Dataset Viewer (First 5GB)
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Fix this broken Pythoncode:Python code: from rest_framework_gis import serializers from rest_framework import serializers as s from .models import ( def get_label(code="", label=""): if code is None: code = "-" if label is None: label = "inconnu" return f"{code} {label[:30]}" class Artificialisee2015to2018Serializer(serializers.GeoFeatureModelSerializer): usage_2015 = s.SerializerMethodField() usage_2018 = s.SerializerMethodField() couverture_2015 = s.SerializerMethodField() couverture_2018 = s.SerializerMethodField() def get_usage_2015(self, obj): return get_label(code=obj.us_2015, label=obj.us_2015_label) def get_usage_2018(self, obj): return get_label(code=obj.us_2018, label=obj.us_2018_label) def get_couverture_2015(self, obj): return get_label(code=obj.cs_2015, label=obj.cs_2015_label) def get_couverture_2018(self, obj): return get_label(code=obj.cs_2018, label=obj.cs_2018_label) class Meta: fields = ( "id", "surface", "usage_2015", "usage_2018", "couverture_2015", "couverture_2018", ) geo_field = "mpoly" model = Artificialisee2015to2018 class Artificielle2018Serializer(serializers.GeoFeatureModelSerializer): couverture = s.SerializerMethodField() def get_couverture(self, obj): return get_label(code=obj.couverture, label=obj.couverture_label) class Meta: fields = ( "id", "surface", "couverture", ) geo_field = "mpoly" model = Artificielle2018 class CommunesSybarvalSerializer(serializers.GeoFeatureModelSerializer): """Marker GeoJSON serializer.""" class Meta: """Marker serializer meta class.""" fields = ( "nom", "code_insee", Error: SyntaxError / EOF
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Fixed Code: from rest_framework_gis import serializers from rest_framework import serializers as s from .models import ( def get_label(code="", label=""): if code is None: code = "-" if label is None: label = "inconnu" return f"{code} {label[:30]}" class Artificialisee2015to2018Serializer(serializers.GeoFeatureModelSerializer): usage_2015 = s.SerializerMethodField() usage_2018 = s.SerializerMethodField() couverture_2015 = s.SerializerMethodField() couverture_2018 = s.SerializerMethodField() def get_usage_2015(self, obj): return get_label(code=obj.us_2015, label=obj.us_2015_label) Explanation: Complete the truncated code structure
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advanced
|
machine_learning
|
error_fixing
|
Pythoncode:Python
| 9 | 10 | 1,866 | true |
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom rest_framework_gis import serializers\nfrom rest_framework import serializers as s\n\nfrom .models import (\ndef get_label(code=\"\", label=\"\"):\n if code is None:\n code = \"-\"\n if label is None:\n label = \"inconnu\"\n return f\"{code} {label[:30]}\"\n\n\nclass Artificialisee2015to2018Serializer(serializers.GeoFeatureModelSerializer):\n usage_2015 = s.SerializerMethodField()\n usage_2018 = s.SerializerMethodField()\n couverture_2015 = s.SerializerMethodField()\n couverture_2018 = s.SerializerMethodField()\n\n def get_usage_2015(self, obj):\n return get_label(code=obj.us_2015, label=obj.us_2015_label)\n\n def get_usage_2018(self, obj):\n return get_label(code=obj.us_2018, label=obj.us_2018_label)\n\n def get_couverture_2015(self, obj):\n return get_label(code=obj.cs_2015, label=obj.cs_2015_label)\n\n def get_couverture_2018(self, obj):\n return get_label(code=obj.cs_2018, label=obj.cs_2018_label)\n\n class Meta:\n fields = (\n \"id\",\n \"surface\",\n \"usage_2015\",\n \"usage_2018\",\n \"couverture_2015\",\n \"couverture_2018\",\n )\n geo_field = \"mpoly\"\n model = Artificialisee2015to2018\n\n\nclass Artificielle2018Serializer(serializers.GeoFeatureModelSerializer):\n couverture = s.SerializerMethodField()\n\n def get_couverture(self, obj):\n return get_label(code=obj.couverture, label=obj.couverture_label)\n\n class Meta:\n fields = (\n \"id\",\n \"surface\",\n \"couverture\",\n )\n geo_field = \"mpoly\"\n model = Artificielle2018\n\n\nclass CommunesSybarvalSerializer(serializers.GeoFeatureModelSerializer):\n \"\"\"Marker GeoJSON serializer.\"\"\"\n\n class Meta:\n \"\"\"Marker serializer meta class.\"\"\"\n\n fields = (\n \"nom\",\n \"code_insee\",\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom rest_framework_gis import serializers\nfrom rest_framework import serializers as s\n\nfrom .models import (\ndef get_label(code=\"\", label=\"\"):\n if code is None:\n code = \"-\"\n if label is None:\n label = \"inconnu\"\n return f\"{code} {label[:30]}\"\n\n\nclass Artificialisee2015to2018Serializer(serializers.GeoFeatureModelSerializer):\n usage_2015 = s.SerializerMethodField()\n usage_2018 = s.SerializerMethodField()\n couverture_2015 = s.SerializerMethodField()\n couverture_2018 = s.SerializerMethodField()\n\n def get_usage_2015(self, obj):\n return get_label(code=obj.us_2015, label=obj.us_2015_label)\n\n Explanation: Complete the truncated code structure"}]
| true |
syntax
|
HARD_CUT
|
CRITICAL
|
d99a1e98eccb58cbc0c0cef6e9e6702f33461b0e
|
TheStack--python--000.parquet
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Debug this Pythoncode:Python code: from django.contrib import admin from .models import SearchResult # Register your models here. class SearchResultAdmin(admin.ModelAdmin): fields = ["query", "heading", "url", "text"] admin.site.register(SearchResult, SearchResultAdmin)
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Code analysis results: 💡 Suggestions: Add docstring to class 'SearchResultAdmin' No critical issues found Consider adding unit tests Add inline comments for complex logic
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intermediate
|
database
|
debugging
|
Pythoncode:Python
| 0 | 1 | 241 | true |
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom django.contrib import admin\nfrom .models import SearchResult\n\n# Register your models here.\nclass SearchResultAdmin(admin.ModelAdmin):\n fields = [\"query\", \"heading\", \"url\", \"text\"]\n\nadmin.site.register(SearchResult, SearchResultAdmin)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'SearchResultAdmin'\n\n No critical issues found\n\n Consider adding unit tests\n Add inline comments for complex logic"}]
| false | null | null | null |
d99a20277c32bb1e28312f42ab6d732f38323169
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TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import asyncio import os import tempfile from contextlib import ExitStack from typing import Text, Optional, List, Union, Dict from rasa.importers.importer import TrainingDataImporter from rasa import model from rasa.model import FingerprintComparisonResult from rasa.core.domain import Domain from rasa.utils.common import TempDirectoryPath from rasa.cli.utils import ( ... [3 more functiondefs truncated ... Error: SyntaxError: unmatched brackets
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Fixed Code: import asyncio import os import tempfile from contextlib import ExitStack from typing import Text, Optional, List, Union, Dict from rasa.importers.importer import TrainingDataImporter from rasa import model from rasa.model import FingerprintComparisonResult from rasa.core.domain import Domain from rasa.utils.common import TempDirectoryPath from rasa.cli.utils import ( ... [3 more functiondefs truncated] ... Explanation: Add missing ']' bracket at line 15
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intermediate
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machine_learning
|
error_fixing
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Pythoncode:Python
| 0 | 0 | 419 | true |
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport asyncio\nimport os\nimport tempfile\nfrom contextlib import ExitStack\nfrom typing import Text, Optional, List, Union, Dict\n\nfrom rasa.importers.importer import TrainingDataImporter\nfrom rasa import model\nfrom rasa.model import FingerprintComparisonResult\nfrom rasa.core.domain import Domain\nfrom rasa.utils.common import TempDirectoryPath\n\nfrom rasa.cli.utils import (\n\n ... [3 more functiondefs truncated ...\n\n Error: SyntaxError: unmatched brackets"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport asyncio\nimport os\nimport tempfile\nfrom contextlib import ExitStack\nfrom typing import Text, Optional, List, Union, Dict\n\nfrom rasa.importers.importer import TrainingDataImporter\nfrom rasa import model\nfrom rasa.model import FingerprintComparisonResult\nfrom rasa.core.domain import Domain\nfrom rasa.utils.common import TempDirectoryPath\n\nfrom rasa.cli.utils import (\n\n ... [3 more functiondefs truncated] ...\n\n Explanation: Add missing ']' bracket at line 15"}]
| true |
syntax
|
MISSING_BRACKETS
|
MEDIUM
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d99b5ab0ec594ac30b1d197b23a5cda7c48151d5
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TheStack--python--000.parquet
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Suggest refactoring for this Pythoncode:Python code: class Solution: def finalPrices(self, prices: List[int]) -> List[int]: res = [] for i in range(len(prices)): for j in range(i+1,len(prices)): if prices[j]<=prices[i]: res.append(prices[i]-prices[j]) break if j==len(prices)-1: res.append(prices[i]) res.append(prices[-1]) return res
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
|
oop
|
refactoring
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Pythoncode:Python
| 1 | 1 | 421 | false |
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nclass Solution:\n def finalPrices(self, prices: List[int]) -> List[int]:\n res = []\n for i in range(len(prices)):\n for j in range(i+1,len(prices)):\n if prices[j]<=prices[i]:\n res.append(prices[i]-prices[j])\n break\n if j==len(prices)-1:\n res.append(prices[i])\n res.append(prices[-1])\n return res"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false | null | null | null |
d99e8a9a95f28da6c2d4d1ee42e95a270ab08977
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: # ============================================================================ # FILE: default.py # AUTHOR: Shougo Matsushita <Shougo.Matsu at gmail.com> # License: MIT license # ============================================================================ import re import typing from denite.util import echo, error, clearmatch, regex_convert_py_vim from denite.util import Nvim, UserContext, Candidates, Candidate from denite.parent import SyncParent class Default(object): @property def is_async(self) -> bool: return self._is_async def __init__(self, vim: Nvim) -> None: self._vim = vim self._denite: typing.Optional[SyncParent] = None self._selected_candidates: typing.List[int] = [] self._candidates: Candidates = [] self._cursor = 0 self._entire_len = 0 self._result: typing.List[typing.Any] = [] self._context: UserContext = {} self._bufnr = -1 self._winid = -1 self._winrestcmd = '' self._initialized = False self._winheight = 0 self._winwidth = 0 self._winminheight = -1 self._is_multi = False self._is_async = False self._matched_pattern = ''
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
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advanced
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machine_learning
|
error_detection
|
Pythoncode:Python
| 3 | 1 | 1,221 | true |
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# ============================================================================\n# FILE: default.py\n# AUTHOR: Shougo Matsushita <Shougo.Matsu at gmail.com>\n# License: MIT license\n# ============================================================================\n\nimport re\nimport typing\n\nfrom denite.util import echo, error, clearmatch, regex_convert_py_vim\nfrom denite.util import Nvim, UserContext, Candidates, Candidate\nfrom denite.parent import SyncParent\n\n\nclass Default(object):\n @property\n def is_async(self) -> bool:\n return self._is_async\n\n def __init__(self, vim: Nvim) -> None:\n self._vim = vim\n self._denite: typing.Optional[SyncParent] = None\n self._selected_candidates: typing.List[int] = []\n self._candidates: Candidates = []\n self._cursor = 0\n self._entire_len = 0\n self._result: typing.List[typing.Any] = []\n self._context: UserContext = {}\n self._bufnr = -1\n self._winid = -1\n self._winrestcmd = ''\n self._initialized = False\n self._winheight = 0\n self._winwidth = 0\n self._winminheight = -1\n self._is_multi = False\n self._is_async = False\n self._matched_pattern = ''"}, {"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
|
d99ed7256245422c7c5dd3c60b0661e4f78183ea
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # -*- coding: utf-8 -*- """Context managers implemented for (mostly) internal use""" import contextlib import functools from io import UnsupportedOperation import os import sys __all__ = ["RedirectStdout", "RedirectStderr"] @contextlib.contextmanager def _stdchannel_redirected(stdchannel, dest_filename, mode="w"): """ A context manager to temporarily redirect stdout or stderr Originally by Marc Abramowitz, 2013 (http://marc-abramowitz.com/archives/2013/07/19/python-context-manager-for-redirected-stdout-and-stderr/) """ oldstdchannel = None dest_file = None try: if stdchannel is None: yield iter([None]) else: oldstdchannel = os.dup(stdchannel.fileno()) dest_file = open(dest_filename, mode) os.dup2(dest_file.fileno(), stdchannel.fileno()) yield except (UnsupportedOperation, AttributeError): yield iter([None]) finally: if oldstdchannel is not None: os.dup2(oldstdchannel, stdchannel.fileno()) if dest_file is not None: dest_file.close() RedirectStdout = functools.partial(_stdchannel_redirected, sys.stdout) RedirectStderr = functools.partial(_stdchannel_redirected, sys.stderr) RedirectNoOp = functools.partial(_stdchannel_redirected, None, "")
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Functions: _stdchannel_redirected This code demonstrates Pythoncode:Python programming.
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intermediate
|
api
|
code_explanation
|
Pythoncode:Python
| 1 | 0 | 1,329 | true |
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n\"\"\"Context managers implemented for (mostly) internal use\"\"\"\n\nimport contextlib\nimport functools\nfrom io import UnsupportedOperation\nimport os\nimport sys\n\n\n__all__ = [\"RedirectStdout\", \"RedirectStderr\"]\n\n\n@contextlib.contextmanager\ndef _stdchannel_redirected(stdchannel, dest_filename, mode=\"w\"):\n \"\"\"\n A context manager to temporarily redirect stdout or stderr\n\n Originally by Marc Abramowitz, 2013\n (http://marc-abramowitz.com/archives/2013/07/19/python-context-manager-for-redirected-stdout-and-stderr/)\n \"\"\"\n\n oldstdchannel = None\n dest_file = None\n try:\n if stdchannel is None:\n yield iter([None])\n else:\n oldstdchannel = os.dup(stdchannel.fileno())\n dest_file = open(dest_filename, mode)\n os.dup2(dest_file.fileno(), stdchannel.fileno())\n yield\n except (UnsupportedOperation, AttributeError):\n yield iter([None])\n finally:\n if oldstdchannel is not None:\n os.dup2(oldstdchannel, stdchannel.fileno())\n if dest_file is not None:\n dest_file.close()\n\n\nRedirectStdout = functools.partial(_stdchannel_redirected, sys.stdout)\nRedirectStderr = functools.partial(_stdchannel_redirected, sys.stderr)\nRedirectNoOp = functools.partial(_stdchannel_redirected, None, \"\")"}, {"role": "assistant", "content": " Functions: _stdchannel_redirected\n This code demonstrates Pythoncode:Python programming."}]
| false | null | null | null |
d99f875863138f11af1d76f0c753c198ad6d96bd
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- from __future__
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Invalid syntax at line 2: from __future__ Fix: Complete the truncated code structure
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beginner
|
general
|
error_detection
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Pythoncode:Python
| 0 | 0 | 39 | true |
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom __future__"}, {"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 2: from __future__\n\n\n Fix: Complete the truncated code structure"}]
| true |
syntax
|
HARD_CUT
|
CRITICAL
|
d99ff34b5f61cee604590c456f40398d7da18182
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: from keras import Model, Input from keras.layers import Dense, concatenate, LSTM, Reshape, Permute, Embedding, Dropout, Convolution1D, Flatten from keras.optimizers import Adam from pypagai.models.base import KerasModel class SimpleLSTM(KerasModel): """ Use a simple lstm neural network """ @staticmethod def default_config(): config = KerasModel.default_config() config['hidden'] = 32 return config def __init__(self, cfg): super().__init__(cfg) self._cfg_ = cfg def _create_network_(self): hidden = self._cfg_['hidden'] story = Input((self._story_maxlen, ), name='story') question = Input((self._query_maxlen, ), name='question') conc = concatenate([story, question],) conc = Reshape((1, int(conc.shape[1])))(conc) conc = Permute((2, 1))(conc) response = LSTM(hidden, dropout=0.2, recurrent_dropout=0.2)(conc) response = Dense(self._vocab_size, activation='softmax')(response) self._model = Model(inputs=[story, question], outputs=response) self._model.compile(optimizer=Adam(lr=2e-4), loss='sparse_categorical_crossentropy', metrics=['accuracy']) class EmbedLSTM(KerasModel): """ Use a simple lstm neural network """ @staticmethod def default_config(): config = KerasModel.default_config() config['hidden'] = 32 return config def __init__(self, cfg): super().__init__(cfg) self._cfg_ = cfg def _create_network_(self):
|
hidden = self._cfg_['hidden'] story = Input((self._story_maxlen, ), name='story') question = Input((self._query_maxlen, ), name='question') eb_story = Embedding(self._vocab_size, 64)(story) eb_story = Dropout(0.3)(eb_story) eb_question = Embedding(self._vocab_size, 64)(question) eb_question = Dropout(0.3)(eb_question) conc = concatenate([eb_story, eb_question], axis=1) response = LSTM(hidden, dropout=0.2, recurrent_dropout=0.2)(conc) response = Dense(self._vocab_size, activation='softmax')(response) self._model = Model(inputs=[story, question], outputs=response) self._model.compile(optimizer=Adam(lr=2e-4), loss='sparse_categorical_crossentropy', metrics=['accuracy']) class ConvLSTM(KerasModel): """ Use a simple lstm neural network """ @staticmethod def default_config(): config = KerasModel.default_config() config['hidden'] = 32 return config def __init__(self, model_cfg): super().__init__(model_cfg) self._cfg = model_cfg ... [1 more functiondefs truncated] ...
