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Repair the syntax errors in this Pythoncode:Python code: # Copyright (C) Dnspython Contributors, see LICENSE for text of ISC license # Copyright (C) 2003-2007, 2009-2011 Nominum, Inc. # # Permission to use, copy, modify, and distribute this software and its # documentation for any purpose with or without fee is hereby granted, # provided that the above copyright notice and this permission notice # appear in all copies. # # THE SOFTWARE IS PROVIDED "AS IS" AND NOMINUM DISCLAIMS ALL WARRANTIES # WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES # MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL NOMINUM BE LIABLE FOR # ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES # WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN # ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT # OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE. """Class ANY (generic) rdata type classes.""" __all__ = [ 'AFSDB', 'AMTRELAY', 'AVC', 'CAA', 'CDNSKEY', 'CDS', 'CERT', 'CNAME', 'CSYNC', 'DLV', 'DNAME', 'DNSKEY', 'DS', 'EUI48', 'EUI64', 'GPOS', 'HINFO', 'HIP', 'ISDN', 'LOC', 'MX', 'NINFO', 'NS', 'NSEC', 'NSEC3', 'NSEC3PARAM', 'OPENPGPKEY', 'OPT', 'PTR', 'RP', 'RRSIG', 'RT', 'SMIMEA', 'SOA', 'SPF', 'SSHFP', 'TKEY', 'TLSA', 'TSIG', 'TXT', 'URI', 'X25', ]
Syntax Analysis: Syntax Errors Found: • IndentationError at line 18 Fixes: • Fix indentation to match Python syntax rules
intermediate
database
syntax_repair
Pythoncode:Python
0
0
1,440
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Copyright (C) Dnspython Contributors, see LICENSE for text of ISC license\n\n# Copyright (C) 2003-2007, 2009-2011 Nominum, Inc.\n#\n# Permission to use, copy, modify, and distribute this software and its\n# documentation for any purpose with or without fee is hereby granted,\n# provided that the above copyright notice and this permission notice\n# appear in all copies.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\" AND NOMINUM DISCLAIMS ALL WARRANTIES\n# WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES \n# MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL NOMINUM BE LIABLE FOR\n# ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES\n# WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN\n# ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT\n# OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE.\n\n \"\"\"Class ANY (generic) rdata type classes.\"\"\"\n\n__all__ = [\n 'AFSDB',\n 'AMTRELAY',\n 'AVC',\n 'CAA',\n 'CDNSKEY',\n 'CDS',\n 'CERT',\n 'CNAME',\n 'CSYNC',\n 'DLV',\n 'DNAME',\n 'DNSKEY',\n 'DS',\n 'EUI48',\n 'EUI64',\n 'GPOS',\n 'HINFO',\n 'HIP',\n 'ISDN',\n 'LOC',\n 'MX',\n 'NINFO',\n 'NS',\n 'NSEC',\n 'NSEC3',\n 'NSEC3PARAM',\n 'OPENPGPKEY',\n 'OPT',\n 'PTR',\n 'RP',\n 'RRSIG',\n 'RT',\n 'SMIMEA',\n 'SOA',\n 'SPF',\n 'SSHFP',\n 'TKEY',\n 'TLSA',\n 'TSIG',\n 'TXT',\n 'URI',\n 'X25',\n]"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 IndentationError at line 18\n\n Fixes:\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
5d672137217c3f190c65f38cc034a58e8ab7815b
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: def save_csv(save_file_path, save_data): with open(save_file_path, "w", newline="") as f: writer = csv.writer(f, lineterminator='\n') writer.writerows(save_data) def get_machine_id_list_for_test(target_dir, dir_name="test", ext="json"): """ target_dir : str base directory path of "dev_data" or "eval_data" test_dir_name : str (default="test") directory containing test data ext : str (default="wav) file extension of audio files return : machine_id_list : list [ str ] list of machine IDs extracted from the names of test files """ # create test files dir_path = os.path.abspath("{dir}/{dir_name}/*.{ext}".format(dir=target_dir, dir_name=dir_name, ext=ext)) file_paths = sorted(glob.glob(dir_path)) # extract id machine_id_list = sorted(list(set(itertools.chain.from_iterable( [re.findall('id_[0-9][0-9]', ext_id) for ext_id in file_paths])))) return machine_id_list ... [1 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
testing
refactoring
Pythoncode:Python
2
0
1,119
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\ndef save_csv(save_file_path,\n save_data):\n with open(save_file_path, \"w\", newline=\"\") as f:\n writer = csv.writer(f, lineterminator='\\n')\n writer.writerows(save_data)\n\n\ndef get_machine_id_list_for_test(target_dir,\n dir_name=\"test\",\n ext=\"json\"):\n \"\"\"\n target_dir : str\n base directory path of \"dev_data\" or \"eval_data\"\n test_dir_name : str (default=\"test\")\n directory containing test data\n ext : str (default=\"wav)\n file extension of audio files\n\n return :\n machine_id_list : list [ str ]\n list of machine IDs extracted from the names of test files\n \"\"\"\n # create test files\n dir_path = os.path.abspath(\"{dir}/{dir_name}/*.{ext}\".format(dir=target_dir, dir_name=dir_name, ext=ext))\n file_paths = sorted(glob.glob(dir_path))\n # extract id\n machine_id_list = sorted(list(set(itertools.chain.from_iterable(\n [re.findall('id_[0-9][0-9]', ext_id) for ext_id in file_paths]))))\n return machine_id_list\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5d67812696614c7eac2050cda2d994e16e9201d7
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import argparse import os parser = argparse.ArgumentParser(description="a simple parser") parser.add_argument("filename", type=str) parser.add_argument("lineno", nargs="+", type=int) parser.add_argument("--same_length", action=argparse.BooleanOptionalAction) def main(): args = parser.parse_args() filename = args.filename linenos = args.lineno same_length = args.same_length linenos = list(map(lambda x: x - 1, linenos)) linenos.sort() results = [] with open(filename, "r", encoding="utf-8") as f: content = f.readlines() if not same_length: start = 0 for lineno in linenos: results.append("".join(content[start:lineno])) start = lineno results.append("".join(content[start:])) else: ... code continues ...
Completion: Missing: If statement incomplete - else clause truncated To complete: • Complete if-else statement Example continuation: lineno = linenos[0] + 1 if linenos[0] else 100000 start = 0 while start < len(content): results.append("".join(content[start: start + lineno])) start += lineno
intermediate
machine_learning
incomplete_code
Pythoncode:Python
1
0
814
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport argparse\nimport os\n\nparser = argparse.ArgumentParser(description=\"a simple parser\")\n\nparser.add_argument(\"filename\", type=str)\nparser.add_argument(\"lineno\", nargs=\"+\", type=int)\nparser.add_argument(\"--same_length\", action=argparse.BooleanOptionalAction)\n\n\ndef main():\n args = parser.parse_args()\n filename = args.filename\n linenos = args.lineno\n same_length = args.same_length\n linenos = list(map(lambda x: x - 1, linenos))\n linenos.sort()\n results = []\n with open(filename, \"r\", encoding=\"utf-8\") as f:\n content = f.readlines()\n if not same_length:\n start = 0\n\n for lineno in linenos:\n results.append(\"\".join(content[start:lineno]))\n start = lineno\n results.append(\"\".join(content[start:]))\n\n else:\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: If statement incomplete - else clause truncated\n\n To complete:\n \u2022 Complete if-else statement\n\n Example continuation:\n lineno = linenos[0] + 1 if linenos[0] else 100000\n start = 0\n while start < len(content):\n results.append(\"\".join(content[start: start + lineno]))\n start += lineno"}]
true
syntax
INCOMPLETE_LOGIC
MEDIUM
5d68067044bd41e0c94f3b4e115e6a6243c834c1
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from __future__ import absolute_import import six import string import warnings import pytz from collections import OrderedDict from dateutil.parser import parse as parse_date from django.db import models from django.utils import timezone from django.utils.translation import ugettext_lazy as _ from hashlib import md5 from semaphore.processing import StoreNormalizer from sentry import eventtypes from sentry.db.models import ( class EventDict(CanonicalKeyDict): """ Creating an instance of this dictionary will send the event through basic (Rust-based) type/schema validation called "re-normalization". This is used as a wrapper type for `Event.data` such that creating an event object (or loading it from the DB) will ensure the data fits the type schema. """ def __init__(self, data, skip_renormalization=False, **kwargs): is_renormalized = isinstance(data, EventDict) or ( isinstance(data, NodeData) and isinstance(data.data, EventDict) ) if not skip_renormalization and not is_renormalized: normalizer = StoreNormalizer(is_renormalize=True, enable_trimming=False) data = normalizer.normalize_event(dict(data)) CanonicalKeyDict.__init__(self, data, **kwargs) class EventCommon(object): """ Methods and properties common to both Event and SnubaEvent. """ @classmethod def generate_node_id(cls, project_id, event_id): """ Returns a deterministic node_id for this event based on the project_id and event_id which together are globally unique. The event body should be saved under this key in nodestore so it can be retrieved using the
same generated id when we only have project_id and event_id. """ return md5("{}:{}".format(project_id, event_id)).hexdigest() # TODO (alex) We need a better way to cache these properties. functools32 # doesn't quite do the trick as there is a reference bug with unsaved # models. But the current _group_cache thing is also clunky because these # properties need to be stripped out in __getstate__. @property def group(self): from sentry.models import Group if not self.group_id: return None if not hasattr(self, "_group_cache"): self._group_cache = Group.objects.get(id=self.group_id) return self._group_cache @group.setter def group(self, group): self.group_id = group.id self._group_cache = group @property def project(self): from sentry.models import Project if not hasattr(self, "_project_cache"): self._project_cache = Project.objects.get(id=self.project_id) return self._project_cache @project.setter ... [61 more functiondefs truncated] ...
advanced
database
code_completion
Pythoncode:Python
5
2
2,838
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom __future__ import absolute_import\n\nimport six\nimport string\nimport warnings\nimport pytz\n\nfrom collections import OrderedDict\nfrom dateutil.parser import parse as parse_date\nfrom django.db import models\nfrom django.utils import timezone\nfrom django.utils.translation import ugettext_lazy as _\nfrom hashlib import md5\n\nfrom semaphore.processing import StoreNormalizer\n\nfrom sentry import eventtypes\nfrom sentry.db.models import (\nclass EventDict(CanonicalKeyDict):\n \"\"\"\n Creating an instance of this dictionary will send the event through basic\n (Rust-based) type/schema validation called \"re-normalization\".\n\n This is used as a wrapper type for `Event.data` such that creating an event\n object (or loading it from the DB) will ensure the data fits the type\n schema.\n \"\"\"\n\n def __init__(self, data, skip_renormalization=False, **kwargs):\n is_renormalized = isinstance(data, EventDict) or (\n isinstance(data, NodeData) and isinstance(data.data, EventDict)\n )\n\n if not skip_renormalization and not is_renormalized:\n normalizer = StoreNormalizer(is_renormalize=True, enable_trimming=False)\n data = normalizer.normalize_event(dict(data))\n\n CanonicalKeyDict.__init__(self, data, **kwargs)\n\n\nclass EventCommon(object):\n \"\"\"\n Methods and properties common to both Event and SnubaEvent.\n \"\"\"\n\n @classmethod\n def generate_node_id(cls, project_id, event_id):\n \"\"\"\n Returns a deterministic node_id for this event based on the project_id\n and event_id which together are globally unique. The event body should\n be saved under this key in nodestore so it can be retrieved using the"}, {"role": "assistant", "content": "\n same generated id when we only have project_id and event_id.\n \"\"\"\n return md5(\"{}:{}\".format(project_id, event_id)).hexdigest()\n\n # TODO (alex) We need a better way to cache these properties. functools32\n # doesn't quite do the trick as there is a reference bug with unsaved\n # models. But the current _group_cache thing is also clunky because these\n # properties need to be stripped out in __getstate__.\n @property\n def group(self):\n from sentry.models import Group\n\n if not self.group_id:\n return None\n if not hasattr(self, \"_group_cache\"):\n self._group_cache = Group.objects.get(id=self.group_id)\n return self._group_cache\n\n @group.setter\n def group(self, group):\n self.group_id = group.id\n self._group_cache = group\n\n @property\n def project(self):\n from sentry.models import Project\n\n if not hasattr(self, \"_project_cache\"):\n self._project_cache = Project.objects.get(id=self.project_id)\n return self._project_cache\n\n @project.setter\n\n ... [61 more functiondefs truncated] ..."}]
false
null
null
null
5d68e4a866db0948470d395c5ba6d5ad5676d177
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: """ Makes training and test dataset for nowcasting model using SEVIR """ # -*- coding: utf-8 -*- import argparse import logging import os import h5py os.environ["HDF5_USE_FILE_LOCKING"]='FALSE' import sys import numpy as np import tensorflow as tf from nowcast_generator import get_nowcast_test_generator # parser = argparse.ArgumentParser(description='Make nowcast training & test datasets using SEVIR') # parser.add_argument('--sevir_data', type=str, help='location of SEVIR dataset',default='../../data/sevir') # parser.add_argument('--sevir_catalog', type=str, help='location of SEVIR dataset',default='../../data/CATALOG.csv') # parser.add_argument('--output_location', type=str, help='location of SEVIR dataset',default='../../data/interim') # parser.add_argument('--n_chunks', type=int, help='Number of chucks to use (increase if memory limited)',default=10) #args = parser.parse_args() def generate_data(sevir_location,sevir_catalog,output_location,n_chunks=10): """ Runs data processing scripts to extract training set from SEVIR """ logger = logging.getLogger(__name__) logger.info('making final data set from raw data') #trn_generator = get_nowcast_train_generator(sevir_catalog=args.sevir_catalog,sevir_location=args.sevir_data) tst_generator = get_nowcast_test_generator(sevir_catalog,sevir_location) # Complete this line #read_write_chunks('%s/nowcast_training.h5' % args.output_location,trn_generator,args.n_chunks) logger.info('Reading/writing testing data to ' + output_location+'/nowcast_testing.h5') read_write_chunks(output_location+'/nowcast_testing.h5',tst_generator,n_chunks) def read_write_chunks( filename, generator, n_chunks ): logger = logging.getLogger(__name__) chunksize = len(generator)//n_chunks # get first chunk logger.info('Gathering chunk 0/%s:' % n_chunks) X,Y=generator.load_batches(n_batches=chunksize,offset=0,progress_bar=True) # Create datasets with h5py.File(filename, 'w') as hf: hf.create_dataset('IN', data=X[0], maxshape=(None,X[0].shape[1],X[0].shape[2],X[0].shape[3])) hf.create_dataset('OUT', data=Y[0], maxshape=(None,Y[0].shape[1],Y[0].shape[2],Y[0].shape[3])) # Gather other chunks for c in range(1,n_chunks+1): offset = c*chunksize n_batches = min(chunksize,len(generator)-offset) if n_batches<0: # all done break logger.info('Gathering chunk %d/%s:' % (c,n_chunks)) X,Y=generator.load_batches(n_batches=n_batches,offset=offset,progress_bar=True) with h5py.File(filename, 'a') as hf: hf['IN'].resize((hf['IN'].shape[0] + X[0].shape[0]), axis = 0) hf['OUT'].resize((hf['OUT'].shape[0] + Y[0].shape[0]), axis = 0) hf['IN'][-X[0].shape[0]:] = X[0] hf['OUT'][-Y[0].shape[0]:] = Y[0]
The missing line is: #ogger.info('Reading/writing training data to %s' % ('%s/nowcast_training.h5' % args.output_location))
intermediate
testing
fill_in_the_blank
Pythoncode:Python
2
0
2,920
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n\"\"\"\nMakes training and test dataset for nowcasting model using SEVIR\n\"\"\"\n\n# -*- coding: utf-8 -*-\nimport argparse\nimport logging\n\nimport os\nimport h5py\nos.environ[\"HDF5_USE_FILE_LOCKING\"]='FALSE'\n\nimport sys\nimport numpy as np\nimport tensorflow as tf\nfrom nowcast_generator import get_nowcast_test_generator\n\n# parser = argparse.ArgumentParser(description='Make nowcast training & test datasets using SEVIR')\n# parser.add_argument('--sevir_data', type=str, help='location of SEVIR dataset',default='../../data/sevir')\n# parser.add_argument('--sevir_catalog', type=str, help='location of SEVIR dataset',default='../../data/CATALOG.csv')\n# parser.add_argument('--output_location', type=str, help='location of SEVIR dataset',default='../../data/interim')\n# parser.add_argument('--n_chunks', type=int, help='Number of chucks to use (increase if memory limited)',default=10)\n\n\n#args = parser.parse_args()\n\ndef generate_data(sevir_location,sevir_catalog,output_location,n_chunks=10):\n \"\"\" \n Runs data processing scripts to extract training set from SEVIR\n \"\"\"\n logger = logging.getLogger(__name__)\n logger.info('making final data set from raw data')\n #trn_generator = get_nowcast_train_generator(sevir_catalog=args.sevir_catalog,sevir_location=args.sevir_data)\n tst_generator = get_nowcast_test_generator(sevir_catalog,sevir_location)\n \n # Complete this line\n #read_write_chunks('%s/nowcast_training.h5' % args.output_location,trn_generator,args.n_chunks)\n logger.info('Reading/writing testing data to ' + output_location+'/nowcast_testing.h5')\n read_write_chunks(output_location+'/nowcast_testing.h5',tst_generator,n_chunks)\n\n\ndef read_write_chunks( filename, generator, n_chunks ):\n logger = logging.getLogger(__name__)\n chunksize = len(generator)//n_chunks\n # get first chunk\n logger.info('Gathering chunk 0/%s:' % n_chunks)\n X,Y=generator.load_batches(n_batches=chunksize,offset=0,progress_bar=True)\n # Create datasets\n with h5py.File(filename, 'w') as hf:\n hf.create_dataset('IN', data=X[0], maxshape=(None,X[0].shape[1],X[0].shape[2],X[0].shape[3]))\n hf.create_dataset('OUT', data=Y[0], maxshape=(None,Y[0].shape[1],Y[0].shape[2],Y[0].shape[3]))\n # Gather other chunks\n for c in range(1,n_chunks+1):\n offset = c*chunksize\n n_batches = min(chunksize,len(generator)-offset)\n if n_batches<0: # all done\n break\n logger.info('Gathering chunk %d/%s:' % (c,n_chunks))\n X,Y=generator.load_batches(n_batches=n_batches,offset=offset,progress_bar=True)\n with h5py.File(filename, 'a') as hf:\n hf['IN'].resize((hf['IN'].shape[0] + X[0].shape[0]), axis = 0)\n hf['OUT'].resize((hf['OUT'].shape[0] + Y[0].shape[0]), axis = 0)\n hf['IN'][-X[0].shape[0]:] = X[0]\n hf['OUT'][-Y[0].shape[0]:] = Y[0]"}, {"role": "assistant", "content": "The missing line is:\n #ogger.info('Reading/writing training data to %s' % ('%s/nowcast_training.h5' % args.output_location))"}]
false
null
null
null
5d6b89b1e8e521a2e81232c6e63ef4c5529270e8
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # The Original importer was created by Nick # Copyright (c) 2020 Nick import bpy import bmesh import os import array import math from mathutils import * from bpy_extras.image_utils import load_image from .cast import Cast, Model, Animation, Curve, NotificationTrack, Mesh, Skeleton, Bone, Material, File def utilityBuildPath(root, asset): if os.path.isabs(asset): return asset root = os.path.dirname(root) return os.path.join(root, asset) def utilityAssignBSDFMaterialSlots(material, slots, path): material.node_tree.nodes.remove( material.node_tree.nodes["Principled BSDF"]) shader = material.node_tree.nodes.new("ShaderNodeGroup") output = material.node_tree.nodes['Material Output'] # グループシェーダーを作成 shader.node_tree = bpy.data.node_groups['S/G-Blender'] #テクスチャを定義 switcher = { "albedo": "Diffuse map", "diffuse": "Diffuse map", "specular": "Specular map", "ao": "AO map", "cavity": "Cavity map", "gloss": "Glossiness map", "normal": "Normal map", "emissive": "Emission input" } # Loop and connect the slots for slot in slots: connection = slots[slot] if not connection.__class__ is File: continue if not slot in switcher: continue texture = material.node_tree.nodes.new("ShaderNodeTexImage") #画像ノードを作成 try: texture.image = bpy.data.images.load( utilityBuildPath(path, connection.Path())) #画像を読み込み except RuntimeError: pass if texture.image: material.node_tree.links.new( shader.inputs[switcher[slot]], texture.outputs["Color"]) material.node_tree.links.new(shader.outputs[0], output.inputs[0]) # texture.outputのカラーとinputをつなげる(link) else: material.node_tree.nodes.remove(texture) ... [7 more functiondefs truncated] ...
Functions: utilityBuildPath, utilityAssignBSDFMaterialSlots This code demonstrates Pythoncode:Python programming.
intermediate
database
code_explanation
Pythoncode:Python
2
0
1,978
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\n# The Original importer was created by Nick\n# Copyright (c) 2020 Nick\n\nimport bpy\nimport bmesh\nimport os\nimport array\nimport math\nfrom mathutils import *\nfrom bpy_extras.image_utils import load_image\nfrom .cast import Cast, Model, Animation, Curve, NotificationTrack, Mesh, Skeleton, Bone, Material, File\n\n\ndef utilityBuildPath(root, asset):\n if os.path.isabs(asset):\n return asset\n\n root = os.path.dirname(root)\n return os.path.join(root, asset)\n\n\ndef utilityAssignBSDFMaterialSlots(material, slots, path):\n \n \n\n \n material.node_tree.nodes.remove(\n material.node_tree.nodes[\"Principled BSDF\"])\n \n shader = material.node_tree.nodes.new(\"ShaderNodeGroup\")\n output = material.node_tree.nodes['Material Output']\n # \u30b0\u30eb\u30fc\u30d7\u30b7\u30a7\u30fc\u30c0\u30fc\u3092\u4f5c\u6210\n shader.node_tree = bpy.data.node_groups['S/G-Blender']\n\n #\u30c6\u30af\u30b9\u30c1\u30e3\u3092\u5b9a\u7fa9\n switcher = {\n \"albedo\": \"Diffuse map\",\n \"diffuse\": \"Diffuse map\",\n \"specular\": \"Specular map\",\n \"ao\": \"AO map\",\n \"cavity\": \"Cavity map\",\n \"gloss\": \"Glossiness map\",\n \"normal\": \"Normal map\",\n \"emissive\": \"Emission input\"\n }\n \n\n # Loop and connect the slots\n for slot in slots:\n connection = slots[slot]\n if not connection.__class__ is File:\n continue\n if not slot in switcher:\n continue\n\n texture = material.node_tree.nodes.new(\"ShaderNodeTexImage\") #\u753b\u50cf\u30ce\u30fc\u30c9\u3092\u4f5c\u6210\n try:\n texture.image = bpy.data.images.load(\n utilityBuildPath(path, connection.Path())) #\u753b\u50cf\u3092\u8aad\u307f\u8fbc\u307f\n except RuntimeError:\n pass\n if texture.image:\n material.node_tree.links.new(\n shader.inputs[switcher[slot]], texture.outputs[\"Color\"])\n\n material.node_tree.links.new(shader.outputs[0], output.inputs[0]) # texture.output\u306e\u30ab\u30e9\u30fc\u3068input\u3092\u3064\u306a\u3052\u308b(link)\n else:\n material.node_tree.nodes.remove(texture)\n\n\n ... [7 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: utilityBuildPath, utilityAssignBSDFMaterialSlots\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5d6e1f190b9f10fc581499ca4a914cfa2670ffb2
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # https://luma-oled.readthedocs.io/en/latest/software.html import os import sys import time import threading import usb4vc_oled from luma.core.render import canvas import RPi.GPIO as GPIO import usb4vc_usb_scan import usb4vc_shared import usb4vc_show_ev import usb4vc_check_update import json import subprocess from subprocess import Popen, PIPE from usb4vc_shared import this_app_dir_path from usb4vc_shared import config_dir_path from usb4vc_shared import firmware_dir_path from usb4vc_shared import temp_dir_path from usb4vc_shared import ensure_dir from usb4vc_shared import i2c_bootloader_pbid from usb4vc_shared import usb_bootloader_pbid class m
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • SyntaxError: expected ':' at line 26 Fix: Complete the truncated code structure
advanced
testing
error_detection
Pythoncode:Python
1
1
655
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# https://luma-oled.readthedocs.io/en/latest/software.html\n\nimport os\nimport sys\nimport time\nimport threading\nimport usb4vc_oled\nfrom luma.core.render import canvas\nimport RPi.GPIO as GPIO\nimport usb4vc_usb_scan\nimport usb4vc_shared\nimport usb4vc_show_ev\nimport usb4vc_check_update\nimport json\nimport subprocess\nfrom subprocess import Popen, PIPE\n\nfrom usb4vc_shared import this_app_dir_path\nfrom usb4vc_shared import config_dir_path\nfrom usb4vc_shared import firmware_dir_path\nfrom usb4vc_shared import temp_dir_path\nfrom usb4vc_shared import ensure_dir\nfrom usb4vc_shared import i2c_bootloader_pbid\nfrom usb4vc_shared import usb_bootloader_pbid\n\nclass m"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 SyntaxError: expected ':' at line 26\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
5d6e47beb4576bf2e083ccdcb792c2e2830c83c4
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Generated by Django 3.0.2 on 2020-02-24 23:16 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('study', '0002_student'), ] operations = [
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Unclosed '[' at line 12 - expected ']' • Block at line 6 has no indented body • SyntaxError: '[' was never closed at line 12 Fix: Close the string literal with matching quote
intermediate
machine_learning
error_detection
Pythoncode:Python
0
1
215
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Generated by Django 3.0.2 on 2020-02-24 23:16\n\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('study', '0002_student'),\n ]\n\n operations = ["}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Unclosed '[' at line 12 - expected ']'\n \u2022 Block at line 6 has no indented body\n \u2022 SyntaxError: '[' was never closed at line 12\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
5d6f6e6ed3bbf01cb5af3d5c038344399c98f74f
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- ### # (C) Copyright [2019] Hewlett Packard Enterprise Development LP # # 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 io import unittest import mock from mock import call from tests.test_utils import mock_builtin from hpOneView.connection import connection from hpOneView import exceptions from hpOneView.resources.resource import (ResourceClient, ResourceHelper, ResourceFileHandlerMixin, class StubResourceFileHandler(ResourceFileHandlerMixin, Resource): """Stub class to test resource file operations""" class StubResourceZeroBody(ResourceZeroBodyMixin, Resour
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unclosed '(' at line 25 - expected ')' • Unclosed '(' at line 30 - expected ')' • Invalid syntax at line 26: class StubResourceFileHandler(ResourceFileHandlerMixin, Resource): Fix: Complete the truncated code structure
advanced
testing
error_detection
Pythoncode:Python
2
8
1,100
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n###\n# (C) Copyright [2019] Hewlett Packard Enterprise Development LP\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 io\nimport unittest\nimport mock\nfrom mock import call\n\nfrom tests.test_utils import mock_builtin\nfrom hpOneView.connection import connection\nfrom hpOneView import exceptions\nfrom hpOneView.resources.resource import (ResourceClient, ResourceHelper, ResourceFileHandlerMixin,\nclass StubResourceFileHandler(ResourceFileHandlerMixin, Resource):\n \"\"\"Stub class to test resource file operations\"\"\"\n\n\nclass StubResourceZeroBody(ResourceZeroBodyMixin, Resour"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '(' at line 25 - expected ')'\n \u2022 Unclosed '(' at line 30 - expected ')'\n \u2022 Invalid syntax at line 26: class StubResourceFileHandler(ResourceFileHandlerMixin, Resource):\n\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
5d6fd80c1e9176894348ae0d83e6981dbb3ecb3a
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- from __future__ import (absolute_import, division, print_function, unicode_literals) from .core import UnitedStates class Colorado(UnitedStates: """Colorado""" # Colorado has only federal state holidays. # NOTE: Cesar Chavez Day is an optional holiday
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 8 - expected ')' • Invalid syntax at line 8: class Colorado(UnitedStates: Fixes: • Add closing ')' bracket • Review syntax near the error location
intermediate
oop
syntax_repair
Pythoncode:Python
0
1
315
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom __future__ import (absolute_import, division, print_function,\n unicode_literals)\n\nfrom .core import UnitedStates\n\n\nclass Colorado(UnitedStates:\n \"\"\"Colorado\"\"\"\n # Colorado has only federal state holidays.\n # NOTE: Cesar Chavez Day is an optional holiday"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 8 - expected ')'\n \u2022 Invalid syntax at line 8: class Colorado(UnitedStates:\n\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review syntax near the error location"}]
true
syntax
MISSING_BRACKETS
MEDIUM
5d72ba13d02bd291e6fb1bfd1e3d024e5c0779f3
TheStack--python--000.parquet
Debug this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- import random import numpy as np # Generic data augmentation class Augmenter: """ Generic data augmentation class with chained operations """ def __init__(self, ops=[]): if not isinstance(ops, list): print("Error: ops must be a list of functions") quit() self.ops = ops def add(self, op): self.ops.append(op) def augment(self, img): aug = img.copy() for op in self.ops: aug = op(aug) return aug def __call__(self, img): return self.augment(img) ########## # Images # ########## def horizontal_flip(p=0.5): def fc(img): if random.random() < p: return img[..., ::-1] else: return img return fc def vertical_flip(p=0.5): def fc(img): if random.random() < p: return img[..., ::-1, :] else: return img return fc def gaussian_noise(p=0.5, mean=0, sigma=0.02): def fc(img): if random.random() < p: gauss = np.random.normal(mean, sigma, img.shape).astype(np.float32) return img + gauss else: return img return fc def black_vstripe(p=0.5, size=10): def fc(img): if random.random() < p: j = int(random.random() * (img.shape[1]-size)) img[..., j:j+size] = 0 return img else: return img return fc def black_hstripe(p=0.5, size=10): def fc(img): if random.random() < p: j = int(random.random() * (img.shape[0]-size)) img[..., j:j+size, :] = 0 return img else: return img return fc def default_augmenter(p=0.5, strip_size=3, mean=0, sigma=0.02): """Default data augmentation with horizontal flip, vertical flip, gaussian noise, black hstripe, and black vstripe. Returns: Augmenter object. Use as: aug.augment(img) """ print("Using default image augmenter") return Augmenter([ horizontal_flip(p), gaussian_noise(p, mean, sigma), black_hstripe(p, size=strip_size), black_vstripe(p, size=strip_size) ]) ########## # Videos # ########## def horizontal_flip_vid(p=0.5): def fc(vid): if random.random() < p: return vid[..., ::-1] else: return vid return fc def black_vstripe_vid(p=0.5, size=10): def fc(batch): if random.random() < p: j = int(random.random() * (batch.shape[-1]-size)) batch[..., j:j+size] = 0 return batch else: return batch return fc def black_hstripe_vid(p=0.5, size=10): def fc(batch): if random.random() < p: j = int(random.random() * (batch.shape[-2]-size)) batch[..., j:j+size, :] = 0 return batch else: return batch return fc ... [1 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 10 Invalid syntax at line 123: ... [1 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 11 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 💡 Suggestions: Complete the expression on the last line Add closing quote at line 10 Review syntax near the error location
advanced
database
debugging
Pythoncode:Python
21
1
2,992
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\nimport random\nimport numpy as np\n\n\n# Generic data augmentation\nclass Augmenter:\n \"\"\" Generic data augmentation class with chained operations\n \"\"\"\n\n def __init__(self, ops=[]):\n if not isinstance(ops, list):\n print(\"Error: ops must be a list of functions\")\n quit()\n self.ops = ops\n \n def add(self, op):\n self.ops.append(op)\n\n def augment(self, img):\n aug = img.copy()\n for op in self.ops:\n aug = op(aug)\n return aug\n \n def __call__(self, img):\n return self.augment(img)\n\n##########\n# Images #\n##########\ndef horizontal_flip(p=0.5):\n def fc(img):\n if random.random() < p:\n return img[..., ::-1]\n else:\n return img\n return fc\n\ndef vertical_flip(p=0.5):\n def fc(img):\n if random.random() < p:\n return img[..., ::-1, :]\n else:\n return img\n return fc\n\ndef gaussian_noise(p=0.5, mean=0, sigma=0.02):\n def fc(img):\n if random.random() < p:\n gauss = np.random.normal(mean, sigma, img.shape).astype(np.float32)\n return img + gauss\n else:\n return img\n return fc\n\ndef black_vstripe(p=0.5, size=10):\n def fc(img):\n if random.random() < p:\n j = int(random.random() * (img.shape[1]-size))\n img[..., j:j+size] = 0\n return img\n else:\n return img\n return fc\n\ndef black_hstripe(p=0.5, size=10):\n def fc(img):\n if random.random() < p:\n j = int(random.random() * (img.shape[0]-size))\n img[..., j:j+size, :] = 0\n return img\n else:\n return img\n return fc\n\n\ndef default_augmenter(p=0.5, strip_size=3, mean=0, sigma=0.02):\n \"\"\"Default data augmentation with horizontal flip, vertical flip, gaussian noise, black hstripe, and black vstripe.\n \n Returns:\n Augmenter object. Use as: aug.augment(img)\n \"\"\"\n print(\"Using default image augmenter\")\n return Augmenter([ horizontal_flip(p), gaussian_noise(p, mean, sigma), black_hstripe(p, size=strip_size), black_vstripe(p, size=strip_size) ])\n\n\n##########\n# Videos #\n##########\n\ndef horizontal_flip_vid(p=0.5):\n def fc(vid):\n if random.random() < p:\n return vid[..., ::-1]\n else:\n return vid\n return fc\n\ndef black_vstripe_vid(p=0.5, size=10):\n def fc(batch):\n if random.random() < p:\n j = int(random.random() * (batch.shape[-1]-size))\n batch[..., j:j+size] = 0\n return batch\n else:\n return batch\n return fc\n\ndef black_hstripe_vid(p=0.5, size=10):\n def fc(batch):\n if random.random() < p:\n j = int(random.random() * (batch.shape[-2]-size))\n batch[..., j:j+size, :] = 0\n return batch\n else:\n return batch\n return fc\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 10\n Invalid syntax at line 123: ... [1 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 11\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 10\n Review syntax near the error location"}]
false
null
null
null
5d72e502922a05a806cd65843fb08ea2947b5e7b
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: from django.contrib import admin from django.contrib.gis import geos from leaflet.admin import LeafletGeoAdmin, LeafletGeoAdminMixin from .models import Lau1 from .models import Nuts3 from .models import Airport from .models import Road from .models import PublicTransportStop from .models import RailwayStation from django.urls import reverse from django.utils.translation import ugettext_lazy as _ import nested_admin import uuid import json class AirportAdmin(LeafletGeoAdmin): default_zoom = 7 default_lon = 1730000 default_lat = 6430000 #readonly_fields = ("code", "name",) class RoadAdmin(LeafletGeoAdmin): default_zoom = 7 default_lon = 1730000 default_lat = 6430000 #readonly_fields = ("code", "name",) class RailwayStationAdmin(LeafletGeoAdmin): default_zoom = 7 default_lon = 1730000 default_lat = 6430000 #readonly_fields = ("code", "name",) class PublicTransportStopAdmin(LeafletGeoAdmin): default_zoom = 7 default_lon = 1730000 default_lat = 6430000 #readonly_fields = ("code", "name",) class LAU1Admin(LeafletGeoAdmin): default_zoom = 7 default_lon = 1730000 default_lat = 6430000 #readonly_fields = ("code", "name",) class NUTS3Admin(LeafletGeoAdmin): default_zoom = 7 default_lon = 1730000 # Complete this line #readonly_fields = ("code", "name",) class NUTS3AdminInline(LeafletGeoAdminMixin, admin.StackedInline): model = Nuts3 class LAU1AdminInline(LeafletGeoAdminMixin, admin.StackedInline): model = Lau1 class NUTS3Filter(admin.SimpleListFilter): """Filter for admin interface of NUTS3 regions (Kraje) """ title = _('NUTS3 regions') parameter_name = 'nuts3#' def lookups(self, request, model_admin): nuts3 = Nuts3.objects.all() return ( (obj.id, obj.name) for obj in nuts3 ) def queryset(self, request, queryset): val = self.value() if val: nuts3 = Nuts3.objects.get(pk=val) results = queryset.filter( location__geometry__intersects=nuts3.geometry) else: results = queryset return results class ArealFieldAdmin(nested_admin.NestedModelAdmin): geojson_attributes = [] def get_place(self, obj): if hasattr(obj.location, "address") and \ obj.location.address is not None: return obj.location.address.city else: return ", ".join( [l.__str__() for l in Nuts3.objects.filter( geometry__intersects=obj.location.geometry)]) ... [5 more functiondefs truncated] ...
