LICENSE file.\n\nfrom mvc.models.properties import StringProperty\n\nfrom pyxrd.generic.io.custom_io import storables, Storable\nfrom pyxrd.generic.models.base import DataModel\n\nfrom pyxrd.refinement.refinables.mixins import RefinementGroup\n\n@storables.register()\nclass InSituBehaviour(DataModel, RefinementGroup, Storable):\n \"\"\"\n Interface class for coding in-situ behaviour scripts.\n Sub-classes should override or implement the methods below.\n \"\"\"\n\n # MODEL INTEL:\n class Meta(DataModel.Meta):\n store_id = \"InSituBehaviour\" # Override this so it is a unique string\n concrete = False # Indicates this cannot be instantiated and added in the UI\n \n mixture = property(DataModel.parent.fget, DataModel.parent.fset)\n\n # REFINEMENT GROUP IMPLEMENTATION:\n @property\n def refine_title(self):\n return \"In-situ behaviour\"\n\n @property\n def refine_descriptor_data(self):\n return dict(\n phase_name=self.phase.refine_title,\n component_name=\"*\"\n )\n\n #: The name of this Behaviour\n name = StringProperty(\n default=\"New Behaviour\", text=\"Name\","}, {"role": "assistant", "content": "\n visible=True, persistent=True, tabular=True\n )\n \n # ------------------------------------------------------------\n # Initialization and other internals\n # ------------------------------------------------------------\n def __init__(self, *args, **kwargs):\n my_kwargs = self.pop_kwargs(kwargs,\n *[prop.label for prop in InSituBehaviour.Meta.get_local_persistent_properties()]\n )\n super(InSituBehaviour, self).__init__(*args, **kwargs)\n kwargs = my_kwargs\n\n with self.data_changed.hold():\n self.name = self.get_kwarg(kwargs, self.name, \"name\")\n \n pass #end of constructor\n \n # ------------------------------------------------------------\n # Methods & Functions\n # ------------------------------------------------------------\n def apply(self, phase):\n assert phase is not None, \"Cannot apply on None\"\n assert self.is_compatible_with(phase), \"`%r` is not compatible with phase `%r`\" % (self, phase)\n \n def is_compatible_with(self, phase):\n return False # sub classes need to override this \n \n pass #end of class"}]
false
null
null
null
1662a331dbe1e237d08e9e21a3e8d596bcbce6c4
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: # start 1 plainProgrammingBug.py import random def SimpleBug(): # the environment worldXSize = 80 worldYSize = 80 # the bug xPos = 40 yPos = 40 # the action for i in range(100): Error: IndentationError / Expected indented block
Fixed Code: # start 1 plainProgrammingBug.py import random def SimpleBug(): # the environment worldXSize = 80 worldYSize = 80 # the bug xPos = 40 yPos = 40 # the action for i in range(100): xPos += randomMove() yPos += randomMove() xPos = (xPos + worldXSize) % worldXSize yPos = (yPos + worldYSize) % worldYSize Explanation: Add body to For block or use 'pass' statement
intermediate
machine_learning
error_fixing
Pythoncode:Python
2
0
230
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# start 1 plainProgrammingBug.py\r\nimport random\r\n\r\n\r\ndef SimpleBug():\r\n\r\n # the environment\r\n worldXSize = 80\r\n worldYSize = 80\r\n\r\n # the bug\r\n xPos = 40\r\n yPos = 40\r\n\r\n # the action\r\n for i in range(100):\r\n\n Error: IndentationError / Expected indented block"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# start 1 plainProgrammingBug.py\r\nimport random\r\n\r\n\r\ndef SimpleBug():\r\n\r\n # the environment\r\n worldXSize = 80\r\n worldYSize = 80\r\n\r\n # the bug\r\n xPos = 40\r\n yPos = 40\r\n\r\n # the action\r\n for i in range(100):\r\n xPos += randomMove()\r\n yPos += randomMove()\r\n xPos = (xPos + worldXSize) % worldXSize\r\n yPos = (yPos + worldYSize) % worldYSize\r\n\n Explanation: Add body to For block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
16635cf724808862aeb33d75c907fed77d96d1fc
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: money = 8074 #money = 18705 #coin_list = [24,23,21,5,3,1] coin_list = [24,13,12,7,5,3,1] #coin_list = map(int, open('dataset_71_8.txt').read().split(',')) d = {0:0} Error: SyntaxError / EOF