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advanced
|
database
|
code_completion
|
Pythoncode:Python
| 8 | 3 | 2,706 | true |
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom keras import Model, Input\nfrom keras.layers import Dense, concatenate, LSTM, Reshape, Permute, Embedding, Dropout, Convolution1D, Flatten\nfrom keras.optimizers import Adam\n\nfrom pypagai.models.base import KerasModel\n\n\nclass SimpleLSTM(KerasModel):\n \"\"\"\n Use a simple lstm neural network\n \"\"\"\n @staticmethod\n def default_config():\n config = KerasModel.default_config()\n config['hidden'] = 32\n\n return config\n\n def __init__(self, cfg):\n super().__init__(cfg)\n self._cfg_ = cfg\n\n def _create_network_(self):\n hidden = self._cfg_['hidden']\n story = Input((self._story_maxlen, ), name='story')\n question = Input((self._query_maxlen, ), name='question')\n\n conc = concatenate([story, question],)\n conc = Reshape((1, int(conc.shape[1])))(conc)\n conc = Permute((2, 1))(conc)\n\n response = LSTM(hidden, dropout=0.2, recurrent_dropout=0.2)(conc)\n response = Dense(self._vocab_size, activation='softmax')(response)\n\n self._model = Model(inputs=[story, question], outputs=response)\n self._model.compile(optimizer=Adam(lr=2e-4), loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n\n\nclass EmbedLSTM(KerasModel):\n\n \"\"\"\n Use a simple lstm neural network\n \"\"\"\n @staticmethod\n def default_config():\n config = KerasModel.default_config()\n config['hidden'] = 32\n\n return config\n\n def __init__(self, cfg):\n super().__init__(cfg)\n self._cfg_ = cfg\n\n def _create_network_(self):"}, {"role": "assistant", "content": "\n hidden = self._cfg_['hidden']\n\n story = Input((self._story_maxlen, ), name='story')\n question = Input((self._query_maxlen, ), name='question')\n\n eb_story = Embedding(self._vocab_size, 64)(story)\n eb_story = Dropout(0.3)(eb_story)\n\n eb_question = Embedding(self._vocab_size, 64)(question)\n eb_question = Dropout(0.3)(eb_question)\n\n conc = concatenate([eb_story, eb_question], axis=1)\n\n response = LSTM(hidden, dropout=0.2, recurrent_dropout=0.2)(conc)\n response = Dense(self._vocab_size, activation='softmax')(response)\n\n self._model = Model(inputs=[story, question], outputs=response)\n self._model.compile(optimizer=Adam(lr=2e-4), loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n\n\nclass ConvLSTM(KerasModel):\n\n \"\"\"\n Use a simple lstm neural network\n \"\"\"\n @staticmethod\n def default_config():\n config = KerasModel.default_config()\n config['hidden'] = 32\n\n return config\n\n def __init__(self, model_cfg):\n super().__init__(model_cfg)\n self._cfg = model_cfg\n\n\n ... [1 more functiondefs truncated] ..."}]
| false | null | null | null |
d9a00b2c6f1a0e88ad5b4a7def2a45bd074f417f
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TheStack--python--000.parquet
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Debug this Pythoncode:Python code: from .fully_connected import FullyConnectedLatentVariable from .convolutional import ConvolutionalLatentVariable
|
Code analysis results: No critical issues found Consider adding unit tests Add inline comments for complex logic
|
beginner
|
general
|
debugging
|
Pythoncode:Python
| 0 | 0 | 113 | true |
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom .fully_connected import FullyConnectedLatentVariable\nfrom .convolutional import ConvolutionalLatentVariable"}, {"role": "assistant", "content": " Code analysis results:\n\n\n No critical issues found\n\n Consider adding unit tests\n Add inline comments for complex logic"}]
| false | null | null | null |
d9a09cb6f497e8ccdf9de40f4b8ebd6b96a1c43a
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: #!/usr/bin/env python # -*- coding:utf-8 -*- # Author: class PNASNet(BaseBackbone): def __init__(self, data_channel=3, num_cells=6, num_planes=44, block=CellA, bnName=NormalizationType.BatchNormalize2d, activationName=ActivationType.ReLU): super().__init__() self.set_name(BackboneName.PNASNetA) self.data_channel = data_channel self.num_cells = num_cells self.block = block self.activation_name = activationName self.bn_name = bnName self.first_output = num_planes self.in_planes = self.first_output self.create_block_list() def create_block_list(self): self.block_out_channels = [] self.index = 0 layer1 = ConvBNActivationBlock(in_channels=self.data_channel, out_channels=self.first_output, kernel_size=3, stride=1, padding=1, bias=False, bnName=self.bn_name, activationName=self.activation_name) self.add_block_list(layer1.get_name(), layer1, self.first_output) self.make_layer(self.first_output, self.num_cells) self.downsample(self.first_output * 2) self.make_layer(self.first_output * 2, self.num_cells) self.downsample(self.first_output * 4) self.make_layer(self.first_output * 4, self.num_cells) def make_layer(self, planes, num_cells): for _ in range(num_cells): temp_block = self.block(self.in_planes, planes, stride=1, bn_name=self.bn_name, activation_name=self.activation_name) self.add_block_list(temp_block.get_name(), temp_block, planes) self.in_planes = planes def downsample(self, planes): down_block = self.block(self.in_planes, planes, stride=2, bn_name=self.bn_name, activation_name=self.activation_name) self.add_block_list(down_block.get_name(), down_block, planes) self.in_planes = planes def forward(self, x): output_list = [] for block in self._modules.values(): x = block(x) output_list.append(x) return output_list def pnasnet_A(data_channel): model = PNASNet(data_channel=data_channel, num_cells=6, num_planes=44, block=CellA) model.set_name(BackboneName.PNASNetA) return model def pnasnet_B(data_channel): model = PNASNet(data_channel=data_channel, num_cells=6, num_planes=32, block=CellB) model.set_name(BackboneName.PNASNetB) return model
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Code Review: ❌ Critical issues: Block at line 3 has no indented body Block at line 4 has no indented body ⚠️ Code quality: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 24 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 37 Unexpected indentation at line 40 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 59 Unexpected indentation at line 61 Unexpected indentation at line 62 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 76 Unexpected indentation at line 77 Unexpected indentation at line 78 Unexpected indentation at line 79 ✨ Improvements: Add docstring to class 'PNASNet' Add docstring to function '__init__' Add docstring to function 'create_block_list'
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advanced
|
database
|
code_review
|
Pythoncode:Python
| 7 | 1 | 2,888 | false |
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding:utf-8 -*-\n# Author:\nclass PNASNet(BaseBackbone):\n\n def __init__(self, data_channel=3, num_cells=6,\n num_planes=44, block=CellA,\n bnName=NormalizationType.BatchNormalize2d,\n activationName=ActivationType.ReLU):\n super().__init__()\n self.set_name(BackboneName.PNASNetA)\n self.data_channel = data_channel\n self.num_cells = num_cells\n self.block = block\n self.activation_name = activationName\n self.bn_name = bnName\n self.first_output = num_planes\n self.in_planes = self.first_output\n\n self.create_block_list()\n\n def create_block_list(self):\n self.block_out_channels = []\n self.index = 0\n\n layer1 = ConvBNActivationBlock(in_channels=self.data_channel,\n out_channels=self.first_output,\n kernel_size=3,\n stride=1,\n padding=1,\n bias=False,\n bnName=self.bn_name,\n activationName=self.activation_name)\n self.add_block_list(layer1.get_name(), layer1, self.first_output)\n\n self.make_layer(self.first_output, self.num_cells)\n self.downsample(self.first_output * 2)\n\n self.make_layer(self.first_output * 2, self.num_cells)\n self.downsample(self.first_output * 4)\n\n self.make_layer(self.first_output * 4, self.num_cells)\n\n def make_layer(self, planes, num_cells):\n for _ in range(num_cells):\n temp_block = self.block(self.in_planes, planes, stride=1,\n bn_name=self.bn_name, activation_name=self.activation_name)\n self.add_block_list(temp_block.get_name(), temp_block, planes)\n self.in_planes = planes\n\n def downsample(self, planes):\n down_block = self.block(self.in_planes, planes, stride=2,\n bn_name=self.bn_name, activation_name=self.activation_name)\n self.add_block_list(down_block.get_name(), down_block, planes)\n self.in_planes = planes\n\n def forward(self, x):\n output_list = []\n for block in self._modules.values():\n x = block(x)\n output_list.append(x)\n return output_list\n\n\ndef pnasnet_A(data_channel):\n model = PNASNet(data_channel=data_channel,\n num_cells=6,\n num_planes=44,\n block=CellA)\n model.set_name(BackboneName.PNASNetA)\n return model\n\n\ndef pnasnet_B(data_channel):\n model = PNASNet(data_channel=data_channel,\n num_cells=6, num_planes=32,\n block=CellB)\n model.set_name(BackboneName.PNASNetB)\n return model"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Block at line 3 has no indented body\n Block at line 4 has no indented body\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 24\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 37\n Unexpected indentation at line 40\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 59\n Unexpected indentation at line 61\n Unexpected indentation at line 62\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 76\n Unexpected indentation at line 77\n Unexpected indentation at line 78\n Unexpected indentation at line 79\n\n\u2728 Improvements:\n Add docstring to class 'PNASNet'\n Add docstring to function '__init__'\n Add docstring to function 'create_block_list'"}]
| false | null | null | null |
d9a0c8935f1da040f76922b94d20a857d8b8cd7d
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TheStack--python--000.parquet
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Complete this incomplete Pythoncode:Python code: # -*- coding: utf-8 -*- # coding=utf-8 import json import os import math import logging import requests import time from map_download.cmd.BaseDownloader import DownloadEngine, BaseDownloaderThread, latlng2tile_terrain, BoundBox def get_access_token(token): resp = None request_count = 0 url = "https://api.cesium.com/v1/assets/1/endpoint" while True: if request_count > 4: break try: request_count += 1 param = {'access_token': token} resp = requests.get(url, params=param, timeout=2) if resp.status_code != 200: continue break except Exception as e: resp = None time.sleep(3) if resp is None: return None resp_json = resp.json() return resp_json.get('accessToken') class TerrainDownloaderThread(BaseDownloaderThread): URL = "https://assets.cesium.com/1/{z}/{x}/{y}.terrain?extensions=octvertexnormals-watermask&v=1.1.0" def __init__(self, root_dir, bbox, token, task_q, logger=None, write_db=False): super(TerrainDownloaderThread, self).__init__( root_dir, bbox, task_q, logger, write_db=write_db, db_file_name='Terrain.db') self.token = token self._init_metadata( format='terrain', ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: bounds='%f,%f,%f,%f' % (self.bbox.min_lng, self.bbox.min_lat, self.bbox.max_lng, self.bbox.max_lat)) def get_url(self, x, y, z): return self.URL.format(x=x, y=y, z=z)
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advanced
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api
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incomplete_code
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Pythoncode:Python
| 4 | 2 | 1,318 | true |
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# coding=utf-8\nimport json\nimport os\nimport math\nimport logging\nimport requests\nimport time\n\nfrom map_download.cmd.BaseDownloader import DownloadEngine, BaseDownloaderThread, latlng2tile_terrain, BoundBox\n\n\ndef get_access_token(token):\n resp = None\n request_count = 0\n url = \"https://api.cesium.com/v1/assets/1/endpoint\"\n while True:\n if request_count > 4:\n break\n try:\n request_count += 1\n param = {'access_token': token}\n resp = requests.get(url, params=param, timeout=2)\n if resp.status_code != 200:\n continue\n break\n except Exception as e:\n resp = None\n time.sleep(3)\n if resp is None:\n return None\n resp_json = resp.json()\n return resp_json.get('accessToken')\n\n\nclass TerrainDownloaderThread(BaseDownloaderThread):\n URL = \"https://assets.cesium.com/1/{z}/{x}/{y}.terrain?extensions=octvertexnormals-watermask&v=1.1.0\"\n\n def __init__(self, root_dir, bbox, token, task_q, logger=None, write_db=False):\n super(TerrainDownloaderThread, self).__init__(\n root_dir, bbox, task_q, logger, write_db=write_db, db_file_name='Terrain.db')\n self.token = token\n self._init_metadata(\n format='terrain',\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 bounds='%f,%f,%f,%f' % (self.bbox.min_lng, self.bbox.min_lat, self.bbox.max_lng, self.bbox.max_lat))\n\n def get_url(self, x, y, z):\n return self.URL.format(x=x, y=y, z=z)"}]
| true |
syntax
|
HARD_CUT
|
CRITICAL
|
d9a0daeef5f3a3455af5c2983af478cd08c74a7b
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # coding: utf-8 class RbacAuthorizationV1Api(object): """NOTE: This class is auto generated by the swagger code generator program. Do not edit the class manually. Ref: https://github.com/swagger-api/swagger-codegen """ def __init__(self, api_client=None): if api_client is None: api_client = ApiClient() self.api_client = api_client def create_cluster_role(self, body, **kwargs): # noqa: E501 """create_cluster_role # noqa: E501 create a ClusterRole # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.create_cluster_role(body, async_req=True) >>> result = thread.get() :param async_req bool :param V1ClusterRole body: (required) :param bool include_uninitialized: If true, partially initialized resources are included in the response. :param str pretty: If 'true', then the output is pretty printed.
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 4 • SyntaxError: unterminated triple-quoted string literal (detected at line 27) at line 16 Fix: Complete the truncated code structure
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advanced
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api
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error_detection
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Pythoncode:Python
| 2 | 1 | 1,041 | false |
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# coding: utf-8\n\nclass RbacAuthorizationV1Api(object):\n \"\"\"NOTE: This class is auto generated by the swagger code generator program.\n\n Do not edit the class manually.\n Ref: https://github.com/swagger-api/swagger-codegen\n \"\"\"\n\n def __init__(self, api_client=None):\n if api_client is None:\n api_client = ApiClient()\n self.api_client = api_client\n\n def create_cluster_role(self, body, **kwargs): # noqa: E501\n \"\"\"create_cluster_role # noqa: E501\n\n create a ClusterRole # noqa: E501\n This method makes a synchronous HTTP request by default. To make an\n asynchronous HTTP request, please pass async_req=True\n >>> thread = api.create_cluster_role(body, async_req=True)\n >>> result = thread.get()\n\n :param async_req bool\n :param V1ClusterRole body: (required)\n :param bool include_uninitialized: If true, partially initialized resources are included in the response.\n :param str pretty: If 'true', then the output is pretty printed."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unterminated string literal at line 4\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 27) at line 16\n\n Fix: Complete the truncated code structure"}]
| true |
syntax
|
HARD_CUT
|
CRITICAL
|
d9a1f3b0cf83d1115ed19f3acdb5e35f75ece5c0
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- """ Created on Fri Nov 10 23:28:58 2017 @author: dhingratul """ import urllib.request import os from selenium import webdriver from selenium.webdriver.support.ui import Select from bs4 import BeautifulSoup import ssl import requests import wget from PyPDF2 import PdfFileReader def download_file(pdf_url, mdir, filename, flag=False): if flag is True: context = ssl._create_unverified_context() response = urllib.request.urlopen(pdf_url, context=context) else: response = urllib.request.urlopen(pdf_url) filename = mdir + filename file = open(filename, 'wb') file.write(response.read()) if os.stat(filename).st_size == 0: flag = 0 else: flag = 1 file.close() return flag def download_file_R(pdf_url, mdir, filename, file_out): requests.packages.urllib3.disable_warnings() while True: # Keep trying until the webpage successfully downloads try: r = requests.get(pdf_url, verify=False, timeout=10) break # If it downloads, get out and get on with life # If it doesn't download after the timeout period, an exceptions is thrown, and we try again except requests.exceptions.RequestException as e: with open(file_out, "a") as myfile: myfile.write(pdf_url + '\n' filename = mdir + filename with open(filename, 'wb') as f: f.write(r.content) if os.stat(filename).st_size == 0: flag = 0 else: flag = 1 return flag def download_file_W(pdf_url, mdir, filename, flag=False): filename = mdir + filename ssl._create_default_https_context = ssl._create_unverified_context wget.download(pdf_url, filename) if os.stat(filename).st_size == 0: flag = 0 else: flag = 1 return flag def getDriver(url): driver = webdriver.Chrome() driver.get(url) return driver def is_valid_pdf(fn): """Check is the PDF valid """ try: with open(fn, 'rb') as f: pdf = PdfFileReader(f) numpages = pdf.numPages return (numpages > 0) except Exception as e: return False
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Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unterminated string literal at line 3 • Unclosed '(' at line 46 - expected ')' • SyntaxError: '(' was never closed at line 46 Fix: Add missing ')' bracket at line 46
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intermediate
|
api
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error_detection
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Pythoncode:Python
| 5 | 0 | 2,207 | true |
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\"\"\"\nCreated on Fri Nov 10 23:28:58 2017\n\n@author: dhingratul\n\"\"\"\nimport urllib.request\nimport os\nfrom selenium import webdriver\nfrom selenium.webdriver.support.ui import Select\nfrom bs4 import BeautifulSoup\nimport ssl\nimport requests\nimport wget\nfrom PyPDF2 import PdfFileReader\n\n\ndef download_file(pdf_url, mdir, filename, flag=False):\n if flag is True:\n context = ssl._create_unverified_context()\n response = urllib.request.urlopen(pdf_url, context=context)\n else:\n response = urllib.request.urlopen(pdf_url)\n\n filename = mdir + filename\n file = open(filename, 'wb')\n file.write(response.read())\n if os.stat(filename).st_size == 0:\n flag = 0\n else:\n flag = 1\n file.close()\n return flag\n\n\ndef download_file_R(pdf_url, mdir, filename, file_out):\n requests.packages.urllib3.disable_warnings()\n while True: # Keep trying until the webpage successfully downloads\n try:\n r = requests.get(pdf_url, verify=False, timeout=10)\n break # If it downloads, get out and get on with life\n # If it doesn't download after the timeout period, an exceptions is thrown, and we try again\n except requests.exceptions.RequestException as e:\n with open(file_out, \"a\") as myfile:\n myfile.write(pdf_url + '\\n'\n\n filename = mdir + filename\n with open(filename, 'wb') as f:\n f.write(r.content)\n if os.stat(filename).st_size == 0:\n flag = 0\n else:\n flag = 1\n\n return flag\n\n\ndef download_file_W(pdf_url, mdir, filename, flag=False):\n filename = mdir + filename\n ssl._create_default_https_context = ssl._create_unverified_context\n wget.download(pdf_url, filename)\n if os.stat(filename).st_size == 0:\n flag = 0\n else:\n flag = 1\n return flag\n\n\ndef getDriver(url):\n driver = webdriver.Chrome()\n driver.get(url)\n return driver\n\n\ndef is_valid_pdf(fn):\n \"\"\"Check is the PDF valid \"\"\"\n try:\n with open(fn, 'rb') as f:\n pdf = PdfFileReader(f)\n numpages = pdf.numPages\n return (numpages > 0)\n except Exception as e:\n return False"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unterminated string literal at line 3\n \u2022 Unclosed '(' at line 46 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 46\n\n Fix: Add missing ')' bracket at line 46"}]
| true |
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
d9a268f19adc7700cf1335eb9dfc2c8d74c5a4dc
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: """ Experiment summary ------------------ Treat each province/state in a country cases over time as a vector, do a simple K-Nearest Neighbor between countries. What country has the most similar trajectory to a given country? Plots similar countries """ import sys sys.path.insert(0, '..') from utils import data import os import sklearn import numpy as np import json import matplotlib.pyplot as plt plt.style.use('fivethirtyeight') # ------------ HYPERPARAMETERS ------------- BASE_PATH = '../COVID-19/csse_covid_19_data/' # ------------------------------------------ confirmed = os.path.join( BASE_PATH, 'csse_covid_19_time_series', 'time_series_covid19_confirmed_global.csv') confirmed = data.load_csv_data(confirmed) features = [] targets = [] fig = plt.figure(figsize=(12, 12)) ax = fig.add_subplot(111) cm = plt.get_cmap('jet') NUM_COLORS = 0 LINE_STYLES = ['solid', 'dashed', 'dotted'] NUM_STYLES = len(LINE_STYLES) dist_diff = os.path.join('../exp/results/', 'knn_raw.json') f = open(dist_diff,) dist_diff = json.load(f) for region, dist in dist_diff.items(): plt.style.use('fivethirtyeight') fig = plt.figure(figsize=(12, 12)) ax = fig.add_subplot(111) cm = plt.get_cmap('jet') other_region = dist['manhattan'][0] regions = [region, other_region] for val in regions: df = data.filter_by_attribute( confirmed, "Country/Region", val) cases, labels = data.get_cases_chronologically(df) cases = cases.sum(axis=0) lines = ax.plot(cases, label=val) ax.set_ylabel('# of confirmed cases') ax.set_xlabel("Time (days since Jan 22, 2020)") ax.set_yscale('log') ax.legend() plt.tight_layout() region = region.replace('*', '') other_region = other_region.replace('*', '') plt.title(f'Comparing confirmed cases in {region} and {other_region}') plt.savefig(f'results/raw_manhattan/{region}.png') plt.close() print(region)
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Code Review: ❌ Critical issues: Unterminated string literal at line 1 ⚠️ Code quality: Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 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 ✨ Improvements: Add closing quote at line 1 Remove debug print() at line 74 before production
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intermediate
|
data_processing
|
code_review
|
Pythoncode:Python
| 0 | 0 | 1,956 | true |
[{"role": "user", "content": "Review this Pythoncode:Python code:\n\"\"\"\nExperiment summary\n------------------\nTreat each province/state in a country cases over time\nas a vector, do a simple K-Nearest Neighbor between\ncountries. What country has the most similar trajectory\nto a given country?\n\nPlots similar countries\n\"\"\"\n\nimport sys\nsys.path.insert(0, '..')\n\nfrom utils import data\nimport os\nimport sklearn\nimport numpy as np\nimport json\nimport matplotlib.pyplot as plt\n\nplt.style.use('fivethirtyeight')\n\n# ------------ HYPERPARAMETERS -------------\nBASE_PATH = '../COVID-19/csse_covid_19_data/'\n# ------------------------------------------\n\nconfirmed = os.path.join(\n BASE_PATH,\n 'csse_covid_19_time_series',\n 'time_series_covid19_confirmed_global.csv')\nconfirmed = data.load_csv_data(confirmed)\nfeatures = []\ntargets = []\n\nfig = plt.figure(figsize=(12, 12))\nax = fig.add_subplot(111)\ncm = plt.get_cmap('jet')\nNUM_COLORS = 0\nLINE_STYLES = ['solid', 'dashed', 'dotted']\nNUM_STYLES = len(LINE_STYLES)\n\ndist_diff = os.path.join('../exp/results/', 'knn_raw.json')\nf = open(dist_diff,)\ndist_diff = json.load(f)\n\nfor region, dist in dist_diff.items():\n plt.style.use('fivethirtyeight')\n\n fig = plt.figure(figsize=(12, 12))\n ax = fig.add_subplot(111)\n cm = plt.get_cmap('jet')\n\n other_region = dist['manhattan'][0]\n regions = [region, other_region]\n for val in regions:\n df = data.filter_by_attribute(\n confirmed, \"Country/Region\", val)\n cases, labels = data.get_cases_chronologically(df)\n cases = cases.sum(axis=0)\n\n lines = ax.plot(cases, label=val)\n\n ax.set_ylabel('# of confirmed cases')\n ax.set_xlabel(\"Time (days since Jan 22, 2020)\")\n ax.set_yscale('log')\n ax.legend()\n plt.tight_layout()\n region = region.replace('*', '')\n other_region = other_region.replace('*', '')\n plt.title(f'Comparing confirmed cases in {region} and {other_region}')\n plt.savefig(f'results/raw_manhattan/{region}.png')\n plt.close()\n print(region)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 1\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\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\n\u2728 Improvements:\n Add closing quote at line 1\n Remove debug print() at line 74 before production"}]
| false | null | null | null |
d9a3883f0ea5d080d5d4d2e05df6fadcaeb5c36e
|
TheStack--python--000.parquet
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Debug this Pythoncode:Python code: class Rational(Rational_base, HybridBlock): """ Rational Activation Function, inheriting from ``mxnet.gluon.HybridBlock``. Arguments: approx_func (str): The name of the approximated function for initialisation. The different functions are available in `rational.rationals_config.json`. Default: ``leaky_relu`` degrees (tuple of int): The degrees of the numerator (P) and denominator (Q). Default ``(5, 4)`` cuda (bool): whether to execute on cuda device. NOTE: THIS PARAMETER IS CURRENTLY NOT CONSIDERED. CUDA GPUS ARE USED WHEN IT IS POSSIBLE version (str): Version of Rational to use. Rational(x) = P(x)/Q(x), where P(x) = (a_0 + a_1 * x + a_2 * x^2 + ... + a_n * x^n) and `A`: Q(x) = (1 + |b_0 * x| + | b_1 * x^2| + ... + | b_m * x^{m+1}|) `B`: Q(x) = (1 + |b_0 * x + b_1 * x^2 + ... + b_m * x^{m + 1}|) `C`: Q(x) = (0.1 + |b_0 + b_1 * x + b_2 * x^2 + ... + b_m * x^m|) `D`: like `B` with noised coefficients b_i Default ``A`` trainable (bool): Whether the weights are trainable, i.e, if they are updated during backward pass. Default ``True`` Returns: HybridBlock: Rational hybrid block """ ... [3 more functiondefs truncated] ...