The missing line is: default_lat = 6430000
advanced
api
fill_in_the_blank
Pythoncode:Python
3
10
2,650
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom django.contrib import admin\nfrom django.contrib.gis import geos\nfrom leaflet.admin import LeafletGeoAdmin, LeafletGeoAdminMixin\nfrom .models import Lau1\nfrom .models import Nuts3\nfrom .models import Airport\nfrom .models import Road\nfrom .models import PublicTransportStop\nfrom .models import RailwayStation\nfrom django.urls import reverse\nfrom django.utils.translation import ugettext_lazy as _\nimport nested_admin\nimport uuid\nimport json\n\n\nclass AirportAdmin(LeafletGeoAdmin):\n default_zoom = 7\n default_lon = 1730000\n default_lat = 6430000\n #readonly_fields = (\"code\", \"name\",)\n\nclass RoadAdmin(LeafletGeoAdmin):\n default_zoom = 7\n default_lon = 1730000\n default_lat = 6430000\n #readonly_fields = (\"code\", \"name\",)\n\nclass RailwayStationAdmin(LeafletGeoAdmin):\n default_zoom = 7\n default_lon = 1730000\n default_lat = 6430000\n #readonly_fields = (\"code\", \"name\",)\n\nclass PublicTransportStopAdmin(LeafletGeoAdmin):\n default_zoom = 7\n default_lon = 1730000\n default_lat = 6430000\n #readonly_fields = (\"code\", \"name\",)\n\n\nclass LAU1Admin(LeafletGeoAdmin):\n default_zoom = 7\n default_lon = 1730000\n default_lat = 6430000\n #readonly_fields = (\"code\", \"name\",)\n\n\nclass NUTS3Admin(LeafletGeoAdmin):\n default_zoom = 7\n default_lon = 1730000\n # Complete this line\n\n #readonly_fields = (\"code\", \"name\",)\n\n\nclass NUTS3AdminInline(LeafletGeoAdminMixin, admin.StackedInline):\n model = Nuts3\n\n\nclass LAU1AdminInline(LeafletGeoAdminMixin, admin.StackedInline):\n model = Lau1\n\n\nclass NUTS3Filter(admin.SimpleListFilter):\n \"\"\"Filter for admin interface of NUTS3 regions (Kraje)\n \"\"\"\n title = _('NUTS3 regions')\n parameter_name = 'nuts3#'\n\n def lookups(self, request, model_admin):\n nuts3 = Nuts3.objects.all()\n return (\n (obj.id, obj.name) for obj in nuts3\n )\n\n def queryset(self, request, queryset):\n val = self.value()\n if val:\n nuts3 = Nuts3.objects.get(pk=val)\n results = queryset.filter(\n location__geometry__intersects=nuts3.geometry)\n else:\n results = queryset\n\n return results\n\n\nclass ArealFieldAdmin(nested_admin.NestedModelAdmin):\n geojson_attributes = []\n\n def get_place(self, obj):\n if hasattr(obj.location, \"address\") and \\\n obj.location.address is not None:\n return obj.location.address.city\n else:\n return \", \".join(\n [l.__str__() for l in Nuts3.objects.filter(\n geometry__intersects=obj.location.geometry)])\n\n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n default_lat = 6430000"}]
false
null
null
null
5d72ea525d5fca207b00f29574de0ed2864d8b1b
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import logging import json import asyncio from google.protobuf import json_format from umbra.common.protobuf.umbra_grpc import MonitorBase from umbra.common.protobuf.umbra_pb2 import Instruction, Snapshot from umbra.monitor.tools import Tools logger = logging.getLogger(__name__) logging.getLogger("hpack").setLevel(logging.WARNING) class Monitor(MonitorBase): def __init__(self, info): self.tools = Tools() async def Listen(self, stream): logging.debug("Instruction Received") instruction: Instruction = await stream.recv_message() instruction_dict = json_format.MessageToDict(instruction, preserving_proto_field_name=True) snapshot_dict = await self.tools.handle(instruction_dict) snapshot = json_format.ParseDict(snapshot_dict, Snapshot()) await stream.send_message(snapshot)
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 💡 Suggestions: Add docstring to class 'Monitor'
advanced
database
debugging
Pythoncode:Python
1
1
858
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport logging\nimport json\nimport asyncio\n\nfrom google.protobuf import json_format\n\nfrom umbra.common.protobuf.umbra_grpc import MonitorBase\nfrom umbra.common.protobuf.umbra_pb2 import Instruction, Snapshot\n\nfrom umbra.monitor.tools import Tools\n\nlogger = logging.getLogger(__name__)\nlogging.getLogger(\"hpack\").setLevel(logging.WARNING)\n\n\nclass Monitor(MonitorBase):\n def __init__(self, info):\n self.tools = Tools()\n\n async def Listen(self, stream):\n logging.debug(\"Instruction Received\")\n instruction: Instruction = await stream.recv_message() \n instruction_dict = json_format.MessageToDict(instruction, preserving_proto_field_name=True)\n snapshot_dict = await self.tools.handle(instruction_dict)\n snapshot = json_format.ParseDict(snapshot_dict, Snapshot())\n await stream.send_message(snapshot)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\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\n\ud83d\udca1 Suggestions:\n Add docstring to class 'Monitor'"}]
false
null
null
null
5d730d1afb5f1402b6e9a016eacea8ab0f918612
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: class HuntersMark(SpellAction): """You choose a creature you can see within range and mystically mark it as your quarry. Until the spell ends, you deal an extra 1d6 damage to the target whenever you hit it with a weapon attack, and you have advantage on any Wisdom (Perception) or Wisdom (Survival) check you make to find it. If the target drops to 0 hit points before this spell ends, you can use a bonus action on a subsequent turn of yours to mark a new creature. At Higher Levels. When you cast this spell using a spell slot of 3rd or 4th level, you can maintain your concentration on the spell for up to 8 hours. When you use a spell slot of 5th level or higher, you can maintain your concentration on the spell for up to 24 hours.""" ########################################################################## def __init__(self, **kwargs): name = "Hunters Mark" kwargs.update( { "category": ActionCategory.BONUS, "concentration": SpellType.CONCENTRATION, "level": 1, "reach": 90, ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: "type": SpellType.BUFF, } ) super().__init__(name, **kwargs) self._victim = None
advanced
machine_learning
incomplete_code
Pythoncode:Python
5
1
1,134
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nclass HuntersMark(SpellAction):\n \"\"\"You choose a creature you can see within range and mystically\n mark it as your quarry. Until the spell ends, you deal an extra 1d6\n damage to the target whenever you hit it with a weapon attack, and\n you have advantage on any Wisdom (Perception) or Wisdom (Survival)\n check you make to find it. If the target drops to 0 hit points\n before this spell ends, you can use a bonus action on a subsequent\n turn of yours to mark a new creature.\n\n At Higher Levels. When you cast this spell using a spell slot of\n 3rd or 4th level, you can maintain your concentration on the spell\n for up to 8 hours. When you use a spell slot of 5th level or higher,\n you can maintain your concentration on the spell for up to 24\n hours.\"\"\"\n\n ##########################################################################\n def __init__(self, **kwargs):\n name = \"Hunters Mark\"\n kwargs.update(\n {\n \"category\": ActionCategory.BONUS,\n \"concentration\": SpellType.CONCENTRATION,\n \"level\": 1,\n \"reach\": 90,\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 \"type\": SpellType.BUFF,\n }\n )\n super().__init__(name, **kwargs)\n self._victim = None"}]
true
syntax
HARD_CUT
CRITICAL
5d733960d2eb830da7ca11bb10495536367425c3
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import numpy as np def rot_to_angle(rot): return np.arccos(0.5*np.trace(rot)-0.5) def rot_to_heading(rot): # This function calculates the heading angle of the rot matrix w.r.t. the y-axis new_rot = rot[0:3:2, 0:3:2] # remove the mid row and column corresponding to the y-axis new_rot = new_rot/np.linalg.det(new_rot) return np.arctan2(new_rot[1, 0], new_rot[0, 0])
Functions: rot_to_angle, rot_to_heading This code demonstrates Pythoncode:Python programming.
intermediate
general
code_explanation
Pythoncode:Python
2
0
390
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport numpy as np\n\n\ndef rot_to_angle(rot):\n return np.arccos(0.5*np.trace(rot)-0.5)\n\n\ndef rot_to_heading(rot):\n # This function calculates the heading angle of the rot matrix w.r.t. the y-axis\n new_rot = rot[0:3:2, 0:3:2] # remove the mid row and column corresponding to the y-axis\n new_rot = new_rot/np.linalg.det(new_rot)\n return np.arctan2(new_rot[1, 0], new_rot[0, 0])"}, {"role": "assistant", "content": " Functions: rot_to_angle, rot_to_heading\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5d7378673807f7e0283f1553a575bc82a4166826
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from .gripper_model import GripperModel from .gripper_factory import gripper_factory from .gripper_tester import GripperTester from .panda_gripper import PandaGripper from .rethink_gripper import RethinkGripper from .robotiq_85_gripper import Robotiq85Gripper from .robotiq_three_finger_gripper import RobotiqThreeFingerGripper, RobotiqThreeFingerDexterousGripper from .panda_gripper import PandaGripper from .jaco_three_finger_gripper import JacoThreeFingerGripper, JacoThreeFingerDexterousGripper from .robotiq_140_gripper import Robotiq140Gripper from .wiping_gripper import WipingGripper from .null_gripper import NullGripper GRIPPER_MAPPING = { "RethinkGripper": RethinkGripper, "PandaGripper": PandaGripper, "JacoThreeFingerGripper": JacoThreeFingerGripper, "JacoThreeFingerDexterousGripper": JacoThreeFingerDexterousGripper, "WipingGripper": WipingGripper, "Robotiq85Gripper": Robotiq85Gripper, "Robotiq140Gripper": Robotiq140Gripper, "RobotiqThreeFingerGripper": RobotiqThreeFingerGripper, "RobotiqThreeFingerDexterousGripper": RobotiqThreeFingerDexterousGripper, None: NullGripper, } ALL_GRIPPERS = GRIPPER_MAPPING.keys()
This code demonstrates Pythoncode:Python programming.
intermediate
testing
code_explanation
Pythoncode:Python
0
0
1,175
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom .gripper_model import GripperModel\nfrom .gripper_factory import gripper_factory\nfrom .gripper_tester import GripperTester\n\nfrom .panda_gripper import PandaGripper\nfrom .rethink_gripper import RethinkGripper\nfrom .robotiq_85_gripper import Robotiq85Gripper\nfrom .robotiq_three_finger_gripper import RobotiqThreeFingerGripper, RobotiqThreeFingerDexterousGripper\nfrom .panda_gripper import PandaGripper\nfrom .jaco_three_finger_gripper import JacoThreeFingerGripper, JacoThreeFingerDexterousGripper\nfrom .robotiq_140_gripper import Robotiq140Gripper\nfrom .wiping_gripper import WipingGripper\nfrom .null_gripper import NullGripper\n\n\nGRIPPER_MAPPING = {\n \"RethinkGripper\": RethinkGripper,\n \"PandaGripper\": PandaGripper,\n \"JacoThreeFingerGripper\": JacoThreeFingerGripper,\n \"JacoThreeFingerDexterousGripper\": JacoThreeFingerDexterousGripper,\n \"WipingGripper\": WipingGripper,\n \"Robotiq85Gripper\": Robotiq85Gripper,\n \"Robotiq140Gripper\": Robotiq140Gripper,\n \"RobotiqThreeFingerGripper\": RobotiqThreeFingerGripper,\n \"RobotiqThreeFingerDexterousGripper\": RobotiqThreeFingerDexterousGripper,\n None: NullGripper,\n}\n\nALL_GRIPPERS = GRIPPER_MAPPING.keys()"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5d7393f1d5071cf9d02bab3da993f038421d4d57
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import logging def vis_image(img, ax=None): """ extend chainercv.visualizations.vis_image """ C, H, W = img.shape if C == 1: if ax is None: fig = plt.figure() ax = fig.add_subplot(1, 1, 1) # remove channnel dimension ax.imshow(img.squeeze()) else: ax = chainercv.visualizations.vis_image(img, ax) return ax def preprocess(point, ax, img): input_point = np.asarray(point) if input_point.ndim == 2: input_point = np.expand_dims(point, axis=0) H, W = None, None if ax is None: fig = plt.figure() if input_point.shape[-1] == 3: ax = fig.add_subplot(1, 1, 1, projection="3d") else: ax = fig.add_subplot(1, 1, 1) if img is not None: ax = vis_image(img, ax=ax) _, H, W = img.shape return input_point, ax, H, W # Complete this line """ Visualize points in an image, customized to our purpose. Base implementation is taken from chainercv.visualizations.vis_image """ point, ax, H, W = preprocess(point, ax, img) n_inst = len(point) c = np.asarray(color) / 255. if color is not None else None for i in range(n_inst): # note that the shape of `point[i]` is (K,N) and the format of one is (y, x), (z,y,x). # (K, N) -> (N, K) pts = point[i].transpose() # (K,N) -> (N,K) # resort coordinate order : yx -> xy or zyx -> xyz pts = pts[::-1] ax.scatter(*pts, c=c) if W is not None: ax.set_xlim(left=0, right=W) if H is not None: ax.set_ylim(bottom=H - 1, top=0) return ax def vis_edge(point, indices, img=None, color=None, ax=None): """ Visualize edges in an image """ point, ax, H, W = preprocess(point, ax, img) n_inst = len(point) if color is not None: color = np.asarray(color) / 255. else: color = [None] * len(indices) for i in range(n_inst): # note that the shape of `point[i]` is (K,N) and the format of one is (y, x) or (z,y,x). pts = point[i] for ((s, t), c) in zip(indices, color): # Select point which consists edge. It is a pair or point (start, target). # Note that [::-1] does resort coordinate order: yx -> xy or zyx -> xyz edge = pts[[s, t]].transpose() edge = edge[::-1] ax.plot(*edge, c=c) if W is not None: ax.set_xlim(left=0, right=W) if H is not None: ax.set_ylim(bottom=H - 1, top=0) return ax def vis_pose(point, indices, img=None, point_color=None, edge_color=None, ax=None): ax = vis_point(point, img=img, color=point_color, ax=ax) vis_edge(point, indices, img=img, color=edge_color, ax=ax) ... [3 more functiondefs truncated] ...
The missing line is: def vis_point(point, img=None, color=None, ax=None):
intermediate
database
fill_in_the_blank
Pythoncode:Python
5
0
2,847
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport logging\n\ndef vis_image(img, ax=None):\n \"\"\"\n extend chainercv.visualizations.vis_image\n \"\"\"\n C, H, W = img.shape\n if C == 1:\n if ax is None:\n fig = plt.figure()\n ax = fig.add_subplot(1, 1, 1)\n # remove channnel dimension\n ax.imshow(img.squeeze())\n else:\n ax = chainercv.visualizations.vis_image(img, ax)\n return ax\n\n\ndef preprocess(point, ax, img):\n input_point = np.asarray(point)\n\n if input_point.ndim == 2:\n input_point = np.expand_dims(point, axis=0)\n H, W = None, None\n if ax is None:\n fig = plt.figure()\n if input_point.shape[-1] == 3:\n ax = fig.add_subplot(1, 1, 1, projection=\"3d\")\n else:\n ax = fig.add_subplot(1, 1, 1)\n if img is not None:\n ax = vis_image(img, ax=ax)\n _, H, W = img.shape\n return input_point, ax, H, W\n\n\n # Complete this line\n \"\"\"\n Visualize points in an image, customized to our purpose.\n Base implementation is taken from chainercv.visualizations.vis_image\n \"\"\"\n point, ax, H, W = preprocess(point, ax, img)\n n_inst = len(point)\n c = np.asarray(color) / 255. if color is not None else None\n for i in range(n_inst):\n # note that the shape of `point[i]` is (K,N) and the format of one is (y, x), (z,y,x).\n # (K, N) -> (N, K)\n pts = point[i].transpose() # (K,N) -> (N,K)\n # resort coordinate order : yx -> xy or zyx -> xyz\n pts = pts[::-1]\n ax.scatter(*pts, c=c)\n if W is not None:\n ax.set_xlim(left=0, right=W)\n if H is not None:\n ax.set_ylim(bottom=H - 1, top=0)\n return ax\n\n\ndef vis_edge(point, indices, img=None, color=None, ax=None):\n \"\"\"\n Visualize edges in an image\n \"\"\"\n point, ax, H, W = preprocess(point, ax, img)\n n_inst = len(point)\n if color is not None:\n color = np.asarray(color) / 255.\n else:\n color = [None] * len(indices)\n for i in range(n_inst):\n # note that the shape of `point[i]` is (K,N) and the format of one is (y, x) or (z,y,x).\n pts = point[i]\n for ((s, t), c) in zip(indices, color):\n # Select point which consists edge. It is a pair or point (start, target).\n # Note that [::-1] does resort coordinate order: yx -> xy or zyx -> xyz\n edge = pts[[s, t]].transpose()\n edge = edge[::-1]\n ax.plot(*edge, c=c)\n if W is not None:\n ax.set_xlim(left=0, right=W)\n if H is not None:\n ax.set_ylim(bottom=H - 1, top=0)\n return ax\n\n\ndef vis_pose(point, indices, img=None, point_color=None, edge_color=None, ax=None):\n ax = vis_point(point, img=img, color=point_color, ax=ax)\n vis_edge(point, indices, img=img, color=edge_color, ax=ax)\n\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\ndef vis_point(point, img=None, color=None, ax=None):"}]
false
null
null
null
5d7596fcdc1125f69dea760f3f07ca8ccf07185d
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: #!/usr/bin/env python3 from flask import Flask app = Flask(__name__) @app.route('/process-email') def process_email(): return "Hello World!" if __name__ == "__main__": app.run()
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
beginner
machine_learning
refactoring
Pythoncode:Python
1
0
190
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#!/usr/bin/env python3\n\nfrom flask import Flask\napp = Flask(__name__)\n\n\n@app.route('/process-email')\ndef process_email():\n return \"Hello World!\"\n\nif __name__ == \"__main__\":\n app.run()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5d75bb550217d28f2cb95a0798b2a193f98c5dc4
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import os import skimage.io from torch.nn import Module import torch.nn from torchvision.models import resnet18 from nn.speaker_dataset import Dataset # @UnusedImport os.environ['TORCH_MODEL_ZOO'] = '../data/' VIDTIMIT_PATH = '../data/vidtimit/' skimage.io.use_plugin('pil') class Net(Module): def __init__(self): super().__init__() resnet = resnet18(pretrained=True) self.features = torch.nn.Sequential(*list(resnet.children())[:-1]) self.classifier = torch.nn.Sequential( torch.nn.Linear(512, 2)
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unclosed '(' at line 23 - expected ')' • Block at line 16 has no indented body • SyntaxError: '(' was never closed at line 23 Fix: Complete the truncated code structure
advanced
database
error_detection
Pythoncode:Python
4
1
554
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os\n\nimport skimage.io\nfrom torch.nn import Module\nimport torch.nn\nfrom torchvision.models import resnet18\nfrom nn.speaker_dataset import Dataset # @UnusedImport\n\nos.environ['TORCH_MODEL_ZOO'] = '../data/'\n\nVIDTIMIT_PATH = '../data/vidtimit/'\n\nskimage.io.use_plugin('pil')\n\n\nclass Net(Module):\n\n def __init__(self):\n super().__init__()\n\n resnet = resnet18(pretrained=True)\n self.features = torch.nn.Sequential(*list(resnet.children())[:-1])\n self.classifier = torch.nn.Sequential(\n torch.nn.Linear(512, 2)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '(' at line 23 - expected ')'\n \u2022 Block at line 16 has no indented body\n \u2022 SyntaxError: '(' was never closed at line 23\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
536f43c7085300c239b6e7cb90378b2df33381ad
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Copyright 2018 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://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. """Simple tests for util.""" from __future__ import absolute_import from __future__ import division from __future__ import print_function import tensorflow as tf from tensorflow_model_analysis import util class UtilTest(tf.test.TestCase): def testKwargsOnly(self): @util.kwargs_only def fn(a, b, c, d=None, e=5): if d is None: d = 100 if e is None: e = 1000 return a + b + c + d + e self.assertEqual(1 + 2 + 3 + 100 + 5, fn(a=1, b=2, c=3)) self.assertEqual(1 + 2 + 3 + 100 + 1000, fn(a=1, b=2, c=3, e=None)) with self.assertRaisesRegexp(TypeError, 'keyword-arguments only'): fn(1, 2, 3) with self.assertRaisesRegexp(TypeError, 'with c specified': fn(a=1, b=2, e=5) # pylint: disable=no-value-for-parameter with self.assertRaisesRegexp(TypeError, 'with extraneous kwargs'): fn(a=1, b=2, c=3, f=11) # pylint: disable=unexpected-keyword-arg if __name__ == '__main__': tf.test.main()
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unclosed '(' at line 40 - expected ')' • Block at line 24 has no indented body • Block at line 26 has no indented body Fix: Add missing ')' bracket at line 40
advanced
testing
error_detection
Pythoncode:Python
2
1
1,550
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright 2018 Google LLC\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# https://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\"\"\"Simple tests for util.\"\"\"\n\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\n\nimport tensorflow as tf\nfrom tensorflow_model_analysis import util\n\n\nclass UtilTest(tf.test.TestCase):\n\n def testKwargsOnly(self):\n\n @util.kwargs_only\n def fn(a, b, c, d=None, e=5):\n if d is None:\n d = 100\n if e is None:\n e = 1000\n return a + b + c + d + e\n\n self.assertEqual(1 + 2 + 3 + 100 + 5, fn(a=1, b=2, c=3))\n self.assertEqual(1 + 2 + 3 + 100 + 1000, fn(a=1, b=2, c=3, e=None))\n with self.assertRaisesRegexp(TypeError, 'keyword-arguments only'):\n fn(1, 2, 3)\n with self.assertRaisesRegexp(TypeError, 'with c specified':\n fn(a=1, b=2, e=5) # pylint: disable=no-value-for-parameter\n with self.assertRaisesRegexp(TypeError, 'with extraneous kwargs'):\n fn(a=1, b=2, c=3, f=11) # pylint: disable=unexpected-keyword-arg\n\n\nif __name__ == '__main__':\n tf.test.main()"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unclosed '(' at line 40 - expected ')'\n \u2022 Block at line 24 has no indented body\n \u2022 Block at line 26 has no indented body\n\n Fix: Add missing ')' bracket at line 40"}]
true
syntax
MISSING_BRACKETS
MEDIUM
536ff8da70c0647265f2448d9db35e0d757a366c
TheStack--python--000.parquet
Debug this Pythoncode:Python code: from typing import List, Tuple, Union import numpy as np import scipy.special from PIL import Image, ImageFilter class RandomBetaMorphology: def __init__( self, filter_size_min: int, filter_size_max: int, alpha: float, beta: float ) -> None: assert filter_size_min % 2 != 0, "Filter size must be odd" assert filter_size_max % 2 != 0, "Filter size must be odd" self.filter_size_min = filter_size_min self.filter_size_max = filter_size_max self.alpha = alpha self.beta = beta self.filter_sizes, self.filter_probs = self._create_filter_distribution( filter_size_min, filter_size_max, alpha, beta ) @staticmethod def _create_filter_distribution( filter_size_min: int, filter_size_max: int, alpha: float, beta: float ) -> Tuple[List[int], Union[List[float], np.ndarray]]: n = (filter_size_max - filter_size_min) // 2 + 1 if n < 2: return [filter_size_min], np.asarray([1.0], dtype=np.float32) filter_sizes = [] filter_probs = [] for k in range(n): filter_sizes.append(filter_size_min + 2 * k) filter_probs.append( scipy.special.comb(n, k) * scipy.special.beta(alpha + k, n - k + beta) ) np_filter_probs = np.asarray(filter_probs, dtype=np.float32) np_filter_probs = filter_probs / np_filter_probs.sum() return filter_sizes, np_filter_probs def sample_filter_size(self): filter_size = np.random.choice(self.filter_sizes, p=self.filter_probs) return filter_size def __call__(self, *args, **kwargs): return NotImplementedError def __repr__(self) -> str: return ( f"vision.{self.__class__.__name__}(" f"filter_size_min={self.filter_size_min}, " f"filter_size_max={self.filter_size_max}, " f"alpha={self.alpha}, beta={self.beta})" ) class Dilate(RandomBetaMorphology): def __init__( self, filter_size_min: int = 3, filter_size_max: int = 7, alpha: float = 1, beta: float = 3, ) -> None: super().__init__(filter_size_min, filter_size_max, alpha, beta) def __call__(self, img: Image) -> Image: filter_size = self.sample_filter_size() return img.filter(ImageFilter.MaxFilter(filter_size)) class Erode(RandomBetaMorphology): def __init__( self, filter_size_min: int = 3, filter_size_max: int = 5, alpha: float = 1, beta: float = 3, ) -> None: super().__init__(filter_size_min, filter_size_max, alpha, beta) ... [1 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 82: ... [1 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 13 Unexpected indentation at line 14 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
advanced
testing
debugging
Pythoncode:Python
8
3
2,725
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom typing import List, Tuple, Union\n\nimport numpy as np\nimport scipy.special\nfrom PIL import Image, ImageFilter\n\n\nclass RandomBetaMorphology:\n def __init__(\n self, filter_size_min: int, filter_size_max: int, alpha: float, beta: float\n ) -> None:\n assert filter_size_min % 2 != 0, \"Filter size must be odd\"\n assert filter_size_max % 2 != 0, \"Filter size must be odd\"\n self.filter_size_min = filter_size_min\n self.filter_size_max = filter_size_max\n self.alpha = alpha\n self.beta = beta\n self.filter_sizes, self.filter_probs = self._create_filter_distribution(\n filter_size_min, filter_size_max, alpha, beta\n )\n\n @staticmethod\n def _create_filter_distribution(\n filter_size_min: int, filter_size_max: int, alpha: float, beta: float\n ) -> Tuple[List[int], Union[List[float], np.ndarray]]:\n n = (filter_size_max - filter_size_min) // 2 + 1\n if n < 2:\n return [filter_size_min], np.asarray([1.0], dtype=np.float32)\n filter_sizes = []\n filter_probs = []\n for k in range(n):\n filter_sizes.append(filter_size_min + 2 * k)\n filter_probs.append(\n scipy.special.comb(n, k) * scipy.special.beta(alpha + k, n - k + beta)\n )\n np_filter_probs = np.asarray(filter_probs, dtype=np.float32)\n np_filter_probs = filter_probs / np_filter_probs.sum()\n return filter_sizes, np_filter_probs\n\n def sample_filter_size(self):\n filter_size = np.random.choice(self.filter_sizes, p=self.filter_probs)\n return filter_size\n\n def __call__(self, *args, **kwargs):\n return NotImplementedError\n\n def __repr__(self) -> str:\n return (\n f\"vision.{self.__class__.__name__}(\"\n f\"filter_size_min={self.filter_size_min}, \"\n f\"filter_size_max={self.filter_size_max}, \"\n f\"alpha={self.alpha}, beta={self.beta})\"\n )\n\n\nclass Dilate(RandomBetaMorphology):\n def __init__(\n self,\n filter_size_min: int = 3,\n filter_size_max: int = 7,\n alpha: float = 1,\n beta: float = 3,\n ) -> None:\n super().__init__(filter_size_min, filter_size_max, alpha, beta)\n\n def __call__(self, img: Image) -> Image:\n filter_size = self.sample_filter_size()\n return img.filter(ImageFilter.MaxFilter(filter_size))\n\n\nclass Erode(RandomBetaMorphology):\n def __init__(\n self,\n filter_size_min: int = 3,\n filter_size_max: int = 5,\n alpha: float = 1,\n beta: float = 3,\n ) -> None:\n super().__init__(filter_size_min, filter_size_max, alpha, beta)\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 82: ... [1 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
5370c3d3d7c64120cfceac3826e677a88c4d71af
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import sys from fabric.utils import error, puts from git import RemoteProgress def print_err(message, func=None, exception=None, stdout=None, stderr=None): error('[Hemp] ' + message, func, exception, stdout, stderr) def print_info(text, show_prefix=None, end="\n", flush=True): puts('[Hemp] ' + text, show_prefix, end, flush) def print_git_output(stdout): for line in stdout.split('\n'): sys.stdout.write('[GIT] ' + line + '\n') sys.stdout.flush() class SimpleProgressPrinter(RemoteProgress): def _parse_progress_line(self, line): if '\r' in line: ... code continues ...