Fixed Code: money = 8074 #money = 18705 #coin_list = [24,23,21,5,3,1] coin_list = [24,13,12,7,5,3,1] #coin_list = map(int, open('dataset_71_8.txt').read().split(',')) d = {0:0} for m in range(1,money+1): min_coin = 1000000 for coin in coin_list: if m >= coin: Explanation: Complete the truncated code structure
intermediate
data_processing
error_fixing
Pythoncode:Python
0
0
176
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\r\nmoney = 8074\r\n#money = 18705\r\n#coin_list = [24,23,21,5,3,1]\r\ncoin_list = [24,13,12,7,5,3,1]\r\n\r\n#coin_list = map(int, open('dataset_71_8.txt').read().split(','))\r\n\r\nd = {0:0}\r\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n\r\nmoney = 8074\r\n#money = 18705\r\n#coin_list = [24,23,21,5,3,1]\r\ncoin_list = [24,13,12,7,5,3,1]\r\n\r\n#coin_list = map(int, open('dataset_71_8.txt').read().split(','))\r\n\r\nd = {0:0}\r\n\r\nfor m in range(1,money+1):\r\n min_coin = 1000000\r\n for coin in coin_list:\r\n if m >= coin:\r\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
166407e573ed13b6f495ddb118b6bb572fdf1148
TheStack--python--000.parquet
Debug this Pythoncode:Python code: """ Remove comments from bib file. """ from textx import metamodel_for_language from txbibtex import bibentry_str BIB_FILE = 'references.bib' bibfile = metamodel_for_language('bibtex').model_from_file(BIB_FILE) # Drop line comments. print('\n'.join([bibentry_str(e) for e in bibfile.entries if e.__class__.__name__ != 'BibLineComment']))
Code analysis results: 🔴 Errors found: Unterminated string literal at line 1 ⚠️ Warnings: Unexpected indentation at line 12 💡 Suggestions: Add closing quote at line 1 Remove debug print() at line 11 before production
intermediate
machine_learning
debugging
Pythoncode:Python
0
0
357
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\"\"\"\nRemove comments from bib file.\n\"\"\"\nfrom textx import metamodel_for_language\nfrom txbibtex import bibentry_str\n\nBIB_FILE = 'references.bib'\nbibfile = metamodel_for_language('bibtex').model_from_file(BIB_FILE)\n\n# Drop line comments.\nprint('\\n'.join([bibentry_str(e) for e in bibfile.entries\n if e.__class__.__name__ != 'BibLineComment']))"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 1\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 12\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 1\n Remove debug print() at line 11 before production"}]
false
null
null
null
1665579643c424a545b6a8b3af94a1a9e0f4f184
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- # # Copyright 2019 Google LLC. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. def _CommonArgs(parser, api_version): """A helper function to build args based on different API version.""" messages = apis.GetMessagesModule('compute', api_version) flags.MakeResourcePolicyArg().AddArgument(parser) flags.AddCommonArgs(parser) flags.AddGroupPlacementArgs(parser, messages) parser.display_info.AddCacheUpdater(None) @base.ReleaseTracks(base.ReleaseTrack.ALPHA) class
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Invalid syntax at line 25: class Fix: Complete the truncated code structure
advanced
api
error_detection
Pythoncode:Python
4
2
1,018
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*- #\n# Copyright 2019 Google LLC. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\ndef _CommonArgs(parser, api_version):\n \"\"\"A helper function to build args based on different API version.\"\"\"\n messages = apis.GetMessagesModule('compute', api_version)\n flags.MakeResourcePolicyArg().AddArgument(parser)\n flags.AddCommonArgs(parser)\n flags.AddGroupPlacementArgs(parser, messages)\n parser.display_info.AddCacheUpdater(None)\n\n\n@base.ReleaseTracks(base.ReleaseTrack.ALPHA)\nclass"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Invalid syntax at line 25: class \n\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
1665f41d1c03f32167e2cea236d3cf7a022b6b61
TheStack--python--000.parquet