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Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 2 Invalid syntax at line 43: ... [3 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 3 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 13 💡 Suggestions: Complete the expression on the last line Add closing quote at line 2 Review syntax near the error location
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advanced
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machine_learning
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debugging
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Pythoncode:Python
| 0 | 1 | 1,555 | false |
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nclass Rational(Rational_base, HybridBlock):\n \"\"\"\n Rational Activation Function, inheriting from ``mxnet.gluon.HybridBlock``.\n\n Arguments:\n approx_func (str):\n The name of the approximated function for initialisation.\n The different functions are available in `rational.rationals_config.json`.\n Default: ``leaky_relu``\n\n degrees (tuple of int):\n The degrees of the numerator (P) and denominator (Q).\n Default ``(5, 4)``\n\n cuda (bool):\n whether to execute on cuda device.\n NOTE: THIS PARAMETER IS CURRENTLY NOT CONSIDERED.\n CUDA GPUS ARE USED WHEN IT IS POSSIBLE\n\n version (str):\n Version of Rational to use. Rational(x) = P(x)/Q(x),\n where\n P(x) = (a_0 + a_1 * x + a_2 * x^2 + ... + a_n * x^n) and\n\n `A`: Q(x) = (1 + |b_0 * x| + | b_1 * x^2| + ... + | b_m * x^{m+1}|)\n `B`: Q(x) = (1 + |b_0 * x + b_1 * x^2 + ... + b_m * x^{m + 1}|)\n `C`: Q(x) = (0.1 + |b_0 + b_1 * x + b_2 * x^2 + ... + b_m * x^m|)\n `D`: like `B` with noised coefficients b_i\n\n Default ``A``\n\n trainable (bool):\n Whether the weights are trainable, i.e, if they are updated during\n backward pass.\n Default ``True``\n\n Returns:\n HybridBlock:\n Rational hybrid block\n \"\"\"\n\n\n ... [3 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: ... [3 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 3\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 13\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 |
d9a428c026d2352f281b2b7ddd8ec8a286d37297
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TheStack--python--000.parquet
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Complete this incomplete Pythoncode:Python code: """Utils for criterion.""" import torch import torch.nn.functional as F def normalize(x, axis=-1): """Performs L2-Norm.""" num = x denom = torch.norm(x, 2, axis, keepdim=True).expand_as(x) + 1e-12 return num / denom # Source : https://github.com/earhian/Humpback-Whale-Identification-1st-/blob/master/models/triplet_loss.py def euclidean_dist(x, y): """Computes Euclidean distance.""" m, n = x.size(0), y.size(0) xx = torch.pow(x, 2).sum(1, keepdim=True).expand(m, n) yy = torch.pow(x, 2).sum(1, keepdim=True).expand(m, m).t() dist = xx + yy - 2 * torch.matmul(x, y.t()) dist = dist.clamp(min=1e-12).sqrt() def cosine_dist(x, y): """Computes Cosine Distance.""" x = F.normalize(x, dim=1) y = F.normalize(y, dim=1) dist = 2 - 2 * torch.mm(x, y.t()) return dist ... code continues ...
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Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation:
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intermediate
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api
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incomplete_code
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Pythoncode:Python
| 3 | 0 | 828 | true |
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n\"\"\"Utils for criterion.\"\"\"\nimport torch\nimport torch.nn.functional as F\n\n\ndef normalize(x, axis=-1):\n \"\"\"Performs L2-Norm.\"\"\"\n num = x\n denom = torch.norm(x, 2, axis, keepdim=True).expand_as(x) + 1e-12\n return num / denom\n\n\n# Source : https://github.com/earhian/Humpback-Whale-Identification-1st-/blob/master/models/triplet_loss.py\ndef euclidean_dist(x, y):\n \"\"\"Computes Euclidean distance.\"\"\"\n m, n = x.size(0), y.size(0)\n xx = torch.pow(x, 2).sum(1, keepdim=True).expand(m, n)\n yy = torch.pow(x, 2).sum(1, keepdim=True).expand(m, m).t()\n dist = xx + yy - 2 * torch.matmul(x, y.t())\n\n dist = dist.clamp(min=1e-12).sqrt()\n\n\n\ndef cosine_dist(x, y):\n \"\"\"Computes Cosine Distance.\"\"\"\n x = F.normalize(x, dim=1)\n y = F.normalize(y, dim=1)\n dist = 2 - 2 * torch.mm(x, y.t())\n return dist\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
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INCOMPLETE_LOGIC
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MEDIUM
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d9a6621d903359b14c87695eb4a1ac8dcea18138
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TheStack--python--000.parquet
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Repair the syntax errors in this Pythoncode:Python code: """Tests for the sbahn_munich integration""" line_dict = { "name": "S3", "color": "#333333", "text_color": "#444444", }
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Syntax Analysis:
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beginner
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testing
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syntax_repair
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Pythoncode:Python
| 0 | 0 | 136 | false |
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n\"\"\"Tests for the sbahn_munich integration\"\"\"\n\n\nline_dict = {\n \"name\": \"S3\",\n \"color\": \"#333333\",\n \"text_color\": \"#444444\",\n}"}, {"role": "assistant", "content": " Syntax Analysis:"}]
| true |
syntax
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BROKEN_INDENTATION
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MEDIUM
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d9a714b3484177f5fee5427d98c53a86bf48daf3
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: #! /usr/bin/env python2.7 # -*- coding: latin-1 -*- from flask import Blueprint from flask import current_app from flask import render_template from flask_login import login_required
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
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intermediate
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ui
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error_detection
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Pythoncode:Python
| 1 | 0 | 185 | true |
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#! /usr/bin/env python2.7\n# -*- coding: latin-1 -*-\n\nfrom flask import Blueprint\nfrom flask import current_app\nfrom flask import render_template\n\nfrom flask_login import login_required"}, {"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
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HARD_CUT
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CRITICAL
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d9a88e74a4ac032ae6e8218d9ec1ed42e6092d32
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TheStack--python--000.parquet
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Complete this Pythoncode:Python code: class SupporterForm(StripeResourceMixin, StripeModelForm): """Donation support sign up form This extends the basic payment form, giving fields for credit card number, expiry, and CVV. The proper Knockout data bindings are established on :py:class:`StripeModelForm` """ class Meta: model = Supporter fields = ( 'last_4_digits', 'name', 'email', 'dollars', 'logo_url', 'site_url', 'public', ) labels = { 'public': _('Make this donation public'), } help_texts = { 'public': _('Your name and image will be displayed on the donation page'), 'email': _('Your email is used for Gravatar and so we can send you a receipt'), 'logo_url': _("URL of your company's logo, images should be 300x300 pixels or less"), 'dollars': _('Companies donating over $400 can specify a logo URL and site link'), } widgets = { 'dollars': forms.HiddenInput(attrs={ 'data-bind': 'value: dollars' }), 'logo_url': forms.TextInput(attrs={ 'data-bind': 'value: logo_url, enable: urls_enabled' }), 'site_url': forms.TextInput(attrs={ 'data-bind': 'value: site_url, enable: urls_enabled' }), 'last_4_digits': forms.TextInput(attrs={ 'data-bind': 'valueInit: card_digits, value: card_digits' }), } last_4_digits = forms.CharField(widget=forms.HiddenInput(), required=True)
|
name = forms.CharField(required=True) email = forms.CharField(required=True) def __init__(self, *args, **kwargs): self.user = kwargs.pop('user') super(SupporterForm, self).__init__(*args, **kwargs) def validate_stripe(self): """Call stripe for payment (not ideal here) and clean up logo < $200""" dollars = self.cleaned_data['dollars'] if dollars < 200: self.cleaned_data['logo_url'] = None self.cleaned_data['site_url'] = None stripe.Charge.create( amount=int(self.cleaned_data['dollars']) * 100, currency='usd', source=self.cleaned_data['stripe_token'], description='Read the Docs Sustained Engineering', receipt_email=self.cleaned_data['email'] ) def save(self, commit=True): supporter = super(SupporterForm, self).save(commit) if commit and self.user is not None and self.user.is_authenticated(): supporter.user = self.user supporter.save() return supporter ... [3 more classdefs truncated] ...
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advanced
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database
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code_completion
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Pythoncode:Python
| 3 | 2 | 2,763 | false |
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nclass SupporterForm(StripeResourceMixin, StripeModelForm):\n\n \"\"\"Donation support sign up form\n\n This extends the basic payment form, giving fields for credit card number,\n expiry, and CVV. The proper Knockout data bindings are established on\n :py:class:`StripeModelForm`\n \"\"\"\n\n class Meta:\n model = Supporter\n fields = (\n 'last_4_digits',\n 'name',\n 'email',\n 'dollars',\n 'logo_url',\n 'site_url',\n 'public',\n )\n labels = {\n 'public': _('Make this donation public'),\n }\n help_texts = {\n 'public': _('Your name and image will be displayed on the donation page'),\n 'email': _('Your email is used for Gravatar and so we can send you a receipt'),\n 'logo_url': _(\"URL of your company's logo, images should be 300x300 pixels or less\"),\n 'dollars': _('Companies donating over $400 can specify a logo URL and site link'),\n }\n widgets = {\n 'dollars': forms.HiddenInput(attrs={\n 'data-bind': 'value: dollars'\n }),\n 'logo_url': forms.TextInput(attrs={\n 'data-bind': 'value: logo_url, enable: urls_enabled'\n }),\n 'site_url': forms.TextInput(attrs={\n 'data-bind': 'value: site_url, enable: urls_enabled'\n }),\n 'last_4_digits': forms.TextInput(attrs={\n 'data-bind': 'valueInit: card_digits, value: card_digits'\n }),\n }\n\n last_4_digits = forms.CharField(widget=forms.HiddenInput(), required=True)"}, {"role": "assistant", "content": "\n name = forms.CharField(required=True)\n email = forms.CharField(required=True)\n\n def __init__(self, *args, **kwargs):\n self.user = kwargs.pop('user')\n super(SupporterForm, self).__init__(*args, **kwargs)\n\n def validate_stripe(self):\n \"\"\"Call stripe for payment (not ideal here) and clean up logo < $200\"\"\"\n dollars = self.cleaned_data['dollars']\n if dollars < 200:\n self.cleaned_data['logo_url'] = None\n self.cleaned_data['site_url'] = None\n stripe.Charge.create(\n amount=int(self.cleaned_data['dollars']) * 100,\n currency='usd',\n source=self.cleaned_data['stripe_token'],\n description='Read the Docs Sustained Engineering',\n receipt_email=self.cleaned_data['email']\n )\n\n def save(self, commit=True):\n supporter = super(SupporterForm, self).save(commit)\n if commit and self.user is not None and self.user.is_authenticated():\n supporter.user = self.user\n supporter.save()\n return supporter\n\n\n\n ... [3 more classdefs truncated] ..."}]
| false | null | null | null |
d9a90a5af3f207f1020cbf41f94830b75e23fbc9
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TheStack--python--000.parquet
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Complete this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- from .base import DataReaderBase from ..tools import COL, _get_dates, to_float, to_int import pandas as pd #from pandas.tseries.frequencies import to_offset from six.moves import cStringIO as StringIO import logging import traceback import datetime import json import token, tokenize def ymd_to_date(y, m, d): """ Returns date >>> expiration = {u'd': 1, u'm': 12, u'y': 2014} >>> ymd_to_date(**expiration) datetime.date(2014, 12, 1) >>> ymd_to_date(2014, 3, 1) datetime.date(2014, 3, 1) """ return(datetime.date(year=y, month=m, day=d)) def date_to_ymd(date): """ Returns dict like {'y': ..., 'm': ..., 'd': ...} >>> date_to_ymd(datetime.date(year=2010, month=1, day=3)) {'y': 2010, 'm': 1, 'd': 3} """ d = { 'y': date.year, 'm': date.month, 'd': date.day } return(d) def fix_lazy_json(in_text): """ Handle lazy JSON - to fix expecting property name this function fixes the json output from google http://stackoverflow.com/questions/4033633/handling-lazy-json-in-python-expecting-property-name """ tokengen = tokenize.generate_tokens(StringIO(in_text).readline) result = [] for tokid, tokval, _, _, _ in tokengen: # fix unquoted strings if (tokid == token.NAME): if tokval not in ['true', 'false', 'null', '-Infinity', 'Infinity', 'NaN']: tokid = token.STRING tokval = u'"%s"' % tokval # fix single-quoted strings
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elif (tokid == token.STRING): if tokval.startswith ("'"): tokval = u'"%s"' % tokval[1:-1].replace ('"', '\\"') # remove invalid commas elif (tokid == token.OP) and ((tokval == '}') or (tokval == ']')): if (len(result) > 0) and (result[-1][1] == ','): result.pop() # fix single-quoted strings elif (tokid == token.STRING): if tokval.startswith ("'"): tokval = u'"%s"' % tokval[1:-1].replace ('"', '\\"') result.append((tokid, tokval)) return tokenize.untokenize(result) def json_decode(json_string): try: ret = json.loads(json_string) except: json_string = fix_lazy_json(json_string) ret = json.loads(json_string) return ret class DataReaderGoogleFinanceOptions(DataReaderBase): """ DataReader to fetch data from Google Finance Options see https://www.google.com/finance/option_chain https://github.com/makmac213/python-google-option-chain http://www.drtomstarke.com/index.php/option-chains-from-google-finance-api """ def init(self, *args, **kwargs): self._get_multi = self._get_multi_todict def _get_one(self, name, *args, **kwargs): return(self._get_one_raw(name, 'All', 'json')) ... [2 more functiondefs truncated] ...