Completion: Missing: Function '_parse_progress_line' is incomplete - body truncated To complete: • Complete the function '_parse_progress_line' body and add missing return Example continuation: line = line.replace('\r', '\r[GIT] ') sys.stdout.write('[GIT] ' + line + '\n') sys.stdout.flush()
advanced
oop
incomplete_code
Pythoncode:Python
4
1
596
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport sys\n\nfrom fabric.utils import error, puts\nfrom git import RemoteProgress\n\n\ndef print_err(message, func=None, exception=None, stdout=None, stderr=None):\n error('[Hemp] ' + message, func, exception, stdout, stderr)\n\n\ndef print_info(text, show_prefix=None, end=\"\\n\", flush=True):\n puts('[Hemp] ' + text, show_prefix, end, flush)\n\n\ndef print_git_output(stdout):\n for line in stdout.split('\\n'):\n sys.stdout.write('[GIT] ' + line + '\\n')\n sys.stdout.flush()\n\n\nclass SimpleProgressPrinter(RemoteProgress):\n def _parse_progress_line(self, line):\n if '\\r' in line:\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function '_parse_progress_line' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function '_parse_progress_line' body and add missing return\n\n Example continuation:\n line = line.replace('\\r', '\\r[GIT] ')\n sys.stdout.write('[GIT] ' + line + '\\n')\n sys.stdout.flush()"}]
true
syntax
MID_FUNCTION
HIGH
537138998ce86bd69153421493a543bbc8be7c36
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # -*- coding: utf-8 -*- from collections import Counter from konlpy.tag import Okt class Sentence(object): okt = Okt() def __init__(self, text, index=0): self.index = index self.text = text.strip() self.tokens = self.okt.phrases(self.text) self.bow = Counter(self.tokens) def __str__(self): return self.text def __hash__(self): return self.index
Functions: __init__, __str__, __hash__ Classes: Sentence This code demonstrates Pythoncode:Python programming.
intermediate
oop
code_explanation
Pythoncode:Python
3
1
417
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\nfrom collections import Counter\nfrom konlpy.tag import Okt\n\n\nclass Sentence(object):\n\n okt = Okt()\n\n def __init__(self, text, index=0):\n self.index = index\n self.text = text.strip()\n self.tokens = self.okt.phrases(self.text)\n self.bow = Counter(self.tokens)\n\n def __str__(self):\n return self.text\n\n def __hash__(self):\n return self.index"}, {"role": "assistant", "content": " Functions: __init__, __str__, __hash__\n Classes: Sentence\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
53713acb71d2f50fa7d7472d8e125a179f1d5d33
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # Copyright (c) 2014, Fundacion Dr. Manuel Sadosky # All rights reserved. # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # 1. Redistributions of source code must retain the above copyright notice, this # list of conditions and the following disclaimer. # 2. 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. # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" # AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE # IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE # DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE # FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL # DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR # SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER # CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, # OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE # OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. from __future__ import absolute_import import unittest from barf.arch import ARCH_X86_MODE_32 from barf.arch import ARCH_X86_MODE_64 from barf.arch.x86.parser import X86Parser class X86Parser32BitsTests(unittest.TestCase): def setUp(self): self._parser = X86Parser(ARCH_X86_MODE_32) def test_two_oprnd_reg_reg(self): asm = self._parser.parse("add eax, ebx") self.assertEqual(str(asm), "add eax, ebx") def test_two_oprnd_reg_imm(self): asm = self._parser.parse("add eax, 0x12345678") self.assertEqual(str(asm), "add eax, 0x12345678") def test_two_oprnd_reg_mem(self): asm = self._parser.parse("add eax, [ebx + edx * 4 + 0x10]") self.assertEqual(str(asm), "add eax, [ebx+edx*4+0x10]") def test_two_oprnd_mem_reg(self): asm = self._parser.parse("add [ebx + edx * 4 + 0x10], eax") self.assertEqual(str(asm), "add [ebx+edx*4+0x10], eax") def test_one_oprnd_reg(self): asm = self._parser.parse("inc eax") self.assertEqual(str(asm), "inc eax") def test_one_oprnd_imm(self): asm = self._parser.parse("jmp 0x12345678") self.assertEqual(str(asm), "jmp 0x12345678") def test_one_oprnd_mem(self): asm = self._parser.parse("inc dword ptr [ebx+edx*4+0x10]") self.assertEqual(str(asm), "inc dword ptr [ebx+edx*4+0x10]") ... [10 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Block at line 5 has no indented body Block at line 34 has no indented body Invalid syntax at line 75: ... [10 more functiondefs truncated] ... 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
advanced
testing
debugging
Pythoncode:Python
8
1
2,771
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Copyright (c) 2014, Fundacion Dr. Manuel Sadosky\n# All rights reserved.\n\n# Redistribution and use in source and binary forms, with or without\n# modification, are permitted provided that the following conditions are met:\n\n# 1. Redistributions of source code must retain the above copyright notice, this\n# list of conditions and the following disclaimer.\n\n# 2. Redistributions in binary form must reproduce the above copyright notice,\n# this list of conditions and the following disclaimer in the documentation\n# and/or other materials provided with the distribution.\n\n# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\n# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE\n# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL\n# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\n# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER\n# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\n# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\n# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n\nfrom __future__ import absolute_import\n\nimport unittest\n\nfrom barf.arch import ARCH_X86_MODE_32\nfrom barf.arch import ARCH_X86_MODE_64\nfrom barf.arch.x86.parser import X86Parser\n\n\nclass X86Parser32BitsTests(unittest.TestCase):\n\n def setUp(self):\n self._parser = X86Parser(ARCH_X86_MODE_32)\n\n def test_two_oprnd_reg_reg(self):\n asm = self._parser.parse(\"add eax, ebx\")\n\n self.assertEqual(str(asm), \"add eax, ebx\")\n\n def test_two_oprnd_reg_imm(self):\n asm = self._parser.parse(\"add eax, 0x12345678\")\n\n self.assertEqual(str(asm), \"add eax, 0x12345678\")\n\n def test_two_oprnd_reg_mem(self):\n asm = self._parser.parse(\"add eax, [ebx + edx * 4 + 0x10]\")\n\n self.assertEqual(str(asm), \"add eax, [ebx+edx*4+0x10]\")\n\n def test_two_oprnd_mem_reg(self):\n asm = self._parser.parse(\"add [ebx + edx * 4 + 0x10], eax\")\n\n self.assertEqual(str(asm), \"add [ebx+edx*4+0x10], eax\")\n\n def test_one_oprnd_reg(self):\n asm = self._parser.parse(\"inc eax\")\n\n self.assertEqual(str(asm), \"inc eax\")\n\n def test_one_oprnd_imm(self):\n asm = self._parser.parse(\"jmp 0x12345678\")\n\n self.assertEqual(str(asm), \"jmp 0x12345678\")\n\n def test_one_oprnd_mem(self):\n asm = self._parser.parse(\"inc dword ptr [ebx+edx*4+0x10]\")\n\n self.assertEqual(str(asm), \"inc dword ptr [ebx+edx*4+0x10]\")\n\n\n ... [10 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Block at line 5 has no indented body\n Block at line 34 has no indented body\n Invalid syntax at line 75: ... [10 more functiondefs truncated] ...\n\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
53726406b1ce515956afb2308d74b2a4c7e1b255
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding:utf-8 -*- # sema_signal.py # # An example of using a semaphore for signaling between threads import threading import time done = threading.Semaphore(0) # Resource control. item = None def producer(): global item print("I'm the producer and I produce data.") print("Producer is going to sleep.") time.sleep(5) item = "Hello" print("Producer is alive. Signaling the consumer.") done.release() # Increments the count and signals waiting threads def consumer(): print("I'm a consumer and I want for date.") ... code continues ...
Completion: Missing: Function 'consumer' is incomplete - body truncated To complete: • Complete the function 'consumer' body and add missing return Example continuation: print("Consumer is waiting.") done.acquire() # Waits for the count is 0, otherwise decrements the count and continues print("Consumer got", item)
intermediate
database
incomplete_code
Pythoncode:Python
2
0
606
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding:utf-8 -*-\n# sema_signal.py\n#\n# An example of using a semaphore for signaling between threads\n\nimport threading\nimport time\n\n\ndone = threading.Semaphore(0) # Resource control.\nitem = None\n\ndef producer():\n global item\n print(\"I'm the producer and I produce data.\")\n print(\"Producer is going to sleep.\")\n time.sleep(5)\n item = \"Hello\"\n print(\"Producer is alive. Signaling the consumer.\")\n done.release() # Increments the count and signals waiting threads\n\ndef consumer():\n print(\"I'm a consumer and I want for date.\")\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'consumer' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'consumer' body and add missing return\n\n Example continuation:\n print(\"Consumer is waiting.\")\n done.acquire() # Waits for the count is 0, otherwise decrements the count and continues\n print(\"Consumer got\", item)"}]
true
syntax
MID_FUNCTION
HIGH
5374082003f5a0ab7717d7cbdda9e4ca3ac483ea
TheStack--python--000.parquet
Review this Pythoncode:Python code: def plot(model, time = np.zeros(0), species_counts = None, volume = np.zeros(0), extracellular_volume = np.zeros(0), selected_species_compartments = [], yDatas = {}, units = 'mM', title = '', fileName = ''): #convert time to hours time = time.copy() / 3600 #create figure fig = pyplot.figure() #extract data to plot if not yDatas: yDatas = {} for species_compartment_id in selected_species_compartments: #extract data match = re.match('^(?P<speciesId>[a-z0-9\-_]+)\[(?P<compartmentId>[a-z0-9\-_]+)\]$', species_compartment_id, re.I).groupdict() speciesId = match['speciesId'] compartmentId = match['compartmentId'] if isinstance(model, Model): species = model.get_component_by_id(speciesId, 'species') compartment = model.get_component_by_id(compartmentId, 'compartments') yData = species_counts[species.index, compartment.index, :] elif isinstance(model, Submodel): yData = species_counts[species_compartment_id] else: raise Exception('Invalid model type %s' % model.__class__.__name__) #scale if compartmentId == 'c': V = volume else: V = extracellular_volume if units == 'pM': scale = 1 / Avogadro / V * 1e12 elif units == 'nM': scale = 1 / Avogadro / V * 1e9 elif units == 'uM': scale = 1 / Avogadro / V * 1e6 elif units == 'mM': scale = 1 / Avogadro / V * 1e3 elif units == 'M': scale = 1 / Avogadro / V * 1e0 elif units == 'molecules': scale = 1 else: raise Exception('Invalid units "%s"' % units) yData *= scale yDatas[species_compartment_id] = yData #plot results yMin = 1e12 yMax = -1e12 for label, yData in yDatas.items(): #update range yMin = min(yMin, np.min(yData)) yMax = max(yMax, np.max(yData)) #add to plot pyplot.plot(time, yData, label=label) #set axis limits pyplot.xlim((0, time[-1])) pyplot.ylim((yMin, yMax)) #add axis labels and legend if title: pyplot.title(title) pyplot.xlabel('Time (h)') if units == 'molecules': pyplot.ylabel('Copy number') else: pyplot.ylabel('Concentration (%s)' % units) y_formatter = ticker.ScalarFormatter(useOffset=False) pyplot.gca().get_yaxis().set_major_formatter(y_formatter) if len(selected_species_compartments) > 1: pyplot.legend() #save if fileName: fig.savefig(fileName) pyplot.close(fig)
Code Review: ❌ Critical issues: Block at line 5 has no indented body Mutable default argument in function 'plot' - use None instead Mutable default argument in function 'plot' - use None instead ⚠️ Code quality: Unexpected indentation at line 2 Unexpected indentation at line 3 Unexpected indentation at line 4 Unexpected indentation at line 5 Unexpected indentation at line 8 Unexpected indentation at line 11 Unexpected indentation at line 14 Unexpected indentation at line 16 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 29 Unexpected indentation at line 33 Unexpected indentation at line 35 Unexpected indentation at line 40 Unexpected indentation at line 42 Unexpected indentation at line 44 Unexpected indentation at line 46 Unexpected indentation at line 48 Unexpected indentation at line 50 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 66 Unexpected indentation at line 69 Unexpected indentation at line 70 Unexpected indentation at line 73 Unexpected indentation at line 80 Unexpected indentation at line 84 Unexpected indentation at line 90 Unexpected indentation at line 92 Potential division by zero - add validation Potential division by zero - add validation Potential division by zero - add validation Potential division by zero - add validation Potential division by zero - add validation Potential division by zero - add validation Potential division by zero - add validation Potential division by zero - add validation Potential division by zero - add validation Potential division by zero - add validation Potential division by zero - add validation ✨ Improvements: Add docstring to function 'plot'
intermediate
database
code_review
Pythoncode:Python
1
0
2,847
false
[{"role": "user", "content": "Review this Pythoncode:Python code:\ndef plot(model, time = np.zeros(0),\n species_counts = None, volume = np.zeros(0), extracellular_volume = np.zeros(0),\n selected_species_compartments = [],\n yDatas = {},\n units = 'mM', title = '', fileName = ''):\n\n #convert time to hours\n time = time.copy() / 3600\n\n #create figure\n fig = pyplot.figure()\n\n #extract data to plot\n if not yDatas:\n yDatas = {}\n for species_compartment_id in selected_species_compartments:\n #extract data\n match = re.match('^(?P<speciesId>[a-z0-9\\-_]+)\\[(?P<compartmentId>[a-z0-9\\-_]+)\\]$',\n species_compartment_id, re.I).groupdict()\n speciesId = match['speciesId']\n compartmentId = match['compartmentId']\n\n if isinstance(model, Model):\n species = model.get_component_by_id(speciesId, 'species')\n compartment = model.get_component_by_id(compartmentId, 'compartments')\n yData = species_counts[species.index, compartment.index, :]\n elif isinstance(model, Submodel):\n yData = species_counts[species_compartment_id]\n else:\n raise Exception('Invalid model type %s' % model.__class__.__name__)\n\n #scale\n if compartmentId == 'c':\n V = volume\n else:\n V = extracellular_volume\n\n if units == 'pM':\n scale = 1 / Avogadro / V * 1e12\n elif units == 'nM':\n scale = 1 / Avogadro / V * 1e9\n elif units == 'uM':\n scale = 1 / Avogadro / V * 1e6\n elif units == 'mM':\n scale = 1 / Avogadro / V * 1e3\n elif units == 'M':\n scale = 1 / Avogadro / V * 1e0\n elif units == 'molecules':\n scale = 1\n else:\n raise Exception('Invalid units \"%s\"' % units)\n\n yData *= scale\n\n yDatas[species_compartment_id] = yData\n\n #plot results\n yMin = 1e12\n yMax = -1e12\n for label, yData in yDatas.items():\n #update range\n yMin = min(yMin, np.min(yData))\n yMax = max(yMax, np.max(yData))\n\n #add to plot\n pyplot.plot(time, yData, label=label)\n\n #set axis limits\n pyplot.xlim((0, time[-1]))\n pyplot.ylim((yMin, yMax))\n\n #add axis labels and legend\n if title:\n pyplot.title(title)\n\n pyplot.xlabel('Time (h)')\n\n if units == 'molecules':\n pyplot.ylabel('Copy number')\n else:\n pyplot.ylabel('Concentration (%s)' % units)\n\n y_formatter = ticker.ScalarFormatter(useOffset=False)\n pyplot.gca().get_yaxis().set_major_formatter(y_formatter)\n\n if len(selected_species_compartments) > 1:\n pyplot.legend()\n\n #save\n if fileName:\n fig.savefig(fileName)\n pyplot.close(fig)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Block at line 5 has no indented body\n Mutable default argument in function 'plot' - use None instead\n Mutable default argument in function 'plot' - use None instead\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 2\n Unexpected indentation at line 3\n Unexpected indentation at line 4\n Unexpected indentation at line 5\n Unexpected indentation at line 8\n Unexpected indentation at line 11\n Unexpected indentation at line 14\n Unexpected indentation at line 16\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 29\n Unexpected indentation at line 33\n Unexpected indentation at line 35\n Unexpected indentation at line 40\n Unexpected indentation at line 42\n Unexpected indentation at line 44\n Unexpected indentation at line 46\n Unexpected indentation at line 48\n Unexpected indentation at line 50\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 66\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 73\n Unexpected indentation at line 80\n Unexpected indentation at line 84\n Unexpected indentation at line 90\n Unexpected indentation at line 92\n Potential division by zero - add validation\n Potential division by zero - add validation\n Potential division by zero - add validation\n Potential division by zero - add validation\n Potential division by zero - add validation\n Potential division by zero - add validation\n Potential division by zero - add validation\n Potential division by zero - add validation\n Potential division by zero - add validation\n Potential division by zero - add validation\n Potential division by zero - add validation\n\n\u2728 Improvements:\n Add docstring to function 'plot'"}]
false
null
null
null
5375dec1385aae371f742bbb1feff08c0d14da3b
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: from setuptools import setup, find_packages with open("README.md", "r") as readme_file: readme = readme_file.read() requirements = [ 'xgboost>=0.90', 'catboost>=0.26', 'bayesian-optimization>=1.2.0', 'numpy>=1.19.5', 'pandas>=1.1.5', 'matplotlib>=3.2.2', 'seaborn>=0.11.1', 'plotly>=4.4.1', 'pyyaml>=5.4.1' ] ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: setup( name="bonsai-tree", version="1.2", author="Landon Buechner",
intermediate
api
incomplete_code
Pythoncode:Python
0
0
350
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom setuptools import setup, find_packages\n\nwith open(\"README.md\", \"r\") as readme_file:\n readme = readme_file.read()\n\nrequirements = [\n 'xgboost>=0.90',\n 'catboost>=0.26',\n 'bayesian-optimization>=1.2.0',\n 'numpy>=1.19.5',\n 'pandas>=1.1.5',\n 'matplotlib>=3.2.2',\n 'seaborn>=0.11.1',\n 'plotly>=4.4.1',\n 'pyyaml>=5.4.1'\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\nsetup(\n name=\"bonsai-tree\",\n version=\"1.2\",\n author=\"Landon Buechner\","}]
true
syntax
HARD_CUT
CRITICAL
5378047f0579efdd010c7d57b8aefd313753aa1d
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: """ increment_version.py written in Python3 author: C. Lockhart <chris@lockhartlab.org> """ import yaml # Read in version with open('version.yml', 'r') as f: version = yaml.safe_load(f.read()) # Strip "dev" out of micro version['micro'] = int(str(version['micro']).replace('dev', '')) # Update patch version['micro'] += 1 # Add "dev" back to patch ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: if version['micro'] != 0: version['micro'] = 'dev' + str(version['micro']) # Output version with open('version.yml', 'w') as f:
intermediate
database
incomplete_code
Pythoncode:Python
0
0
357
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n\"\"\"\nincrement_version.py\nwritten in Python3\nauthor: C. Lockhart <chris@lockhartlab.org>\n\"\"\"\n\n\nimport yaml\n\n# Read in version\nwith open('version.yml', 'r') as f:\n version = yaml.safe_load(f.read())\n\n# Strip \"dev\" out of micro\nversion['micro'] = int(str(version['micro']).replace('dev', ''))\n\n# Update patch\nversion['micro'] += 1\n\n# Add \"dev\" back to patch\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:\nif version['micro'] != 0:\n version['micro'] = 'dev' + str(version['micro'])\n\n# Output version\nwith open('version.yml', 'w') as f:"}]
true
syntax
HARD_CUT
CRITICAL
537b221bff7d480fcdf886ab83757cc48372b358
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import sys import numpy class IbisInterface(Interface): types = () datatype = "ibis" default_partitions = 100 zero_indexed_backend_modules = [ 'ibis.backends.omniscidb.client', ] # the rowid is needed until ibis updates versions @classmethod def has_rowid(cls): import ibis.expr.operations return hasattr(ibis.expr.operations, "RowID") @classmethod def is_rowid_zero_indexed(cls, data): try: from ibis.client import find_backends, validate_backends (backend,) = validate_backends(list(find_backends(data))) except Exception: backend = data._find_backend() return type(backend).__module__ in cls.zero_indexed_backend_modules @classmethod def loaded(cls): return "ibis" in sys.modules @classmethod def applies(cls, obj): if not cls.loaded(): return False # Complete this line return isinstance(obj, Expr) @classmethod def init(cls, eltype, data, keys, values): params = eltype.param.objects() index = params["kdims"] columns = params["vdims"] if isinstance(index.bounds[1], int): ndim = min([index.bounds[1], len(index.default)]) else: ndim = None nvdim = columns.bounds[1] if isinstance(columns.bounds[1], int) else None if keys and values is None: values = [c for c in data.columns if c not in keys] elif values and keys is None: keys = [c for c in data.columns if c not in values][:ndim] elif keys is None: keys = list(data.columns[:ndim]) if values is None: values = [ key for key in data.columns[ndim : ((ndim + nvdim) if nvdim else None)] if key not in keys ] elif keys == [] and values is None: values = list(data.columns[: nvdim if nvdim else None]) return data, dict(kdims=keys, vdims=values), {} @classmethod def compute(cls, dataset): return dataset.clone(dataset.data.execute()) @classmethod def persist(cls, dataset): return cls.compute(dataset) @classmethod @cached def length(self, dataset): # Get the length by counting the length of an empty query. return dataset.data[[]].count().execute() @classmethod @cached def nonzero(cls, dataset): # Make an empty query to see if a row is returned. return bool(len(dataset.data[[]].head(1).execute())) @classmethod @cached ... [20 more functiondefs truncated] ...
The missing line is: from ibis.expr.types import Expr
advanced
database
fill_in_the_blank
Pythoncode:Python
9
1
2,707
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport sys\nimport numpy\n\nclass IbisInterface(Interface):\n\n types = ()\n\n datatype = \"ibis\"\n\n default_partitions = 100\n\n zero_indexed_backend_modules = [\n 'ibis.backends.omniscidb.client',\n ]\n\n # the rowid is needed until ibis updates versions\n @classmethod\n def has_rowid(cls):\n import ibis.expr.operations\n return hasattr(ibis.expr.operations, \"RowID\")\n\n @classmethod\n def is_rowid_zero_indexed(cls, data):\n try:\n from ibis.client import find_backends, validate_backends\n (backend,) = validate_backends(list(find_backends(data)))\n except Exception:\n backend = data._find_backend()\n return type(backend).__module__ in cls.zero_indexed_backend_modules\n\n @classmethod\n def loaded(cls):\n return \"ibis\" in sys.modules\n\n @classmethod\n def applies(cls, obj):\n if not cls.loaded():\n return False\n # Complete this line\n return isinstance(obj, Expr)\n\n @classmethod\n def init(cls, eltype, data, keys, values):\n params = eltype.param.objects()\n index = params[\"kdims\"]\n columns = params[\"vdims\"]\n\n if isinstance(index.bounds[1], int):\n ndim = min([index.bounds[1], len(index.default)])\n else:\n ndim = None\n nvdim = columns.bounds[1] if isinstance(columns.bounds[1], int) else None\n if keys and values is None:\n values = [c for c in data.columns if c not in keys]\n elif values and keys is None:\n keys = [c for c in data.columns if c not in values][:ndim]\n elif keys is None:\n keys = list(data.columns[:ndim])\n if values is None:\n values = [\n key\n for key in data.columns[ndim : ((ndim + nvdim) if nvdim else None)]\n if key not in keys\n ]\n elif keys == [] and values is None:\n values = list(data.columns[: nvdim if nvdim else None])\n return data, dict(kdims=keys, vdims=values), {}\n\n @classmethod\n def compute(cls, dataset):\n return dataset.clone(dataset.data.execute())\n\n @classmethod\n def persist(cls, dataset):\n return cls.compute(dataset)\n\n @classmethod\n @cached\n def length(self, dataset):\n # Get the length by counting the length of an empty query.\n return dataset.data[[]].count().execute()\n\n @classmethod\n @cached\n def nonzero(cls, dataset):\n # Make an empty query to see if a row is returned.\n return bool(len(dataset.data[[]].head(1).execute()))\n\n @classmethod\n @cached\n\n ... [20 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n from ibis.expr.types import Expr"}]
false
null
null
null
537c67be5a305675d3c345fd99a5e6be9b4b00c1
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- class Tournament: """ The class Tournament is the central piece of the models. """ last_tournament_id = "0" * TOURNAMENT_ID_WIDTH def __init__(self, name, location, timer_type, description): Tournament.last_tournament_id = get_new_id(Tournament.last_tournament_id, TOURNAMENT_ID_WIDTH) self.tournament_id = Tournament.last_tournament_id self.name = name self.location = location self.start_date = None self.end_date = None self.timer_type = timer_type self.description = description self.number_of_rounds = NB_ROUND self.rounds = [] self.list_of_players = [] self.players_assigned = False self.finished = False def define_players(self, actors): """ Defines the list of identifier of the players who join the tournament. :param actors: :return: None """ for num_player in range(NB_PLAYERS): self.list_of_players.append(Player(actors[num_player], self.tournament_id, num_player)) def init_round(self, num_round): """ Launches the round number "num_round". :param num_rou
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Unterminated string literal at line 24 • SyntaxError: unterminated triple-quoted string literal (detected at line 37) at line 35 Fix: Close the string literal with matching quote
advanced
machine_learning
error_detection
Pythoncode:Python
4
1
1,285
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n\nclass Tournament:\n \"\"\" The class Tournament is the central piece of the models. \"\"\"\n last_tournament_id = \"0\" * TOURNAMENT_ID_WIDTH\n\n def __init__(self, name, location, timer_type, description):\n Tournament.last_tournament_id = get_new_id(Tournament.last_tournament_id, TOURNAMENT_ID_WIDTH)\n self.tournament_id = Tournament.last_tournament_id\n self.name = name\n self.location = location\n self.start_date = None\n self.end_date = None\n self.timer_type = timer_type\n self.description = description\n self.number_of_rounds = NB_ROUND\n self.rounds = []\n self.list_of_players = []\n self.players_assigned = False\n self.finished = False\n\n def define_players(self, actors):\n \"\"\" Defines the list of identifier of the players who join the tournament.\n\n :param actors:\n :return: None\n \"\"\"\n for num_player in range(NB_PLAYERS):\n self.list_of_players.append(Player(actors[num_player],\n self.tournament_id,\n num_player))\n\n def init_round(self, num_round):\n \"\"\" Launches the round number \"num_round\".\n\n :param num_rou"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Unterminated string literal at line 24\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 37) at line 35\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
537e41912df4cf73c680542167c1c109a8513d39
TheStack--python--000.parquet
Review this Pythoncode:Python code: # !/usr/bin python """ # # set-config - a small python program to setup the configuration environment for data-collect.py # data-collect.py contain the python program to gather Metrics from vROps # Author Sajal Debnath <sdebnath@vmware.com> # """ # Importing the required modules import json import base64 import os,sys # Getting the absolute path from where the script is being run def get_script_path(): return os.path.dirname(os.path.realpath(sys.argv[0])) def get_the_inputs(): adapterkind = raw_input("Please enter Adapter Kind: ") resourceKind = raw_input("Please enter Resource Kind: ") servername = raw_input("Enter enter Server IP/FQDN: ") serveruid = raw_input("Please enter user id: ") serverpasswd = raw_input("Please enter vRops password: ") encryptedvar = base64.b64encode(serverpasswd) maxsamples = raw_input("Please enter the maximum number of samples to collect: ") keys_to_monitor = raw_input("Please enter the number of keys to monitor: ") keys = [] for i in range(int(keys_to_monitor)): keys.append(raw_input("Enter the key: ")) data = {} if int(maxsamples) < 1: maxsamples = 1 data["adapterKind"] = adapterkind data["resourceKind"] = resourceKind data["sampleno"] = int(maxsamples) serverdetails = {} serverdetails["name"] = servername serverdetails["userid"] = serveruid serverdetails["password"] = encryptedvar data["server"] = serverdetails data["keys"] = keys return data # Getting the path where config.json file should be kept path = get_script_path() fullpath = path+"/"+"config.json" # Getting the data for the config.json file final_data = get_the_inputs() # Saving the data to config.json file with open(fullpath, 'w') as outfile: json.dump(final_data, outfile, sort_keys = True, indent = 2, separators=(',', ':'), ensure_ascii=False)
Code Review: ❌ Critical issues: Unterminated string literal at line 3 ⚠️ Code quality: Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 33 Unexpected indentation at line 35 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 50 ✨ Improvements: Add closing quote at line 3 Add docstring to function 'get_the_inputs' Function 'get_the_inputs' is too long (22 statements) - consider splitting
intermediate
ui
code_review
Pythoncode:Python
2
0
1,895
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# !/usr/bin python\n\n\"\"\"\n#\n# set-config - a small python program to setup the configuration environment for data-collect.py\n# data-collect.py contain the python program to gather Metrics from vROps\n# Author Sajal Debnath <sdebnath@vmware.com> \n#\n\"\"\"\n# Importing the required modules\n\nimport json\nimport base64\nimport os,sys\n\n\n# Getting the absolute path from where the script is being run\ndef get_script_path():\n return os.path.dirname(os.path.realpath(sys.argv[0]))\n\ndef get_the_inputs():\n adapterkind = raw_input(\"Please enter Adapter Kind: \")\n resourceKind = raw_input(\"Please enter Resource Kind: \")\n servername = raw_input(\"Enter enter Server IP/FQDN: \")\n serveruid = raw_input(\"Please enter user id: \")\n serverpasswd = raw_input(\"Please enter vRops password: \")\n encryptedvar = base64.b64encode(serverpasswd)\n maxsamples = raw_input(\"Please enter the maximum number of samples to collect: \")\n\n keys_to_monitor = raw_input(\"Please enter the number of keys to monitor: \")\n\n keys = []\n for i in range(int(keys_to_monitor)):\n keys.append(raw_input(\"Enter the key: \"))\n data = {}\n\n if int(maxsamples) < 1:\n maxsamples = 1\n\n\n data[\"adapterKind\"] = adapterkind\n data[\"resourceKind\"] = resourceKind\n data[\"sampleno\"] = int(maxsamples)\n serverdetails = {}\n serverdetails[\"name\"] = servername\n serverdetails[\"userid\"] = serveruid\n serverdetails[\"password\"] = encryptedvar\n\n data[\"server\"] = serverdetails\n data[\"keys\"] = keys\n\n return data\n\n\n# Getting the path where config.json file should be kept\npath = get_script_path()\nfullpath = path+\"/\"+\"config.json\"\n\n# Getting the data for the config.json file\nfinal_data = get_the_inputs()\n\n# Saving the data to config.json file\n\nwith open(fullpath, 'w') as outfile:\n json.dump(final_data, outfile, sort_keys = True, indent = 2, separators=(',', ':'), ensure_ascii=False)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 3\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 33\n Unexpected indentation at line 35\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 50\n\n\u2728 Improvements:\n Add closing quote at line 3\n Add docstring to function 'get_the_inputs'\n Function 'get_the_inputs' is too long (22 statements) - consider splitting"}]
false
null
null
null
537ea975bc8b1468e691c88bd35a36f7347e9442
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: def get_command( tmp_dir, stdout_log_level=None, log_file=None, log_level_log_file=None, timed=False, dbport=None, dbname="inmanta", dbhost=None, dbuser=None, dbpass=None, config_dir=None, server_extensions=[], version=False, ): root_dir = tmp_dir.mkdir("root").strpath log_dir = os.path.join(root_dir, "log") state_dir = os.path.join(root_dir, "data") for directory in [log_dir, state_dir]: os.mkdir(directory) config_file = os.path.join(root_dir, "inmanta.cfg") if dbport is not None: port = dbport else: port = inmanta.util.get_free_tcp_port() with open(config_file, "w+", encoding="utf-8") as f: f.write("[config]\n") f.write("log-dir=" + log_dir + "\n") f.write("state-dir=" + state_dir + "\n") f.write("[database]\n") f.write("port=" + str(port) + "\n") f.write("name=" + dbname + "\n") if dbhost: f.write(f"host={dbhost}\n") if dbuser: f.write(f"username={dbuser}\n") if dbpass: f.write(f"password={dbpass}\n") f.write("[server]\n") f.write(f"enabled_extensions={', '.join(server_extensions)}\n") args = [sys.executable, "-m" ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: if stdout_log_level: args.append("-" + "v" * stdout_log_level) if log_file: log_file = os.path.join(log_dir, log_file) args += ["--log-file", log_file]
advanced
database
incomplete_code
Pythoncode:Python
7
0
1,271
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\ndef get_command(\n tmp_dir,\n stdout_log_level=None,\n log_file=None,\n log_level_log_file=None,\n timed=False,\n dbport=None,\n dbname=\"inmanta\",\n dbhost=None,\n dbuser=None,\n dbpass=None,\n config_dir=None,\n server_extensions=[],\n version=False,\n):\n root_dir = tmp_dir.mkdir(\"root\").strpath\n log_dir = os.path.join(root_dir, \"log\")\n state_dir = os.path.join(root_dir, \"data\")\n for directory in [log_dir, state_dir]:\n os.mkdir(directory)\n config_file = os.path.join(root_dir, \"inmanta.cfg\")\n\n if dbport is not None:\n port = dbport\n else:\n port = inmanta.util.get_free_tcp_port()\n\n with open(config_file, \"w+\", encoding=\"utf-8\") as f:\n f.write(\"[config]\\n\")\n f.write(\"log-dir=\" + log_dir + \"\\n\")\n f.write(\"state-dir=\" + state_dir + \"\\n\")\n f.write(\"[database]\\n\")\n f.write(\"port=\" + str(port) + \"\\n\")\n f.write(\"name=\" + dbname + \"\\n\")\n if dbhost:\n f.write(f\"host={dbhost}\\n\")\n if dbuser:\n f.write(f\"username={dbuser}\\n\")\n if dbpass:\n f.write(f\"password={dbpass}\\n\")\n f.write(\"[server]\\n\")\n f.write(f\"enabled_extensions={', '.join(server_extensions)}\\n\")\n\n args = [sys.executable, \"-m\"\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 if stdout_log_level:\n args.append(\"-\" + \"v\" * stdout_log_level)\n if log_file:\n log_file = os.path.join(log_dir, log_file)\n args += [\"--log-file\", log_file]"}]
true
syntax
HARD_CUT
CRITICAL
537f1ecf5b58054b91b3f560bcbfa1d5fc3ac88d
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: n = int(input()) row = 0 for i in range(100): if 2 ** i <= n <= 2 ** (i + 1) - 1: row = i break def seki(k, n): for _ in range(n): ... code continues ...