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advanced
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api
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code_completion
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Pythoncode:Python
| 6 | 1 | 2,923 | true |
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\nfrom .base import DataReaderBase\nfrom ..tools import COL, _get_dates, to_float, to_int\n\nimport pandas as pd\n#from pandas.tseries.frequencies import to_offset\nfrom six.moves import cStringIO as StringIO\nimport logging\nimport traceback\nimport datetime\n\nimport json\nimport token, tokenize\n\n\ndef ymd_to_date(y, m, d):\n \"\"\"\n Returns date\n\n >>> expiration = {u'd': 1, u'm': 12, u'y': 2014}\n >>> ymd_to_date(**expiration)\n datetime.date(2014, 12, 1)\n\n >>> ymd_to_date(2014, 3, 1)\n datetime.date(2014, 3, 1)\n\n \"\"\"\n return(datetime.date(year=y, month=m, day=d))\n\ndef date_to_ymd(date):\n \"\"\"\n Returns dict like {'y': ..., 'm': ..., 'd': ...}\n\n >>> date_to_ymd(datetime.date(year=2010, month=1, day=3))\n {'y': 2010, 'm': 1, 'd': 3}\n \"\"\"\n d = {\n 'y': date.year,\n 'm': date.month,\n 'd': date.day\n }\n return(d)\n\ndef fix_lazy_json(in_text):\n \"\"\"\n Handle lazy JSON - to fix expecting property name\n this function fixes the json output from google\n http://stackoverflow.com/questions/4033633/handling-lazy-json-in-python-expecting-property-name\n \"\"\"\n tokengen = tokenize.generate_tokens(StringIO(in_text).readline)\n\n result = []\n for tokid, tokval, _, _, _ in tokengen:\n # fix unquoted strings\n if (tokid == token.NAME):\n if tokval not in ['true', 'false', 'null', '-Infinity', 'Infinity', 'NaN']:\n tokid = token.STRING\n tokval = u'\"%s\"' % tokval\n\n # fix single-quoted strings"}, {"role": "assistant", "content": "\n elif (tokid == token.STRING):\n if tokval.startswith (\"'\"):\n tokval = u'\"%s\"' % tokval[1:-1].replace ('\"', '\\\\\"')\n\n # remove invalid commas\n elif (tokid == token.OP) and ((tokval == '}') or (tokval == ']')):\n if (len(result) > 0) and (result[-1][1] == ','):\n result.pop()\n\n # fix single-quoted strings\n elif (tokid == token.STRING):\n if tokval.startswith (\"'\"):\n tokval = u'\"%s\"' % tokval[1:-1].replace ('\"', '\\\\\"')\n\n result.append((tokid, tokval))\n\n return tokenize.untokenize(result)\n\ndef json_decode(json_string):\n try:\n ret = json.loads(json_string)\n except:\n json_string = fix_lazy_json(json_string)\n ret = json.loads(json_string)\n return ret\n\nclass DataReaderGoogleFinanceOptions(DataReaderBase):\n \"\"\"\n DataReader to fetch data from Google Finance Options\n\n see https://www.google.com/finance/option_chain\n https://github.com/makmac213/python-google-option-chain\n http://www.drtomstarke.com/index.php/option-chains-from-google-finance-api\n \"\"\"\n def init(self, *args, **kwargs):\n self._get_multi = self._get_multi_todict\n\n def _get_one(self, name, *args, **kwargs):\n return(self._get_one_raw(name, 'All', 'json'))\n\n\n ... [2 more functiondefs truncated] ..."}]
| false | null | null | null |
d9ad95f0461bd02e44c310b1381567e8524c288c
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: # !/usr/bin/python # -*- coding: utf-8 -*- # @time : 2019/11/2 21:08 # @author : Mo # @function: from keras_textclassification.data_preprocess.text_preprocess import load_json, save_json from keras_textclassification.conf.path_config import path_model_dir class PreprocessGenerator: """ 数据预处理, 输入为csv格式, [label,ques] """ def __init__(self): self.l2i_i2l = None if os.path.exists(path_fast_text_model_l2i_i2l): self.l2i_i2l = load_json(path_fast_text_model_l2i_i2l) def prereocess_idx(self, pred): if os.path.exists(path_fast_text_model_l2i_i2l): pred_i2l = {} i2l = self.l2i_i2l['i2l'] for i in range(len(pred)): pred_i2l[i2l[str(i)]] = pred[i] pred_i2l_rank = [sorted(pred_i2l.items(), key=lambda k: k[1], reverse=True)] return pred_i2l_rank else: raise RuntimeError("path_fast_text_model_label2index is None") def prereocess_pred_xid(self, pred): if os.path.exists(path_fast_text_model_l2i_i2l): pred_l2i = {} l2i = self.l2i_i2l['l2i'] for i in range(len(pred)): pred_l2i[pred[i]] = l2i[pred[i]] pred_l2i_rank = [sorted(pred_l2i.items(), key=lambda k: k[1], reverse=True)] return pred_l2i_rank else: raise RuntimeError("path_fast_text_model_label2index is None") def preprocess_get_label_set(self, path):
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 11 • Block at line 5 has no indented body • Block at line 41 has no body - expected indented block Fix: Complete the truncated code structure
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advanced
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machine_learning
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error_detection
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Pythoncode:Python
| 5 | 1 | 1,483 | true |
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# !/usr/bin/python\n# -*- coding: utf-8 -*-\n# @time : 2019/11/2 21:08\n# @author : Mo\n# @function:\n\n\nfrom keras_textclassification.data_preprocess.text_preprocess import load_json, save_json\nfrom keras_textclassification.conf.path_config import path_model_dir\nclass PreprocessGenerator:\n \"\"\"\n \u6570\u636e\u9884\u5904\u7406, \u8f93\u5165\u4e3acsv\u683c\u5f0f, [label,ques]\n \"\"\"\n def __init__(self):\n self.l2i_i2l = None\n if os.path.exists(path_fast_text_model_l2i_i2l):\n self.l2i_i2l = load_json(path_fast_text_model_l2i_i2l)\n\n def prereocess_idx(self, pred):\n if os.path.exists(path_fast_text_model_l2i_i2l):\n pred_i2l = {}\n i2l = self.l2i_i2l['i2l']\n for i in range(len(pred)):\n pred_i2l[i2l[str(i)]] = pred[i]\n pred_i2l_rank = [sorted(pred_i2l.items(), key=lambda k: k[1], reverse=True)]\n return pred_i2l_rank\n else:\n raise RuntimeError(\"path_fast_text_model_label2index is None\")\n\n def prereocess_pred_xid(self, pred):\n if os.path.exists(path_fast_text_model_l2i_i2l):\n pred_l2i = {}\n l2i = self.l2i_i2l['l2i']\n for i in range(len(pred)):\n pred_l2i[pred[i]] = l2i[pred[i]]\n pred_l2i_rank = [sorted(pred_l2i.items(), key=lambda k: k[1], reverse=True)]\n return pred_l2i_rank\n else:\n raise RuntimeError(\"path_fast_text_model_label2index is None\")\n\n def preprocess_get_label_set(self, path):"}, {"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 11\n \u2022 Block at line 5 has no indented body\n \u2022 Block at line 41 has no body - expected indented block\n\n Fix: Complete the truncated code structure"}]
| true |
syntax
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HARD_CUT
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CRITICAL
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d9adb9ef68a4c2ce5de1ed13aea3230964400996
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TheStack--python--000.parquet
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Complete this incomplete Pythoncode:Python code: # Copyright 2014 The Chromium Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. from gpu_tests.gpu_test_expectations import GpuTestExpectations ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: # See the GpuTestExpectations class for documentation. class PixelExpectations(GpuTestExpectations): ... [1 more functiondefs truncated] ...
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intermediate
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testing
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incomplete_code
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Pythoncode:Python
| 0 | 1 | 227 | true |
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# Copyright 2014 The Chromium Authors. All rights reserved.\n# Use of this source code is governed by a BSD-style license that can be\n# found in the LICENSE file.\n\nfrom gpu_tests.gpu_test_expectations import GpuTestExpectations\n\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n# See the GpuTestExpectations class for documentation.\n\nclass PixelExpectations(GpuTestExpectations):\n\n ... [1 more functiondefs truncated] ..."}]
| true |
syntax
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HARD_CUT
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CRITICAL
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d9aeee22298fa03239ef3d63fdcaa4984d37ba63
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TheStack--python--000.parquet
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Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- # Generated by Django 1.11.13 on 2018-06-08 22:54 from __future__ import unicode_literals from django.conf import settings import django.contrib.postgres.fields.jsonb from django.db import migrations, models import django.db.models.deletion class Migration(migrations.Migration): initial = True dependencies = [ migrations.swappable_dependency(settings.AUTH_USER_MODEL), ] operations = [ migrations.CreateModel( name='BudgetItem', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('year', models.IntegerField()), ('agency', models.TextField()), ('data_source', models.TextField()), ('category', models.TextField()), ('dollars_budgeted', models.DecimalField(decimal_places=2, max_digits=14)), ('dollars_spent', models.DecimalField(decimal_places=2, max_digits=14)), ('row_number', models.IntegerField()), ], ), migrations.CreateModel( name='Upload', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('created_at', models.DateTimeField(auto_now_add=True)), ('updated_at', models.DateTimeField(auto_now=True)), ('file_metadata', django.contrib.postgres.fields.jsonb.JSONField(null=True)), ('file', models.FileField(upload_to='')), ('raw', models.BinaryField(null=True)), ('validation_results', django.contrib.postgres.fields.jsonb.JSONField(null=True)), ('status', models.CharField(choices=[('LOADING', 'Loading'), ('PENDING', 'Pending'), ('STAGED', 'Staged'), ('INSERTED', 'Inserted'), ('DELETED', 'Deleted')], default='LOADING', max_length=10)), ('status_changed_at', models.DateTimeField(null=True)), ('replaces', models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, related_name='replaced_by', to='budget_data_ingest.Upload')), ('status_changed_by', models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, related_name='+', to=settings.AUTH_USER_MODEL)), ('submitter', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)), ], options={ 'abstract': False, }, ), migrations.AddField( model_name='budgetitem', name='upload', field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='budget_data_ingest.Upload'), ), ]
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Code analysis results: 🔴 Errors found: Block at line 11 has no indented body SQL injection risk at line 46 - use parameterized queries ⚠️ Warnings: Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 20 Unexpected indentation at line 21 💡 Suggestions: Add docstring to class 'Migration' Line 43 too long (209 chars) - break into multiple lines Line 45 too long (164 chars) - break into multiple lines
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advanced
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machine_learning
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debugging
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Pythoncode:Python
| 0 | 1 | 2,801 | true |
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Generated by Django 1.11.13 on 2018-06-08 22:54\nfrom __future__ import unicode_literals\n\nfrom django.conf import settings\nimport django.contrib.postgres.fields.jsonb\nfrom django.db import migrations, models\nimport django.db.models.deletion\n\n\nclass Migration(migrations.Migration):\n\n initial = True\n\n dependencies = [\n migrations.swappable_dependency(settings.AUTH_USER_MODEL),\n ]\n\n operations = [\n migrations.CreateModel(\n name='BudgetItem',\n fields=[\n ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),\n ('year', models.IntegerField()),\n ('agency', models.TextField()),\n ('data_source', models.TextField()),\n ('category', models.TextField()),\n ('dollars_budgeted', models.DecimalField(decimal_places=2, max_digits=14)),\n ('dollars_spent', models.DecimalField(decimal_places=2, max_digits=14)),\n ('row_number', models.IntegerField()),\n ],\n ),\n migrations.CreateModel(\n name='Upload',\n fields=[\n ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),\n ('created_at', models.DateTimeField(auto_now_add=True)),\n ('updated_at', models.DateTimeField(auto_now=True)),\n ('file_metadata', django.contrib.postgres.fields.jsonb.JSONField(null=True)),\n ('file', models.FileField(upload_to='')),\n ('raw', models.BinaryField(null=True)),\n ('validation_results', django.contrib.postgres.fields.jsonb.JSONField(null=True)),\n ('status', models.CharField(choices=[('LOADING', 'Loading'), ('PENDING', 'Pending'), ('STAGED', 'Staged'), ('INSERTED', 'Inserted'), ('DELETED', 'Deleted')], default='LOADING', max_length=10)),\n ('status_changed_at', models.DateTimeField(null=True)),\n ('replaces', models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, related_name='replaced_by', to='budget_data_ingest.Upload')),\n ('status_changed_by', models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, related_name='+', to=settings.AUTH_USER_MODEL)),\n ('submitter', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),\n ],\n options={\n 'abstract': False,\n },\n ),\n migrations.AddField(\n model_name='budgetitem',\n name='upload',\n field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='budget_data_ingest.Upload'),\n ),\n ]"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 11 has no indented body\n SQL injection risk at line 46 - use parameterized queries\n\n\u26a0\ufe0f Warnings:\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\n\ud83d\udca1 Suggestions:\n Add docstring to class 'Migration'\n Line 43 too long (209 chars) - break into multiple lines\n Line 45 too long (164 chars) - break into multiple lines"}]
| false | null | null | null |
d9afca45a6adc9c41c0b981032c729d59e9db234
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: import setuptools #enables develop setuptools.setup( name='pysvm', version='0.1', description='PySVM : A NumPy implementation of SVM based on SMO algorithm', autho
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unclosed '(' at line 3 - expected ')' • SyntaxError: '(' was never closed at line 3 Fix: Complete the truncated code structure
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intermediate
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api
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error_detection
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Pythoncode:Python
| 0 | 0 | 181 | true |
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport setuptools #enables develop\n\nsetuptools.setup(\n name='pysvm',\n version='0.1',\n description='PySVM : A NumPy implementation of SVM based on SMO algorithm',\n autho"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '(' at line 3 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 3\n\n Fix: Complete the truncated code structure"}]
| true |
syntax
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HARD_CUT
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CRITICAL
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d9b0c3d32e07c56a0732f0fca454740538a940fe
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TheStack--python--000.parquet
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Suggest refactoring for this Pythoncode:Python code: ######## Image Object Detection Using Tensorflow-trained Classifier ######### # # Author: Evan Juras # Date: 1/15/18 # Description: # This program uses a TensorFlow-trained classifier to perform object detection. # It loads the classifier uses it to perform object detection on an image. # It draws boxes and scores around the objects of interest in the image. ## Some of the code is copied from Google's example at ## https://github.com/tensorflow/models/blob/master/research/object_detection/object_detection_tutorial.ipynb ## and some is copied from Dat Tran's example at ## https://github.com/datitran/object_detector_app/blob/master/object_detection_app.py ## but I changed it to make it more understandable to me. # Import packages import os import cv2 import numpy as np import tensorflow as tf import sys # This is needed since the notebook is stored in the object_detection folder.
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
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api
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refactoring
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Pythoncode:Python
| 0 | 0 | 896 | true |
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n######## Image Object Detection Using Tensorflow-trained Classifier #########\n#\n# Author: Evan Juras\n# Date: 1/15/18\n# Description: \n# This program uses a TensorFlow-trained classifier to perform object detection.\n# It loads the classifier uses it to perform object detection on an image.\n# It draws boxes and scores around the objects of interest in the image.\n\n## Some of the code is copied from Google's example at\n## https://github.com/tensorflow/models/blob/master/research/object_detection/object_detection_tutorial.ipynb\n\n## and some is copied from Dat Tran's example at\n## https://github.com/datitran/object_detector_app/blob/master/object_detection_app.py\n\n## but I changed it to make it more understandable to me.\n\n# Import packages\nimport os\nimport cv2\nimport numpy as np\nimport tensorflow as tf\nimport sys\n\n# This is needed since the notebook is stored in the object_detection folder."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false | null | null | null |
d9b0df7f5ef294a68858d836af143c289d120187
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: from data_collection.management.commands import BaseXpressDemocracyClubCsvImporter class Command(BaseXpressDemocracyClubCsvImporter): council_id = 'E06000027' addresses_name = 'parl.2017-06-08/Version 1/Torbay Democracy_Club__08June2017.tsv' stations_name = 'parl.2017-06-08/Version 1/Torbay Democracy_Club__08June2017.tsv' elections = ['parl.2017-06-08'] csv_delimiter = '\t'
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Classes: Command This code demonstrates Pythoncode:Python programming.
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intermediate
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oop
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code_explanation
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Pythoncode:Python
| 0 | 1 | 398 | true |
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom data_collection.management.commands import BaseXpressDemocracyClubCsvImporter\n\nclass Command(BaseXpressDemocracyClubCsvImporter):\n council_id = 'E06000027'\n addresses_name = 'parl.2017-06-08/Version 1/Torbay Democracy_Club__08June2017.tsv'\n stations_name = 'parl.2017-06-08/Version 1/Torbay Democracy_Club__08June2017.tsv'\n elections = ['parl.2017-06-08']\n csv_delimiter = '\\t'"}, {"role": "assistant", "content": " Classes: Command\n This code demonstrates Pythoncode:Python programming."}]
| false | null | null | null |
d9b2e0c418fbf0ff7ba59e80c34fb2974714b1c9
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TheStack--python--000.parquet
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Fill in the in this Pythoncode:Python code: from django.db.models import Q from django.shortcuts import render from django.http import Http404 # Create your views here. from rest_framework.views import APIView from rest_framework.response import Response from rest_framework.decorators import api_view from .models import Product, Category from .serializers import ProductSerializer, CategorySerializer class LatestProductsList(APIView): def get(self, request, format=None): products = Product.objects.all()[0:4] serializer = ProductSerializer(products,many=True) return Response(serializer.data) class ProductDetail(APIView): def get_object(self, category_slug, product_slug): try: return Product.objects.filter(category__slug=category_slug).get(slug=product_slug) # Complete this line raise Http404 def get(self, request, category_slug, product_slug, format= None): product = self.get_object(category_slug, product_slug) serializer = ProductSerializer(product) return Response(serializer.data) class CategoryDetail(APIView): def get_object(self, category_slug): try: return Category.objects.get(slug=category_slug) except Category.DoesNotExist: raise Http404 def get(self, request, category_slug, format= None): category = self.get_object(category_slug) serializer = CategorySerializer(category) return Response(serializer.data) @api_view(['POST']) def search(request): query = request.data.get('query', '') if query: products = Product.objects.filter(Q(name__icontains=query) | Q(description__icontains=query)) serializer = ProductSerializer(products, many=True) return Response(serializer.data) else: return Response({"products": []})
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The missing line is: except Product.DoesNotExist:
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advanced
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testing
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fill_in_the_blank
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Pythoncode:Python
| 6 | 3 | 1,832 | true |
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom django.db.models import Q\n\nfrom django.shortcuts import render\nfrom django.http import Http404\n\n# Create your views here.\nfrom rest_framework.views import APIView\nfrom rest_framework.response import Response\nfrom rest_framework.decorators import api_view\n\nfrom .models import Product, Category\nfrom .serializers import ProductSerializer, CategorySerializer\n\nclass LatestProductsList(APIView):\n def get(self, request, format=None):\n products = Product.objects.all()[0:4]\n serializer = ProductSerializer(products,many=True)\n return Response(serializer.data)\n\nclass ProductDetail(APIView):\n def get_object(self, category_slug, product_slug):\n try:\n return Product.objects.filter(category__slug=category_slug).get(slug=product_slug)\n # Complete this line\n raise Http404\n\n def get(self, request, category_slug, product_slug, format= None):\n product = self.get_object(category_slug, product_slug)\n serializer = ProductSerializer(product)\n return Response(serializer.data)\n\nclass CategoryDetail(APIView):\n def get_object(self, category_slug):\n try:\n return Category.objects.get(slug=category_slug)\n except Category.DoesNotExist:\n raise Http404\n \n def get(self, request, category_slug, format= None):\n category = self.get_object(category_slug)\n serializer = CategorySerializer(category)\n return Response(serializer.data)\n\n@api_view(['POST'])\ndef search(request):\n query = request.data.get('query', '')\n\n if query:\n products = Product.objects.filter(Q(name__icontains=query) | Q(description__icontains=query))\n serializer = ProductSerializer(products, many=True)\n return Response(serializer.data)\n else:\n return Response({\"products\": []})"}, {"role": "assistant", "content": "The missing line is:\n except Product.DoesNotExist:"}]
| false | null | null | null |
d9b38469f6b00b7a441fff875e4ecd7bcc272b7e
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: from sys import maxsize class Contact: def __init__(self, fname=None, mname=None, lname=None, nick=None, title=None, comp=None, addr=None, home=None, mobile=None, work=None, fax=None, email1=None, email2=None, email3=None, homepage=None, bday=None, bmonth=None, byear=None, aday=None, amonth=None, ayear=None, secaddr=None, secphone=None, note=None, id =None): self.fname = fname self.mname = mname self.lname = lname self.nick = nick self.title = title self.comp = comp self.addr = addr self.home = home self.mobile = mobile self.work = work self.fax = fax self.email1 = email1 self.email2 = email2 self.email3 = email3 self.homepage = homepage self.bday = bday self.bmonth = bmonth self.byear = byear self.aday = aday self.amonth = amonth self.ayear = ayear self.secaddr = secaddr self.secphone = secphone self.note = note self.id = id def __repr__(self): return "%s:%s:%s" % (self.id, self.fname, self.lname) def __eq__(self, other): return (self.id is None or other.id is None or self.id == other.id) and self.fname == other.fname and self.lname == other.lname def id_or_max(self): if self.id: return int(self.id) else:
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Error Analysis: Error Type: INCOMPLETE_LOGIC Error: Logic Error / Incomplete Statement Detected Errors: • Block at line 4 has no indented body • Block at line 45 has no body - expected indented block • IndentationError at line 45 Fix: Complete if-else statement
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advanced
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machine_learning
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error_detection
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Pythoncode:Python
| 4 | 1 | 1,440 | true |
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom sys import maxsize\n\n\nclass Contact:\n\n def __init__(self, fname=None, mname=None, lname=None, nick=None, title=None, comp=None, addr=None,\n home=None, mobile=None, work=None, fax=None, email1=None, email2=None, email3=None,\n homepage=None, bday=None, bmonth=None, byear=None, aday=None, amonth=None, ayear=None,\n secaddr=None, secphone=None, note=None, id =None):\n self.fname = fname\n self.mname = mname\n self.lname = lname\n self.nick = nick\n self.title = title\n self.comp = comp\n self.addr = addr\n self.home = home\n self.mobile = mobile\n self.work = work\n self.fax = fax\n self.email1 = email1\n self.email2 = email2\n self.email3 = email3\n self.homepage = homepage\n self.bday = bday\n self.bmonth = bmonth\n self.byear = byear\n self.aday = aday\n self.amonth = amonth\n self.ayear = ayear\n self.secaddr = secaddr\n self.secphone = secphone\n self.note = note\n self.id = id\n\n def __repr__(self):\n return \"%s:%s:%s\" % (self.id, self.fname, self.lname)\n\n def __eq__(self, other):\n return (self.id is None or other.id is None or self.id == other.id) and self.fname == other.fname and self.lname == other.lname\n\n def id_or_max(self):\n if self.id:\n return int(self.id)\n else:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: INCOMPLETE_LOGIC\n Error: Logic Error / Incomplete Statement\n\n Detected Errors:\n \u2022 Block at line 4 has no indented body\n \u2022 Block at line 45 has no body - expected indented block\n \u2022 IndentationError at line 45\n\n Fix: Complete if-else statement"}]
| true |
syntax
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INCOMPLETE_LOGIC
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MEDIUM
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d9b42bca24804913cf6908775c04bc29a0bec6df
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TheStack--python--000.parquet
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Review this Pythoncode:Python code: ########################################################################## # # Copyright (c) 2010-2012, Image Engine Design Inc. All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are # met: # # * Redistributions of source code must retain the above copyright # notice, this list of conditions and the following disclaimer. # # * Redistributions in binary form must reproduce the above copyright # notice, this list of conditions and the following disclaimer in the # documentation and/or other materials provided with the distribution. # # * Neither the name of Image Engine Design nor the names of any # other contributors to this software may be used to endorse or # promote products derived from this software without specific prior # written permission. # # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS # IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, # THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR # PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR # CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, # EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, # PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR # PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF # LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING # NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS # SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. # ########################################################################## from __future__ import with_statement import os import sys import shutil import unittest import IECore class TestBasicPreset( unittest.TestCase ) : ... [8 more functiondefs truncated] ...
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Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 21 Block at line 7 has no indented body Block at line 43 has no indented body IndentationError at line 46 ✨ Improvements: Complete the expression on the last line Add closing quote at line 21 Fix indentation to match Python syntax rules
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advanced
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testing
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code_review
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Pythoncode:Python
| 0 | 1 | 1,987 | true |
[{"role": "user", "content": "Review this Pythoncode:Python code:\n##########################################################################\n#\n# Copyright (c) 2010-2012, Image Engine Design Inc. All rights reserved.\n#\n# Redistribution and use in source and binary forms, with or without\n# modification, are permitted provided that the following conditions are\n# met:\n#\n# * Redistributions of source code must retain the above copyright\n# notice, this list of conditions and the following disclaimer.\n#\n# * Redistributions in binary form must reproduce the above copyright\n# notice, this list of conditions and the following disclaimer in the\n# documentation and/or other materials provided with the distribution.\n#\n# * Neither the name of Image Engine Design nor the names of any\n# other contributors to this software may be used to endorse or\n# promote products derived from this software without specific prior\n# written permission.\n#\n# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS\n# IS\" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,\n# THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR\n# PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR\n# CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,\n# EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,\n# PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR\n# PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF\n# LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING\n# NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS\n# SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n#\n##########################################################################\n\nfrom __future__ import with_statement\n\nimport os\nimport sys\nimport shutil\nimport unittest\nimport IECore\n\nclass TestBasicPreset( unittest.TestCase ) :\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 21\n Block at line 7 has no indented body\n Block at line 43 has no indented body\n IndentationError at line 46\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 21\n Fix indentation to match Python syntax rules"}]
| false | null | null | null |
d9b4cabd9071c90b544409b5b87e3302450b1278
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TheStack--python--000.parquet
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Complete this incomplete Pythoncode:Python code: class Pacman(Domain): """ Pacman domain, which acts as a wrapper for the Pacman implementation from the BerkeleyX/CS188.1x course project 3. **STATE:** The state vector has a series of dimensions: * [2] The x and y coordinates of pacman * [3 * ng] the x and y coordinates as well as the scare time of each ghost ("scare time" is how long the ghost remains scared after consuming a capsule.) * [nf] binary variables indicating if a food is still on the board or not * [nc] binary variables for each capsule indicating if it is still on the board or not *nf* and *nc* are map-dependent, and *ng* can be set as a parameter. Based on above, total dimensionality of state vector is map-dependent, and given by (2 + 3*ng + nf + nc). **ACTIONS:** Move Pacman [up, down, left, right, stay] **REWARD:** See the Berkeley project website below for more info. ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: The visualization runs as fast as your CPU will permit; to slow things down so gameplay is actually visible, de-comment time.sleep() in the showDomain() method. **REFERENCE:** This domain is an RLPy wrapper for the implementation
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advanced
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api
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incomplete_code
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Pythoncode:Python
| 0 | 1 | 915 | true |
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nclass Pacman(Domain):\n\n \"\"\"\n Pacman domain, which acts as a wrapper for the Pacman implementation\n from the BerkeleyX/CS188.1x course project 3.\n\n **STATE:** The state vector has a series of dimensions:\n\n * [2] The x and y coordinates of pacman\n * [3 * ng] the x and y coordinates as well as the scare time of each ghost\n (\"scare time\" is how long the ghost remains scared after consuming a capsule.)\n * [nf] binary variables indicating if a food is still on the board or not\n * [nc] binary variables for each capsule indicating if it is still on the board or not\n\n *nf* and *nc* are map-dependent, and *ng* can be set as a parameter.\n Based on above, total dimensionality of state vector is map-dependent,\n and given by (2 + 3*ng + nf + nc).\n\n **ACTIONS:** Move Pacman [up, down, left, right, stay]\n\n **REWARD:** See the Berkeley project website below for more info.\n\n \n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n The visualization runs as fast as your CPU will permit; to slow things\n down so gameplay is actually visible, de-comment time.sleep()\n in the showDomain() method.\n\n **REFERENCE:** This domain is an RLPy wrapper for the implementation"}]
| true |
syntax
|
HARD_CUT
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CRITICAL
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d9b4da54ad6bdf7efb1efb5b210a443bc83b0db4
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TheStack--python--000.parquet
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Debug this Pythoncode:Python code: from zeit.cms.i18n import MessageFactory as _ import zope.interface import zope.schema class IGlobalSettings(zope.interface.Interface): """Global CMS settings.""" default_year = zope.schema.Int( title=_("Default year"), min=1900, max=2100) default_volume = zope.schema.Int( title=_("Default volume"), min=1, max=54) def get_working_directory(template): """Return the collection which is the main working directory. template: Template which will be filled with year and volume. In ``template`` the placeholders $year and $volume will be replaced. Example: 'online/$year/$volume/foo' If the respective collection does not exist, it will be created before returning it. """
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Code analysis results: 🔴 Errors found: Unterminated string literal at line 20 ⚠️ Warnings: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 15 💡 Suggestions: Add closing quote at line 20
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advanced
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machine_learning
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debugging
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Pythoncode:Python
| 1 | 1 | 819 | true |
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom zeit.cms.i18n import MessageFactory as _\nimport zope.interface\nimport zope.schema\n\n\nclass IGlobalSettings(zope.interface.Interface):\n \"\"\"Global CMS settings.\"\"\"\n\n default_year = zope.schema.Int(\n title=_(\"Default year\"),\n min=1900,\n max=2100)\n\n default_volume = zope.schema.Int(\n title=_(\"Default volume\"),\n min=1,\n max=54)\n\n def get_working_directory(template):\n \"\"\"Return the collection which is the main working directory.\n\n template:\n Template which will be filled with year and volume. In\n ``template`` the placeholders $year and $volume will be replaced.\n Example: 'online/$year/$volume/foo'\n\n If the respective collection does not exist, it will be created before\n returning it.\n\n \"\"\""}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 20\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 15\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 20"}]
| false | null | null | null |
d9b4dfc1ad39620d7b5b2d1c39ad7fd8f6cec36b
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: N, M = map(int, input().split()) for i in range(1, M + 1): if i % 2 == 1: j = (i - 1) // 2 print(1 + j, M + 1 - j) else: j = (i - 2) // 2 print(M + 2 + j, 2 * M + 1 - j)
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Code analysis results: ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 9 💡 Suggestions: Remove debug print() at line 6 before production Remove debug print() at line 9 before production
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intermediate
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general
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debugging
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Pythoncode:Python
| 0 | 0 | 211 | false |
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nN, M = map(int, input().split())\n\nfor i in range(1, M + 1):\n if i % 2 == 1:\n j = (i - 1) // 2\n print(1 + j, M + 1 - j)\n else:\n j = (i - 2) // 2\n print(M + 2 + j, 2 * M + 1 - j)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 9\n\n\ud83d\udca1 Suggestions:\n Remove debug print() at line 6 before production\n Remove debug print() at line 9 before production"}]
| false | null | null | null |
d9b55a7ee025f94a0ef3f125fa9c30f974dd7d6e
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- # 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 re import sys from setuptools import setup from setuptools.command.test import test as TestCommand __version__ = '' with open('facebookbot/__about__.py', 'r') as fd: reg = re.compile(r'__version__ = [\'"]([^\'"]*)[\'"]') for line in fd: m = reg.match(line) if m: __version__ = m.group(1) break def _requirements(): Error: IndentationError / Incomplete Function
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Fixed Code: #!/usr/bin/env python # -*- coding: utf-8 -*- # 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 re import sys from setuptools import setup from setuptools.command.test import test as TestCommand Explanation: Complete the function '_requirements' body and add missing return
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intermediate
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testing
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error_fixing
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Pythoncode:Python
| 1 | 0 | 975 | true |
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\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\n\nimport re\nimport sys\n\nfrom setuptools import setup\nfrom setuptools.command.test import test as TestCommand\n\n__version__ = ''\nwith open('facebookbot/__about__.py', 'r') as fd:\n reg = re.compile(r'__version__ = [\\'\"]([^\\'\"]*)[\\'\"]')\n for line in fd:\n m = reg.match(line)\n if m:\n __version__ = m.group(1)\n break\n\n\ndef _requirements():\n\n Error: IndentationError / Incomplete Function"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\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\n\nimport re\nimport sys\n\nfrom setuptools import setup\nfrom setuptools.command.test import test as TestCommand\n\n Explanation: Complete the function '_requirements' body and add missing return"}]
| true |
syntax
|
MID_FUNCTION
|
HIGH
|
d9b62ab258f0b51ef25d431f8fa66de9acd438a7
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: # coding=utf-8 # Copyright (c) Facebook, Inc. and its affiliates. # Copyright (c) HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the Licen ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: # limitations under the License. class ModalEmbeddings(nn.Module): """Generic Modal Embeddings which takes in an encoder, and a transformer embedding.""" def __init__(self, config, encoder, embeddings):
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advanced
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api
|
incomplete_code
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Pythoncode:Python
| 1 | 1 | 563 | false |
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# coding=utf-8\n# Copyright (c) Facebook, Inc. and its affiliates.\n# Copyright (c) HuggingFace Inc. team.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the Licen\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# limitations under the License.\nclass ModalEmbeddings(nn.Module):\n \"\"\"Generic Modal Embeddings which takes in an encoder, and a transformer embedding.\"\"\"\n\n def __init__(self, config, encoder, embeddings):"}]
| true |
syntax
|
HARD_CUT
|
CRITICAL
|
d9b76c6f6bd2bcb1986a9d9701e4ee097a1ff3bf
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TheStack--python--000.parquet
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Fix this broken Pythoncode:Python code: from abc import ( class BaseBeaconChain(Configurable, ABC): """ The base class for all BeaconChain objects """ chaindb = None # type: BaseBeaconChainDB chaindb_class = None # type: Type[BaseBeaconChainDB] sm_configuration = None # type: Tuple[Tuple[Slot, Type[BaseBeaconStateMachine]], ...] chain_id = None # type: int # # Helpers # @classmethod @abstractmethod def get_chaindb_class(cls) -> Type[BaseBeaconChainDB]: pass # # Chain API # @classmethod @abstractmethod def from_genesis(cls, base_db: BaseAtomicDB, genesis_state: BeaconState, genesis_block: BaseBeaconBlock) -> 'BaseBeaconChain': pass # # State Machine Error: SyntaxError: unterminated string literal
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Fixed Code: from abc import ( class BaseBeaconChain(Configurable, ABC): """ The base class for all BeaconChain objects """ chaindb = None # type: BaseBeaconChainDB chaindb_class = None # type: Type[BaseBeaconChainDB] sm_configuration = None # type: Tuple[Tuple[Slot, Type[BaseBeaconStateMachine]], ...] chain_id = None # type: int # # Helpers # @classmethod @abstractmethod def get_chaindb_class(cls) -> Type[BaseBeaconChainDB]: pass # # Chain API Explanation: Close the string literal with matching quote
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advanced
|
api
|
error_fixing
|
Pythoncode:Python
| 15 | 1 | 786 | true |
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom abc import (\nclass BaseBeaconChain(Configurable, ABC):\n \"\"\"\n The base class for all BeaconChain objects\n \"\"\"\n chaindb = None # type: BaseBeaconChainDB\n chaindb_class = None # type: Type[BaseBeaconChainDB]\n sm_configuration = None # type: Tuple[Tuple[Slot, Type[BaseBeaconStateMachine]], ...]\n chain_id = None # type: int\n\n #\n # Helpers\n #\n @classmethod\n @abstractmethod\n def get_chaindb_class(cls) -> Type[BaseBeaconChainDB]:\n pass\n\n #\n # Chain API\n #\n @classmethod\n @abstractmethod\n def from_genesis(cls,\n base_db: BaseAtomicDB,\n genesis_state: BeaconState,\n genesis_block: BaseBeaconBlock) -> 'BaseBeaconChain':\n pass\n\n #\n # State Machine\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom abc import (\nclass BaseBeaconChain(Configurable, ABC):\n \"\"\"\n The base class for all BeaconChain objects\n \"\"\"\n chaindb = None # type: BaseBeaconChainDB\n chaindb_class = None # type: Type[BaseBeaconChainDB]\n sm_configuration = None # type: Tuple[Tuple[Slot, Type[BaseBeaconStateMachine]], ...]\n chain_id = None # type: int\n\n #\n # Helpers\n #\n @classmethod\n @abstractmethod\n def get_chaindb_class(cls) -> Type[BaseBeaconChainDB]:\n pass\n\n #\n # Chain API\n\n Explanation: Close the string literal with matching quote"}]
| true |
syntax
|
MID_STRING
|
CRITICAL
|
d9b79f86fa592dbe24c72c454192af966a916a5a
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TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: #!/usr/local/bin/python3 import paramiko,time #using as SSH Client client = paramiko.SSHClient() # check dir(client) to find available options. # auto adjust host key verification with yes or no client.set_missing_host_key_policy(paramiko.AutoAddPolicy()) # time for connecting to remote Cisco IOS """ Manually taking input addr = input('Provide IP address to connect to: ') user = input('Username: ') pwd = getpass.getpass('Password: ')""" # Taking input from files f1 = open("devices.txt","r") f2 = open("commands.txt","r") for line in f1: client = paramiko.SSHClient() client.set_missing_host_key_policy(paramiko.AutoAddPolicy()) data = line.split(" ") # print(data) addr = data[0] user = data[1] pwd = data[2] f3 = open(addr+".txt","w+") # print(addr +" "+ user +" " +pwd) client.connect(addr,username=user,password=pwd,allow_agent=False,look_for_keys=False) # we have to ask for Shell device_access = client.invoke_shell() for line in f2: device_access.send(line) time.sleep(1) output = device_access.recv(55000).decode('ascii') f3.write(output) """ THIS CODE IS FOR SINGLE COMMAND, FOR MULTIPLE COMMANDS CODE BELOW # send command to the device device_access.send("ter len 0\nshow run \n") time.sleep(2) # receive output from the device, convert it to byte-like format and print it print(device_access.recv(550000).decode('ascii')) # We can print the same to a file too with open("csr1000v.txt","w") as f: f.write(device_access.recv(550000).decode('ascii'))"""
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Code analysis results: 🔴 Errors found: Unterminated string literal at line 14 Block at line 25 has no indented body ⚠️ Warnings: Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 31 Unexpected indentation at line 32 💡 Suggestions: Add closing quote at line 14 Remove debug print() at line 61 before production
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intermediate
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database
|
debugging
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Pythoncode:Python
| 0 | 0 | 1,566 | true |
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/local/bin/python3\n\nimport paramiko,time\n\n#using as SSH Client\n\nclient = paramiko.SSHClient()\n\n# check dir(client) to find available options.\n# auto adjust host key verification with yes or no\nclient.set_missing_host_key_policy(paramiko.AutoAddPolicy())\n\n# time for connecting to remote Cisco IOS\n\"\"\"\nManually taking input\naddr = input('Provide IP address to connect to: ')\nuser = input('Username: ')\npwd = getpass.getpass('Password: ')\"\"\"\n\n# Taking input from files\n\nf1 = open(\"devices.txt\",\"r\")\nf2 = open(\"commands.txt\",\"r\")\n\nfor line in f1:\n\n client = paramiko.SSHClient()\n client.set_missing_host_key_policy(paramiko.AutoAddPolicy())\n data = line.split(\" \")\n# print(data)\n addr = data[0]\n user = data[1]\n pwd = data[2]\n\n f3 = open(addr+\".txt\",\"w+\")\n\n# print(addr +\" \"+ user +\" \" +pwd)\n\n client.connect(addr,username=user,password=pwd,allow_agent=False,look_for_keys=False)\n\n# we have to ask for Shell\n\n device_access = client.invoke_shell()\n\n\n for line in f2:\n device_access.send(line)\n time.sleep(1)\n\n output = device_access.recv(55000).decode('ascii')\n f3.write(output)\n\n\"\"\"\nTHIS CODE IS FOR SINGLE COMMAND, FOR MULTIPLE COMMANDS CODE BELOW\n\n# send command to the device\n device_access.send(\"ter len 0\\nshow run \\n\")\n time.sleep(2)\n\n# receive output from the device, convert it to byte-like format and print it\nprint(device_access.recv(550000).decode('ascii'))\n\n# We can print the same to a file too\n\nwith open(\"csr1000v.txt\",\"w\") as f:\n f.write(device_access.recv(550000).decode('ascii'))\"\"\""}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 14\n Block at line 25 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 14\n Remove debug print() at line 61 before production"}]
| false | null | null | null |
d9b8347698a1fe18b6d9ec66f6bfbfa77f2567be
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TheStack--python--000.parquet
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Suggest refactoring for this Pythoncode:Python code: # for n in range(400,500): # i = n // 100 # j = n // 10 % 10 # k = n % 10 # if n == i ** 3 + j ** 3 + k ** 3: # print(n) # 第一道题(16) # input("请输入(第一次):") # s1 = input("请输入(第二次):") # l1 = s1.split(' ') # l2 = [] # for i in l1: # if i.isdigit(): # l2.append(int(i)) # for i in l2: # if not (i % 6): # print(i, end=" ") # 第二道题(17) out_l1 = [] def bian_int_list(l1): re_l1 = [] # 返回出去的列表 for i in l1: re_l1.append(i) def jisuan(str_num): he1 = 0 global out_l1 for i in l1(): he1 += int(i)**2 if he1 > int(str_num): out_l1.append(str_num) return None while 1: in_1 = input("请输入数值:") nums_l1 = in_1.split(' ')
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
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general
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refactoring
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Pythoncode:Python
| 2 | 0 | 733 | false |
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# for n in range(400,500):\n# i = n // 100\n# j = n // 10 % 10\n# k = n % 10\n# if n == i ** 3 + j ** 3 + k ** 3:\n# print(n)\n\n\n# \u7b2c\u4e00\u9053\u9898(16)\n# input(\"\u8bf7\u8f93\u5165(\u7b2c\u4e00\u6b21):\")\n# s1 = input(\"\u8bf7\u8f93\u5165(\u7b2c\u4e8c\u6b21):\")\n\n# l1 = s1.split(' ')\n# l2 = []\n# for i in l1:\n# if i.isdigit():\n# l2.append(int(i))\n\n# for i in l2:\n# if not (i % 6):\n# print(i, end=\" \")\n\n# \u7b2c\u4e8c\u9053\u9898(17)\nout_l1 = []\ndef bian_int_list(l1):\n re_l1 = [] # \u8fd4\u56de\u51fa\u53bb\u7684\u5217\u8868\n for i in l1:\n re_l1.append(i)\n\ndef jisuan(str_num):\n he1 = 0\n global out_l1\n\n for i in l1():\n he1 += int(i)**2\n\n if he1 > int(str_num):\n out_l1.append(str_num)\n return None\n\nwhile 1:\n in_1 = input(\"\u8bf7\u8f93\u5165\u6570\u503c:\")\n nums_l1 = in_1.split(' ')"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false | null | null | null |
d9b86cc42aaff67200ff3f4f5f6d27121835fd8c
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TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: """ A query transformer is a function that accepts a program and returns a program, plus a priority level. Higher priority transformers are placed closer to the front of the list. We’re ensuring is a function, because we’re going to evaluate it later 31 . We’ll assume there won’t be an enormous number of transformer additions, and walk the list linearly to add a new one. We’ll leave a note in case this assumption turns out to be false — a binary search is much more time-optimal for long lists, but adds a little complexity and doesn’t really speed up short lists. """ class Transformer: def __init__(self): self.T = [] def transform(self, program): return program """ Dagoba.T = [] # transformers (more than meets the eye) """ """ Dagoba.addTransformer = function(fun, priority) { if(typeof fun != 'function') return Dagoba.error('Invalid transformer function') for(var i = 0; i < Dagoba.T.length; i++) # OPT: binary search if(priority > Dagoba.T[i].priority) break Dagoba.T.splice(i, 0, {priority: priority, fun: fun}) } """ """ Dagoba.transform = function(program) { return Dagoba.T.reduce(function(acc, transformer) { return transformer.fun(acc) }, program) } """ """ Dagoba.addAlias = function(newname, oldname, defaults) { defaults = defaults || [] # default arguments for the alias Dagoba.addPipetype(newname, function() {}) # because there's no method catchall in js Dagoba.addTransformer(function(program) { return program.map(function(step) { if(step[0] != newname) return step return [oldname, Dagoba.extend(step[1], defaults)] }) }, 100) # these need to run early, so they get a high priority } """ """ Dagoba.extend = function(list, defaults) { return Object.keys(defaults).reduce(function(acc, key) { if(typeof list[key] != 'undefined') return acc acc[key] = defaults[key] return acc }, list) } """
|
Functions: __init__, transform Classes: Transformer This code demonstrates Pythoncode:Python programming.