Completion: Missing: Function 'seki' is incomplete - body truncated To complete: • Complete the function 'seki' body and add missing return Example continuation: k = 4 * k + 2 return k k = 0
intermediate
general
incomplete_code
Pythoncode:Python
1
0
156
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nn = int(input())\nrow = 0\nfor i in range(100):\n if 2 ** i <= n <= 2 ** (i + 1) - 1:\n row = i\n break\n\n\ndef seki(k, n):\n for _ in range(n):\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'seki' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'seki' body and add missing return\n\n Example continuation:\n k = 4 * k + 2\n return k\n\n\nk = 0"}]
true
syntax
MID_FUNCTION
HIGH
537fda8bf126c424a17def77a9e57731a1bb799c
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # CoDVote plugin for BigBrotherBot(B3) (www.bigbrotherbot.net) # Copyright (C) 2015 ph03n1x # # This program is free software; you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation; either version 2 of the License, or # (at your option) any later version. # # This program is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with this program; if not, write to the Free Software # Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA # # Changelog: # v1.0.1 - Fixed vote remaining in progress if requirements for vote unmet. # v1.0.2 - Added "!vote maps" to show what maps can be called into vote.
Syntax Analysis: Syntax Errors Found: • Block at line 18 has no indented body
advanced
api
syntax_repair
Pythoncode:Python
0
1
957
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# CoDVote plugin for BigBrotherBot(B3) (www.bigbrotherbot.net)\n# Copyright (C) 2015 ph03n1x\n#\n# This program is free software; you can redistribute it and/or modify\n# it under the terms of the GNU General Public License as published by\n# the Free Software Foundation; either version 2 of the License, or\n# (at your option) any later version.\n#\n# This program is distributed in the hope that it will be useful,\n# but WITHOUT ANY WARRANTY; without even the implied warranty of\n# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n# GNU General Public License for more details.\n#\n# You should have received a copy of the GNU General Public License\n# along with this program; if not, write to the Free Software\n# Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA\n#\n# Changelog:\n# v1.0.1 - Fixed vote remaining in progress if requirements for vote unmet.\n# v1.0.2 - Added \"!vote maps\" to show what maps can be called into vote."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Block at line 18 has no indented body"}]
true
syntax
MID_STRING
CRITICAL
5382d0895ddebaa840fcd4f4a2179b700c0dfe67
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # Copyright 2018 Google Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. def get_train_name_scope(var_scope): return "/".join((var_scope, TRAIN_NAME)) def get_validation_name_scope(var_scope): return "/".join((var_scope, VALIDATION_NAME)) def get_test_name_scope(var_scope): return "/".join((var_scope, TEST_NAME)) def get_model_name_scope(var_scope): return "/".join((var_scope, "Model")) def get_update_name_scope(var_scope): return "/".join((var_scope, "Update")) def get_var_dict(vars_): """Gets a dict of var base_name (e.g. 'w') to the variable.""" var_dict = {} for v in vars_: var_base_name = get_base_name(v) var_dict[var_base_name] = v return var_dict def get_var_value_ops(var_dict): return {k: v.value() for k, v in var_dict.items()} def get_base_name(var): return var.name.split("/")[-1].split(":")[0] def get_update_name(var, var_scope): var_base_name = get_base_name(var) var_update_name = "update_%s_%s" % (var_scope, var_base_name) return var_update_name def get_update_placeholder_name(var): var_base_name = get_base_name(var) placeholder_name = "placeholder_%s" % var_base_name return placeholder_name def generate_update_ops(vars_): """Generates update ops and placeholders. For each var, it generates a placeholder to feed in the new values. Then it takes the mean of the inputs along dimension 0. Args: vars_: Vars for which the update ops will be generated. Returns: update_ops: A list of update ops. dict_update_placeholders: A dict of var base name to its update-placeholder. """ update_ops = [] dict_update_placeholders = {} for v in vars_: # For every var in the scope, add a placeholder to feed in the new values. # The placeholder may need to hold multiple values, this happens # when updating the server from many clients. var_in_shape = [None] + v.shape.as_list() var_in_name = get_update_placeholder_name(v) var_in = tf.placeholder(v.dtype, shape=var_in_shape, name=var_in_name) var_in_mean = tf.reduce_mean(var_in, 0) update_op = v.assign(var_in_mean) update_ops.append(update_op) dict_update_placeholders[get_base_name(v)] = var_in return update_ops, dict_update_placeholders def print_vars_on_clients(clients, sess): for c in clients.values(): print("client %d:" % c.id) print(sess.run(c.read_ops_all_vars)) ... [3 more functiondefs truncated] ...
Functions: get_train_name_scope, get_validation_name_scope, get_test_name_scope, get_model_name_scope, get_update_name_scope This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
12
0
2,946
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright 2018 Google Inc.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\ndef get_train_name_scope(var_scope):\n return \"/\".join((var_scope, TRAIN_NAME))\n\n\ndef get_validation_name_scope(var_scope):\n return \"/\".join((var_scope, VALIDATION_NAME))\n\n\ndef get_test_name_scope(var_scope):\n return \"/\".join((var_scope, TEST_NAME))\n\n\ndef get_model_name_scope(var_scope):\n return \"/\".join((var_scope, \"Model\"))\n\n\ndef get_update_name_scope(var_scope):\n return \"/\".join((var_scope, \"Update\"))\n\n\ndef get_var_dict(vars_):\n \"\"\"Gets a dict of var base_name (e.g. 'w') to the variable.\"\"\"\n var_dict = {}\n for v in vars_:\n var_base_name = get_base_name(v)\n var_dict[var_base_name] = v\n return var_dict\n\n\ndef get_var_value_ops(var_dict):\n return {k: v.value() for k, v in var_dict.items()}\n\n\ndef get_base_name(var):\n return var.name.split(\"/\")[-1].split(\":\")[0]\n\n\ndef get_update_name(var, var_scope):\n var_base_name = get_base_name(var)\n var_update_name = \"update_%s_%s\" % (var_scope, var_base_name)\n return var_update_name\n\n\ndef get_update_placeholder_name(var):\n var_base_name = get_base_name(var)\n placeholder_name = \"placeholder_%s\" % var_base_name\n return placeholder_name\n\n\ndef generate_update_ops(vars_):\n \"\"\"Generates update ops and placeholders.\n\n For each var, it generates a placeholder to feed in the new values.\n Then it takes the mean of the inputs along dimension 0.\n\n Args:\n vars_: Vars for which the update ops will be generated.\n\n Returns:\n update_ops: A list of update ops.\n dict_update_placeholders: A dict of var base name to its update-placeholder.\n \"\"\"\n\n update_ops = []\n dict_update_placeholders = {}\n for v in vars_:\n # For every var in the scope, add a placeholder to feed in the new values.\n # The placeholder may need to hold multiple values, this happens\n # when updating the server from many clients.\n var_in_shape = [None] + v.shape.as_list()\n var_in_name = get_update_placeholder_name(v)\n var_in = tf.placeholder(v.dtype, shape=var_in_shape, name=var_in_name)\n var_in_mean = tf.reduce_mean(var_in, 0)\n update_op = v.assign(var_in_mean)\n update_ops.append(update_op)\n dict_update_placeholders[get_base_name(v)] = var_in\n\n return update_ops, dict_update_placeholders\n\n\ndef print_vars_on_clients(clients, sess):\n for c in clients.values():\n print(\"client %d:\" % c.id)\n print(sess.run(c.read_ops_all_vars))\n\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: get_train_name_scope, get_validation_name_scope, get_test_name_scope, get_model_name_scope, get_update_name_scope\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
538362192f9fc22f5fcaa82bb61990dd548e6c63
TheStack--python--000.parquet
Review this Pythoncode:Python code: # Assumptions: validate_crud_functions available # Assumes __uripwd is defined as <user>:<pwd>@<host>:<plugin_port> from __future__ import print_function from mysqlsh import mysqlx mySession = mysqlx.get_session(__uripwd) ensure_schema_does_not_exist(mySession, 'js_shell_test') schema = mySession.create_schema('js_shell_test') # Creates a test collection and inserts data into it collection = schema.create_collection('collection1') result = collection.add({"_id": "3C514FF38144B714E7119BCF48B4CA01", "name": 'jack', "age": 17, "gender": 'male'}).execute() result = collection.add({"_id": "3C514FF38144B714E7119BCF48B4CA02", "name": 'adam', "age": 15, "gender": 'male'}).execute() result = collection.add({"_id": "3C514FF38144B714E7119BCF48B4CA03", "name": 'brian', "age": 14, "gender": 'male'}).execute() result = collection.add({"_id": "3C514FF38144B714E7119BCF48B4CA04", "name": 'alma', "age": 13, "gender": 'female'}).execute() result = collection.add({"_id": "3C514FF38144B714E7119BCF48B4CA05", "name": 'carol', "age": 14, "gender": 'female'}).execute() result = collection.add({"_id": "3C514FF38144B714E7119BCF48B4CA06", "name": 'donna', "age": 16, "gender": 'female'}).execute() result = collection.add({"_id": "3C514FF38144B714E7119BCF48B4CA07", "name": 'angel', "age": 14, "gender": 'male'}).execute() # ------------------------------------------------ # collection.remove Unit Testing: Dynamic Behavior # ------------------------------------------------ #@ CollectionRemove: valid operations after remove crud = collection.remove('some_condition') validate_crud_functions(crud, ['sort', 'limit', 'bind', 'execute']) #@ CollectionRemove: valid operations after sort crud = crud.sort(['name']) validate_crud_functions(crud, ['limit', 'bind', 'execute']) #@ CollectionRemove: valid operations after limit crud = crud.limit(1) validate_crud_functions(crud, ['bind', 'execute']) #@ CollectionRemove: valid operations after bind crud = collection.remove('name = :data').bind('data', 'donna') validate_crud_functions(crud, ['bind', 'execute']) #@ CollectionRemove: valid operations after execute result = crud.execute() validate_crud_functions(crud, ['limit', 'bind', 'execute']) #@ Reusing CRUD with binding print('Deleted donna:', result.affected_items_count, '\n') result=crud.bind('data', 'alma').execute() print('Deleted alma:', result.affected_items_count, '\n') # ---------------------------------------------- # collection.remove Unit Testing: Error Conditions # ---------------------------------------------- #@# CollectionRemove: Error conditions on remove crud = collection.remove() crud = collection.remove(' ') crud = collection.remove(5) crud = collection.remove('test = "2') #@# CollectionRemove: Error conditions sort crud = collection.remove('some_condition').sort() crud = collection.remove('some_condition').sort(5) crud = collection.remove('some_condition').sort([]) crud = collection.remove('some_condition').sort(['name', 5]) crud = collection.remove('som ... [code truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 60 Unclosed '(' at line 67 - expected ')' Unterminated string literal at line 67 ✨ Improvements: Complete the expression on the last line Add closing quote at line 60 Add closing ')' bracket Add closing quote to string literal
intermediate
testing
code_review
Pythoncode:Python
0
0
3,033
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Assumptions: validate_crud_functions available\n# Assumes __uripwd is defined as <user>:<pwd>@<host>:<plugin_port>\nfrom __future__ import print_function\nfrom mysqlsh import mysqlx\n\nmySession = mysqlx.get_session(__uripwd)\n\nensure_schema_does_not_exist(mySession, 'js_shell_test')\n\nschema = mySession.create_schema('js_shell_test')\n\n# Creates a test collection and inserts data into it\ncollection = schema.create_collection('collection1')\n\nresult = collection.add({\"_id\": \"3C514FF38144B714E7119BCF48B4CA01\", \"name\": 'jack', \"age\": 17, \"gender\": 'male'}).execute()\nresult = collection.add({\"_id\": \"3C514FF38144B714E7119BCF48B4CA02\", \"name\": 'adam', \"age\": 15, \"gender\": 'male'}).execute()\nresult = collection.add({\"_id\": \"3C514FF38144B714E7119BCF48B4CA03\", \"name\": 'brian', \"age\": 14, \"gender\": 'male'}).execute()\nresult = collection.add({\"_id\": \"3C514FF38144B714E7119BCF48B4CA04\", \"name\": 'alma', \"age\": 13, \"gender\": 'female'}).execute()\nresult = collection.add({\"_id\": \"3C514FF38144B714E7119BCF48B4CA05\", \"name\": 'carol', \"age\": 14, \"gender\": 'female'}).execute()\nresult = collection.add({\"_id\": \"3C514FF38144B714E7119BCF48B4CA06\", \"name\": 'donna', \"age\": 16, \"gender\": 'female'}).execute()\nresult = collection.add({\"_id\": \"3C514FF38144B714E7119BCF48B4CA07\", \"name\": 'angel', \"age\": 14, \"gender\": 'male'}).execute()\n\n# ------------------------------------------------\n# collection.remove Unit Testing: Dynamic Behavior\n# ------------------------------------------------\n#@ CollectionRemove: valid operations after remove\ncrud = collection.remove('some_condition')\nvalidate_crud_functions(crud, ['sort', 'limit', 'bind', 'execute'])\n\n#@ CollectionRemove: valid operations after sort\ncrud = crud.sort(['name'])\nvalidate_crud_functions(crud, ['limit', 'bind', 'execute'])\n\n#@ CollectionRemove: valid operations after limit\ncrud = crud.limit(1)\nvalidate_crud_functions(crud, ['bind', 'execute'])\n\n#@ CollectionRemove: valid operations after bind\ncrud = collection.remove('name = :data').bind('data', 'donna')\nvalidate_crud_functions(crud, ['bind', 'execute'])\n\n#@ CollectionRemove: valid operations after execute\nresult = crud.execute()\nvalidate_crud_functions(crud, ['limit', 'bind', 'execute'])\n\n#@ Reusing CRUD with binding\nprint('Deleted donna:', result.affected_items_count, '\\n')\nresult=crud.bind('data', 'alma').execute()\nprint('Deleted alma:', result.affected_items_count, '\\n')\n\n\n# ----------------------------------------------\n# collection.remove Unit Testing: Error Conditions\n# ----------------------------------------------\n\n#@# CollectionRemove: Error conditions on remove\ncrud = collection.remove()\ncrud = collection.remove(' ')\ncrud = collection.remove(5)\ncrud = collection.remove('test = \"2')\n\n#@# CollectionRemove: Error conditions sort\ncrud = collection.remove('some_condition').sort()\ncrud = collection.remove('some_condition').sort(5)\ncrud = collection.remove('some_condition').sort([])\ncrud = collection.remove('some_condition').sort(['name', 5])\ncrud = collection.remove('som\n\n ... [code truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 60\n Unclosed '(' at line 67 - expected ')'\n Unterminated string literal at line 67\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 60\n Add closing ')' bracket\n Add closing quote to string literal"}]
false
null
null
null
53840797fa9f83c58be0cb1122c4f31c4c62dc94
TheStack--python--000.parquet
Review this Pythoncode:Python code: import turtle turtle.bgcolor('black') wn=turtle.Screen() tr=turtle.Turtle() move=1 tr.speed("fastest") for i in range (360): tr.write("ADITYA",'false','center',font=('Showcard gothic',50)) tr.penup() tr.goto(-200,100) tr.pendown() tr.color("orange") tr.right(move) tr.forward(100) tr.penup() tr.color("white") tr.pendown() tr.right(30) tr.forward(60) tr.pendown() tr.color("light green") tr.left(10) tr.forward(50) tr.right(70) tr.penup() tr.pendown() tr.color('light blue') tr.forward(50) tr.color('light green') tr.pu() tr.pd() tr.color("light blue") tr.forward(100) tr.color('brown') tr.forward(200) tr.pu() tr.pd() tr.color('light green') tr.circle(2) tr.color('light blue') tr.circle(4) tr.pu() tr.fd(20) tr.pd() tr.circle(6) tr.pu() tr.fd(40) tr.pd() tr.circle(8) tr.pu() tr.fd(80) tr.pd() tr.circle(10) tr.pu() tr.fd(120) tr.pd() tr.circle(20) tr.color('yellow') tr.circle(10) tr.pu() tr.pd() tr.color('white') tr.forward(150) tr.color('red') tr.fd(50) tr.color ('blue') tr.begin_fill() tr.penup() tr.home() move=move+1 tr.penup() tr.forward(50) turtle.done()
Code Review: ⚠️ Code quality: 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 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 35 Unexpected indentation at line 36 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 66 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 70 Unexpected indentation at line 71 Unexpected indentation at line 72
intermediate
testing
code_review
Pythoncode:Python
0
0
1,323
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport turtle\nturtle.bgcolor('black')\nwn=turtle.Screen()\ntr=turtle.Turtle()\n\nmove=1\ntr.speed(\"fastest\")\nfor i in range (360):\n \n tr.write(\"ADITYA\",'false','center',font=('Showcard gothic',50))\n tr.penup()\n tr.goto(-200,100)\n tr.pendown()\n tr.color(\"orange\")\n tr.right(move)\n tr.forward(100)\n tr.penup()\n tr.color(\"white\")\n tr.pendown()\n tr.right(30)\n tr.forward(60)\n tr.pendown()\n tr.color(\"light green\")\n tr.left(10)\n tr.forward(50)\n tr.right(70)\n tr.penup()\n tr.pendown()\n tr.color('light blue')\n tr.forward(50)\n tr.color('light green')\n tr.pu()\n tr.pd()\n tr.color(\"light blue\")\n tr.forward(100)\n tr.color('brown')\n tr.forward(200)\n tr.pu()\n tr.pd()\n tr.color('light green')\n tr.circle(2)\n tr.color('light blue')\n tr.circle(4)\n tr.pu()\n tr.fd(20)\n tr.pd()\n tr.circle(6)\n tr.pu()\n tr.fd(40)\n tr.pd()\n tr.circle(8)\n tr.pu()\n tr.fd(80)\n tr.pd()\n tr.circle(10)\n tr.pu()\n tr.fd(120)\n tr.pd()\n tr.circle(20)\n tr.color('yellow')\n tr.circle(10)\n tr.pu()\n tr.pd()\n tr.color('white')\n tr.forward(150)\n tr.color('red')\n tr.fd(50)\n tr.color ('blue')\n tr.begin_fill()\n tr.penup()\n tr.home()\n move=move+1\ntr.penup()\ntr.forward(50)\nturtle.done()"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\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 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 35\n Unexpected indentation at line 36\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 71\n Unexpected indentation at line 72"}]
false
null
null
null
538622f0e20beb2e31f0c54850a3e278464da569
TheStack--python--000.parquet
Complete this Pythoncode:Python code: """用户, 组, 及相关认证数据库模型""" from .group import Group from .user import User
from .user import UserIndex from .auth import Authentication from .accesspoint import AccessPoint
beginner
general
code_completion
Pythoncode:Python
0
0
171
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\"\"\"\u7528\u6237, \u7ec4, \u53ca\u76f8\u5173\u8ba4\u8bc1\u6570\u636e\u5e93\u6a21\u578b\"\"\"\n\nfrom .group import Group\nfrom .user import User"}, {"role": "assistant", "content": "\nfrom .user import UserIndex\nfrom .auth import Authentication\nfrom .accesspoint import AccessPoint"}]
false
null
null
null
538700fd5d58b1e117fad14517de686aecad4c56
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: bino = int(input()) cino = int(input()) if (bino+cino)%2==0: print("Bino") Error: SyntaxError / EOF
Fixed Code: bino = int(input()) cino = int(input()) if (bino+cino)%2==0: print("Bino") else: print("Cino") Explanation: Complete the truncated code structure
beginner
general
error_fixing
Pythoncode:Python
0
0
78
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nbino = int(input())\ncino = int(input())\nif (bino+cino)%2==0:\n print(\"Bino\")\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nbino = int(input())\ncino = int(input())\nif (bino+cino)%2==0:\n print(\"Bino\")\nelse:\n print(\"Cino\")\n\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
53898a41d0b3979d97ed59d9bf3e85e1664af2da
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: """ Script updates `README.md` with respect to files at ./easy and ./medium folders. """ import os curr_dir = os.path.dirname(__file__) with open(os.path.join(curr_dir, "README.md"), 'w') as readme: readme.write("# LeetCode\nDeliberate practice in coding.\n") langs = [l for l in os.listdir(curr_dir) if os.path.isdir(os.path.join(curr_dir, l)) and l[0] != '.'] for lang in langs: readme.write("## {}\n".format(lang)) readme.write("### Easy\n") easy = sorted(os.listdir(f"{curr_dir}/{lang}/easy")) easy = [x.split("_")[0] for x in easy] easy_solved = "" for el in easy: easy_solved += "{}, ".format(el) readme.write(easy_solved[:-2] + "\n") readme.write("### Medium\n") medium = sorted(os.listdir(f"{curr_dir}/{lang}/medium")) medium = [x.split("_")[0] for x in medium] medium_solved = "" for el in medium: medium_solved += "{}, ".format(el) readme.write(medium_solved[:-2] + '\n')
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
0
0
1,023
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n\"\"\"\nScript updates `README.md` with respect to files at ./easy and ./medium folders.\n\"\"\"\nimport os\n\ncurr_dir = os.path.dirname(__file__)\nwith open(os.path.join(curr_dir, \"README.md\"), 'w') as readme:\n readme.write(\"# LeetCode\\nDeliberate practice in coding.\\n\")\n langs = [l for l in os.listdir(curr_dir) if os.path.isdir(os.path.join(curr_dir, l)) and l[0] != '.']\n for lang in langs:\n readme.write(\"## {}\\n\".format(lang))\n readme.write(\"### Easy\\n\")\n easy = sorted(os.listdir(f\"{curr_dir}/{lang}/easy\"))\n easy = [x.split(\"_\")[0] for x in easy]\n easy_solved = \"\"\n for el in easy:\n easy_solved += \"{}, \".format(el)\n readme.write(easy_solved[:-2] + \"\\n\")\n readme.write(\"### Medium\\n\")\n medium = sorted(os.listdir(f\"{curr_dir}/{lang}/medium\"))\n medium = [x.split(\"_\")[0] for x in medium]\n medium_solved = \"\"\n for el in medium:\n medium_solved += \"{}, \".format(el)\n readme.write(medium_solved[:-2] + '\\n')"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5389a92b434b224efc0d211777895516ff271648
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- #retriever import csv from pkg_resources import parse_version from retriever.lib.models import Table from retriever.lib.templates import Script class main(Script): def __init__(self, **kwargs): Script.__init__(self, **kwargs) self.title = "Commercial Fisheries Monthly Trade Data by Product, Country/Association" self.name = "biotimesql" self.retriever_minimum_version = "2.2.0" self.urls = { "sql_file": "https://zenodo.org/record/2602708/files/BioTIMESQL02_04_2018.sql?download=1", } self.version = "1.0.1" self.ref = "https://zenodo.org/record/1095628#.WskN7dPwYyn" self.citation = "Dornelas M, Antão LH, Moyes F, et al. BioTIME: A database of biodiversity time series for the Anthropocene. Global Ecology & Biogeography. 2018; 00:1 - 26. https://doi.org/10.1111/geb.12729." self.description = "The BioTIME database has species identities and abundances in ecological assemblages through time." self.keywords = ["Time series", "Anthropocene", "Global"] self.li
Syntax Analysis: Fixes: • Add docstring to class 'main' • Add docstring to function '__init__' • Line 21 too long (216 chars) - break into multiple lines
advanced
api
syntax_repair
Pythoncode:Python
1
1
1,102
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n#retriever\n\nimport csv\nfrom pkg_resources import parse_version\n\nfrom retriever.lib.models import Table\nfrom retriever.lib.templates import Script\n\nclass main(Script):\n def __init__(self, **kwargs):\n Script.__init__(self, **kwargs)\n self.title = \"Commercial Fisheries Monthly Trade Data by Product, Country/Association\"\n self.name = \"biotimesql\"\n self.retriever_minimum_version = \"2.2.0\"\n self.urls = {\n \"sql_file\": \"https://zenodo.org/record/2602708/files/BioTIMESQL02_04_2018.sql?download=1\",\n }\n self.version = \"1.0.1\"\n self.ref = \"https://zenodo.org/record/1095628#.WskN7dPwYyn\"\n self.citation = \"Dornelas M, Ant\u00e3o LH, Moyes F, et al. BioTIME: A database of biodiversity time series for the Anthropocene. Global Ecology & Biogeography. 2018; 00:1 - 26. https://doi.org/10.1111/geb.12729.\"\n self.description = \"The BioTIME database has species identities and abundances in ecological assemblages through time.\"\n self.keywords = [\"Time series\", \"Anthropocene\", \"Global\"]\n self.li"}, {"role": "assistant", "content": " Syntax Analysis:\n\n\n Fixes:\n \u2022 Add docstring to class 'main'\n \u2022 Add docstring to function '__init__'\n \u2022 Line 21 too long (216 chars) - break into multiple lines"}]
true
syntax
MID_STRING
CRITICAL
538a493d99ff3d905d532327c5a14418aa3d3b7e
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- import json from alipay.aop.api.constant.ParamConstants import * class KbAdvertSettleBillResponse(object): def __init__(self): self._download_url = None self._paid_date = None @property def download_url(self): return self._download_url @download_url.setter def download_url(self, value): self._download_url = value @property def paid_date(self): return self._paid_date @paid_date.setter def paid_date(self, value): self._paid_date = value def to_alipay_dict(self): params = dict() if self.download_url: if hasattr(self.download_url, 'to_alipay_dict'): params['download_url'] = self.download_url.to_alipay_dict() Error: SyntaxError: unterminated string literal
Fixed Code: #!/usr/bin/env python # -*- coding: utf-8 -*- import json from alipay.aop.api.constant.ParamConstants import * class KbAdvertSettleBillResponse(object): def __init__(self): self._download_url = None self._paid_date = None @property def download_url(self): return self._download_url @download_url.setter def download_url(self, value): self._download_url = value Explanation: Close the string literal with matching quote
advanced
api
error_fixing
Pythoncode:Python
7
1
803
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\nimport json\n\nfrom alipay.aop.api.constant.ParamConstants import *\n\n\nclass KbAdvertSettleBillResponse(object):\n\n def __init__(self):\n self._download_url = None\n self._paid_date = None\n\n @property\n def download_url(self):\n return self._download_url\n\n @download_url.setter\n def download_url(self, value):\n self._download_url = value\n @property\n def paid_date(self):\n return self._paid_date\n\n @paid_date.setter\n def paid_date(self, value):\n self._paid_date = value\n\n\n def to_alipay_dict(self):\n params = dict()\n if self.download_url:\n if hasattr(self.download_url, 'to_alipay_dict'):\n params['download_url'] = self.download_url.to_alipay_dict()\n \n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\nimport json\n\nfrom alipay.aop.api.constant.ParamConstants import *\n\n\nclass KbAdvertSettleBillResponse(object):\n\n def __init__(self):\n self._download_url = None\n self._paid_date = None\n\n @property\n def download_url(self):\n return self._download_url\n\n @download_url.setter\n def download_url(self, value):\n self._download_url = value\n\n Explanation: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
538b05195aa3c62cda3499af221928cc57bfb7bb
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: # -*- coding: utf-8 -*- def read_data(filename): """ Reads csv file into a list, or converts to ints """ data = [] f = open(filename, 'r') for line in f: data += line.strip('\n').split(',') int_data = [int(i) for i in data] f.close() return int_data ... [1 more functiondefs truncated] ...