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advanced
|
database
|
code_explanation
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Pythoncode:Python
| 2 | 1 | 2,110 | false |
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\"\"\"\nA query transformer is a function that accepts a program and returns a program, plus a priority level.\nHigher priority transformers are placed closer to the front of the list. We\u2019re ensuring is a function,\nbecause we\u2019re going to evaluate it later 31 .\nWe\u2019ll assume there won\u2019t be an enormous number of transformer additions,\nand walk the list linearly to add a new one.\nWe\u2019ll leave a note in case this assumption turns out to be false \u2014\na binary search is much more time-optimal for long lists,\nbut adds a little complexity and doesn\u2019t really speed up short lists.\n\"\"\"\n\n\nclass Transformer:\n\n def __init__(self):\n self.T = []\n\n def transform(self, program):\n return program\n\n\"\"\"\n\nDagoba.T = [] # transformers (more than meets the eye)\n\"\"\"\n\n\"\"\"\nDagoba.addTransformer = function(fun, priority) {\n if(typeof fun != 'function')\n return Dagoba.error('Invalid transformer function')\n\n for(var i = 0; i < Dagoba.T.length; i++) # OPT: binary search\n if(priority > Dagoba.T[i].priority) break\n\n Dagoba.T.splice(i, 0, {priority: priority, fun: fun})\n}\n\"\"\"\n\n\"\"\"\nDagoba.transform = function(program) {\n return Dagoba.T.reduce(function(acc, transformer) {\n return transformer.fun(acc)\n }, program)\n}\n\"\"\"\n\n\"\"\"\n\nDagoba.addAlias = function(newname, oldname, defaults) {\n defaults = defaults || [] # default arguments for the alias\n Dagoba.addPipetype(newname, function() {}) # because there's no method catchall in js\n Dagoba.addTransformer(function(program) {\n return program.map(function(step) {\n if(step[0] != newname) return step\n return [oldname, Dagoba.extend(step[1], defaults)]\n })\n }, 100) # these need to run early, so they get a high priority\n}\n\"\"\"\n\n\"\"\"\nDagoba.extend = function(list, defaults) {\n return Object.keys(defaults).reduce(function(acc, key) {\n if(typeof list[key] != 'undefined') return acc\n acc[key] = defaults[key]\n return acc\n }, list)\n}\n\"\"\""}, {"role": "assistant", "content": " Functions: __init__, transform\n Classes: Transformer\n This code demonstrates Pythoncode:Python programming."}]
| false | null | null | null |
d9b8d42e905cba910e6a30f7d6f38e82d05ab46c
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: #!/usr/bin/python3.6.8+ # -*- coding:utf-8 -*- """ @auth: cml @date: 2020-12-2 @desc: ... """ class JobStatus(object): PENDING = 0 # 任务等待执行 STARTED = 100 # 任务执行开始
|
PROCESS = 110 POLLING = 120 CALLBACK = 130 SUCCESS = 200 # 任务执行成功 RETRY = 300 # 任务重试 FAILURE = 400 # 任务执行失败 REVOKED = 500 # 任务撤销
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intermediate
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machine_learning
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code_completion
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Pythoncode:Python
| 0 | 1 | 345 | false |
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/python3.6.8+\n# -*- coding:utf-8 -*-\n\"\"\"\n@auth: cml\n@date: 2020-12-2\n@desc: ...\n\"\"\"\n\n\nclass JobStatus(object):\n PENDING = 0 # \u4efb\u52a1\u7b49\u5f85\u6267\u884c\n\n STARTED = 100 # \u4efb\u52a1\u6267\u884c\u5f00\u59cb"}, {"role": "assistant", "content": "\n PROCESS = 110\n POLLING = 120\n CALLBACK = 130\n\n SUCCESS = 200 # \u4efb\u52a1\u6267\u884c\u6210\u529f\n RETRY = 300 # \u4efb\u52a1\u91cd\u8bd5\n FAILURE = 400 # \u4efb\u52a1\u6267\u884c\u5931\u8d25\n REVOKED = 500 # \u4efb\u52a1\u64a4\u9500"}]
| false | null | null | null |
d9b92da15285253454115ccfc5647355f3c2b100
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: # -*- coding: utf-8 -*- class BoletoHTML(object): """Geração do Boleto em HTML Esta classe é responsável por imprimir o boleto em HTML. Outras classes podem ser implementadas no futuro com a mesma interface, para fazer output em LaTeX, etc ... Esta classe pode imprimir boletos em formato de carnê (2 boletos por página) ou em formato de folha cheia. :param file_descr: Um arquivo ou *file-like* class. :param landscape: Formato da folha. Usar ``True`` para boleto tipo carnê. """ def __init__(self, file_descr, landscape=False): # Tamanhos em px self.width = 750 self.widthCanhoto = 0 self.fontSizeTitle = 9 self.heightLine = 27 self.fontSizeValue = 12 self.title = 'Boleto bancário' self.fileDescr = file_descr if landscape: raise NotImplementedError('Em desenvolvimento...') else: tpl = string.Template(self._load_template('head.html')) self.html = tpl.substitute(title=self.title, width=self.width, font_size_value=self.fontSizeValue, height_line=self.heightLine, font_size_title=self.fontSizeTitle) def _load_template(self, template): pyboleto_dir = os.path.dirname(os.path.abspath(__file__)) template_path = os.path.join(pyboleto_dir, 'templates', template) with open(template_path, 'r') as tpl: template_content = tpl.read() return template_content def _load_image(self, logo_image): pyboleto_dir = os.path.dirname(os.path.abspath(__file__)) image_path = os.path.join(pyboleto_dir, 'media', logo_image) return image_path ... [12 more functiondefs truncated] ...
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Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 3 Invalid syntax at line 50: ... [12 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 10 Unexpected indentation at line 13 Unexpected indentation at line 14 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 30 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 35 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 42 Unexpected indentation at line 46 Unexpected indentation at line 47 ✨ Improvements: Complete the expression on the last line Add closing quote at line 3 Review syntax near the error location
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advanced
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database
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code_review
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Pythoncode:Python
| 3 | 1 | 1,842 | false |
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nclass BoletoHTML(object):\n \"\"\"Gera\u00e7\u00e3o do Boleto em HTML\n\n Esta classe \u00e9 respons\u00e1vel por imprimir o boleto em HTML.\n Outras classes podem ser implementadas no futuro com a mesma interface,\n para fazer output em LaTeX, etc ...\n\n Esta classe pode imprimir boletos em formato de carn\u00ea (2 boletos por\n p\u00e1gina) ou em formato de folha cheia.\n\n :param file_descr: Um arquivo ou *file-like* class.\n :param landscape: Formato da folha. Usar ``True`` para boleto\n tipo carn\u00ea.\n\n \"\"\"\n\n def __init__(self, file_descr, landscape=False):\n # Tamanhos em px\n self.width = 750\n self.widthCanhoto = 0\n self.fontSizeTitle = 9\n self.heightLine = 27\n self.fontSizeValue = 12\n self.title = 'Boleto banc\u00e1rio'\n self.fileDescr = file_descr\n\n if landscape:\n raise NotImplementedError('Em desenvolvimento...')\n else:\n tpl = string.Template(self._load_template('head.html'))\n self.html = tpl.substitute(title=self.title, width=self.width,\n font_size_value=self.fontSizeValue,\n height_line=self.heightLine,\n font_size_title=self.fontSizeTitle)\n\n def _load_template(self, template):\n pyboleto_dir = os.path.dirname(os.path.abspath(__file__))\n template_path = os.path.join(pyboleto_dir, 'templates', template)\n with open(template_path, 'r') as tpl:\n template_content = tpl.read()\n return template_content\n\n def _load_image(self, logo_image):\n pyboleto_dir = os.path.dirname(os.path.abspath(__file__))\n image_path = os.path.join(pyboleto_dir, 'media', logo_image)\n return image_path\n\n\n ... [12 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 3\n Invalid syntax at line 50: ... [12 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 10\n Unexpected indentation at line 13\n Unexpected indentation at line 14\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 30\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 35\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 42\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 3\n Review syntax near the error location"}]
| false | null | null | null |
d9b95364464c7d47db46ee15f7524a804b79ea1b
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TheStack--python--000.parquet
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Repair the syntax errors in this Pythoncode:Python code: import imtreat img = imtreat.imageManagerClass.openImageFunction("../images/soleil.png", 0) img = imtreat.definedModesClass.detailEnhanceFunction(img) imtreat.imageManagerClass.saveImageFunction("/Téléchargements/", "image_1", ".png", i
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Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 7 - expected ')' • SyntaxError: '(' was never closed at line 7 Fixes: • Add closing ')' bracket • Review code syntax
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intermediate
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machine_learning
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syntax_repair
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Pythoncode:Python
| 0 | 0 | 240 | true |
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport imtreat\n\nimg = imtreat.imageManagerClass.openImageFunction(\"../images/soleil.png\", 0)\n\nimg = imtreat.definedModesClass.detailEnhanceFunction(img)\n\nimtreat.imageManagerClass.saveImageFunction(\"/T\u00e9l\u00e9chargements/\", \"image_1\", \".png\", i"}, {"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
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BROKEN_INDENTATION
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MEDIUM
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d9b9af3bd25b0d2f9357446b0ff43e3ab614b141
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: # Copyright (c) 2016 TUBITAK BILGEM # All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. from oslo_config import cfg def register_opts(conf): conf.register_group(hyperv_opt_group) conf.register_opts(hyperv_opts, group=hyperv_opt_group) def list_opts(): return {hyperv_opt_group: hyperv_opts}
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Functions: register_opts, list_opts This code demonstrates Pythoncode:Python programming.
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intermediate
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api
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code_explanation
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Pythoncode:Python
| 2 | 0 | 852 | true |
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright (c) 2016 TUBITAK BILGEM\n# All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\n\nfrom oslo_config import cfg\n\ndef register_opts(conf):\n conf.register_group(hyperv_opt_group)\n conf.register_opts(hyperv_opts, group=hyperv_opt_group)\n\n\ndef list_opts():\n return {hyperv_opt_group: hyperv_opts}"}, {"role": "assistant", "content": " Functions: register_opts, list_opts\n This code demonstrates Pythoncode:Python programming."}]
| false | null | null | null |
d9ba3c5b12232bbc811a9ad606f2570ac2481108
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TheStack--python--000.parquet
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Fill in the in this Pythoncode:Python code: import requests words_list = requests.get("https://raw.githubusercontent.com/atebits/Words/master/Words/fr.txt").text words_list = filter(lambda x: len(x) > 4, words_list.split('\n')) # Complete this line if path == "": path = "./words.txt" with open(path, "w", encoding="utf-8") as file: file.write('\n'.join(words_list))
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The missing line is: path = input("Chemin d'écriture ? (words.txt) ")
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intermediate
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api
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fill_in_the_blank
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Pythoncode:Python
| 0 | 0 | 363 | true |
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport requests\n\nwords_list = requests.get(\"https://raw.githubusercontent.com/atebits/Words/master/Words/fr.txt\").text\n\nwords_list = filter(lambda x: len(x) > 4, words_list.split('\\n'))\n\n # Complete this line\n\nif path == \"\":\n path = \"./words.txt\"\n\nwith open(path, \"w\", encoding=\"utf-8\") as file:\n file.write('\\n'.join(words_list))"}, {"role": "assistant", "content": "The missing line is:\npath = input(\"Chemin d'\u00e9criture ? (words.txt) \")"}]
| false | null | null | null |
d9ba3e40007f306c4c070fefef8a9b0aa2387204
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TheStack--python--000.parquet
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Review this Pythoncode:Python code: import unittest from unittest import mock import os import subprocess from testfixtures import TempDirectory from simplegallery.upload.uploader_factory import get_uploader class AWSUploaderTestCase(unittest.TestCase): def test_no_location(self): uploader = get_uploader('aws') self.assertFalse(uploader.check_location('')) @mock.patch('subprocess.run') def test_upload_gallery(self, subprocess_run): subprocess_run.return_value = subprocess.CompletedProcess([], returncode=0) with TempDirectory() as tempdir: # Setup mock file and uploader tempdir.write('index.html', b'') gallery_path = os.path.join(tempdir.path, 'index.html') uploader = get_uploader('aws') # Test upload to bucket uploader.upload_gallery('s3://testbucket/path/', gallery_path) subprocess_run.assert_called_with( ['aws', 's3', 'sync', gallery_path, 's3://testbucket/path/', '--exclude', '.DS_Store']) # Test upload to bucket without prefix uploader.upload_gallery('testbucket/path/', gallery_path) subprocess_run.assert_called_with( ['aws', 's3', 'sync', gallery_path, 's3://testbucket/path/', '--exclude', '.DS_Store']) # Test upload to bucket without trailing / uploader.upload_gallery('s3://testbucket/path', gallery_path) subprocess_run.assert_called_with( ['aws', 's3', 'sync', gallery_path, 's3://testbucket/path/', '--exclude', '.DS_Store']) if __name__ == '__main__': unittest.main()
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Code Review: ❌ Critical issues: Block at line 9 has no indented body ⚠️ Code quality: Unexpected indentation at line 13 Unexpected indentation at line 16 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 36 Unexpected indentation at line 37 Unexpected indentation at line 38 ✨ Improvements: Add docstring to class 'AWSUploaderTestCase'
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advanced
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testing
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code_review
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Pythoncode:Python
| 2 | 1 | 1,623 | true |
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport unittest\nfrom unittest import mock\nimport os\nimport subprocess\nfrom testfixtures import TempDirectory\nfrom simplegallery.upload.uploader_factory import get_uploader\n\n\nclass AWSUploaderTestCase(unittest.TestCase):\n\n def test_no_location(self):\n uploader = get_uploader('aws')\n self.assertFalse(uploader.check_location(''))\n\n @mock.patch('subprocess.run')\n def test_upload_gallery(self, subprocess_run):\n subprocess_run.return_value = subprocess.CompletedProcess([], returncode=0)\n\n with TempDirectory() as tempdir:\n # Setup mock file and uploader\n tempdir.write('index.html', b'')\n gallery_path = os.path.join(tempdir.path, 'index.html')\n uploader = get_uploader('aws')\n\n # Test upload to bucket\n uploader.upload_gallery('s3://testbucket/path/', gallery_path)\n subprocess_run.assert_called_with(\n ['aws', 's3', 'sync', gallery_path, 's3://testbucket/path/', '--exclude', '.DS_Store'])\n\n # Test upload to bucket without prefix\n uploader.upload_gallery('testbucket/path/', gallery_path)\n subprocess_run.assert_called_with(\n ['aws', 's3', 'sync', gallery_path, 's3://testbucket/path/', '--exclude', '.DS_Store'])\n\n # Test upload to bucket without trailing /\n uploader.upload_gallery('s3://testbucket/path', gallery_path)\n subprocess_run.assert_called_with(\n ['aws', 's3', 'sync', gallery_path, 's3://testbucket/path/', '--exclude', '.DS_Store'])\n\n\nif __name__ == '__main__':\n unittest.main()"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Block at line 9 has no indented body\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 36\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n\n\u2728 Improvements:\n Add docstring to class 'AWSUploaderTestCase'"}]
| false | null | null | null |
d9ba8bca5b7327bbb7e6554d0a3849c186cc4ba9
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TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: # -*- coding: utf-8 -*- # Form implementation generated from reading ui file 'add_subject.ui' # # Created by: PyQt4 UI code generator 4.11.4 # # WARNING! All changes made in this file will be lost! from PyQt4 import QtCore, QtGui def _fromUtf8(s): return s try:
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_encoding = QtGui.QApplication.UnicodeUTF8 def _translate(context, text, disambig): return QtGui.QApplication.translate(context, text, disambig, _encoding) except AttributeError: def _translate(context, text, disambig): return QtGui.QApplication.translate(context, text, disambig) class Ui_Dialog_add_subject(object): ... [2 more functiondefs truncated] ...