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Wrong logical operator Severity: CRITICAL Location: Line 4 Buggy code: Reads csv file into a list, or converts to ints Should be: Reads csv file into a list, and converts to ints Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
intermediate
data_processing
logical_errors
Pythoncode:Python
1
0
384
false
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\r\ndef read_data(filename):\r\n \"\"\"\r\n Reads csv file into a list, or converts to ints\r\n \"\"\"\r\n \r\n data = []\r\n \r\n f = open(filename, 'r')\r\n for line in f:\r\n data += line.strip('\\n').split(',')\r\n \r\n int_data = [int(i) for i in data]\r\n f.close() \r\n \r\n return int_data\r\n\r\n\r\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Issue: Wrong logical operator\n Severity: CRITICAL\n\n Location: Line 4\n\n Buggy code:\n Reads csv file into a list, or converts to ints\n\n Should be:\n Reads csv file into a list, and converts to ints\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
538b8d9cb91e4b908b2574c10cefedcf90ea344f
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from django.db import models # Create your models here. class Schema(models.Model): name = models.CharField(max_length=200) description = models.TextField() class Code(models.Model): name = models.CharField(max_length=200) description = models.TextField() active_instances = models.PositiveIntegerField(default=0) schema = models.ForeignKey(Schema, related_name="codes") code_type = models.IntegerField(default=0) def __unicode__(self): if self.description: return "%s/%s (%d): %s" % (self.schema_id, self.name, self.id, self.description) else: return "%s/%s (%d)" % (self.schema_id, self.name, self.id) class DataSet(models.Model): name = models.CharField(max_length=100) created = models.DateTimeField() class Session(models.Model): set = models.ForeignKey(DataSet) started = models.DateTimeField() ended = models.DateTimeField() def __unicode__(self): return "%d (%s - %s)" % (self.id, str(self.started), str(self.ended)) class Participant(models.Model): name = models.CharField(max_length=100) description = models.TextField() def __unicode__(self): return self.name class Message(models.Model): session = models.ForeignKey(Session) idx = models.IntegerField() time = models.DateTimeField() type = models.IntegerField() participant = models.ForeignKey(Participant, related_name='messages') message = models.TextField() codes = models.ManyToManyField(Code, through='CodeInstance') @classmethod def get_between(cls, start, end): """ Get messages that are inclusively between the two messages, or two dates. Takes into account the exact ordering of messages, meaning that you won't get messages at the same time but after the last message, for example. """ if isinstance(start, Message): after_first = ~models.Q(session=start.session) | models.Q(idx__gte=start.idx) after_first = models.Q(time__gte=start.time) & after_first else: after_first = models.Q(time__gte=start) if isinstance(end, Message): before_last = ~models.Q(session=end.session) | models.Q(idx__lte=end.idx) before_last = models.Q(time__lte=end.time) & before_last else: before_last = models.Q(time__lte=end) return cls.objects.filter(after_first, before_last) @property def text(self): return self.message @property def user_name(self): return self.participant.name @property def created_at(self): return self.time class User(models.Model): name = models.CharField(max_length=100) full_name = models.CharField(max_length=250) email = models.CharField(max_length=250) def __unicode__(self): return self.name ... [3 more classdefs truncated] ...
Functions: __unicode__, __unicode__, __unicode__, get_between, text Classes: Schema, Code, DataSet This code demonstrates Pythoncode:Python programming.
advanced
machine_learning
code_explanation
Pythoncode:Python
8
7
2,986
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom django.db import models\n\n# Create your models here.\nclass Schema(models.Model):\n \n name = models.CharField(max_length=200)\n description = models.TextField()\n\n\nclass Code(models.Model):\n \n name = models.CharField(max_length=200)\n description = models.TextField()\n active_instances = models.PositiveIntegerField(default=0)\n schema = models.ForeignKey(Schema, related_name=\"codes\")\n code_type = models.IntegerField(default=0)\n\n def __unicode__(self):\n if self.description:\n return \"%s/%s (%d): %s\" % (self.schema_id, self.name, self.id, self.description)\n else:\n return \"%s/%s (%d)\" % (self.schema_id, self.name, self.id)\n \n\nclass DataSet(models.Model):\n \n name = models.CharField(max_length=100)\n created = models.DateTimeField()\n\n\nclass Session(models.Model):\n \n set = models.ForeignKey(DataSet)\n started = models.DateTimeField()\n ended = models.DateTimeField()\n\n def __unicode__(self):\n return \"%d (%s - %s)\" % (self.id, str(self.started), str(self.ended))\n \nclass Participant(models.Model):\n \n name = models.CharField(max_length=100)\n description = models.TextField()\n\n def __unicode__(self):\n return self.name\n\nclass Message(models.Model):\n \n session = models.ForeignKey(Session)\n idx = models.IntegerField()\n time = models.DateTimeField()\n type = models.IntegerField()\n participant = models.ForeignKey(Participant, related_name='messages')\n message = models.TextField()\n\n codes = models.ManyToManyField(Code, through='CodeInstance')\n\n @classmethod\n def get_between(cls, start, end):\n \"\"\"\n Get messages that are inclusively between the two messages, or two dates.\n\n Takes into account the exact ordering of messages,\n meaning that you won't get messages at the same time but after the last message, for example.\n \"\"\"\n\n if isinstance(start, Message):\n after_first = ~models.Q(session=start.session) | models.Q(idx__gte=start.idx)\n after_first = models.Q(time__gte=start.time) & after_first\n else:\n after_first = models.Q(time__gte=start)\n\n if isinstance(end, Message):\n before_last = ~models.Q(session=end.session) | models.Q(idx__lte=end.idx)\n before_last = models.Q(time__lte=end.time) & before_last\n else:\n before_last = models.Q(time__lte=end)\n\n return cls.objects.filter(after_first, before_last)\n\n @property\n def text(self):\n return self.message\n\n @property\n def user_name(self):\n return self.participant.name\n\n @property\n def created_at(self):\n return self.time\n\nclass User(models.Model):\n \n name = models.CharField(max_length=100)\n full_name = models.CharField(max_length=250)\n email = models.CharField(max_length=250)\n\n def __unicode__(self):\n return self.name\n \n\n ... [3 more classdefs truncated] ..."}, {"role": "assistant", "content": " Functions: __unicode__, __unicode__, __unicode__, get_between, text\n Classes: Schema, Code, DataSet\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
538bf59cdb6e50d49c8fe6d1f6a72767b79df904
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- # Copyright 2019 Open End AB # # 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 sys class Container(object): def __init__(self, **kw): self.__dict__.update(kw) def do_purchase(products, emailaddress): params = { 'data': [ {'items': [{'product': product} for product in products], 'buyerName': 'Kalle Anka', 'buyerEmail': emailaddress} ] } if PYT3: req = urllib.request.Request(urllib.parse.urljoin(support.url, '/rest/purchase'), json.dumps(params).encode('ascii'), {'Content-Type': 'application/json'}) data = json.load(urllib.request.urlopen(req)) else: req = urllib2.Request(urlparse.urljoin(support.url, '/rest/purchase'), json.dumps(params), {'Content-Type': 'application/json'}) data = json.load(urllib2.urlopen(req)) return Container(id=data['purchase'], invoice=data['invoiceUrl'], buyerEmail=emailaddress) def check_mail(client, mailssh, purchase, mailtype): client.run('sendmail -qf') message, = mailssh.find_and_delete_mail(None, 'TO', purchase.buyerEmail) msg, headers = mailssh.parse(message) assert headers['X-OE-MailType'] == [mailtype] assert purchase.invoice in msg return msg, headers @contextlib.contextmanager def check_mails(client, mailssh, purchase): check_mail(client, mailssh, purchase, 'order-confirmation') yield check_mail(client, mailssh, purchase, 'full-payment-confirmation') def gen_pg(client, org, id_args=[1, 1]): cmd = 'python /root/accounting/members/paymentgen.py %s %s %s' % ( org.id, id_args[0], id_args[1]) id_args[0] += 1 id_args[1] += 1000 stdin, stdout, stderr = client.exec_command('PYTHONPATH=/root/accounting ' + cmd) return stdout.read() def upload_pg(tmpdir, ssh, pgdata): pgfile = tmpdir.join('pgfile') pgfile.write(pgdata) dest = uuid.uuid4() with ssh(username='nordea') as client: sftp = client.open_sftp() sftp.put(str(pgfile), 'incoming/%s' % dest, confirm=False) @py.test.mark.usefixtures('cluster', 'clean_db', 'bootstrapped', 'mailssh', 'ssh', 'org', 'emailaddress') ... [3 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 87: ... [3 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
advanced
testing
debugging
Pythoncode:Python
6
1
2,981
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n# Copyright 2019 Open End AB\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 sys\nclass Container(object):\n def __init__(self, **kw):\n self.__dict__.update(kw)\n\n\ndef do_purchase(products, emailaddress):\n params = {\n 'data': [\n {'items': [{'product': product} for product in products],\n 'buyerName': 'Kalle Anka',\n 'buyerEmail': emailaddress}\n ]\n }\n\n if PYT3:\n req = urllib.request.Request(urllib.parse.urljoin(support.url, '/rest/purchase'),\n json.dumps(params).encode('ascii'),\n {'Content-Type': 'application/json'})\n data = json.load(urllib.request.urlopen(req))\n else:\n req = urllib2.Request(urlparse.urljoin(support.url, '/rest/purchase'),\n json.dumps(params),\n {'Content-Type': 'application/json'})\n data = json.load(urllib2.urlopen(req))\n\n return Container(id=data['purchase'],\n invoice=data['invoiceUrl'],\n buyerEmail=emailaddress)\n\n\ndef check_mail(client, mailssh, purchase, mailtype):\n client.run('sendmail -qf')\n message, = mailssh.find_and_delete_mail(None, 'TO', purchase.buyerEmail)\n msg, headers = mailssh.parse(message)\n assert headers['X-OE-MailType'] == [mailtype]\n assert purchase.invoice in msg\n return msg, headers\n\n\n@contextlib.contextmanager\ndef check_mails(client, mailssh, purchase):\n check_mail(client, mailssh, purchase, 'order-confirmation')\n yield\n check_mail(client, mailssh, purchase, 'full-payment-confirmation')\n\n\ndef gen_pg(client, org, id_args=[1, 1]):\n cmd = 'python /root/accounting/members/paymentgen.py %s %s %s' % (\n org.id, id_args[0], id_args[1])\n id_args[0] += 1\n id_args[1] += 1000\n stdin, stdout, stderr = client.exec_command('PYTHONPATH=/root/accounting ' +\n cmd)\n return stdout.read()\n\n\ndef upload_pg(tmpdir, ssh, pgdata):\n pgfile = tmpdir.join('pgfile')\n pgfile.write(pgdata)\n\n dest = uuid.uuid4()\n with ssh(username='nordea') as client:\n sftp = client.open_sftp()\n sftp.put(str(pgfile), 'incoming/%s' % dest, confirm=False)\n\n\n@py.test.mark.usefixtures('cluster', 'clean_db', 'bootstrapped', 'mailssh',\n 'ssh', 'org', 'emailaddress')\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 Invalid syntax at line 87: ... [3 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
538cf8a863a1cdd537656657d4741a5309d4d759
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: """ Copyright 2020 InfAI (CC SES) 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. """ __all__ = ("Router", ) from ..util import conf, get_logger, mqtt import threading import cc_lib logger = get_logger(__name__.split(".", 1)[-1]) class Router(threading.Thread): def __init__(self, client: cc_lib. Error: SyntaxError / EOF
Fixed Code: """ Copyright 2020 InfAI (CC SES) 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. """ __all__ = ("Router", ) from ..util import conf, get_logger, mqtt Explanation: Complete the truncated code structure
advanced
api
error_fixing
Pythoncode:Python
2
1
814
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\"\"\"\n Copyright 2020 InfAI (CC SES)\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\n__all__ = (\"Router\", )\n\n\nfrom ..util import conf, get_logger, mqtt\nimport threading\nimport cc_lib\n\n\nlogger = get_logger(__name__.split(\".\", 1)[-1])\n\n\nclass Router(threading.Thread):\n def __init__(self, client: cc_lib.\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n\"\"\"\n Copyright 2020 InfAI (CC SES)\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\n__all__ = (\"Router\", )\n\n\nfrom ..util import conf, get_logger, mqtt\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
538d31ed98e59299719777fcb1330ca052cef24d
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Generated by Django 3.2.3 on 2021-05-27 13:34 from django.db import migrations, models class Migration(migrations.Migration: dependencies = [ ('user_profile', '0002_auto_20210526_1747'), ] operations = [ migrations.AddField( model_name='order', name='payment_method', field=models.CharField(choices=[('cash', 'cash'), ('wallet', 'wallet')], default='cash', max_length=10), ), ]
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unclosed '(' at line 6 - expected ')' • Block at line 6 has no indented body • Invalid syntax at line 6: class Migration(migrations.Migration: Fix: Add missing ')' bracket at line 6
intermediate
machine_learning
error_detection
Pythoncode:Python
0
1
461
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Generated by Django 3.2.3 on 2021-05-27 13:34\n\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration:\n\n dependencies = [\n ('user_profile', '0002_auto_20210526_1747'),\n ]\n\n operations = [\n migrations.AddField(\n model_name='order',\n name='payment_method',\n field=models.CharField(choices=[('cash', 'cash'), ('wallet', 'wallet')], default='cash', max_length=10),\n ),\n ]"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unclosed '(' at line 6 - expected ')'\n \u2022 Block at line 6 has no indented body\n \u2022 Invalid syntax at line 6: class Migration(migrations.Migration:\n\n\n Fix: Add missing ')' bracket at line 6"}]
true
syntax
MISSING_BRACKETS
MEDIUM
538d3918006c09254385e7ece91e4c11554aa399
TheStack--python--000.parquet
Explain this Pythoncode:Python code: #!/usr/bin/env python import unittest from day07 import has_abba, get_abba_allowed_strings, get_abba_disallowed_strings from day07 import supports_tls, count_tls_addresses from day07 import find_abas, supports_ssl, count_ssl_addresses class TestFindingABBASequences(unittest.TestCase): cases = ( ('abba', True), ('oxyyxo', True), ('aaaa', False), ('abcd', False), ) def test_finds_abba_sequences(self): for text, expected in self.cases: self.assertEqual(has_abba(text), expected) class TestGettingAllowedChunks(unittest.TestCase): cases = ( ('abba[mnop]qrst[abcd]defg', ['abba', 'qrst', 'defg']), ) def test_finds_allowed_substrings(self): for text, expected in self.cases: self.assertEqual(get_abba_allowed_strings(text), expected) class TestGettingDisallowedChunks(unittest.TestCase): cases = ( ('abba[mnop]qrst[abcd]defg', ['mnop', 'abcd']), ) def test_finds_disallowed_substrings(self): for text, expected in self.cases: self.assertEqual(get_abba_disallowed_strings(text), expected) class TestCheckingTLSAddresses(unittest.TestCase): cases = ( ('abba[mnop]qrst', True), ('abcd[bddb]xyyx', False), ('aaaa[qwer]tyui', False), ('ioxxoj[asdfgh]zxcvbn', True), ) def test_finds_tls_addresses(self): for text, expected in self.cases: self.assertEqual(supports_tls(text), expected) def test_counts_tls_addresses(self): data = [x[0] for x in self.cases] self.assertEqual(count_tls_addresses(data), 2) class TestFindingABASequences(unittest.TestCase): cases = ( ('aba', ['aba']), ('xyxxyx', ['xyx']), ('aaakekeke', ['eke', 'kek']), ('zazbzbzbcdb', ['bzb', 'zaz', 'zbz']), ) def test_finds_aba_sequences(self): for text, expected in self.cases: self.assertEqual(find_abas(text), expected) class TestCheckingSSLAddresses(unittest.TestCase): cases = ( ('aba[bab]xyz', True), ('xyx[xyx]xyx', False), ('aaa[kek]eke', True), ('zazbz[bzb]cdb', True), ) def test_finds_ssl_addresses(self): for text, expected in self.cases: self.assertEqual(supports_ssl(text), expected) def test_counts_ssl_addresses(self): data = [x[0] for x in self.cases] self.assertEqual(count_ssl_addresses(data), 3) if __name__ == '__main__': unittest.main()
Functions: test_finds_abba_sequences, test_finds_allowed_substrings, test_finds_disallowed_substrings, test_finds_tls_addresses, test_counts_tls_addresses Classes: TestFindingABBASequences, TestGettingAllowedChunks, TestGettingDisallowedChunks This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
8
6
2,522
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python\n\nimport unittest\nfrom day07 import has_abba, get_abba_allowed_strings, get_abba_disallowed_strings\nfrom day07 import supports_tls, count_tls_addresses\nfrom day07 import find_abas, supports_ssl, count_ssl_addresses\n\n\nclass TestFindingABBASequences(unittest.TestCase):\n cases = (\n ('abba', True),\n ('oxyyxo', True),\n ('aaaa', False),\n ('abcd', False),\n )\n\n def test_finds_abba_sequences(self):\n for text, expected in self.cases:\n self.assertEqual(has_abba(text), expected)\n\n\nclass TestGettingAllowedChunks(unittest.TestCase):\n cases = (\n ('abba[mnop]qrst[abcd]defg', ['abba', 'qrst', 'defg']),\n )\n\n def test_finds_allowed_substrings(self):\n for text, expected in self.cases:\n self.assertEqual(get_abba_allowed_strings(text), expected)\n\n\nclass TestGettingDisallowedChunks(unittest.TestCase):\n cases = (\n ('abba[mnop]qrst[abcd]defg', ['mnop', 'abcd']),\n )\n\n def test_finds_disallowed_substrings(self):\n for text, expected in self.cases:\n self.assertEqual(get_abba_disallowed_strings(text), expected)\n\n\nclass TestCheckingTLSAddresses(unittest.TestCase):\n cases = (\n ('abba[mnop]qrst', True),\n ('abcd[bddb]xyyx', False),\n ('aaaa[qwer]tyui', False),\n ('ioxxoj[asdfgh]zxcvbn', True),\n )\n\n def test_finds_tls_addresses(self):\n for text, expected in self.cases:\n self.assertEqual(supports_tls(text), expected)\n\n def test_counts_tls_addresses(self):\n data = [x[0] for x in self.cases]\n self.assertEqual(count_tls_addresses(data), 2)\n\n\nclass TestFindingABASequences(unittest.TestCase):\n cases = (\n ('aba', ['aba']),\n ('xyxxyx', ['xyx']),\n ('aaakekeke', ['eke', 'kek']),\n ('zazbzbzbcdb', ['bzb', 'zaz', 'zbz']),\n )\n\n def test_finds_aba_sequences(self):\n for text, expected in self.cases:\n self.assertEqual(find_abas(text), expected)\n\n\nclass TestCheckingSSLAddresses(unittest.TestCase):\n cases = (\n ('aba[bab]xyz', True),\n ('xyx[xyx]xyx', False),\n ('aaa[kek]eke', True),\n ('zazbz[bzb]cdb', True),\n )\n\n def test_finds_ssl_addresses(self):\n for text, expected in self.cases:\n self.assertEqual(supports_ssl(text), expected)\n\n def test_counts_ssl_addresses(self):\n data = [x[0] for x in self.cases]\n self.assertEqual(count_ssl_addresses(data), 3)\n\n\nif __name__ == '__main__':\n unittest.main()"}, {"role": "assistant", "content": " Functions: test_finds_abba_sequences, test_finds_allowed_substrings, test_finds_disallowed_substrings, test_finds_tls_addresses, test_counts_tls_addresses\n Classes: TestFindingABBASequences, TestGettingAllowedChunks, TestGettingDisallowedChunks\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
538daa45b22d9013e84ef526505b8753b513ae7f
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import torch import numpy as np import torch.nn.functional as F from torch.autograd import Variable from basenets.MLP import MLP from basenets.Conv import Conv from torch import nn class FCPG_Gaussian(MLP): def __init__(self, n_inputfeats, n_actions, sigma, n_hiddens = [30], nonlinear = F.tanh, usebn = False, outactive = None, outscaler = None, initializer = "orthogonal", initializer_param = {"gain":np.sqrt(2), "last_gain": 0.1} ): self.n_actions = n_actions super(FCPG_Gaussian, self).__init__( n_inputfeats, # input dim n_actions, # output dim n_hiddens, # hidden unit number list nonlinear, usebn, outactive, outscaler, initializer, initializer_param=initializer_param, ) self.logstd = nn.Parameter(torch.log(sigma * torch.ones(n_actions) + 1e-8)) def forward(self,x, other_data = None): x = MLP.forward(self, x, other_data) # for exploration, we need to make sure that the std is not too low. logstd = torch.clamp(self.logstd, min = np.log(0.1)) return x, logstd.expand_as(x), torch.exp(logstd).expand_as(x) def cuda(self, device = None): self.logstd.cuda() return self._apply(lambda t: t.cuda(device)) class FCPG_Softmax(MLP): def __init__(self, n_inputfeats, # input dim n_actions, # output dim n_hiddens = [10], # hidden unit number list nonlinear = F.tanh, usebn = False, outactive = F.softmax, outscaler = None, initializer = "orthogonal", initializer_param = {"gain":np.sqrt(2), "last_gain": 0.1} ): self.n_actions = n_actions super(FCPG_Softmax, self).__init__( n_inputfeats, # input dim n_actions, # output dim n_hiddens, # hidden unit number list nonlinear, usebn, outactive, outscaler, initializer, initializer_param=initializer_param, ) def forward(self, x, other_data=None): x = MLP.forward(self, x, other_data) # for exploration, and similar to e-greedy x = x + 0.01 / self.n_actions x = x / torch.sum(x, dim = -1, keepdim=True).detach() return x class ConvPG_Softmax(Conv): ... [4 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
machine_learning
refactoring
Pythoncode:Python
5
3
2,755
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport torch\nimport numpy as np\nimport torch.nn.functional as F\nfrom torch.autograd import Variable\nfrom basenets.MLP import MLP\nfrom basenets.Conv import Conv\nfrom torch import nn\n\nclass FCPG_Gaussian(MLP):\n def __init__(self,\n n_inputfeats,\n n_actions,\n sigma,\n n_hiddens = [30],\n nonlinear = F.tanh,\n usebn = False,\n outactive = None,\n outscaler = None,\n initializer = \"orthogonal\",\n initializer_param = {\"gain\":np.sqrt(2), \"last_gain\": 0.1}\n ):\n self.n_actions = n_actions\n super(FCPG_Gaussian, self).__init__(\n n_inputfeats, # input dim\n n_actions, # output dim\n n_hiddens, # hidden unit number list\n nonlinear,\n usebn,\n outactive,\n outscaler,\n initializer,\n initializer_param=initializer_param,\n )\n self.logstd = nn.Parameter(torch.log(sigma * torch.ones(n_actions) + 1e-8))\n\n def forward(self,x, other_data = None):\n x = MLP.forward(self, x, other_data)\n # for exploration, we need to make sure that the std is not too low.\n logstd = torch.clamp(self.logstd, min = np.log(0.1))\n return x, logstd.expand_as(x), torch.exp(logstd).expand_as(x)\n\n def cuda(self, device = None):\n self.logstd.cuda()\n return self._apply(lambda t: t.cuda(device))\n\nclass FCPG_Softmax(MLP):\n def __init__(self,\n n_inputfeats, # input dim\n n_actions, # output dim\n n_hiddens = [10], # hidden unit number list\n nonlinear = F.tanh,\n usebn = False,\n outactive = F.softmax,\n outscaler = None,\n initializer = \"orthogonal\",\n initializer_param = {\"gain\":np.sqrt(2), \"last_gain\": 0.1}\n ):\n self.n_actions = n_actions\n super(FCPG_Softmax, self).__init__(\n n_inputfeats, # input dim\n n_actions, # output dim\n n_hiddens, # hidden unit number list\n nonlinear,\n usebn,\n outactive,\n outscaler,\n initializer,\n initializer_param=initializer_param,\n )\n\n def forward(self, x, other_data=None):\n x = MLP.forward(self, x, other_data)\n # for exploration, and similar to e-greedy\n x = x + 0.01 / self.n_actions\n x = x / torch.sum(x, dim = -1, keepdim=True).detach()\n return x\n\nclass ConvPG_Softmax(Conv):\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
538e1ba9c8f2894b4bdf8950c5cd9a8fa42ed826
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # Copyright 2015 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== class SparseTensorsMapTest(test.TestCase): def _SparseTensorPlaceholder(self, dtype=None): if dtype is None: dtype = dtypes.int32 return sparse_tensor_lib.SparseTensor( array_ops.placeholder(dtypes.int64), array_ops.placeholder(dtype), array_ops.placeholder(dtypes.int64)) def _SparseTensorValue_5x6(self, permutation): ind = np.array([[0, 0], [1, 0], [1, 3], [1, 4], [3, 2], [3, 3]]).astype(np.int64) val = np.array([0, 10, 13, 14, 32, 33]).astype(np.int32) ind = ind[permutation] val = val[permutation] shape = np.array([5, 6]).astype(np.int64) return sparse_tensor_lib.SparseTensorValue(ind, val, shape) def _SparseTensorValue_3x4(self, permutation): ind = np.array([[0, 0], [1, 0], [1, 2], [1, 3], [2, 2], [2, 3]]).astype(np.int64) val = np.array([0, 10, 13, 14, 32, 33]).astype(np.int32) ind = ind[permutation] val = val[permutation] shape = np.array([3, 4]).astype(np.int64) return sparse_tensor_lib.SparseTensorValue(ind, val, shape) def _SparseTensorValue_1x1x1(self): ind = np.array([[0, 0, 0]]).astype(np.int64) val = np.array([0]).astype(np.int32) shape = np.array([3, 4, 5]).astype(np.int64) return sparse_tensor_lib.SparseTensorValue(ind, val, shape) ... [7 more functiondefs truncated] ...
Functions: _SparseTensorPlaceholder, _SparseTensorValue_5x6, _SparseTensorValue_3x4, _SparseTensorValue_1x1x1 Classes: SparseTensorsMapTest This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
4
1
2,051
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright 2015 The TensorFlow Authors. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n# ==============================================================================\nclass SparseTensorsMapTest(test.TestCase):\n\n def _SparseTensorPlaceholder(self, dtype=None):\n if dtype is None:\n dtype = dtypes.int32\n return sparse_tensor_lib.SparseTensor(\n array_ops.placeholder(dtypes.int64),\n array_ops.placeholder(dtype), array_ops.placeholder(dtypes.int64))\n\n def _SparseTensorValue_5x6(self, permutation):\n ind = np.array([[0, 0], [1, 0], [1, 3], [1, 4], [3, 2],\n [3, 3]]).astype(np.int64)\n val = np.array([0, 10, 13, 14, 32, 33]).astype(np.int32)\n\n ind = ind[permutation]\n val = val[permutation]\n\n shape = np.array([5, 6]).astype(np.int64)\n return sparse_tensor_lib.SparseTensorValue(ind, val, shape)\n\n def _SparseTensorValue_3x4(self, permutation):\n ind = np.array([[0, 0], [1, 0], [1, 2], [1, 3], [2, 2],\n [2, 3]]).astype(np.int64)\n val = np.array([0, 10, 13, 14, 32, 33]).astype(np.int32)\n\n ind = ind[permutation]\n val = val[permutation]\n\n shape = np.array([3, 4]).astype(np.int64)\n return sparse_tensor_lib.SparseTensorValue(ind, val, shape)\n\n def _SparseTensorValue_1x1x1(self):\n ind = np.array([[0, 0, 0]]).astype(np.int64)\n val = np.array([0]).astype(np.int32)\n shape = np.array([3, 4, 5]).astype(np.int64)\n return sparse_tensor_lib.SparseTensorValue(ind, val, shape)\n\n\n ... [7 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: _SparseTensorPlaceholder, _SparseTensorValue_5x6, _SparseTensorValue_3x4, _SparseTensorValue_1x1x1\n Classes: SparseTensorsMapTest\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
538e7c69b579d9dbd9a344fd3df293fc4cfca562
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: class ObjectSmokeTest(ObjectStorageFixture): @classmethod def setUpClass(cls): super(ObjectSmokeTest, cls).setUpClass() cls.default_obj_name = Constants.VALID_OBJECT_NAME_WITH_UNICODE @staticmethod def generate_chunk_data(): for i in range(10): yield "Test chunk %s\r\n" % i @data_driven_test(ObjectDatasetList()) def ddtest_object_retrieval_with_valid_object_name( self, object_type, generate_object): container_name = self.create_temp_container( descriptor=CONTAINER_DESCRIPTOR) object_name = self.default_obj_name generate_object(container_name, object_nam response = self.client.get_object(container_name, object_name) method = 'object creation with valid object name' expected = 200 received = response.status_code self.assertEqual( expected, received, msg=STATUS_CODE_MSG.format( method=method, expected=expected, received=str(received))) @data_driven_test(ObjectDatasetList(exclude=['dlo', 'slo'])) def ddtest_object_retrieval_with_if_match( self, object_type, generate_object): """ Bug filed for dlo/slo support of If-match Header: https://bugs.launchpad.net/swift/+bug/1279076 """ container_name = self.create_temp_container( descriptor=CONTAINER_DESCRIPTOR) object_name = self.default_obj_name obj_info = generate_object(container_name, object_name) headers = {'If-Match': obj_info.get('etag')} response = self.client.get_object( container_name, self.default_obj_name, headers=headers) method = 'object retrieval with if match header' expected = 200 received = response.status_code self.assertEqual( expected, received, msg=STATUS_CODE_MSG.format( method=method, expected=expected, received=str(received))) @data_driven_test(ObjectDatasetList(exclude=['dlo', 'slo'])) ... [35 more functiondefs truncated] ...
Error Analysis: Error Type: BROKEN_INDENTATION Error: IndentationError: unexpected indent Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 37 • Unclosed '(' at line 18 - expected ')' Fix: Fix indentation to match Python syntax rules
advanced
testing
error_detection
Pythoncode:Python
4
1
2,221
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass ObjectSmokeTest(ObjectStorageFixture):\n @classmethod\n def setUpClass(cls):\n super(ObjectSmokeTest, cls).setUpClass()\n cls.default_obj_name = Constants.VALID_OBJECT_NAME_WITH_UNICODE\n\n @staticmethod\n def generate_chunk_data():\n for i in range(10):\n yield \"Test chunk %s\\r\\n\" % i\n\n @data_driven_test(ObjectDatasetList())\n def ddtest_object_retrieval_with_valid_object_name(\n self, object_type, generate_object):\n container_name = self.create_temp_container(\n descriptor=CONTAINER_DESCRIPTOR)\n object_name = self.default_obj_name\ngenerate_object(container_name, object_nam\n\n response = self.client.get_object(container_name, object_name)\n\n method = 'object creation with valid object name'\n expected = 200\n received = response.status_code\n\n self.assertEqual(\n expected,\n received,\n msg=STATUS_CODE_MSG.format(\n method=method,\n expected=expected,\n received=str(received)))\n\n @data_driven_test(ObjectDatasetList(exclude=['dlo', 'slo']))\n def ddtest_object_retrieval_with_if_match(\n self, object_type, generate_object):\n \"\"\"\n Bug filed for dlo/slo support of If-match Header:\n https://bugs.launchpad.net/swift/+bug/1279076\n \"\"\"\n container_name = self.create_temp_container(\n descriptor=CONTAINER_DESCRIPTOR)\n object_name = self.default_obj_name\n obj_info = generate_object(container_name, object_name)\n\n headers = {'If-Match': obj_info.get('etag')}\n\n response = self.client.get_object(\n container_name,\n self.default_obj_name,\n headers=headers)\n\n method = 'object retrieval with if match header'\n expected = 200\n received = response.status_code\n\n self.assertEqual(\n expected,\n received,\n msg=STATUS_CODE_MSG.format(\n method=method,\n expected=expected,\n received=str(received)))\n\n @data_driven_test(ObjectDatasetList(exclude=['dlo', 'slo']))\n\n ... [35 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: BROKEN_INDENTATION\n Error: IndentationError: unexpected indent\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 37\n \u2022 Unclosed '(' at line 18 - expected ')'\n\n Fix: Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
538ed9ab23e9e71ee700c89f6a7e07b38fae61a0
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # (C) Datadog, Inc. 2018-present # All rights reserved # Licensed under a 3-clause BSD style license (see LICENSE) import os import pytest from datadog_checks.dev import docker_run from datadog_checks.dev.conditions import CheckDockerLogs from datadog_checks.dev.subprocess import run_command from .common import BASIC_CONFIG, HERE E2E_METADATA = { 'start_commands': [ 'apt-get update', 'apt-get install -o Dpkg::Options::="--force-confdef" -o Dpkg::Options::="--force-confold" -y docker.io', ], 'docker_volumes': ['/var/run/docker.sock:/var/run/docker.sock'], } @pytest.fixture(scope="session") def dd_environment(): compose_file = os.path.join(HERE, 'compose', 'docker-compose.yaml') # We need a custom condition to wait a bit longer with docker_run(
Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Unclosed '(' at line 28 - expected ')' • SyntaxError: '(' was never closed at line 28 Fix: Add body to With block or use 'pass' statement
intermediate
testing
error_detection
Pythoncode:Python
1
0
799
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# (C) Datadog, Inc. 2018-present\n# All rights reserved\n# Licensed under a 3-clause BSD style license (see LICENSE)\n\nimport os\n\nimport pytest\n\nfrom datadog_checks.dev import docker_run\nfrom datadog_checks.dev.conditions import CheckDockerLogs\nfrom datadog_checks.dev.subprocess import run_command\n\nfrom .common import BASIC_CONFIG, HERE\n\nE2E_METADATA = {\n 'start_commands': [\n 'apt-get update',\n 'apt-get install -o Dpkg::Options::=\"--force-confdef\" -o Dpkg::Options::=\"--force-confold\" -y docker.io',\n ],\n 'docker_volumes': ['/var/run/docker.sock:/var/run/docker.sock'],\n}\n\n\n@pytest.fixture(scope=\"session\")\ndef dd_environment():\n compose_file = os.path.join(HERE, 'compose', 'docker-compose.yaml')\n # We need a custom condition to wait a bit longer\n with docker_run("}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_BLOCK\n Error: IndentationError / Expected indented block\n\n Detected Errors:\n \u2022 Unclosed '(' at line 28 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 28\n\n Fix: Add body to With block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
538f0d9adeec1b1a9f1d17d56827c035463ad1c5
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: from federation.hostmeta.parsers import ( def fetch_mastodon_document(host): doc, status_code, error = fetch_document(host=host, path='/api/v1/instance') if not doc: return try: doc = json.loads(doc) except json.JSONDecodeError: return return parse_mastodon_document(doc, host) def fetch_matrix_document(host: str) -> Optional[Dict]: doc, status_code, error = fetch_document(host=host, path='/_matrix/federation/v1/version') if not doc: return try: doc = json.loads(doc) except json.JSONDecodeError: return return parse_matrix_document(doc, host) def fetch_misskey_document(host: str, mastodon_document: Dict=None) -> Optional[Dict]: try: response = requests.post(f'https://{host}/api/meta') # ¯\_(ツ)_/¯ except Exception: return try: doc = response.json() except json.JSONDecodeError: return if response.status_code == 200: return parse_misskey_document(doc, host, mastodon_document=mastodon_document) def fetch_nodeinfo_document(host): doc, status_code, error = fetch_document(host=host, path='/.well-known/nodeinfo') if not doc: return try: doc = json.loads(doc) except json.JSONDecodeError: return url, highest_version = '', 0.0 if doc.get('0'): # Buggy NodeInfo from certain old Hubzilla versions url = doc.get('0', {}).get('href') elif isinstance(doc.get('links'), dict): # Another buggy NodeInfo from certain old Hubzilla versions url = doc.get('links').get('href') else: for link in doc.get('links'): version = float(link.get('rel').split('/')[-1]) if highest_version < version <= HIGHEST_SUPPORTED_NODEINFO_VERSION: url, highest_version = link.get('href'), version if not url: return doc, status_code, error = fetch_document(url=url) if not doc: return try: doc = json.loads(doc) except json.JSONDecodeError: return return parse_nodeinfo_document(doc, host) def fetch_nodeinfo2_document(host): doc, status_code, error = fetch_document(host=host, path='/.well-known/x-nodeinfo2') if not doc: return try: doc = json.loads(doc) except json.JSONDecodeError: return return parse_nodeinfo2_document(doc, host) def fetch_statisticsjson_document(host): doc, status_code, error = fetch_document(host=host, path='/statistics.json') if not doc: return try: doc = json.loads(doc) except json.JSONDecodeError: return return parse_statisticsjson_document(doc, host) Error: NameError: name is not defined
Fixed Code: import json from typing import Dict, Optional import requests from federation.hostmeta.parsers import ( def fetch_mastodon_document(host): doc, status_code, error = fetch_document(host=host, path='/api/v1/instance') if not doc: return try: doc = json.loads(doc) except json.JSONDecodeError: return return parse_mastodon_document(doc, host) def fetch_matrix_document(host: str) -> Optional[Dict]: doc, status_code, error = fetch_document(host=host, path='/_matrix/federation/v1/version') if not doc: Explanation: Add missing imports: import requests, from typing import Dict, Optional
advanced
api
error_fixing
Pythoncode:Python
6
0
2,705
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\n\nfrom federation.hostmeta.parsers import (\ndef fetch_mastodon_document(host):\n doc, status_code, error = fetch_document(host=host, path='/api/v1/instance')\n if not doc:\n return\n try:\n doc = json.loads(doc)\n except json.JSONDecodeError:\n return\n return parse_mastodon_document(doc, host)\n\n\ndef fetch_matrix_document(host: str) -> Optional[Dict]:\n doc, status_code, error = fetch_document(host=host, path='/_matrix/federation/v1/version')\n if not doc:\n return\n try:\n doc = json.loads(doc)\n except json.JSONDecodeError:\n return\n return parse_matrix_document(doc, host)\n\n\ndef fetch_misskey_document(host: str, mastodon_document: Dict=None) -> Optional[Dict]:\n try:\n response = requests.post(f'https://{host}/api/meta') # \u00af\\_(\u30c4)_/\u00af\n except Exception:\n return\n try:\n doc = response.json()\n except json.JSONDecodeError:\n return\n if response.status_code == 200:\n return parse_misskey_document(doc, host, mastodon_document=mastodon_document)\n\n\ndef fetch_nodeinfo_document(host):\n doc, status_code, error = fetch_document(host=host, path='/.well-known/nodeinfo')\n if not doc:\n return\n try:\n doc = json.loads(doc)\n except json.JSONDecodeError:\n return\n\n url, highest_version = '', 0.0\n\n if doc.get('0'):\n # Buggy NodeInfo from certain old Hubzilla versions\n url = doc.get('0', {}).get('href')\n elif isinstance(doc.get('links'), dict):\n # Another buggy NodeInfo from certain old Hubzilla versions\n url = doc.get('links').get('href')\n else:\n for link in doc.get('links'):\n version = float(link.get('rel').split('/')[-1])\n if highest_version < version <= HIGHEST_SUPPORTED_NODEINFO_VERSION:\n url, highest_version = link.get('href'), version\n\n if not url:\n return\n\n doc, status_code, error = fetch_document(url=url)\n if not doc:\n return\n try:\n doc = json.loads(doc)\n except json.JSONDecodeError:\n return\n return parse_nodeinfo_document(doc, host)\n\n\ndef fetch_nodeinfo2_document(host):\n doc, status_code, error = fetch_document(host=host, path='/.well-known/x-nodeinfo2')\n if not doc:\n return\n try:\n doc = json.loads(doc)\n except json.JSONDecodeError:\n return\n return parse_nodeinfo2_document(doc, host)\n\n\ndef fetch_statisticsjson_document(host):\n doc, status_code, error = fetch_document(host=host, path='/statistics.json')\n if not doc:\n return\n try:\n doc = json.loads(doc)\n except json.JSONDecodeError:\n return\n return parse_statisticsjson_document(doc, host)\n\n\n Error: NameError: name is not defined"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport json\nfrom typing import Dict, Optional\n\nimport requests\n\nfrom federation.hostmeta.parsers import (\ndef fetch_mastodon_document(host):\n doc, status_code, error = fetch_document(host=host, path='/api/v1/instance')\n if not doc:\n return\n try:\n doc = json.loads(doc)\n except json.JSONDecodeError:\n return\n return parse_mastodon_document(doc, host)\n\n\ndef fetch_matrix_document(host: str) -> Optional[Dict]:\n doc, status_code, error = fetch_document(host=host, path='/_matrix/federation/v1/version')\n if not doc:\n\n Explanation: Add missing imports: import requests, from typing import Dict, Optional"}]
true
syntax
MISSING_IMPORTS
LOW
538f4e290b42893ff7be5c3f3a19a555501eb1e6
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import numpy as np from typing import Any, Dict, List, Tuple, NoReturn import argparse import os def parse_arguments() -> Any: """Parse command line arguments.""" parser = argparse.ArgumentParser() parser.add_argument( "--data_dir", default="", type=str, help="Directory where the features (npy files) are saved", ) parser.add_argument("--mode", required=True, type=str, help="train/val/test/sample", choices=['train', 'test', 'val','sample']) parser.add_argument("--obs_len", default=2, type=int, help="Observed length of the trajectory in seconds", choices=[1,2,3,4,5]) parser.add_argument("--filter", default='ekf', type=str, help="Filter to process the data noise. (ekf/none/ekf-savgol/savgol", choices=['ekf', 'none', 'ekf-savgol', 'savgol']) return parser.parse_args() def stats(traj:np.ndarray) -> NoReturn: #central tendency : mean #dispersion : std #bounds : min max #quantile : 0.25, 0.5, 0.75 labels = ['mean_v', 'mean_acc', 'mean_deac', 'std_jy'] for i, l in zip(range(0, traj.shape[1]), labels): t = traj[:, i] ... code continues ...
Completion: Missing: Function 'stats' is incomplete - body truncated To complete: • Complete the function 'stats' body and add missing return Example continuation: _mean = round(np.mean(t),2) _std = round(np.std(t),2) _min = round(np.min(t),2) _max = round(np.max(t),2) _q25 = round(np.quantile(t, 0.25),2)
intermediate
testing
incomplete_code
Pythoncode:Python
2
0
1,157
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport numpy as np\nfrom typing import Any, Dict, List, Tuple, NoReturn\n\n\nimport argparse\nimport os\n\ndef parse_arguments() -> Any:\n\t\"\"\"Parse command line arguments.\"\"\"\n\n\tparser = argparse.ArgumentParser()\n\t\n\tparser.add_argument(\n\t\t\"--data_dir\",\n\t\tdefault=\"\",\n\t\ttype=str,\n\t\thelp=\"Directory where the features (npy files) are saved\",\n\t)\n\n\tparser.add_argument(\"--mode\",\n\t\t\t\t\t\trequired=True,\n\t\t\t\t\t\ttype=str,\n\t\t\t\t\t\thelp=\"train/val/test/sample\",\n\t\t\t\t\t\tchoices=['train', 'test', 'val','sample'])\n\n\tparser.add_argument(\"--obs_len\",\n\t\t\t\t\t\tdefault=2,\n\t\t\t\t\t\ttype=int,\n\t\t\t\t\t\thelp=\"Observed length of the trajectory in seconds\",\n\t\t\t\t\t\tchoices=[1,2,3,4,5])\n\n\tparser.add_argument(\"--filter\",\n\t\t\t\t\t\tdefault='ekf',\n\t\t\t\t\t\ttype=str,\n\t\t\t\t\t\thelp=\"Filter to process the data noise. (ekf/none/ekf-savgol/savgol\",\n\t\t\t\t\t\tchoices=['ekf', 'none', 'ekf-savgol', 'savgol'])\n\n\treturn parser.parse_args()\n\ndef stats(traj:np.ndarray) -> NoReturn:\n\n\t#central tendency : mean\n\t#dispersion : std\n\t#bounds : min max\n\t#quantile : 0.25, 0.5, 0.75\n\n\tlabels = ['mean_v', 'mean_acc', 'mean_deac', 'std_jy']\n\n\tfor i, l in zip(range(0, traj.shape[1]), labels):\n\t\tt = traj[:, i]\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'stats' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'stats' body and add missing return\n\n Example continuation:\n\t\t_mean = round(np.mean(t),2)\n\t\t_std = round(np.std(t),2)\n\t\t_min = round(np.min(t),2)\n\t\t_max = round(np.max(t),2)\n\t\t_q25 = round(np.quantile(t, 0.25),2)"}]
true
syntax
MID_FUNCTION
HIGH
538fd4b4cff424f1346a608bba50033518ef9ea5
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # -*- encoding: utf-8 -*- # Copyright (c) 2017 Servionica # # 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 datetime import freezegun import mock import oslo_messaging as om from watcher.common import rpc from watcher import notifications from watcher.objects import service as w_service from watcher.tests.db import base from watcher.tests.objects import utils @freezegun.freeze_time('2016-10-18T09:52:05.219414') class TestActionPlanNotification(base.DbTestCase): def setUp(self): super(TestActionPlanNotification, self).setUp() p_get_notifier = mock.patch.object(rpc, 'get_notifier') m_get_noti
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 31 has no indented body Fix: Complete the truncated code structure
advanced
testing
error_detection
Pythoncode:Python
3
1
1,135
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- encoding: utf-8 -*-\n# Copyright (c) 2017 Servionica\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\n# implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport datetime\n\nimport freezegun\nimport mock\nimport oslo_messaging as om\n\nfrom watcher.common import rpc\nfrom watcher import notifications\nfrom watcher.objects import service as w_service\nfrom watcher.tests.db import base\nfrom watcher.tests.objects import utils\n\n\n@freezegun.freeze_time('2016-10-18T09:52:05.219414')\nclass TestActionPlanNotification(base.DbTestCase):\n\n def setUp(self):\n super(TestActionPlanNotification, self).setUp()\n p_get_notifier = mock.patch.object(rpc, 'get_notifier')\n m_get_noti"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 31 has no indented body\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
538fed081c6f7c33b40d25f1c7cac9cd82761148
TheStack--python--000.parquet
Complete this Pythoncode:Python code: # https://leetcode.com/problems/best-time-to-buy-and-sell-stock-ii/ # # Say you have an array for which the ith element is the price of a given stock on day i. # # Design an algorithm to find the maximum profit. # You may complete as many transactions as you like (ie, buy one and sell one share of the stock multiple times). # However, you may not engage in multiple transactions at the same time (ie, you must sell the stock before you buy again). class Solution(object): def maxProfit(self, prices): """ :type prices: List[int] :rtype: int """ if prices == []: return 0 profit_list = [] min_val = prices[0] max_val = prices[0] tend = 0 # 0:down, 1:up for i in range(1, len(prices)): if prices[i] < prices[i - 1]: # go down if tend == 1: max_val = prices[i - 1] profit_list.append(max_val - min_val)
tend = 0 pass if prices[i] > prices[i - 1]: # go up if tend == 0: min_val = prices[i - 1] tend = 1 pass if tend == 1: profit_list.append(prices[i] - min_val) return sum(profit_list) if __name__ == '__main__': prices = [8,9,2,5] s = Solution() print s.maxProfit(prices)
advanced
api
code_completion
Pythoncode:Python
1
1
1,422
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# https://leetcode.com/problems/best-time-to-buy-and-sell-stock-ii/\n#\n# Say you have an array for which the ith element is the price of a given stock on day i.\n#\n# Design an algorithm to find the maximum profit.\n# You may complete as many transactions as you like (ie, buy one and sell one share of the stock multiple times).\n# However, you may not engage in multiple transactions at the same time (ie, you must sell the stock before you buy again).\n\nclass Solution(object):\n def maxProfit(self, prices):\n \"\"\"\n :type prices: List[int]\n :rtype: int\n \"\"\"\n if prices == []:\n return 0\n profit_list = []\n min_val = prices[0]\n max_val = prices[0]\n tend = 0 # 0:down, 1:up\n for i in range(1, len(prices)):\n if prices[i] < prices[i - 1]:\n # go down\n if tend == 1:\n max_val = prices[i - 1]\n profit_list.append(max_val - min_val)"}, {"role": "assistant", "content": "\n tend = 0\n pass\n if prices[i] > prices[i - 1]:\n # go up\n if tend == 0:\n min_val = prices[i - 1]\n tend = 1\n pass\n if tend == 1:\n profit_list.append(prices[i] - min_val)\n return sum(profit_list)\n\n\nif __name__ == '__main__':\n prices = [8,9,2,5]\n s = Solution()\n print s.maxProfit(prices)"}]
false
null
null
null
53901ad02fc361ceba4528f28baf2995acc82248
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: import json import os import responses from django.urls import reverse from .. import TestAdminMixin, TestLociMixin class BaseTestAdmin(TestAdminMixin, TestLociMixin): geocode_url = 'https://geocode.arcgis.com/arcgis/rest/services/World/GeocodeServer/' def test_location_list(self): self._login_as_admin() self._create_location(name='test-admin-location-1') url = reverse('{0}_location_changelist'.format(self.url_prefix)) r = self.client.get(url) self.assertContains(r, 'test-admin-location-1') def test_floorplan_list(self): self._login_as_admin() self._create_floorplan() self._create_location() url = reverse('{0}_floorplan_changelist'.format(self.url_prefix)) r = self.client.get(url) self.assertContains(r, '1st floor') def test_location_json_view(self): self._login_as_admin() loc = self._create_location() r = self.client.get(reverse('admin:django_loci_location_json', args=[loc.pk])) expected = { 'name': loc.name, 'address': loc.address, 'type': loc.type, 'is_mobile': loc.is_mobile, 'geometry': json.loads(loc.geometry.json), } self.assertDictEqual(r.json(), expected) def test_location_floorplan_json_view(self): self._login_as_admin() fl = self._create_floorplan() r = self.client.get( reverse('admin:django_loci_location_floorplans_json', args=[fl.location.pk]) ) expected = { 'choices': [ { 'id': str(fl.pk), 'str': str(fl), 'floor': fl.floor, 'image': fl.image.url, 'image_width': fl.image.width, 'image_height': fl.image.height, } ] } self.assertDictEqual(r.json(), expected) def test_location_change_image_removed(self): self._login_as_admin() loc = self._create_location(name='test-admin-location-1', type='indoor') fl = self._create_floorplan(location=loc) # remove floorplan image os.remove(fl.image.path) url = reverse('{0}_location_change'.format(self.url_prefix), args=[loc.pk]) r = self.client.get(url) self.assertContains(r, 'test-admin-location-1') def test_floorplan_change_image_removed(self): self._login_as_admin() loc = self._create_location(name='test-admin-location-1', type='indoor') fl = self._create_floorplan(location=loc) # remove floorplan image os.remove(fl.image.path) url = reverse('{0}_floorplan_change'.format(self.url_prefix), args=[fl.pk]) r = self.client.get(url) self.assertContains(r, 'test-admin-location-1') ... [7 more functiondefs truncated] .
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Invalid syntax at line 82: ... [7 more functiondefs truncated] . Fixes: • Complete the expression on the last line • Review syntax near the error location
advanced
testing
syntax_repair
Pythoncode:Python
6
1
2,914
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport json\nimport os\n\nimport responses\nfrom django.urls import reverse\n\nfrom .. import TestAdminMixin, TestLociMixin\n\n\nclass BaseTestAdmin(TestAdminMixin, TestLociMixin):\n geocode_url = 'https://geocode.arcgis.com/arcgis/rest/services/World/GeocodeServer/'\n\n def test_location_list(self):\n self._login_as_admin()\n self._create_location(name='test-admin-location-1')\n url = reverse('{0}_location_changelist'.format(self.url_prefix))\n r = self.client.get(url)\n self.assertContains(r, 'test-admin-location-1')\n\n def test_floorplan_list(self):\n self._login_as_admin()\n self._create_floorplan()\n self._create_location()\n url = reverse('{0}_floorplan_changelist'.format(self.url_prefix))\n r = self.client.get(url)\n self.assertContains(r, '1st floor')\n\n def test_location_json_view(self):\n self._login_as_admin()\n loc = self._create_location()\n r = self.client.get(reverse('admin:django_loci_location_json', args=[loc.pk]))\n expected = {\n 'name': loc.name,\n 'address': loc.address,\n 'type': loc.type,\n 'is_mobile': loc.is_mobile,\n 'geometry': json.loads(loc.geometry.json),\n }\n self.assertDictEqual(r.json(), expected)\n\n def test_location_floorplan_json_view(self):\n self._login_as_admin()\n fl = self._create_floorplan()\n r = self.client.get(\n reverse('admin:django_loci_location_floorplans_json', args=[fl.location.pk])\n )\n expected = {\n 'choices': [\n {\n 'id': str(fl.pk),\n 'str': str(fl),\n 'floor': fl.floor,\n 'image': fl.image.url,\n 'image_width': fl.image.width,\n 'image_height': fl.image.height,\n }\n ]\n }\n self.assertDictEqual(r.json(), expected)\n\n def test_location_change_image_removed(self):\n self._login_as_admin()\n loc = self._create_location(name='test-admin-location-1', type='indoor')\n fl = self._create_floorplan(location=loc)\n # remove floorplan image\n os.remove(fl.image.path)\n url = reverse('{0}_location_change'.format(self.url_prefix), args=[loc.pk])\n r = self.client.get(url)\n self.assertContains(r, 'test-admin-location-1')\n\n def test_floorplan_change_image_removed(self):\n self._login_as_admin()\n loc = self._create_location(name='test-admin-location-1', type='indoor')\n fl = self._create_floorplan(location=loc)\n # remove floorplan image\n os.remove(fl.image.path)\n url = reverse('{0}_floorplan_change'.format(self.url_prefix), args=[fl.pk])\n r = self.client.get(url)\n self.assertContains(r, 'test-admin-location-1')\n\n\n ... [7 more functiondefs truncated] ."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Invalid syntax at line 82: ... [7 more functiondefs truncated] .\n\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Review syntax near the error location"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
5391eb5d4685629e3d8228f4e55d8a98857010ab
TheStack--python--000.parquet
Review this Pythoncode:Python code: import torch from torch import nn from torch.nn.parameter import Parameter from einops import rearrange, reduce, repeat class dca_offsets_layer(nn.Module): """Constructs a Offset Generation module. """ def __init__(self, channel, n_offsets): super(dca_offsets_layer, self).__init__() self.channel = channel self.n_offsets = n_offsets def covariance_features(self, x): """ Takes in a feature map and returns the unnormalized covariance matrix """ m_batchsize, C, height, width = x.size() x = x - x.mean(dim=1, keepdim=True) / (x.std(dim=1, keepdim=True) + 1e-5) proj_query = x.view(m_batchsize, C, -1) proj_key = x.view(m_batchsize, C, -1).permute(0, 2, 1) energy = torch.bmm(proj_query, proj_key) return energy def forward(self, x): m_batchsize, C, height, width = x.size() cov_matrix = self.covariance_features(x).reshape(m_batchsize, C, 1, C) _, locations = torch.topk(cov_matrix, self.n_offsets, dim=1) delta = torch.stack(self.n_offsets*[torch.arange(0, self.channel)], dim=0) delta = torch.stack(m_batchsize * [delta], dim=0) offsets = locations.squeeze() - delta.cuda() return offsets
Code Review: ❌ Critical issues: Unterminated string literal at line 8 ⚠️ Code quality: Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 14 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 29 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 35 Potential division by zero - add validation ✨ Improvements: Add closing quote at line 8 Add docstring to function 'forward'
advanced
database
code_review
Pythoncode:Python
3
1
1,270
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport torch\nfrom torch import nn\nfrom torch.nn.parameter import Parameter\n\nfrom einops import rearrange, reduce, repeat\n\nclass dca_offsets_layer(nn.Module):\n \"\"\"Constructs a Offset Generation module.\n \"\"\"\n def __init__(self, channel, n_offsets):\n super(dca_offsets_layer, self).__init__()\n\n self.channel = channel\n self.n_offsets = n_offsets\n\n def covariance_features(self, x):\n \"\"\"\n Takes in a feature map and returns the unnormalized covariance matrix\n \"\"\"\n m_batchsize, C, height, width = x.size()\n x = x - x.mean(dim=1, keepdim=True) / (x.std(dim=1, keepdim=True) + 1e-5)\n proj_query = x.view(m_batchsize, C, -1)\n proj_key = x.view(m_batchsize, C, -1).permute(0, 2, 1)\n energy = torch.bmm(proj_query, proj_key)\n return energy\n\n def forward(self, x):\n m_batchsize, C, height, width = x.size()\n cov_matrix = self.covariance_features(x).reshape(m_batchsize, C, 1, C)\n\n _, locations = torch.topk(cov_matrix, self.n_offsets, dim=1)\n delta = torch.stack(self.n_offsets*[torch.arange(0, self.channel)], dim=0)\n delta = torch.stack(m_batchsize * [delta], dim=0)\n offsets = locations.squeeze() - delta.cuda()\n return offsets"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 8\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 14\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 29\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 Potential division by zero - add validation\n\n\u2728 Improvements:\n Add closing quote at line 8\n Add docstring to function 'forward'"}]
false
null
null
null
539267e2204960bd72eacaf1dd33c30f2edce8d2
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from . import test_helpers from . import test_image_opener from . import test_image_metrick from . import test_compare_tools from . import test_compare_api
This code demonstrates Pythoncode:Python programming.
beginner
testing
code_explanation
Pythoncode:Python
0
0
155
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom . import test_helpers\nfrom . import test_image_opener\nfrom . import test_image_metrick\nfrom . import test_compare_tools\nfrom . import test_compare_api"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
539324c139f4acda8b0dbb87e42e77a126f0fc1b
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from django.contrib import admin from django.urls import path from .views import index, email, post_detail, posts, hot_takes, take_detail from . import views app_name = "core" urlpatterns = [
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unclosed '[' at line 8 - expected ']' • SyntaxError: '[' was never closed at line 8 Fix: Complete the truncated code structure
intermediate
ui
error_detection
Pythoncode:Python
0
0
193
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom django.contrib import admin\nfrom django.urls import path\nfrom .views import index, email, post_detail, posts, hot_takes, take_detail\nfrom . import views\n\napp_name = \"core\"\n\nurlpatterns = ["}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '[' at line 8 - expected ']'\n \u2022 SyntaxError: '[' was never closed at line 8\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
5395cbb4a78f713d4a2814a8d200c21fd6a061c3
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from mongoengine import * from dotenv import load_dotenv from os import getenv from cassandra.cluster import Cluster from cassandra.auth import PlainTextAuthProvider from cassandra.cqlengine import connection from cassandra.cqlengine.management import sync_table from cassandra.query import ordered_dict_factory from model.discover import * from model.blueprint import * from model.disk import * from model.storage import * from model.project import * from model.network import * from model.user import * load_dotenv() cass_db = getenv("CASS_DB") cass_password = getenv("CASS_PASSWORD") cass_user = getenv("CASS_USER") def create_db_con(): auth_provider = PlainTextAuthProvider(username=cass_user, password=cass_password) cluster = Cluster([cass_db],auth_provider=auth_provider) session = cluster.connect() session.execute(""" CREATE KEYSPACE IF NOT EXISTS migration WITH replication = { 'class': 'SimpleStrategy', 'replication_factor': '2' } """) session.set_keyspace('migration') session.row_factory = ordered_dict_factory connection.setup([cass_db], "migration",protocol_version=3,auth_provider=auth_provider) sync_table(BluePrint) sync_table(Discover) sync_table(Project) sync_table(Network) sync_table(Subnet) sync_table(Storage) sync_table(Bucket) sync_table(GcpBucket) sync_table(User) sync_table(Disk) session.execute("CREATE INDEX IF NOT EXISTS ON blue_print (network);") session.execute("CREATE INDEX IF NOT EXISTS ON blue_print (subnet);") return session
Functions: create_db_con This code demonstrates Pythoncode:Python programming.
intermediate
database
code_explanation
Pythoncode:Python
1
0
1,573
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom mongoengine import *\nfrom dotenv import load_dotenv\nfrom os import getenv\nfrom cassandra.cluster import Cluster\nfrom cassandra.auth import PlainTextAuthProvider\nfrom cassandra.cqlengine import connection\nfrom cassandra.cqlengine.management import sync_table\nfrom cassandra.query import ordered_dict_factory\nfrom model.discover import *\nfrom model.blueprint import *\nfrom model.disk import *\nfrom model.storage import *\nfrom model.project import *\nfrom model.network import *\nfrom model.user import *\n\nload_dotenv()\n\ncass_db = getenv(\"CASS_DB\")\ncass_password = getenv(\"CASS_PASSWORD\")\ncass_user = getenv(\"CASS_USER\")\n\ndef create_db_con():\n auth_provider = PlainTextAuthProvider(username=cass_user, password=cass_password)\n cluster = Cluster([cass_db],auth_provider=auth_provider)\n session = cluster.connect()\n session.execute(\"\"\"\n CREATE KEYSPACE IF NOT EXISTS migration\n WITH replication = { 'class': 'SimpleStrategy', 'replication_factor': '2' }\n \"\"\")\n session.set_keyspace('migration')\n session.row_factory = ordered_dict_factory\n connection.setup([cass_db], \"migration\",protocol_version=3,auth_provider=auth_provider)\n sync_table(BluePrint)\n sync_table(Discover)\n sync_table(Project)\n sync_table(Network)\n sync_table(Subnet)\n sync_table(Storage)\n sync_table(Bucket)\n sync_table(GcpBucket)\n sync_table(User)\n sync_table(Disk)\n session.execute(\"CREATE INDEX IF NOT EXISTS ON blue_print (network);\")\n session.execute(\"CREATE INDEX IF NOT EXISTS ON blue_print (subnet);\")\n return session"}, {"role": "assistant", "content": " Functions: create_db_con\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5398b81471428ab8f27e820b3cfc198272b782d9
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # stdlib import importlib import sys from typing import Any from typing import Any as TypeAny from typing import Dict as TypeDict from typing import Optional # third party from packaging import version # syft relative from ..ast.globals import Globals from ..lib.python import create_python_ast from ..lib.torch import create_torch_ast from ..lib.torchvision import create_torchvision_ast from ..logger import critical from ..logger import traceback_and_raise from .misc import create_union_ast class VendorLibraryImportException(Exception): pass def vendor_requirements_available(vendor_requirements: TypeDict[str, TypeAny]) -> bool: # see if python version is supported if "python" in vendor_requirements: python_reqs = vendor_requirements["python"] PYTHON_VERSION = sys.version_info min_version = python_reqs.get("min_version", None) if min_version is not None: if PYTHON_VERSION < min_version: traceback_and_raise( VendorLibraryImportException( f"Unable to load {vendor_requirements['lib']}." + f"Python: {PYTHON_VERSION} < {min_version}" ) ) # see if torch version is supported if "torch" in vendor_requirements: torch_reqs = vendor_requirements["torch"] # third party import torch TORCH_VERSION = version.parse(torch.__version__.split("+")[0]) min_version = torch_reqs.get("min_version", None) if min_version is not None: if TORCH_VERSION < version.parse(min_version): traceback_and_raise( VendorLibraryImportException( f"Unable to load {vendor_requirements['lib']}." + f"Torch: {TORCH_VERSION} < {min_version}" ) ) return True ... [2 more functiondefs truncated] ...