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advanced
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database
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code_completion
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Pythoncode:Python
| 3 | 1 | 694 | true |
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\r\n\r\n# Form implementation generated from reading ui file 'add_subject.ui'\r\n#\r\n# Created by: PyQt4 UI code generator 4.11.4\r\n#\r\n# WARNING! All changes made in this file will be lost!\r\n\r\nfrom PyQt4 import QtCore, QtGui\r\n\r\n def _fromUtf8(s):\r\n return s\r\n\r\ntry:"}, {"role": "assistant", "content": "\n _encoding = QtGui.QApplication.UnicodeUTF8\r\n def _translate(context, text, disambig):\r\n return QtGui.QApplication.translate(context, text, disambig, _encoding)\r\nexcept AttributeError:\r\n def _translate(context, text, disambig):\r\n return QtGui.QApplication.translate(context, text, disambig)\r\n\r\nclass Ui_Dialog_add_subject(object):\r\n\n ... [2 more functiondefs truncated] ..."}]
| false | null | null | null |
d9bd741cd9ad9e20eeb1069fce4709781f43edd4
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TheStack--python--000.parquet
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Fill in the in this Pythoncode:Python code: from django.db.models import signals from django.test import TestCase from django.core import management from django.utils import six from shared_models import models PRE_SYNCDB_ARGS = ['app', 'create_models', 'verbosity', 'interactive', 'db'] SYNCDB_DATABASE = 'default' SYNCDB_VERBOSITY = 1 SYNCDB_INTERACTIVE = False class PreSyncdbReceiver(object): def __init__(self): self.call_counter = 0 self.call_args = None def __call__(self, signal, sender, **kwargs): self.call_counter = self.call_counter + 1 self.call_args = kwargs class OneTimeReceiver(object): """ Special receiver for handle the fact that test runner calls syncdb for several databases and several times for some of them. """ # Complete this line self.call_counter = 0 self.call_args = None def __call__(self, signal, sender, **kwargs): # Although test runner calls syncdb for several databases, # testing for only one of them is quite sufficient. if kwargs['db'] == SYNCDB_DATABASE: self.call_counter = self.call_counter + 1 self.call_args = kwargs # we need to test only one call of syncdb signals.pre_syncdb.disconnect(pre_syncdb_receiver, sender=models) # We connect receiver here and not in unit test code because we need to # connect receiver before test runner creates database. That is, sequence of # actions would be: # # 1. Test runner imports this module. # 2. We connect receiver. # 3. Test runner calls syncdb for create default database. # 4. Test runner execute our unit test code. pre_syncdb_receiver = OneTimeReceiver() signals.pre_syncdb.connect(pre_syncdb_receiver, sender=models) class SyncdbSignalTests(TestCase): def test_pre_syncdb_call_time(self): self.assertEqual(pre_syncdb_receiver.call_counter, 1) def test_pre_syncdb_args(self): r = PreSyncdbReceiver() signals.pre_syncdb.connect(r, sender=models) management.call_command('syncdb', database=SYNCDB_DATABASE, verbosity=SYNCDB_VERBOSITY, interactive=SYNCDB_INTERACTIVE, load_initial_data=False, stdout=six.StringIO()) args = r.call_args self.assertEqual(r.call_counter, 1) self.assertEqual(set(args), set(PRE_SYNCDB_ARGS)) self.assertEqual(args['app'], models) self.assertEqual(args['verbosity'], SYNCDB_VERBOSITY) self.assertEqual(args['interactive'], SYNCDB_INTERACTIVE) self.assertEqual(args['db'], 'default')
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The missing line is: def __init__(self):
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advanced
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testing
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fill_in_the_blank
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Pythoncode:Python
| 6 | 3 | 2,553 | true |
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom django.db.models import signals\nfrom django.test import TestCase\nfrom django.core import management\nfrom django.utils import six\n\nfrom shared_models import models\n\n\nPRE_SYNCDB_ARGS = ['app', 'create_models', 'verbosity', 'interactive', 'db']\nSYNCDB_DATABASE = 'default'\nSYNCDB_VERBOSITY = 1\nSYNCDB_INTERACTIVE = False\n\n\nclass PreSyncdbReceiver(object):\n def __init__(self):\n self.call_counter = 0\n self.call_args = None\n\n def __call__(self, signal, sender, **kwargs):\n self.call_counter = self.call_counter + 1\n self.call_args = kwargs\n\n\nclass OneTimeReceiver(object):\n \"\"\"\n Special receiver for handle the fact that test runner calls syncdb for\n several databases and several times for some of them.\n \"\"\"\n\n # Complete this line\n self.call_counter = 0\n self.call_args = None\n\n def __call__(self, signal, sender, **kwargs):\n # Although test runner calls syncdb for several databases,\n # testing for only one of them is quite sufficient.\n if kwargs['db'] == SYNCDB_DATABASE:\n self.call_counter = self.call_counter + 1\n self.call_args = kwargs\n # we need to test only one call of syncdb\n signals.pre_syncdb.disconnect(pre_syncdb_receiver, sender=models)\n\n\n# We connect receiver here and not in unit test code because we need to\n# connect receiver before test runner creates database. That is, sequence of\n# actions would be:\n#\n# 1. Test runner imports this module.\n# 2. We connect receiver.\n# 3. Test runner calls syncdb for create default database.\n# 4. Test runner execute our unit test code.\npre_syncdb_receiver = OneTimeReceiver()\nsignals.pre_syncdb.connect(pre_syncdb_receiver, sender=models)\n\n\nclass SyncdbSignalTests(TestCase):\n def test_pre_syncdb_call_time(self):\n self.assertEqual(pre_syncdb_receiver.call_counter, 1)\n\n def test_pre_syncdb_args(self):\n r = PreSyncdbReceiver()\n signals.pre_syncdb.connect(r, sender=models)\n management.call_command('syncdb', database=SYNCDB_DATABASE,\n verbosity=SYNCDB_VERBOSITY, interactive=SYNCDB_INTERACTIVE,\n load_initial_data=False, stdout=six.StringIO())\n\n args = r.call_args\n self.assertEqual(r.call_counter, 1)\n self.assertEqual(set(args), set(PRE_SYNCDB_ARGS))\n self.assertEqual(args['app'], models)\n self.assertEqual(args['verbosity'], SYNCDB_VERBOSITY)\n self.assertEqual(args['interactive'], SYNCDB_INTERACTIVE)\n self.assertEqual(args['db'], 'default')"}, {"role": "assistant", "content": "The missing line is:\n def __init__(self):"}]
| false | null | null | null |
d9be3b65d403b8ba23a315dd5e1dcfb9fd542171
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TheStack--python--000.parquet
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Fix this broken Pythoncode:Python code: # Copyright The PyTorch Lightning team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import logging import os import re from pytorch_lightning.plugins.environments.cluster_environment import ClusterEnvironment class SLURMEnvironment(ClusterEnvironment): """Cluster environment for training on a cluster managed by SLURM.""" @property def creates_processes_externally(self) -> bool: return True @staticmethod def detect() -> bool: """Returns ``True`` if the current process was launched on a SLURM cluster.""" return "SLURM_NTASKS" in os.environ @property def main_address(self) -> str: # figure out the root node addr slurm_nodelist = os.environ.get("SLURM_NODELIST") if slurm_nodelist: root_node = slurm_nodelist.split(" ")[0].split(",")[0] else: root_node = "127.0.0.1" root_node = self.resolve_root_node_address(root_node) os.environ["MASTER_ADDR"] = root_node log.debug(f"MASTER_ADDR: {os.environ['MASTER_ADDR']}") Error: SyntaxError / EOF
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Fixed Code: # Copyright The PyTorch Lightning team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import logging import os import re from pytorch_lightning.plugins.environments.cluster_environment import ClusterEnvironment Explanation: Complete the truncated code structure
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advanced
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api
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error_fixing
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Pythoncode:Python
| 7 | 1 | 1,558 | true |
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Copyright The PyTorch Lightning team.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport logging\nimport os\nimport re\n\nfrom pytorch_lightning.plugins.environments.cluster_environment import ClusterEnvironment\n\nclass SLURMEnvironment(ClusterEnvironment):\n \"\"\"Cluster environment for training on a cluster managed by SLURM.\"\"\"\n\n @property\n def creates_processes_externally(self) -> bool:\n return True\n\n @staticmethod\n def detect() -> bool:\n \"\"\"Returns ``True`` if the current process was launched on a SLURM cluster.\"\"\"\n return \"SLURM_NTASKS\" in os.environ\n\n @property\n def main_address(self) -> str:\n # figure out the root node addr\n slurm_nodelist = os.environ.get(\"SLURM_NODELIST\")\n if slurm_nodelist:\n root_node = slurm_nodelist.split(\" \")[0].split(\",\")[0]\n else:\n root_node = \"127.0.0.1\"\n\n root_node = self.resolve_root_node_address(root_node)\n os.environ[\"MASTER_ADDR\"] = root_node\n log.debug(f\"MASTER_ADDR: {os.environ['MASTER_ADDR']}\")\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Copyright The PyTorch Lightning team.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport logging\nimport os\nimport re\n\nfrom pytorch_lightning.plugins.environments.cluster_environment import ClusterEnvironment\n\n\n Explanation: Complete the truncated code structure"}]
| true |
syntax
|
HARD_CUT
|
CRITICAL
|
d9be5eda54c6b03914f01c88d3b8d97dd5add586
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: #!/usr/bin/env python import time import os import math from trackball import TrackBall print("""Trackball: Mouse Use the trackball as a mouse in Raspbian, with right-click when the switch is pressed. Press Ctrl+C to exit! """) trackball = TrackBall(interrupt_pin=4) trackball.set_rgbw(0, 0, 0, 0) # Check for xte (used to control mouse) use_xte = os.system('which xte') == 0 if use_xte == 0: raise RuntimeError("xte not found. Did you sudo apt install xautomation?") while True: up, down, left, right, switch, state = trackball.read() # Send movements and clicks to xte if switch: cmd = 'xte "mouseclick 1"' os.system(cmd) elif right or up or left or down: x = right - left x = math.copysign(x**2, x) y = down - up y = math.copysign(y**2, y) cmd = 'xte "mousermove {} {}"'.format(int(x), int(y)) os.system(cmd) time.sleep(0.0001)
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Code analysis results: 🔴 Errors found: Unterminated string literal at line 7 ⚠️ Warnings: Unexpected indentation at line 28 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 33 💡 Suggestions: Add closing quote at line 7 Remove debug print() at line 7 before production
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intermediate
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database
|
debugging
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Pythoncode:Python
| 0 | 0 | 928 | true |
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/bin/env python\nimport time\nimport os\nimport math\nfrom trackball import TrackBall\n\nprint(\"\"\"Trackball: Mouse\n\nUse the trackball as a mouse in Raspbian, with right-click\nwhen the switch is pressed.\n\nPress Ctrl+C to exit!\n\"\"\")\n\ntrackball = TrackBall(interrupt_pin=4)\ntrackball.set_rgbw(0, 0, 0, 0)\n\n# Check for xte (used to control mouse)\nuse_xte = os.system('which xte') == 0\n\nif use_xte == 0:\n raise RuntimeError(\"xte not found. Did you sudo apt install xautomation?\")\n\nwhile True:\n up, down, left, right, switch, state = trackball.read()\n\n # Send movements and clicks to xte\n if switch:\n cmd = 'xte \"mouseclick 1\"'\n os.system(cmd)\n elif right or up or left or down:\n x = right - left\n x = math.copysign(x**2, x)\n y = down - up\n y = math.copysign(y**2, y)\n cmd = 'xte \"mousermove {} {}\"'.format(int(x), int(y))\n os.system(cmd)\n\n time.sleep(0.0001)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 7\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 28\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 33\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 7\n Remove debug print() at line 7 before production"}]
| false | null | null | null |
d9be639438e84e867c9e53c267b847b31292fe23
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: ... [5 more classdefs truncated] ...
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This code demonstrates Pythoncode:Python programming.
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beginner
|
oop
|
code_explanation
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Pythoncode:Python
| 0 | 0 | 44 | false |
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\n ... [5 more classdefs truncated] ..."}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false | null | null | null |
d9be866c44b7b03225042353a7fcf648c1ce10ab
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import torch import torch.nn as nn import torch.optim as optim import torch.nn.functional as F import torch.backends.cudnn as cudnn import torchvision import torchvision.transforms as transforms import torchvision.datasets as datasets import os import argparse from torch.autograd import Variable from extensions.utils import progress_bar from extensions.model_refinery_wrapper import ModelRefineryWrapper from extensions.refinery_loss import RefineryLoss from models import ShuffleNetv2_wrapper from models import DiracDeltaNet_wrapper def accuracy(output, target, topk=(1,)): """Computes the precision@k for the specified values of k""" with torch.no_grad(): maxk = max(topk) batch_size = target.size(0) _, pred = output.topk(maxk, 1, True, True) pred = pred.t() correct = pred.eq(target.view(1, -1).expand_as(pred)) res = [] for k in topk: correct_k = correct[:k].view(-1).float().sum(0, keepdim=True) res.append(correct_k) return res def test(): net.eval() criterion.eval() test_loss = 0 correct_1 = 0 correct_5 = 0 total = 0 for batch_idx, (inputs, targets) in enumerate(testloader): if use_cuda: inputs, targets = inputs.cuda(device), targets.cuda(device)
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Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Dangerous use of eval()/exec() at line 41 - security risk • Dangerous use of eval()/exec() at line 42 - security risk Fix: Add body to If block or use 'pass' statement
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intermediate
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testing
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error_detection
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Pythoncode:Python
| 2 | 0 | 1,364 | true |
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport torch\r\nimport torch.nn as nn\r\nimport torch.optim as optim\r\nimport torch.nn.functional as F\r\nimport torch.backends.cudnn as cudnn\r\n\r\nimport torchvision\r\nimport torchvision.transforms as transforms\r\nimport torchvision.datasets as datasets\r\n\r\nimport os\r\nimport argparse\r\n\r\nfrom torch.autograd import Variable\r\nfrom extensions.utils import progress_bar\r\nfrom extensions.model_refinery_wrapper import ModelRefineryWrapper\r\nfrom extensions.refinery_loss import RefineryLoss\r\n\r\nfrom models import ShuffleNetv2_wrapper\r\nfrom models import DiracDeltaNet_wrapper\r\n\r\n\r\ndef accuracy(output, target, topk=(1,)):\r\n \"\"\"Computes the precision@k for the specified values of k\"\"\"\r\n with torch.no_grad():\r\n maxk = max(topk)\r\n batch_size = target.size(0)\r\n\r\n _, pred = output.topk(maxk, 1, True, True)\r\n pred = pred.t()\r\n correct = pred.eq(target.view(1, -1).expand_as(pred))\r\n\r\n res = []\r\n for k in topk:\r\n correct_k = correct[:k].view(-1).float().sum(0, keepdim=True)\r\n res.append(correct_k)\r\n return res\r\n\r\n\r\ndef test():\r\n net.eval()\r\n criterion.eval()\r\n test_loss = 0\r\n correct_1 = 0\r\n correct_5 = 0\r\n total = 0\r\n for batch_idx, (inputs, targets) in enumerate(testloader):\r\n if use_cuda:\r\n inputs, targets = inputs.cuda(device), targets.cuda(device)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_BLOCK\n Error: IndentationError / Expected indented block\n\n Detected Errors:\n \u2022 Dangerous use of eval()/exec() at line 41 - security risk\n \u2022 Dangerous use of eval()/exec() at line 42 - security risk\n\n Fix: Add body to If block or use 'pass' statement"}]
| true |
syntax
|
MID_BLOCK
|
HIGH
|
d9becf802ca0765623e481aef0b8fd051c0096e5
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: """Model Parameters Module.""" import torch.optim as optim from .search import SamplingSearch, GreedySearch, BeamSearch SEARCH_FACTORY = { 'sampling': SamplingSearch, Error: SyntaxError / EOF
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Fixed Code: """Model Parameters Module.""" import torch.optim as optim from .search import SamplingSearch, GreedySearch, BeamSearch SEARCH_FACTORY = { 'sampling': SamplingSearch, 'greedy': GreedySearch, 'beam': BeamSearch, } OPTIMIZER_FACTORY = { Explanation: Complete the truncated code structure
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intermediate
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machine_learning
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error_fixing
|
Pythoncode:Python
| 0 | 0 | 171 | true |
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\"\"\"Model Parameters Module.\"\"\"\nimport torch.optim as optim\nfrom .search import SamplingSearch, GreedySearch, BeamSearch\n\nSEARCH_FACTORY = {\n 'sampling': SamplingSearch,\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n\"\"\"Model Parameters Module.\"\"\"\nimport torch.optim as optim\nfrom .search import SamplingSearch, GreedySearch, BeamSearch\n\nSEARCH_FACTORY = {\n 'sampling': SamplingSearch,\n 'greedy': GreedySearch,\n 'beam': BeamSearch,\n}\n\nOPTIMIZER_FACTORY = {\n\n Explanation: Complete the truncated code structure"}]
| true |
syntax
|
HARD_CUT
|
CRITICAL
|
d9c028ee1a5ced657b4755383e247cbb2fed35a8
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # # Copyright (c) 2021 The GPflux Contributors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # import abc import numpy as np import pytest import tensorflow as tf import tensorflow_probability as tfp from gpflow.kullback_leiblers import gauss_kl from gpflux.encoders import DirectlyParameterizedNormalDiag from gpflux.layers import LatentVariableLayer, LayerWithObservations, TrackableLayer def _zero_one_normal_prior(w_dim): """ N(0, I) prior """ return tfp.distributions.MultivariateNormalDiag(loc=np.zeros(w_dim), scale_diag=np.ones(w_dim)) def get_distributions_with_w_dim(): distributions = [] for d in [1, 5]: mean = np.zeros(d) scale_tri_l = np.eye(d) mvn = tfp.distributions.MultivariateNormalTriL(mean, scale_tri_l) std = np.ones(d) mvn_diag = tfp.distributions.MultivariateNormalDiag(mean, std) distributions.append((mvn, d)) distributions.append((mvn_diag, d)) return distributions ############ # Tests ############ @pytest.mark.parametrize("distribution, w_dim", get_distributions_with_w_dim()) def test_local_kls(distribution, w_dim): lv = LatentVariableLayer(encoder=None, prior=distribution) # test kl is 0 when posteriors == priors posterior = distribution assert lv._local_kls(posterior) = 0 # test kl > 0 when posteriors != priors batch_size = 10 params = distribution.parameters posterior_params = { k: [v + 0.5 for _ in range(batch_size)] for k, v in params.items() if isinstance(v, np.ndarray) } posterior = lv.distribution_class(**posterior_params) local_kls = lv._local_kls(posterior) assert np.all(local_kls > 0) assert local_kls.shape == (batch_size,) @pytest.mark.parametrize("w_dim", [1, 5]) ... [7 more functiondefs truncated] ...