Functions: vendor_requirements_available Classes: VendorLibraryImportException This code demonstrates Pythoncode:Python programming.
advanced
ui
code_explanation
Pythoncode:Python
1
1
1,961
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# stdlib\nimport importlib\nimport sys\nfrom typing import Any\nfrom typing import Any as TypeAny\nfrom typing import Dict as TypeDict\nfrom typing import Optional\n\n# third party\nfrom packaging import version\n\n# syft relative\nfrom ..ast.globals import Globals\nfrom ..lib.python import create_python_ast\nfrom ..lib.torch import create_torch_ast\nfrom ..lib.torchvision import create_torchvision_ast\nfrom ..logger import critical\nfrom ..logger import traceback_and_raise\nfrom .misc import create_union_ast\n\n\nclass VendorLibraryImportException(Exception):\n pass\n\n\ndef vendor_requirements_available(vendor_requirements: TypeDict[str, TypeAny]) -> bool:\n # see if python version is supported\n if \"python\" in vendor_requirements:\n python_reqs = vendor_requirements[\"python\"]\n\n PYTHON_VERSION = sys.version_info\n min_version = python_reqs.get(\"min_version\", None)\n if min_version is not None:\n if PYTHON_VERSION < min_version:\n traceback_and_raise(\n VendorLibraryImportException(\n f\"Unable to load {vendor_requirements['lib']}.\"\n + f\"Python: {PYTHON_VERSION} < {min_version}\"\n )\n )\n\n # see if torch version is supported\n if \"torch\" in vendor_requirements:\n torch_reqs = vendor_requirements[\"torch\"]\n # third party\n import torch\n\n TORCH_VERSION = version.parse(torch.__version__.split(\"+\")[0])\n min_version = torch_reqs.get(\"min_version\", None)\n if min_version is not None:\n if TORCH_VERSION < version.parse(min_version):\n traceback_and_raise(\n VendorLibraryImportException(\n f\"Unable to load {vendor_requirements['lib']}.\"\n + f\"Torch: {TORCH_VERSION} < {min_version}\"\n )\n )\n\n return True\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: vendor_requirements_available\n Classes: VendorLibraryImportException\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
53990709c9653095e01a4f58d04ac79451da6d42
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python # coding: utf-8 # In[ ]: import pysam import os import pandas as pd import numpy as np import time import argparse import sys from multiprocessing import Pool # In[ ]: ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: # ##arguments for testing # bam_file_path = '/fh/scratch/delete90/ha_g/realigned_bams/cfDNA_MBC_ULP_hg38/realign_bam_paired_snakemake-master/results/MBC_1041_1_ULP/MBC_1041_1_ULP_recalibrated.bam' # bam_file_name = 'MBC_1041_1_ULP' # mapable_path = '../../downloads/genome/repeat_masker.mapable.k50.Umap.hg38.bedGraph'
intermediate
testing
incomplete_code
Pythoncode:Python
0
0
198
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python\n# coding: utf-8\n\n# In[ ]:\n\n\nimport pysam\nimport os\n\nimport pandas as pd\nimport numpy as np\nimport time\nimport argparse\nimport sys\n\nfrom multiprocessing import Pool\n\n\n# In[ ]:\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# ##arguments for testing \n\n# bam_file_path = '/fh/scratch/delete90/ha_g/realigned_bams/cfDNA_MBC_ULP_hg38/realign_bam_paired_snakemake-master/results/MBC_1041_1_ULP/MBC_1041_1_ULP_recalibrated.bam'\n# bam_file_name = 'MBC_1041_1_ULP'\n# mapable_path = '../../downloads/genome/repeat_masker.mapable.k50.Umap.hg38.bedGraph'"}]
true
syntax
HARD_CUT
CRITICAL
5399748c26ec62ec3b268e3e29283c1ccc28b398
TheStack--python--000.parquet
Review this Pythoncode:Python code: import discord from discord.ext import commands class Server(commands.Cog): ... [2 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Block at line 4 has no indented body IndentationError at line 6 ✨ Improvements: Complete the expression on the last line Fix indentation to match Python syntax rules
beginner
oop
code_review
Pythoncode:Python
0
1
124
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport discord\nfrom discord.ext import commands\n\nclass Server(commands.Cog):\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Block at line 4 has no indented body\n IndentationError at line 6\n\n\u2728 Improvements:\n Complete the expression on the last line\n Fix indentation to match Python syntax rules"}]
false
null
null
null
539a58166d003e0486119a3a4445a376e8149b19
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: for ch in "Hello world!": d = ord(ch h = hex(d) o = oct(d) b = bin(d) print ch, d, h, o, b
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unclosed '(' at line 2 - expected ')' • SyntaxError: '(' was never closed at line 2 Fix: Add missing ')' bracket at line 2
beginner
general
error_detection
Pythoncode:Python
0
0
108
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfor ch in \"Hello world!\":\n d = ord(ch\n h = hex(d)\n o = oct(d)\n b = bin(d)\n\n print ch, d, h, o, b"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unclosed '(' at line 2 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 2\n\n Fix: Add missing ')' bracket at line 2"}]
true
syntax
MISSING_BRACKETS
MEDIUM
539b64bd9ed2668ae9a573fa432b5a05793c8032
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # Copyright (c) 2016 Roger Light <roger@atchoo.org> # # All rights reserved. This program and the accompanying materials # are made available under the terms of the Eclipse Public License v1.0 # and Eclipse Distribution License v1.0 which accompany this distribution. # # The Eclipse Public License is available at # http://www.eclipse.org/legal/epl-v10.html # and the Eclipse Distribution License is available at # http://www.eclipse.org/org/documents/edl-v10.php. # # Contributors: # Roger Light - initial API and implementation def _on_connect(c, userdata, flags, rc): """Internal callback""" if rc != 0: raise mqtt.MQTTException(paho.connack_string(rc)) if type(userdata['topics']) is list: for t in userdata['topics']: c.subscribe(t, userdata['qos']) else: c.subscribe(userdata['topics'], userdata['qos']) def _on_message_callback(c, userdata, message): """Internal callback""" userdata['callback'](c, userdata['userdata'], message) def _on_message_simple(c, userdata, message): """Internal callback""" if userdata['msg_count'] == 0: return # Don't process stale retained messages if 'retained' was false if userdata['retained'] == False and message.retain == True: return userdata['msg_count'] = userdata['msg_count'] - 1 if userdata['messages'] is None and userdata['msg_count'] == 0: userdata['messages'] = message c.disconnect() return userdata['messages'].append(message) if userdata['msg_count'] == 0: c.disconnect() ... [2 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
api
refactoring
Pythoncode:Python
3
0
1,636
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright (c) 2016 Roger Light <roger@atchoo.org>\n#\n# All rights reserved. This program and the accompanying materials\n# are made available under the terms of the Eclipse Public License v1.0\n# and Eclipse Distribution License v1.0 which accompany this distribution.\n#\n# The Eclipse Public License is available at\n# http://www.eclipse.org/legal/epl-v10.html\n# and the Eclipse Distribution License is available at\n# http://www.eclipse.org/org/documents/edl-v10.php.\n#\n# Contributors:\n# Roger Light - initial API and implementation\n\ndef _on_connect(c, userdata, flags, rc):\n \"\"\"Internal callback\"\"\"\n if rc != 0:\n raise mqtt.MQTTException(paho.connack_string(rc))\n\n if type(userdata['topics']) is list:\n for t in userdata['topics']:\n c.subscribe(t, userdata['qos'])\n else:\n c.subscribe(userdata['topics'], userdata['qos'])\n\n\ndef _on_message_callback(c, userdata, message):\n \"\"\"Internal callback\"\"\"\n userdata['callback'](c, userdata['userdata'], message)\n\n\ndef _on_message_simple(c, userdata, message):\n \"\"\"Internal callback\"\"\"\n\n if userdata['msg_count'] == 0:\n return\n\n # Don't process stale retained messages if 'retained' was false\n if userdata['retained'] == False and message.retain == True:\n return\n\n userdata['msg_count'] = userdata['msg_count'] - 1\n\n if userdata['messages'] is None and userdata['msg_count'] == 0:\n userdata['messages'] = message\n c.disconnect()\n return\n\n userdata['messages'].append(message)\n if userdata['msg_count'] == 0:\n c.disconnect()\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
539b84ee2616f61a9bf370a8a3b1b21465720328
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: from collections import defaultdict def solution(): starting_components = d[0] best_scores = [] for component in starting_components: n_a, n_b = get_ports(component) nxt_port = n_a if n_b == 0 else n_b best_scores.append(recurse(component, set(), nxt_port, 0)) print("fuck", max(best_scores)) def recurse(component, seen, next_port, level): seen.add(component) c_a, c_b = get_ports(component) next_components = d[next_port] - seen my_score = sum(get_ports(component)) scores = [] for next_component in next_components: n_a, n_b = get_ports(next_component) nxt_port = n_a if n_b in (c_a, c_b) else n_b score, reclevel = recurse(next_component, seen.copy(), nxt_port, level + 1) scores.append((score, reclevel)) scores = sorted(scores, key=lambda x: (x[1], x[0]), reverse=True) print(component, level, scores) return my_score + (scores[0][0] if scores else 0), scores[0][1] if scores else level # Complete this line return map(int, component.split("/")) if __name__ == "__main__": d = defaultdict(set) # with open('aoc_day_24_sample.txt') as f: with open("aoc_day_24_input.txt") as f: sample = f.readlines() # sample = [ # '0/1', # '1/2', # '1/3', # '1/4', # '5/0', # '2/5', # '3/6', # '4/500' # ] for component in sample: a, b = map(int, component.split("/")) d[a].add(component) d[b].add(component) solution()
The missing line is: def get_ports(component):
intermediate
machine_learning
fill_in_the_blank
Pythoncode:Python
3
0
1,561
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom collections import defaultdict\n\n\ndef solution():\n starting_components = d[0]\n best_scores = []\n for component in starting_components:\n n_a, n_b = get_ports(component)\n nxt_port = n_a if n_b == 0 else n_b\n best_scores.append(recurse(component, set(), nxt_port, 0))\n print(\"fuck\", max(best_scores))\n\n\ndef recurse(component, seen, next_port, level):\n seen.add(component)\n c_a, c_b = get_ports(component)\n next_components = d[next_port] - seen\n my_score = sum(get_ports(component))\n\n scores = []\n for next_component in next_components:\n n_a, n_b = get_ports(next_component)\n nxt_port = n_a if n_b in (c_a, c_b) else n_b\n score, reclevel = recurse(next_component, seen.copy(), nxt_port, level + 1)\n scores.append((score, reclevel))\n\n scores = sorted(scores, key=lambda x: (x[1], x[0]), reverse=True)\n print(component, level, scores)\n return my_score + (scores[0][0] if scores else 0), scores[0][1] if scores else level\n\n\n # Complete this line\n return map(int, component.split(\"/\"))\n\n\nif __name__ == \"__main__\":\n d = defaultdict(set)\n # with open('aoc_day_24_sample.txt') as f:\n with open(\"aoc_day_24_input.txt\") as f:\n sample = f.readlines()\n # sample = [\n # '0/1',\n # '1/2',\n # '1/3',\n # '1/4',\n # '5/0',\n # '2/5',\n # '3/6',\n # '4/500'\n # ]\n for component in sample:\n a, b = map(int, component.split(\"/\"))\n d[a].add(component)\n d[b].add(component)\n solution()"}, {"role": "assistant", "content": "The missing line is:\ndef get_ports(component):"}]
false
null
null
null
539b8675dc9b20bffab7e413aa5943d934069113
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import numpy as np import network def main(): # Complete this line nw = network.NeuralNetwork() print(nw.feedforward(x)) if __name__ == "__main__": main()
The missing line is: x = np.array([2, 3])
beginner
machine_learning
fill_in_the_blank
Pythoncode:Python
1
0
175
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport numpy as np\nimport network\n\n\ndef main():\n # Complete this line\n nw = network.NeuralNetwork()\n print(nw.feedforward(x))\n\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": "The missing line is:\n x = np.array([2, 3])"}]
false
null
null
null
539ea2a319db010bc0f4b82dc9bd72f7d9cbdfe7
TheStack--python--000.parquet
Debug this Pythoncode:Python code: #draw the predictions from real-time.py import matplotlib.pyplot as plt import matplotlib.animation as animation from matplotlib import style style.use('fivethirtyeight') fig = plt.figure() ax1 = fig.add_subplot(1,1,1) def animate(i): graph_data = open('emotion.txt', 'r').read() lines = graph_data.split('\n') xs = [] y_angry = [] y_fear = [] y_happy = [] y_sad = [] y_surprise = [] y_neutral = [] for line in lines: if len(line) > 1: time, angry, fear, happy, sad, surprise, neutral = line.split(',') xs.append(time) y_angry.append(angry) y_fear.append(fear) y_happy.append(happy) y_sad.append(sad) y_surprise.append(surprise) y_neutral.append(neutral) ax1.clear() ax1.plot(xs, y_angry) ax1.plot(xs, y_fear) ax1.plot(xs, y_happy) ax1.plot(xs, y_sad) ax1.plot(xs, y_surprise) ax1.plot(xs, y_neutral) ani = animation.FuncAnimation(fig, animate, interval=1000) plt.show()
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 💡 Suggestions: Add docstring to function 'animate'
intermediate
data_processing
debugging
Pythoncode:Python
1
0
1,048
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#draw the predictions from real-time.py\n\nimport matplotlib.pyplot as plt\nimport matplotlib.animation as animation\nfrom matplotlib import style\nstyle.use('fivethirtyeight')\n\nfig = plt.figure()\nax1 = fig.add_subplot(1,1,1)\n\ndef animate(i):\n graph_data = open('emotion.txt', 'r').read()\n lines = graph_data.split('\\n')\n xs = []\n y_angry = []\n y_fear = []\n y_happy = []\n y_sad = []\n y_surprise = []\n y_neutral = []\n for line in lines:\n if len(line) > 1:\n time, angry, fear, happy, sad, surprise, neutral = line.split(',')\n xs.append(time)\n y_angry.append(angry)\n y_fear.append(fear)\n y_happy.append(happy)\n y_sad.append(sad)\n y_surprise.append(surprise)\n y_neutral.append(neutral)\n\n ax1.clear()\n ax1.plot(xs, y_angry)\n ax1.plot(xs, y_fear)\n ax1.plot(xs, y_happy)\n ax1.plot(xs, y_sad)\n ax1.plot(xs, y_surprise)\n ax1.plot(xs, y_neutral)\n\nani = animation.FuncAnimation(fig, animate, interval=1000)\nplt.show()"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n\n\ud83d\udca1 Suggestions:\n Add docstring to function 'animate'"}]
false
null
null
null
539eb7f2ba00a494348f5e2c2412e8b083606e64
TheStack--python--000.parquet
Debug this Pythoncode:Python code: """ Code to load a policy and generate rollout data. Adapted from https://github.com/berkeleydeeprlcourse. Example usage: python run_policy.py ../trained_policies/Humanoid-v1/policy_reward_11600/lin_policy_plus.npz Humanoid-v1 --render \ --num_rollouts 20 """ import numpy as np import gym def main(): import argparse parser = argparse.ArgumentParser() parser.add_argument('expert_policy_file', type=str) parser.add_argument('envname', type=str) parser.add_argument('--render', action='store_true') parser.add_argument('--num_rollouts', type=int, default=20, help='Number of expert rollouts') args = parser.parse_args() print('loading and building expert policy') lin_policy = np.load(args.expert_policy_file) lin_policy = lin_policy[lin_policy.files[0]] M = lin_policy[0] # mean and std of state vectors estimated online by ARS. mean = lin_policy[1] std = lin_policy[2] env = gym.make(args.envname) returns = [] observations = [] actions = [] for i in range(args.num_rollouts): print('iter', i) obs = env.reset() done = False totalr = 0. steps = 0 while not done: action = np.dot(M, (obs - mean)/std) observations.append(obs) actions.append(action) obs, r, done, _ = env.step(action) totalr += r steps += 1 if args.render: env.render() if steps % 100 == 0: print("%i/%i"%(steps, env.spec.timestep_limit)) if steps >= env.spec.timestep_limit: break returns.append(totalr) print('returns', returns) print('mean return', np.mean(returns)) print('std of return', np.std(returns)) if __name__ == '__main__': main()
Code analysis results: 🔴 Errors found: Unterminated string literal at line 1 ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 💡 Suggestions: Add closing quote at line 1 Add docstring to function 'main' Function 'main' is too long (21 statements) - consider splitting
intermediate
api
debugging
Pythoncode:Python
1
0
1,850
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\"\"\"\n\nCode to load a policy and generate rollout data. Adapted from https://github.com/berkeleydeeprlcourse.\nExample usage:\n python run_policy.py ../trained_policies/Humanoid-v1/policy_reward_11600/lin_policy_plus.npz Humanoid-v1 --render \\\n --num_rollouts 20\n\"\"\"\nimport numpy as np\nimport gym\n\n\ndef main():\n import argparse\n parser = argparse.ArgumentParser()\n parser.add_argument('expert_policy_file', type=str)\n parser.add_argument('envname', type=str)\n parser.add_argument('--render', action='store_true')\n parser.add_argument('--num_rollouts', type=int, default=20,\n help='Number of expert rollouts')\n args = parser.parse_args()\n\n print('loading and building expert policy')\n lin_policy = np.load(args.expert_policy_file)\n lin_policy = lin_policy[lin_policy.files[0]]\n\n M = lin_policy[0]\n # mean and std of state vectors estimated online by ARS.\n mean = lin_policy[1]\n std = lin_policy[2]\n\n env = gym.make(args.envname)\n\n returns = []\n observations = []\n actions = []\n for i in range(args.num_rollouts):\n print('iter', i)\n obs = env.reset()\n done = False\n totalr = 0.\n steps = 0\n while not done:\n action = np.dot(M, (obs - mean)/std)\n observations.append(obs)\n actions.append(action)\n\n\n obs, r, done, _ = env.step(action)\n totalr += r\n steps += 1\n if args.render:\n env.render()\n if steps % 100 == 0: print(\"%i/%i\"%(steps, env.spec.timestep_limit))\n if steps >= env.spec.timestep_limit:\n break\n returns.append(totalr)\n\n print('returns', returns)\n print('mean return', np.mean(returns))\n print('std of return', np.std(returns))\n\nif __name__ == '__main__':\n main()"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 1\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 6\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 1\n Add docstring to function 'main'\n Function 'main' is too long (21 statements) - consider splitting"}]
false
null
null
null
539f08b39f8bed483a13e19cdf11f4b9e2b776e6
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: class TisserandKind(Enum): """All possible Tisserand kinds""" APSIS = "apsis" ENERGY = "energy" PERIOD = "period" class TisserandPlotter: """Generates Tisserand figures""" def __init__(self, kind=TisserandKind.APSIS, axes=None): """Object initializer Parameters ---------- kind : TisserandKind Nature for the Tisserand axes : ~matplotlib.pyplot.axes Axes for the figure """ # Asign Tisserand kind self.kind = kind # Check if axis available if not axes: _, self.ax = plt.subplots(1, 1) else: self.ax = axes # Force axes scale regarding Tisserand kind self.ax.set_xscale("log") if self.kind == TisserandKind.APSIS: self.ax.set_yscale("log") def _solve_tisserand( self, body, vinf_span, num_contours, alpha_lim=(0, np.pi), N=100 ): """Solves all possible Tisserand lines with a meshgrid workflow Parameters ---------- body : ~poliastro.bodies.Body Body to be plotted Tisserand vinf_array : ~astropy.units.Quantity Desired Vinf for the flyby num_contours : Number of contour lines for flyby speed alpha_lim : tuple Minimum and maximum flyby angles. N : int Number of points for flyby angle. Notes ----- The algorithm for generating Tisserand plots is the one depicted in "Preliminary Trajectory Design of a Mission to Enceladus" by David Falcato Fialho Palma, section 3.6 """ # Generate mean orbital elements Earth body_rv = get_mean_elements(body).to_vectors() R_body, V_body = norm(body_rv.r), norm(body_rv.v) # Generate non-dimensional velocity and alpha span vinf_array = np.linspace(vinf_span[0], vinf_span[-1], num_contours) alpha_array = np.linspace(alpha_lim[0], alpha_lim[-1], N) vinf_array /= V_body # Construct the mesh for any configuration V_INF, ALPHA = np.meshgrid(vinf_array, alpha_array) # Solving for non-dimensional a_sc and ecc_sc A_SC = 1 / np.abs(1 - V_INF ** 2 - 2 * V_INF * np.cos(ALPHA)) ECC_SC = np.sqrt(1 - 1 / A_SC * ((3 - 1 / A_SC - V_INF ** 2) / (2)) ** 2) # Compute main Tisserand variables RR_P = A_SC * R_body * (1 - ECC_SC) RR_A = A_SC * R_body * (1 + ECC_SC) TT = 2 * np.pi * np.sqrt((A_SC * R_body) ** 3 / body.parent.k) EE = -body.parent.k / (2 * A_SC * R_body) # Build color lines to internal canvas return RR_P, RR_A, EE, TT ... [3 more functiondefs truncated] ...
Error Analysis: Error Type: BROKEN_INDENTATION Error: IndentationError: unexpected indent Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 13 • Invalid syntax at line 90: ... [3 more functiondefs truncated] ... Fix: Fix indentation to match Python syntax rules
advanced
database
error_detection
Pythoncode:Python
2
2
2,758
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass TisserandKind(Enum):\n \"\"\"All possible Tisserand kinds\"\"\"\n\n APSIS = \"apsis\"\n ENERGY = \"energy\"\n PERIOD = \"period\"\n\n\nclass TisserandPlotter:\n \"\"\"Generates Tisserand figures\"\"\"\n\n def __init__(self, kind=TisserandKind.APSIS, axes=None):\n \"\"\"Object initializer\n\n Parameters\n ----------\n kind : TisserandKind\n Nature for the Tisserand\n axes : ~matplotlib.pyplot.axes\n Axes for the figure\n\n \"\"\"\n\n # Asign Tisserand kind\n self.kind = kind\n\n # Check if axis available\n if not axes:\n _, self.ax = plt.subplots(1, 1)\n else:\n self.ax = axes\n\n # Force axes scale regarding Tisserand kind\n self.ax.set_xscale(\"log\")\n if self.kind == TisserandKind.APSIS:\n self.ax.set_yscale(\"log\")\n\n def _solve_tisserand(\n self, body, vinf_span, num_contours, alpha_lim=(0, np.pi), N=100\n ):\n \"\"\"Solves all possible Tisserand lines with a meshgrid workflow\n\n Parameters\n ----------\n body : ~poliastro.bodies.Body\n Body to be plotted Tisserand\n vinf_array : ~astropy.units.Quantity\n Desired Vinf for the flyby\nnum_contours : \n Number of contour lines for flyby speed\n alpha_lim : tuple\n Minimum and maximum flyby angles.\n N : int\n Number of points for flyby angle.\n\n Notes\n -----\n The algorithm for generating Tisserand plots is the one depicted in\n \"Preliminary Trajectory Design of a Mission to Enceladus\" by David\n Falcato Fialho Palma, section 3.6\n\n \"\"\"\n\n # Generate mean orbital elements Earth\n body_rv = get_mean_elements(body).to_vectors()\n R_body, V_body = norm(body_rv.r), norm(body_rv.v)\n\n # Generate non-dimensional velocity and alpha span\n vinf_array = np.linspace(vinf_span[0], vinf_span[-1], num_contours)\n alpha_array = np.linspace(alpha_lim[0], alpha_lim[-1], N)\n vinf_array /= V_body\n\n # Construct the mesh for any configuration\n V_INF, ALPHA = np.meshgrid(vinf_array, alpha_array)\n\n # Solving for non-dimensional a_sc and ecc_sc\n A_SC = 1 / np.abs(1 - V_INF ** 2 - 2 * V_INF * np.cos(ALPHA))\n ECC_SC = np.sqrt(1 - 1 / A_SC * ((3 - 1 / A_SC - V_INF ** 2) / (2)) ** 2)\n\n # Compute main Tisserand variables\n RR_P = A_SC * R_body * (1 - ECC_SC)\n RR_A = A_SC * R_body * (1 + ECC_SC)\n TT = 2 * np.pi * np.sqrt((A_SC * R_body) ** 3 / body.parent.k)\n EE = -body.parent.k / (2 * A_SC * R_body)\n\n # Build color lines to internal canvas\n return RR_P, RR_A, EE, TT\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: BROKEN_INDENTATION\n Error: IndentationError: unexpected indent\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 13\n \u2022 Invalid syntax at line 90: ... [3 more functiondefs truncated] ...\n\n\n Fix: Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
539f836eb4814996e6e8dcea4c9325a8edccf36d
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: from KeyValueTree import KeyValueTree from truth.models import KeyValue as TruthKeyValue, Truth from systems.models import KeyValue as KeyValue from django.test.client import RequestFactory from api_v2.keyvalue_handler import KeyValueHandler import json class Rack: rack_name = None tree = None kv = None ru = None width = None systems = [] ethernet_patch_panel_24 = [] ethernet_patch_panel_48 = [] def __init__(self, rack_name): self.systems = [] self.rack_name = rack_name self.kv = Truth.objects.select_related('truth_key_value').get(name=self.rack_name) self.system_list = KeyValue.objects.select_related('system').filter(value__contains="truth:%s" % (self.rack_name)) self.ethernet_patch_panel_24 = self._get_ethernet_patch_panels(self.kv, 'ethernet', 24) self.ethernet_patch_panel_48 = self._get_ethernet_patch_panels(self.kv, 'ethernet', 48) import pdb h = KeyValueHandler() for s in self.system_list: request = factory.get('/api/v2/keyvalue/?keystore=%s' % (s.system.hostname), follow=True) tree = h.read(request) system_ru = self._get_system_ru(tree) system_image = self._get_system_image(tree) system_slot = self._get_system_slot(tree) self.systems.append({ "system_name":s.system.hostname, "system_id":s.system.id, "system_ru":system_ru, "system_image":system_image, 'system_slot':system_slot, 'operating_system':str(s.system.operating_system), 'server_model': str(s.system.server_model), 'oob_ip': str(s.system.oob_ip), }) self.systems = sorted(self.systems, key=lambda k: k['system_slot']) try: self.ru = self. ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: except: self.ru = 42 try: self.width = self.kv.keyvalue_set.get(key='rack_width').value
advanced
testing
incomplete_code
Pythoncode:Python
4
1
1,882
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom KeyValueTree import KeyValueTree\nfrom truth.models import KeyValue as TruthKeyValue, Truth\nfrom systems.models import KeyValue as KeyValue\nfrom django.test.client import RequestFactory\nfrom api_v2.keyvalue_handler import KeyValueHandler\nimport json\n\nclass Rack:\n rack_name = None\n tree = None\n kv = None\n ru = None\n width = None\n systems = []\n ethernet_patch_panel_24 = []\n ethernet_patch_panel_48 = []\n def __init__(self, rack_name):\n self.systems = []\n self.rack_name = rack_name\n self.kv = Truth.objects.select_related('truth_key_value').get(name=self.rack_name)\n self.system_list = KeyValue.objects.select_related('system').filter(value__contains=\"truth:%s\" % (self.rack_name))\n self.ethernet_patch_panel_24 = self._get_ethernet_patch_panels(self.kv, 'ethernet', 24)\n self.ethernet_patch_panel_48 = self._get_ethernet_patch_panels(self.kv, 'ethernet', 48)\n import pdb\n h = KeyValueHandler()\n for s in self.system_list:\n request = factory.get('/api/v2/keyvalue/?keystore=%s' % (s.system.hostname), follow=True)\n tree = h.read(request)\n system_ru = self._get_system_ru(tree)\n system_image = self._get_system_image(tree)\n system_slot = self._get_system_slot(tree)\n self.systems.append({\n \"system_name\":s.system.hostname,\n \"system_id\":s.system.id,\n \"system_ru\":system_ru,\n \"system_image\":system_image,\n 'system_slot':system_slot,\n 'operating_system':str(s.system.operating_system), \n 'server_model': str(s.system.server_model),\n 'oob_ip': str(s.system.oob_ip),\n })\n self.systems = sorted(self.systems, key=lambda k: k['system_slot']) \n try:\n self.ru = self.\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 except:\n self.ru = 42\n\n try:\n self.width = self.kv.keyvalue_set.get(key='rack_width').value"}]
true
syntax
HARD_CUT
CRITICAL
53a13df64d25ae2c757b6265afa2baab533adc4f
TheStack--python--000.parquet
Debug this Pythoncode:Python code: from .trim import trim from .sample import sample from .sort import sort function_map = { 'trim': trim, 'sample': sample, 'sort': sort }
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9
beginner
general
debugging
Pythoncode:Python
0
0
151
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom .trim import trim\nfrom .sample import sample\nfrom .sort import sort\n\n\nfunction_map = {\n 'trim': trim,\n 'sample': sample,\n 'sort': sort\n}"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9"}]
false
null
null
null
53a26f62743c91c61bf312038531a22cbbef6701
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: from __future__ import absolute_import from __future__ import print_function import datetime import os import random import sys import uuid im ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: import yaml import re class bnfDictionary:
intermediate
ui
incomplete_code
Pythoncode:Python
1
1
142
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom __future__ import absolute_import\nfrom __future__ import print_function\nimport datetime\nimport os\nimport random\nimport sys\nimport uuid\nim\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\nimport yaml\nimport re\n\nclass bnfDictionary:"}]
true
syntax
HARD_CUT
CRITICAL
53a2e756b6afda167f3e4ff4e520ec037aac6965
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. from openstack.block_storage.v2 import _proxy from openstack.block_storage.v2 import snapshot from openstack.block_storage.v2 import stats from openstack.block_storage.v2 import type from openstack.block_storage.v2 import volume from openstack.tests.unit import test_proxy_base class TestVolumeProxy(test_proxy_base.TestProxyBase): def setUp(self): super(TestVolumeProxy, self).setUp() self.proxy = _proxy.Proxy(self.session) def test_snapshot_get(self): self.verify_get(self.proxy.get_snapshot, snapshot.Snapshot) def test_snapshots_detailed(self): self.verify_list(self.proxy.snapshots, snapshot.SnapshotDetail, paginated=True, method_kwargs={"details": True, "query": 1}, expected_kwargs={"query": 1}) def test_snapshots_not_detailed(sel
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 35 - expected ')' • SyntaxError: '(' was never closed at line 35 Fixes: • Add closing ')' bracket • Review code syntax
advanced
testing
syntax_repair
Pythoncode:Python
14
1
1,414
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\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 openstack.block_storage.v2 import _proxy\nfrom openstack.block_storage.v2 import snapshot\nfrom openstack.block_storage.v2 import stats\nfrom openstack.block_storage.v2 import type\nfrom openstack.block_storage.v2 import volume\nfrom openstack.tests.unit import test_proxy_base\n\n\nclass TestVolumeProxy(test_proxy_base.TestProxyBase):\n def setUp(self):\n super(TestVolumeProxy, self).setUp()\n self.proxy = _proxy.Proxy(self.session)\n\n def test_snapshot_get(self):\n self.verify_get(self.proxy.get_snapshot, snapshot.Snapshot)\n\n def test_snapshots_detailed(self):\n self.verify_list(self.proxy.snapshots, snapshot.SnapshotDetail,\n paginated=True,\n method_kwargs={\"details\": True, \"query\": 1},\n expected_kwargs={\"query\": 1})\n\n def test_snapshots_not_detailed(sel"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 35 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 35\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MID_STRING
CRITICAL
53a46773e97ade0a733cbe735e77d4be70d5d02d
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python import argparse import CppHeaderParser import re import sys import yaml import copy import six import os.path import traceback class CppDefine(dict): def __init__(self): self["name"] = None self["parameters"] = [] self["line_number"] = -1 class CppDefineParameter(dict): def __init__(self): self["name"] = None self["line_number"] = -1 class CppNamespace(dict): def __init__(self): self["name"] = None self["line_number"] = -1 class CppFileName(dict): def __init__(self): self["name"] = None self["line_number"] = -1 class Application(object): def __init__(self): description='''A styler just target to naming conventions of source code''' parser = argparse.ArgumentParser(description=description) parser.add_argument("-c", "--config", help="Configuration file path (In YAML format)", required=True) parser.add_argument("-o", "--output", help="Output file path") parser.add_argument("-d", "--debug", action='store_true', help="Print trace stack") parser.add_argument("file_path", help="Source file path") self.__args = parser.parse_args() # If user does not specific output path, we default it to input file # path if self.__args.output is None: self.__args.output = self.__args.file_path ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: self.__config = yaml.load(open(self.__args.config)) old_base = self.__config["_base_"] self.__config["_base_"] = { "re":"[a-zA-Z0-9_]+", "error": "",
advanced
database
incomplete_code
Pythoncode:Python
7
5
1,436
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python\n\nimport argparse\nimport CppHeaderParser\nimport re\nimport sys\nimport yaml\nimport copy\nimport six\nimport os.path\nimport traceback\n\nclass CppDefine(dict):\n def __init__(self):\n self[\"name\"] = None\n self[\"parameters\"] = []\n self[\"line_number\"] = -1\n\nclass CppDefineParameter(dict):\n def __init__(self):\n self[\"name\"] = None\n self[\"line_number\"] = -1\n\nclass CppNamespace(dict):\n def __init__(self):\n self[\"name\"] = None\n self[\"line_number\"] = -1\n\nclass CppFileName(dict):\n def __init__(self):\n self[\"name\"] = None\n self[\"line_number\"] = -1\n\nclass Application(object):\n def __init__(self):\n description='''A styler just target to naming conventions of source\n code'''\n\n parser = argparse.ArgumentParser(description=description)\n parser.add_argument(\"-c\", \"--config\",\n help=\"Configuration file path (In YAML format)\",\n required=True)\n parser.add_argument(\"-o\", \"--output\", help=\"Output file path\")\n parser.add_argument(\"-d\", \"--debug\", action='store_true', help=\"Print trace stack\")\n parser.add_argument(\"file_path\", help=\"Source file path\")\n\n self.__args = parser.parse_args()\n\n # If user does not specific output path, we default it to input file\n # path\n if self.__args.output is None:\n self.__args.output = self.__args.file_path\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 self.__config = yaml.load(open(self.__args.config))\n old_base = self.__config[\"_base_\"]\n self.__config[\"_base_\"] = {\n \"re\":\"[a-zA-Z0-9_]+\",\n \"error\": \"\","}]
true
syntax
HARD_CUT
CRITICAL
53a4815531cf8a3d91a379873dd45b934995baa1
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import typing as t from http.server import HTTPServer, BaseHTTPRequestHandler from . import response as resp class WsgiServer(HTTPServer): pass class WsgiHandel(BaseHTTPRequestHandler): def handle(self) -> None: handle_response = SimpleHandler(self.wfile) handle_response.send() class SimpleHandler: def __init__(self, wfile): self._response = resp.Response.create_empty() # type: resp.Response self.sender = wfile def send(self): """像浏览器发送包 node: 下面分成了三次发送,因为合在发送会有 bug,不确定问题,暂时先这样 """ line = f"{self._response.line.version} {self._response.line.code} {self._response.line.code}\r\n" self.sender.write(bytes(line, 'utf-8')) self.add_header(key='Content-Length', value=len(self._response.body.content)) headers = "".join( [f"{h.key}:{h.value}\r\n" for h in self._response.headers] ) print(f'headers: {headers}') self.sender.write(bytes(headers, 'utf-8')) body = f"\r\n{self._response.body.content}" self.sender.write(bytes(body, 'utf-8')) def add_header(self, key: str, value: t.Any) -> t.List[resp.Headers]: """添加请求头键值对 Args: key: 键 value: 值 Return: 存在的所有键值对信息 """ if self._response is None: self._response = resp.Response.create_empty() h = resp.Headers(key=key, value=value) self._response.headers.append(h) return self._response.headers
Functions: handle, __init__, send, add_header Classes: WsgiServer, WsgiHandel, SimpleHandler This code demonstrates Pythoncode:Python programming.