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Error Analysis: Error Type: WRONG_OPERATOR Error: WRONG_OPERATOR Detected Errors: • Code truncated in middle of expression - unexpected EOF • Block at line 36 has no indented body • Invalid syntax at line 61: assert lv._local_kls(posterior) = 0 Fix: Change operator back to correct one
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intermediate
|
testing
|
error_detection
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Pythoncode:Python
| 3 | 0 | 2,337 | true |
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#\n# Copyright (c) 2021 The GPflux Contributors.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n#\n\nimport abc\n\nimport numpy as np\nimport pytest\nimport tensorflow as tf\nimport tensorflow_probability as tfp\n\nfrom gpflow.kullback_leiblers import gauss_kl\n\nfrom gpflux.encoders import DirectlyParameterizedNormalDiag\nfrom gpflux.layers import LatentVariableLayer, LayerWithObservations, TrackableLayer\n\ndef _zero_one_normal_prior(w_dim):\n \"\"\" N(0, I) prior \"\"\"\n return tfp.distributions.MultivariateNormalDiag(loc=np.zeros(w_dim), scale_diag=np.ones(w_dim))\n\n\ndef get_distributions_with_w_dim():\n distributions = []\n for d in [1, 5]:\n\n mean = np.zeros(d)\n scale_tri_l = np.eye(d)\n mvn = tfp.distributions.MultivariateNormalTriL(mean, scale_tri_l)\n\n std = np.ones(d)\n mvn_diag = tfp.distributions.MultivariateNormalDiag(mean, std)\n\n distributions.append((mvn, d))\n distributions.append((mvn_diag, d))\n return distributions\n\n\n############\n# Tests\n############\n\n\n@pytest.mark.parametrize(\"distribution, w_dim\", get_distributions_with_w_dim())\ndef test_local_kls(distribution, w_dim):\n lv = LatentVariableLayer(encoder=None, prior=distribution)\n\n # test kl is 0 when posteriors == priors\n posterior = distribution\n assert lv._local_kls(posterior) = 0\n\n # test kl > 0 when posteriors != priors\n batch_size = 10\n params = distribution.parameters\n posterior_params = {\n k: [v + 0.5 for _ in range(batch_size)]\n for k, v in params.items()\n if isinstance(v, np.ndarray)\n }\n posterior = lv.distribution_class(**posterior_params)\n local_kls = lv._local_kls(posterior)\n assert np.all(local_kls > 0)\n assert local_kls.shape == (batch_size,)\n\n\n@pytest.mark.parametrize(\"w_dim\", [1, 5])\n\n ... [7 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Error: WRONG_OPERATOR\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Block at line 36 has no indented body\n \u2022 Invalid syntax at line 61: assert lv._local_kls(posterior) = 0\n\n\n Fix: Change operator back to correct one"}]
| true |
logical
|
WRONG_OPERATOR
|
CRITICAL
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d9c1c1059c5b91f27882844cb4c3becda27ebd7c
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TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: #!/usr/bin/env python # from actingweb import actor from actingweb import config from actingweb import trust from actingweb import auth import webapp2 import os from google.appengine.ext.webapp import template import json import logging import datetime import time # /trust handlers # # GET /trust with query parameters (relationship, type, and peerid) to retrieve trust relationships (auth: only creator and admins allowed) # POST /trust with json body to initiate a trust relationship between this # actor and another (reciprocal relationship) (auth: only creator and admins allowed)
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# POST /trust/{relationship} with json body to create new trust # relationship (see config.py for default relationship and auto-accept, no # auth required) # GET /trust/{relationship}}/{actorid} to get details on a specific relationship (auth: creator, admin, or peer secret) # POST /trust/{relationship}}/{actorid} to send information to a peer about changes in the relationship # PUT /trust/{relationship}}/{actorid} with a json body to change details on a relationship (baseuri, secret, desc) (auth: creator, # admin, or peer secret) # DELETE /trust/{relationship}}/{actorid} to delete a relationship (with # ?peer=true if the delete is from the peer) (auth: creator, admin, or # peer secret) # Handling requests to trust/ class rootHandler(webapp2.RequestHandler): ... [12 more functiondefs truncated] ...
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advanced
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api
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code_completion
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Pythoncode:Python
| 0 | 1 | 1,421 | true |
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python\n#\nfrom actingweb import actor\nfrom actingweb import config\nfrom actingweb import trust\nfrom actingweb import auth\n\nimport webapp2\n\nimport os\nfrom google.appengine.ext.webapp import template\nimport json\nimport logging\nimport datetime\nimport time\n\n\n# /trust handlers\n#\n# GET /trust with query parameters (relationship, type, and peerid) to retrieve trust relationships (auth: only creator and admins allowed)\n# POST /trust with json body to initiate a trust relationship between this\n# actor and another (reciprocal relationship) (auth: only creator and admins allowed)"}, {"role": "assistant", "content": "\n# POST /trust/{relationship} with json body to create new trust\n# relationship (see config.py for default relationship and auto-accept, no\n# auth required)\n# GET /trust/{relationship}}/{actorid} to get details on a specific relationship (auth: creator, admin, or peer secret)\n# POST /trust/{relationship}}/{actorid} to send information to a peer about changes in the relationship\n# PUT /trust/{relationship}}/{actorid} with a json body to change details on a relationship (baseuri, secret, desc) (auth: creator,\n# admin, or peer secret)\n# DELETE /trust/{relationship}}/{actorid} to delete a relationship (with\n# ?peer=true if the delete is from the peer) (auth: creator, admin, or\n# peer secret)\n\n# Handling requests to trust/\nclass rootHandler(webapp2.RequestHandler):\n\n\n ... [12 more functiondefs truncated] ..."}]
| false | null | null | null |
d9c21d6803d82661080e36eb0e94a3b82f8b2f7c
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: # Store the version here so: # 1) we don't load dependencies by storing it in __init__.py # 2) we can import it in setup.py for the same reason # 3) we can import it into your module module # https://stackoverflow.com/questions/458550/standard-way-to-embed-version-into-python-package def get_current_release_notes(): if __version__ in release_notes: return release_notes[__version__] return '' def get_help_text(): return "Trouble? Ask on Discord at https://discord.gg/5cNbXgG " \ "or report an issue at https://github.com/RLBot/RLBot/issues" def print_curren Error: SyntaxError: unterminated string literal
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Fixed Code: # Store the version here so: # 1) we don't load dependencies by storing it in __init__.py # 2) we can import it in setup.py for the same reason # 3) we can import it into your module module # https://stackoverflow.com/questions/458550/standard-way-to-embed-version-into-python-package def get_current_release_notes(): if __version__ in release_notes: return release_notes[__version__] return '' def get_help_text(): return "Trouble? Ask on Discord at https://discord.gg/5cNbXgG " \ "or report an issue at https://github.com/RLBot/RLBot/issues" def print_current_release_notes(): print(release_banner) print("Version {}".format(__version__)) print(get_current_release_notes()) Explanation: Close the string literal with matching quote
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intermediate
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api
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error_fixing
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Pythoncode:Python
| 3 | 0 | 595 | false |
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Store the version here so:\n# 1) we don't load dependencies by storing it in __init__.py\n# 2) we can import it in setup.py for the same reason\n# 3) we can import it into your module module\n# https://stackoverflow.com/questions/458550/standard-way-to-embed-version-into-python-package\ndef get_current_release_notes():\n if __version__ in release_notes:\n return release_notes[__version__]\n return ''\n\n\ndef get_help_text():\n return \"Trouble? Ask on Discord at https://discord.gg/5cNbXgG \" \\\n \"or report an issue at https://github.com/RLBot/RLBot/issues\"\n\n\ndef print_curren\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Store the version here so:\n# 1) we don't load dependencies by storing it in __init__.py\n# 2) we can import it in setup.py for the same reason\n# 3) we can import it into your module module\n# https://stackoverflow.com/questions/458550/standard-way-to-embed-version-into-python-package\ndef get_current_release_notes():\n if __version__ in release_notes:\n return release_notes[__version__]\n return ''\n\n\ndef get_help_text():\n return \"Trouble? Ask on Discord at https://discord.gg/5cNbXgG \" \\\n \"or report an issue at https://github.com/RLBot/RLBot/issues\"\n\n\ndef print_current_release_notes():\n print(release_banner)\n print(\"Version {}\".format(__version__))\n print(get_current_release_notes())\n\n Explanation: Close the string literal with matching quote"}]
| true |
syntax
|
MID_STRING
|
CRITICAL
|
d9c3024853794c19d2ce2400c8d47311441430b2
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! # source: enemy_skills.proto
|
This code demonstrates Pythoncode:Python programming.
|
beginner
|
general
|
code_explanation
|
Pythoncode:Python
| 0 | 0 | 111 | false |
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Generated by the protocol buffer compiler. DO NOT EDIT!\n# source: enemy_skills.proto"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false | null | null | null |
d9c310055166d8d1507c05ad91c6bc47af7f5743
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: #!/usr/bin/env python3 # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. from typing import Any, Dict import torch.nn as nn from classy_vision.generic.util import is_pos_int from classy_vision.heads import ClassyHead, register_head @register_head("fully_connected") class FullyConnectedHead(ClassyHead): """This head defines a 2d average pooling layer (:class:`torch.nn.AdaptiveAvgPool2d`) followed by a fully connected layer (:class:`torch.nn.Linear`). """ def __init__( self, unique_id: str, num_classes: int, in_plane: int, zero_init_bias: bool = False, ): """Constructor for FullyConnectedHead Args: unique_id: A unique identifier for the head. Multiple instances of the same head might be attached to a model, and unique_id is used to refer to them. num_classes: Number of classes for the head. If None, then the fully connected layer is not applied. in_plane: Input size for the fully connected layer. """ super().__init__(unique_id, num_classes) assert num_classes is None or is_pos_int(num_classes) assert is_pos_int(in_plane) self.avgpool = nn.AdaptiveAvgPool2d((1, 1)) self.fc = None if num_classes is None else nn.Linear(in_plane, num_classes) if zero_init_bias: self.fc.bias.data.zero_() @classmethod def from_config(cls, config: Dict[str, Any]) -> "FullyConnectedHead": """Instantiates a FullyConnectedHead from a configuration. Args: config: A configuration for a FullyConnectedHead. See :func:`__init__` for parameters expected in the config. Returns: A FullyConnectedHead instance. """ num_classes = config.get("num_classes", None) in_plane = config["in_plane"] return cls( config["unique_id"], num_classes, in_plane, zero_init_bias=config.get("zero_init_bias", False), ) def forward(self, x): # perform average pooling: out = self.avgpool(x) # final classifier: out = out.reshape(out.size(0), -1) if self.fc is not None: out = self.fc(out) return out
|
Functions: __init__, from_config, forward Classes: FullyConnectedHead This code demonstrates Pythoncode:Python programming.
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advanced
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testing
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code_explanation
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Pythoncode:Python
| 3 | 1 | 2,465 | true |
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python3\n# Copyright (c) Facebook, Inc. and its affiliates.\n#\n# This source code is licensed under the MIT license found in the\n# LICENSE file in the root directory of this source tree.\n\nfrom typing import Any, Dict\n\nimport torch.nn as nn\nfrom classy_vision.generic.util import is_pos_int\nfrom classy_vision.heads import ClassyHead, register_head\n\n\n@register_head(\"fully_connected\")\nclass FullyConnectedHead(ClassyHead):\n \"\"\"This head defines a 2d average pooling layer\n (:class:`torch.nn.AdaptiveAvgPool2d`) followed by a fully connected\n layer (:class:`torch.nn.Linear`).\n \"\"\"\n\n def __init__(\n self,\n unique_id: str,\n num_classes: int,\n in_plane: int,\n zero_init_bias: bool = False,\n ):\n \"\"\"Constructor for FullyConnectedHead\n\n Args:\n unique_id: A unique identifier for the head. Multiple instances of\n the same head might be attached to a model, and unique_id is used\n to refer to them.\n\n num_classes: Number of classes for the head. If None, then the fully\n connected layer is not applied.\n\n in_plane: Input size for the fully connected layer.\n \"\"\"\n super().__init__(unique_id, num_classes)\n assert num_classes is None or is_pos_int(num_classes)\n assert is_pos_int(in_plane)\n self.avgpool = nn.AdaptiveAvgPool2d((1, 1))\n self.fc = None if num_classes is None else nn.Linear(in_plane, num_classes)\n\n if zero_init_bias:\n self.fc.bias.data.zero_()\n\n @classmethod\n def from_config(cls, config: Dict[str, Any]) -> \"FullyConnectedHead\":\n \"\"\"Instantiates a FullyConnectedHead from a configuration.\n\n Args:\n config: A configuration for a FullyConnectedHead.\n See :func:`__init__` for parameters expected in the config.\n\n Returns:\n A FullyConnectedHead instance.\n \"\"\"\n num_classes = config.get(\"num_classes\", None)\n in_plane = config[\"in_plane\"]\n return cls(\n config[\"unique_id\"],\n num_classes,\n in_plane,\n zero_init_bias=config.get(\"zero_init_bias\", False),\n )\n\n def forward(self, x):\n # perform average pooling:\n out = self.avgpool(x)\n\n # final classifier:\n out = out.reshape(out.size(0), -1)\n if self.fc is not None:\n out = self.fc(out)\n return out"}, {"role": "assistant", "content": " Functions: __init__, from_config, forward\n Classes: FullyConnectedHead\n This code demonstrates Pythoncode:Python programming."}]
| false | null | null | null |
d9c32f78fb7ce24035473595e0a40c4945453a5b
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: from floodsystem.stationdata import build_station_list from floodsystem.flood import stations_highest_rel_level def run(): stations = build_station_list() warning_stations = stations_highest_rel_level(stations,10) for entry in warning_stations: print(entry[0 + 1].name,entry[1]) if __name__ == "__main__": print("*** Task 2C: CUED Part IA Flood Warning System ***") run()
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Error Analysis: Error Type: OFF_BY_ONE Error: OFF_BY_ONE Fix: Check loop bounds and array indices carefully
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intermediate
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ui
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error_detection
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Pythoncode:Python
| 1 | 0 | 403 | true |
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom floodsystem.stationdata import build_station_list\nfrom floodsystem.flood import stations_highest_rel_level\n\ndef run():\n stations = build_station_list()\n warning_stations = stations_highest_rel_level(stations,10)\n for entry in warning_stations:\n print(entry[0 + 1].name,entry[1])\n\n\n\nif __name__ == \"__main__\":\n print(\"*** Task 2C: CUED Part IA Flood Warning System ***\")\n run()"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: OFF_BY_ONE\n Error: OFF_BY_ONE\n\n Fix: Check loop bounds and array indices carefully"}]
| true |
logical
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OFF_BY_ONE
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MEDIUM
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d9c387f6c561372e064bfe33f0566d9f2a1cdd50
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TheStack--python--000.parquet
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Suggest refactoring for this Pythoncode:Python code: # This source code is part of the Biotite package and is distributed # under the 3-Clause BSD License. Please see 'LICENSE.rst' for further # information. __name__ = "biotite" __author__ = "Patrick Kunzmann" __all__ = ["Copyable"] import abc class Copyable(metaclass=abc.ABCMeta): """ Base class for all objects, that should be copyable. The public method `copy()` first creates a fresh instance of the class of the instance, that is copied via the `__copy_create__()` method. All variables, that could not be set via the constructor, are then copied via `__copy_fill__()`, starting with the method in the uppermost base class and ending with the class of the instance to be copied. This approach solves the problem of encapsulated variables in superclasses. """ def copy(self): """ Create a deep copy of this object. Returns ------- copy A copy of this object. """ clone = self.__copy_create__() self.__copy_fill__(clone) return clone def __copy_create__(self): """ Instantiate a new object of this class. Only the constructor should be called in this method. All further attributes, that need to be copied are handled in `__copy_fill__()` Do not call the `super()` method here. This method must be overridden, if the constructor takes parameters. Returns ------- copy A freshly instantiated copy of *self*. """ return type(self)() def __copy_fill__(self, clone): """ Copy all necessary attributes to the new object. Always call the `super()` method as first statement. Parameters ---------- clone The freshly instantiated copy of *self*. """ pass
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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advanced
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database
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refactoring
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Pythoncode:Python
| 3 | 2 | 1,972 | true |
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# This source code is part of the Biotite package and is distributed\n# under the 3-Clause BSD License. Please see 'LICENSE.rst' for further\n# information.\n\n__name__ = \"biotite\"\n__author__ = \"Patrick Kunzmann\"\n__all__ = [\"Copyable\"]\n\nimport abc\n\n\nclass Copyable(metaclass=abc.ABCMeta):\n \"\"\"\n Base class for all objects, that should be copyable.\n \n The public method `copy()` first creates a fresh instance of the\n class of the instance, that is copied via the `__copy_create__()`\n method. All variables, that could not be set via the constructor,\n are then copied via `__copy_fill__()`, starting with the method in\n the uppermost base class and ending with the class of the instance\n to be copied.\n \n This approach solves the problem of encapsulated variables in\n superclasses.\n \"\"\"\n \n def copy(self):\n \"\"\"\n Create a deep copy of this object.\n \n Returns\n -------\n copy\n A copy of this object.\n \"\"\"\n clone = self.__copy_create__()\n self.__copy_fill__(clone)\n return clone\n \n def __copy_create__(self):\n \"\"\"\n Instantiate a new object of this class.\n \n Only the constructor should be called in this method.\n All further attributes, that need to be copied are handled\n in `__copy_fill__()`\n \n Do not call the `super()` method here.\n \n This method must be overridden, if the constructor takes\n parameters.\n \n Returns\n -------\n copy\n A freshly instantiated copy of *self*.\n \"\"\"\n return type(self)()\n \n def __copy_fill__(self, clone):\n \"\"\"\n Copy all necessary attributes to the new object.\n \n Always call the `super()` method as first statement.\n \n Parameters\n ----------\n clone\n The freshly instantiated copy of *self*.\n \"\"\"\n pass"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false | null | null | null |
d9c389b63a2c9720abef56190237f31a2306da19
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TheStack--python--000.parquet
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