advanced
api
code_explanation
Pythoncode:Python
4
3
1,527
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport typing as t\nfrom http.server import HTTPServer, BaseHTTPRequestHandler\n\nfrom . import response as resp\n\n\nclass WsgiServer(HTTPServer):\n pass\n\n\nclass WsgiHandel(BaseHTTPRequestHandler):\n\n def handle(self) -> None:\n handle_response = SimpleHandler(self.wfile)\n handle_response.send()\n\n\nclass SimpleHandler:\n\n def __init__(self, wfile):\n self._response = resp.Response.create_empty() # type: resp.Response\n self.sender = wfile\n\n def send(self):\n \"\"\"\u50cf\u6d4f\u89c8\u5668\u53d1\u9001\u5305\n node: \u4e0b\u9762\u5206\u6210\u4e86\u4e09\u6b21\u53d1\u9001\uff0c\u56e0\u4e3a\u5408\u5728\u53d1\u9001\u4f1a\u6709 bug\uff0c\u4e0d\u786e\u5b9a\u95ee\u9898\uff0c\u6682\u65f6\u5148\u8fd9\u6837\n \"\"\"\n line = f\"{self._response.line.version} {self._response.line.code} {self._response.line.code}\\r\\n\"\n self.sender.write(bytes(line, 'utf-8'))\n\n self.add_header(key='Content-Length', value=len(self._response.body.content))\n headers = \"\".join(\n [f\"{h.key}:{h.value}\\r\\n\" for h in self._response.headers]\n )\n print(f'headers: {headers}')\n self.sender.write(bytes(headers, 'utf-8'))\n\n body = f\"\\r\\n{self._response.body.content}\"\n self.sender.write(bytes(body, 'utf-8'))\n\n def add_header(self, key: str, value: t.Any) -> t.List[resp.Headers]:\n \"\"\"\u6dfb\u52a0\u8bf7\u6c42\u5934\u952e\u503c\u5bf9\n Args:\n key: \u952e\n value: \u503c\n Return:\n \u5b58\u5728\u7684\u6240\u6709\u952e\u503c\u5bf9\u4fe1\u606f\n \"\"\"\n if self._response is None:\n self._response = resp.Response.create_empty()\n h = resp.Headers(key=key, value=value)\n self._response.headers.append(h)\n return self._response.headers"}, {"role": "assistant", "content": " Functions: handle, __init__, send, add_header\n Classes: WsgiServer, WsgiHandel, SimpleHandler\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
53a4ae1a747ba84b0abf192cd72d5b27b2b5e891
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: #!/usr/bin/env python3 from fairseq.modules import multihead_attention as fair_multihead from pytorch_translate.attention import ( class MultiheadAttention(BaseAttention): """ Multiheaded Scaled Dot Product Attention Implements equation: MultiHead(Q, K, V) = Concat(head_1,...,head_h)W^O where head_i = Attention(QW_i^Q, KW_i^K, VW_i^V) Similarly to the above, d_k = d_v = d_model / h In this implementation, keys and values are both set to encoder output Inputs init: decoder_hidden_state_dim : dimensionality of decoder hidden state context_dim : dimensionality of encoder output kwargs : nheads : integer # of attention heads unseen_mask: if True, only attend to previous sequence positions src_lengths_mask: if True, mask padding based on src_lengths Error: SyntaxError / EOF
Fixed Code: #!/usr/bin/env python3 from fairseq.modules import multihead_attention as fair_multihead from pytorch_translate.attention import ( class MultiheadAttention(BaseAttention): """ Multiheaded Scaled Dot Product Attention Implements equation: MultiHead(Q, K, V) = Concat(head_1,...,head_h)W^O where head_i = Attention(QW_i^Q, KW_i^K, VW_i^V) Similarly to the above, d_k = d_v = d_model / h In this implementation, keys and values are both set to encoder output Inputs init: decoder_hidden_state_dim : dimensionality of decoder hidden state context_dim : dimensionality of encoder output Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
1
1
856
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/env python3\n\n\nfrom fairseq.modules import multihead_attention as fair_multihead\nfrom pytorch_translate.attention import (\nclass MultiheadAttention(BaseAttention):\n \"\"\"\n Multiheaded Scaled Dot Product Attention\n\n Implements equation:\n MultiHead(Q, K, V) = Concat(head_1,...,head_h)W^O\n where head_i = Attention(QW_i^Q, KW_i^K, VW_i^V)\n\n Similarly to the above, d_k = d_v = d_model / h\n In this implementation, keys and values are both set to encoder output\n\n Inputs\n init:\n decoder_hidden_state_dim : dimensionality of decoder hidden state\n context_dim : dimensionality of encoder output\n kwargs :\n nheads : integer # of attention heads\n unseen_mask: if True, only attend to previous sequence positions\n src_lengths_mask: if True, mask padding based on src_lengths\n\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/env python3\n\n\nfrom fairseq.modules import multihead_attention as fair_multihead\nfrom pytorch_translate.attention import (\nclass MultiheadAttention(BaseAttention):\n \"\"\"\n Multiheaded Scaled Dot Product Attention\n\n Implements equation:\n MultiHead(Q, K, V) = Concat(head_1,...,head_h)W^O\n where head_i = Attention(QW_i^Q, KW_i^K, VW_i^V)\n\n Similarly to the above, d_k = d_v = d_model / h\n In this implementation, keys and values are both set to encoder output\n\n Inputs\n init:\n decoder_hidden_state_dim : dimensionality of decoder hidden state\n context_dim : dimensionality of encoder output\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
53a59bcf9df24d2abf9133b0c94be6aa674beda0
TheStack--python--000.parquet
Complete this Pythoncode:Python code: """Support for Purrsong LavvieBot S""" import asyncio import logging import voluptuous as vol from lavviebot import LavvieBotApi import homeassistant.helpers.config_validation as cv from homeassistant import config_entries from homeassistant.const import EVENT_HOMEASSISTANT_STOP from homeassistant.exceptions import ConfigEntryNotReady from homeassistant.const import ( CONF_PASSWORD, CONF_USERNAME ) from .const import DOMAIN _LOGGER = logging.getLogger(__name__) def setup(hass, config): """Setup of the component""" return True
async def async_setup_entry(hass, config_entry): """Set up Lavviebot integration from a config entry.""" username = config_entry.data.get(CONF_USERNAME) password = config_entry.data.get(CONF_PASSWORD) _LOGGER.info("Initializing the Lavviebot API") lavviebot = await hass.async_add_executor_job(LavvieBotApi, username, password) _LOGGER.info("Connected to API") hass.data[DOMAIN] = lavviebot hass.async_add_job( hass.config_entries.async_forward_entry_setup(config_entry, "sensor") ) return True
intermediate
api
code_completion
Pythoncode:Python
1
0
1,102
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\"\"\"Support for Purrsong LavvieBot S\"\"\"\nimport asyncio\nimport logging\nimport voluptuous as vol\nfrom lavviebot import LavvieBotApi\n\nimport homeassistant.helpers.config_validation as cv\nfrom homeassistant import config_entries\nfrom homeassistant.const import EVENT_HOMEASSISTANT_STOP\nfrom homeassistant.exceptions import ConfigEntryNotReady\nfrom homeassistant.const import (\n CONF_PASSWORD,\n CONF_USERNAME\n)\nfrom .const import DOMAIN\n\n\n_LOGGER = logging.getLogger(__name__)\n\n\ndef setup(hass, config):\n \"\"\"Setup of the component\"\"\"\n return True"}, {"role": "assistant", "content": "\nasync def async_setup_entry(hass, config_entry):\n \"\"\"Set up Lavviebot integration from a config entry.\"\"\"\n username = config_entry.data.get(CONF_USERNAME)\n password = config_entry.data.get(CONF_PASSWORD)\n\n _LOGGER.info(\"Initializing the Lavviebot API\")\n lavviebot = await hass.async_add_executor_job(LavvieBotApi, username, password)\n _LOGGER.info(\"Connected to API\")\n\n hass.data[DOMAIN] = lavviebot\n\n hass.async_add_job(\n hass.config_entries.async_forward_entry_setup(config_entry, \"sensor\")\n )\n\n return True"}]
false
null
null
null
53a74fabccfed340e02d074e5c163a36783d5463
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: class Rectangle: """A rectangle shape that can be drawn on a Canvas object""" def __init__(self, x, y, width, height, color): self.x = x self.y = y self.width = width self.height = height self.color = color def draw(self, canvas): """Draws itself into the Canvas object""" # Changes a slice of Error: SyntaxError: unterminated string literal
Fixed Code: class Rectangle: """A rectangle shape that can be drawn on a Canvas object""" def __init__(self, x, y, width, height, color): self.x = x self.y = y self.width = width self.height = height self.color = color def draw(self, canvas): """Draws itself into the Canvas object""" # Changes a slice of the array with new values canvas.data[self.x: self.x + self.height, self.y: self.y + self.width] = self.color class Square: """A square shape that can be drawn on a Canvas object""" Explanation: Close the string literal with matching quote
advanced
oop
error_fixing
Pythoncode:Python
4
2
363
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nclass Rectangle:\n \"\"\"A rectangle shape that can be drawn on a Canvas object\"\"\"\n\n def __init__(self, x, y, width, height, color):\n self.x = x\n self.y = y\n self.width = width\n self.height = height\n self.color = color\n\n def draw(self, canvas):\n \"\"\"Draws itself into the Canvas object\"\"\"\n # Changes a slice of\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\nclass Rectangle:\n \"\"\"A rectangle shape that can be drawn on a Canvas object\"\"\"\n\n def __init__(self, x, y, width, height, color):\n self.x = x\n self.y = y\n self.width = width\n self.height = height\n self.color = color\n\n def draw(self, canvas):\n \"\"\"Draws itself into the Canvas object\"\"\"\n # Changes a slice of the array with new values\n canvas.data[self.x: self.x + self.height, self.y: self.y + self.width] = self.color\n\n\nclass Square:\n \"\"\"A square shape that can be drawn on a Canvas object\"\"\"\n\n Explanation: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
53a80bedba1fa544dba66c5282310b99391dfaba
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from mars import main_loop import numpy as np from mars.settings import * class Problem: """ Synopsis -------- User class for the Kelvin-Helmholtz instability Args ---- None Methods ------- initialise Set all variables in each cell to initialise the simulation. internal_bc Specify the internal boundary for the simulation. TODO ---- None """ def __init__(self): self.parameter = { 'Name':'Kelvin Helmholtz instability.', 'Dimensions':'2D', 'x1 min':-0.5, 'x1 max':0.5, 'x2 min':-0.5, 'x2 max':0.5, 'x3 min':-0.5, 'x3 max':0.5, 'resolution x1':256, 'resolution x2':256, 'resolution x3':0, 'cfl':0.3, 'initial dt':1.0e-5, 'max dt increase':1.5, 'initial t': 0.0, 'max time': 5.0, 'save frequency': 2.5e-2, 'output type': ['numpy'], 'output primitives': True, 'print to file':False, 'profiling': True, 'restart file':None, 'gamma':1.4, 'density unit':1.0, 'length unit':1.0, 'velocity unit':1.0, 'optimisation': 'numba', 'riemann':'hllc', 'reconstruction':'linear', 'limiter':'minmod', 'time stepping':'RK2', 'method':'hydro', 'lower x1 boundary':'reciprocal', 'upper x1 boundary':'reciprocal', 'lower x2 boundary':'reciprocal', 'upper x2 boundary':'reciprocal', 'lower x3 boundary':'reciprocal', 'upper x3 boundary':'reciprocal', 'internal boundary':False } def initialise(self, V, g, l): if self.parameter['Dimensions'] == '2D': Y, X = np.meshgrid(g.x1, g.x2, indexing='ij') if self.parameter['Dimensions'] == '3D': Z, Y, X = np.meshgrid(g.x1, g.x2, g.x3, indexing='ij') yp = 0.25 dens_1 = 2.0 dens_2 = 1.0 pres = 2.0 vel_1 = 0.5 vel_2 = 0.0 amp = 0.001 vx1_per = (np.random.random(V.shape)*2.0 - 1)*amp vx2_per = (np.random.random(V.shape)*2.0 - 1)*amp region_1 = np.absolute(Y) < yp region_2 = np.absolute(Y) > yp V[rho, region_1] = dens_1 V[prs, region_1] = pres V[vx1, region_1] = vel_1 + vx1_per[vx1, region_1] V[vx2, region_1] = vel_2 + vx2_per[vx2, region_1] V[rho, region_2] = dens_2 V[prs, region_2] = pres V[vx1, region_2] = -vel_1 + vx1_per[vx1, region_2] V[vx2, region_2] = vel_2 + vx2_per[vx2, region_2] def internal_bc(self): return None if __name__ == "__main__": main_loop(Problem())
Functions: __init__, initialise, internal_bc Classes: Problem This code demonstrates Pythoncode:Python programming.
advanced
machine_learning
code_explanation
Pythoncode:Python
3
1
2,904
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\nfrom mars import main_loop\nimport numpy as np\nfrom mars.settings import *\n\nclass Problem:\n \"\"\"\n Synopsis\n --------\n User class for the Kelvin-Helmholtz instability\n\n Args\n ----\n None\n\n Methods\n -------\n initialise\n Set all variables in each cell to initialise the simulation.\n\n internal_bc\n Specify the internal boundary for the simulation.\n\n TODO\n ----\n None\n \"\"\"\n\n def __init__(self):\n self.parameter = {\n 'Name':'Kelvin Helmholtz instability.',\n\n 'Dimensions':'2D',\n 'x1 min':-0.5,\n 'x1 max':0.5,\n 'x2 min':-0.5,\n 'x2 max':0.5,\n 'x3 min':-0.5,\n 'x3 max':0.5,\n\n 'resolution x1':256,\n 'resolution x2':256,\n 'resolution x3':0,\n\n 'cfl':0.3,\n 'initial dt':1.0e-5,\n 'max dt increase':1.5,\n 'initial t': 0.0,\n 'max time': 5.0,\n\n 'save frequency': 2.5e-2,\n 'output type': ['numpy'],\n 'output primitives': True,\n 'print to file':False,\n 'profiling': True,\n 'restart file':None,\n\n 'gamma':1.4,\n 'density unit':1.0,\n 'length unit':1.0,\n 'velocity unit':1.0,\n\n 'optimisation': 'numba',\n 'riemann':'hllc',\n 'reconstruction':'linear',\n 'limiter':'minmod',\n 'time stepping':'RK2',\n 'method':'hydro',\n\n 'lower x1 boundary':'reciprocal',\n 'upper x1 boundary':'reciprocal',\n 'lower x2 boundary':'reciprocal',\n 'upper x2 boundary':'reciprocal',\n 'lower x3 boundary':'reciprocal',\n 'upper x3 boundary':'reciprocal',\n\n 'internal boundary':False\n }\n\n\n def initialise(self, V, g, l):\n\n if self.parameter['Dimensions'] == '2D':\n Y, X = np.meshgrid(g.x1, g.x2, indexing='ij')\n\n if self.parameter['Dimensions'] == '3D':\n Z, Y, X = np.meshgrid(g.x1, g.x2, g.x3, indexing='ij')\n\n yp = 0.25\n dens_1 = 2.0\n dens_2 = 1.0\n pres = 2.0\n vel_1 = 0.5\n vel_2 = 0.0\n amp = 0.001\n\n vx1_per = (np.random.random(V.shape)*2.0 - 1)*amp\n vx2_per = (np.random.random(V.shape)*2.0 - 1)*amp\n\n region_1 = np.absolute(Y) < yp\n region_2 = np.absolute(Y) > yp\n\n V[rho, region_1] = dens_1\n V[prs, region_1] = pres\n V[vx1, region_1] = vel_1 + vx1_per[vx1, region_1]\n V[vx2, region_1] = vel_2 + vx2_per[vx2, region_1]\n\n V[rho, region_2] = dens_2\n V[prs, region_2] = pres\n V[vx1, region_2] = -vel_1 + vx1_per[vx1, region_2]\n V[vx2, region_2] = vel_2 + vx2_per[vx2, region_2]\n\n\n def internal_bc(self):\n return None\n\n\nif __name__ == \"__main__\":\n main_loop(Problem())"}, {"role": "assistant", "content": " Functions: __init__, initialise, internal_bc\n Classes: Problem\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
53a892c5198d37c345b5950774654f861533af79
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- """ Check if it is Thai text """ import string _DEFAULT_IGNORE_CHARS = string.whitespace + string.digits + string.punctuation def isthaichar(ch: str) -> bool: """ Check if a character is Thai เป็นอักษรไทยหรือไม่ :param str ch: input character :return: True or False """ ch_val = ord(ch) if ch_val >= 3584 and ch_val <= 3711: return True return False def isthai(word: str, ignore_chars: str = ".") -> bool: """ Check if all character is Thai เป็นคำที่มีแต่อักษรไทยหรือไม่ :param str word: input text :param str ignore_chars: characters to be ignored (i.e. will be considered as Thai) :return: True or False """ if not ignore_chars: ignore_chars = "" for ch in word: if ch not in ignore_chars and not isthaichar(ch): return False return True def countthai(text: str, ignore_chars: str = _DEFAULT_IGNORE_CHARS) -> float: """ :param str text: input text :return: float, proportion of characters in the text that is Thai character """ if not text or not isinstance(text, str): return 0 if not ignore_chars: ignore_chars = "" num_thai = 0 num_ignore = 0 for ch in text: if ch in ignore_chars: num_ignore += 1 elif isthaichar(ch): num_thai += 1 num_count = len(text) - num_ignore return (num_thai / num_count) * 100
Code analysis results: 🔴 Errors found: Unterminated string literal at line 2 SyntaxError: invalid non-printable character U+FEFF at line 1 ⚠️ Warnings: Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 16 Unexpected indentation at line 17 💡 Suggestions: Add closing quote at line 2 Review code syntax
intermediate
machine_learning
debugging
Pythoncode:Python
3
0
1,461
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\ufeff# -*- coding: utf-8 -*-\n\"\"\"\nCheck if it is Thai text\n\"\"\"\nimport string\n\n_DEFAULT_IGNORE_CHARS = string.whitespace + string.digits + string.punctuation\n\n\ndef isthaichar(ch: str) -> bool:\n \"\"\"\n Check if a character is Thai\n \u0e40\u0e1b\u0e47\u0e19\u0e2d\u0e31\u0e01\u0e29\u0e23\u0e44\u0e17\u0e22\u0e2b\u0e23\u0e37\u0e2d\u0e44\u0e21\u0e48\n\n :param str ch: input character\n :return: True or False\n \"\"\"\n ch_val = ord(ch)\n if ch_val >= 3584 and ch_val <= 3711:\n return True\n return False\n\n\ndef isthai(word: str, ignore_chars: str = \".\") -> bool:\n \"\"\"\n Check if all character is Thai\n \u0e40\u0e1b\u0e47\u0e19\u0e04\u0e33\u0e17\u0e35\u0e48\u0e21\u0e35\u0e41\u0e15\u0e48\u0e2d\u0e31\u0e01\u0e29\u0e23\u0e44\u0e17\u0e22\u0e2b\u0e23\u0e37\u0e2d\u0e44\u0e21\u0e48\n\n :param str word: input text\n :param str ignore_chars: characters to be ignored (i.e. will be considered as Thai)\n :return: True or False\n \"\"\"\n if not ignore_chars:\n ignore_chars = \"\"\n\n for ch in word:\n if ch not in ignore_chars and not isthaichar(ch):\n return False\n return True\n\n\ndef countthai(text: str, ignore_chars: str = _DEFAULT_IGNORE_CHARS) -> float:\n \"\"\"\n :param str text: input text\n :return: float, proportion of characters in the text that is Thai character\n \"\"\"\n if not text or not isinstance(text, str):\n return 0\n\n if not ignore_chars:\n ignore_chars = \"\"\n\n num_thai = 0\n num_ignore = 0\n\n for ch in text:\n if ch in ignore_chars:\n num_ignore += 1\n elif isthaichar(ch):\n num_thai += 1\n\n num_count = len(text) - num_ignore\n\n return (num_thai / num_count) * 100"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 2\n SyntaxError: invalid non-printable character U+FEFF at line 1\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 2\n Review code syntax"}]
false
null
null
null
53a8f467665d04dfb54d9331579d408e1a611989
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: import numpy as np from scipy.signal import savgol_filter import matplotlib.pyplot as plt import MadDog x = [ y = [] def generate(): # Generate random data base = np.linspace(0, 5, 11) # base = np.random.randint(0, 10, 5) outliers = np.random.randint(10, 20, 2) data = np.concatenate((base, outliers)) np.random.shuffle(data) return data def fill_data(): # Build random data return np.concatenate((np.array([0]), MadDog.find_outliers(generate()))), np.concatenate( (np.array([0]), MadDog.find_outliers(generate()))) # np.sin(x) + np.cos(x) + np.random.random(100) # np.linspace(0, 2*np.pi, 100) def savitzky(x, y, ploy_nom): return savgol_filter(x, len(x) - 1, 10), savgol_filter(y, len(y) - 1, 10) def map(x_filtered, y_filtered, x, y, title="title"): # Generate some test data heatmap, xedges, yedges = np.histogram2d(x, y, bins=50) extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]] plt.clf() plt.imshow(heatmap.T, extent=extent, origin='lower') plt.show() heatmap, xedges, yedges = np.histogram2d(x_filtered, y_filtered, bins=50) extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]] plt.clf() plt.imshow(heatmap.T, extent=extent, origin='lower') plt.show() def show(x_filtered, y_filtered, x, y, title="Lorem ipsum"): # Plotting fig = plt.figure() ax = fig.subplots() plt.plot(x_filtered, y_filtered, 'red', marker="o") plt.plot(x, y, 'green', marker="o") plt.subplots_adjust(bottom=0.25) plt.xlabel('x') plt.ylabel('y') plt.title(title) plt.legend(["Filter", "Raw"]) plt.show() # Generating the noisy signal x, y = fill_data() print(len(y)) # Savitzky-Golay filter x_filtered, y_filtered = savitzky(x, y, 2) print("X unfiltered>> ", x) print("Y unfiltered>> ", y) print("X filtered>> ", x_filtered) print("Y filtered>> ", y_filtered) show(x_filtered, y_filtered, x, y)
Syntax Analysis: Syntax Errors Found: • Unclosed '[' at line 6 - expected ']' • SyntaxError: '[' was never closed at line 6 Fixes: • Add closing ']' bracket • Review code syntax
intermediate
testing
syntax_repair
Pythoncode:Python
5
0
1,940
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport numpy as np\nfrom scipy.signal import savgol_filter\nimport matplotlib.pyplot as plt\nimport MadDog\n\nx = [\ny = []\n\n\ndef generate():\n # Generate random data\n base = np.linspace(0, 5, 11)\n # base = np.random.randint(0, 10, 5)\n outliers = np.random.randint(10, 20, 2)\n data = np.concatenate((base, outliers))\n np.random.shuffle(data)\n return data\n\n\ndef fill_data():\n # Build random data\n return np.concatenate((np.array([0]), MadDog.find_outliers(generate()))), np.concatenate(\n (np.array([0]), MadDog.find_outliers(generate()))) # np.sin(x) + np.cos(x) + np.random.random(100)\n # np.linspace(0, 2*np.pi, 100)\n\n\ndef savitzky(x, y, ploy_nom):\n return savgol_filter(x, len(x) - 1, 10), savgol_filter(y, len(y) - 1, 10)\n\n\ndef map(x_filtered, y_filtered, x, y, title=\"title\"):\n # Generate some test data\n\n heatmap, xedges, yedges = np.histogram2d(x, y, bins=50)\n extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]]\n\n plt.clf()\n plt.imshow(heatmap.T, extent=extent, origin='lower')\n plt.show()\n\n heatmap, xedges, yedges = np.histogram2d(x_filtered, y_filtered, bins=50)\n extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]]\n\n plt.clf()\n plt.imshow(heatmap.T, extent=extent, origin='lower')\n plt.show()\n\n\ndef show(x_filtered, y_filtered, x, y, title=\"Lorem ipsum\"):\n # Plotting\n fig = plt.figure()\n ax = fig.subplots()\n plt.plot(x_filtered, y_filtered, 'red', marker=\"o\")\n plt.plot(x, y, 'green', marker=\"o\")\n plt.subplots_adjust(bottom=0.25)\n plt.xlabel('x')\n plt.ylabel('y')\n plt.title(title)\n plt.legend([\"Filter\", \"Raw\"])\n plt.show()\n\n\n# Generating the noisy signal\nx, y = fill_data()\nprint(len(y))\n# Savitzky-Golay filter\nx_filtered, y_filtered = savitzky(x, y, 2)\nprint(\"X unfiltered>> \", x)\nprint(\"Y unfiltered>> \", y)\nprint(\"X filtered>> \", x_filtered)\nprint(\"Y filtered>> \", y_filtered)\nshow(x_filtered, y_filtered, x, y)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '[' at line 6 - expected ']'\n \u2022 SyntaxError: '[' was never closed at line 6\n\n Fixes:\n \u2022 Add closing ']' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
53a96c42fcec2518a3a26c0e6dece5934119cc53
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/python # # Copyright 2014 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Adds an ad customizer feed. Associates the feed with customer and adds an ad that uses the feed to populate dynamic data. Tags: CustomerFeedService.mutate, FeedItemService.mutate Tags: FeedMappingService.mutate, FeedService.mutate Tags: AdGroupAdService.mutate """ __author__ = ('api.msaniscalchi@gmail.com (Mark Saniscalchi)', 'yufeng.dev@gmail.com (Yufeng Guo)') # Import appropriate classes from the client library. from googleads import adwords # See the Placeholder reference page for a list of all the placeholder types # and fields: # https://developers.google.com/adwords/api/docs/appendix/placeholders PLACEHOLDER_AD_CUSTOMIZER = '10' PLACEHOLDER_FIELD_INTEGER = '1' PLACEHOLDER_FIELD_FLOAT = '2' PLACEHOLDER_FIELD_PRICE = '3' PLACEHOLDER_FIELD_DATE = '4' PLACEHOLDER_FIELD_STRING = '5' ADGROUPS = [ 'INSERT_ADGROUP_ID_HERE', 'INSERT_ADGROUP_ID_HERE' ] FEEDNAME = 'INSERT_FEED_NAME_HERE' def main(client, adgroups): # Initialize appropriate services. ad_group_ad_service = client.GetService('AdGroupAdService', version='v201406') customer_feed_service = client.GetService( 'CustomerFeedService', version='v201406') feed_item_service = client.GetService('FeedItemService', version='v201406') feed_mapping_service = client.GetService( 'FeedMappingService', version='v201406') ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: feed_service = client.GetService('FeedService', version='v201406') # First, create a customizer feed. One feed per account can be used for all # ads. customizer_feed = {
intermediate
api
incomplete_code
Pythoncode:Python
1
0
1,956
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/python\n#\n# Copyright 2014 Google Inc. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\n\"\"\"Adds an ad customizer feed.\n\nAssociates the feed with customer and adds an ad that\nuses the feed to populate dynamic data.\n\nTags: CustomerFeedService.mutate, FeedItemService.mutate\nTags: FeedMappingService.mutate, FeedService.mutate\nTags: AdGroupAdService.mutate\n\"\"\"\n\n__author__ = ('api.msaniscalchi@gmail.com (Mark Saniscalchi)',\n 'yufeng.dev@gmail.com (Yufeng Guo)')\n\n# Import appropriate classes from the client library.\nfrom googleads import adwords\n\n# See the Placeholder reference page for a list of all the placeholder types\n# and fields:\n# https://developers.google.com/adwords/api/docs/appendix/placeholders\nPLACEHOLDER_AD_CUSTOMIZER = '10'\nPLACEHOLDER_FIELD_INTEGER = '1'\nPLACEHOLDER_FIELD_FLOAT = '2'\nPLACEHOLDER_FIELD_PRICE = '3'\nPLACEHOLDER_FIELD_DATE = '4'\nPLACEHOLDER_FIELD_STRING = '5'\n\nADGROUPS = [\n 'INSERT_ADGROUP_ID_HERE',\n 'INSERT_ADGROUP_ID_HERE'\n]\n\nFEEDNAME = 'INSERT_FEED_NAME_HERE'\n\n\ndef main(client, adgroups):\n # Initialize appropriate services.\n ad_group_ad_service = client.GetService('AdGroupAdService', version='v201406')\n customer_feed_service = client.GetService(\n 'CustomerFeedService', version='v201406')\n feed_item_service = client.GetService('FeedItemService', version='v201406')\n feed_mapping_service = client.GetService(\n 'FeedMappingService', version='v201406')\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 feed_service = client.GetService('FeedService', version='v201406')\n\n # First, create a customizer feed. One feed per account can be used for all\n # ads.\n customizer_feed = {"}]
true
syntax
HARD_CUT
CRITICAL
53aa536c76b41bd1afbf13c8b634be33ef9462e1
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import pytest from pyminhash import MinHash from pyminhash.datasets import load_data def test__sparse_vector(): df = load_data() myMinHasher = MinHash(10) res = myMinHasher._sparse_vectorize(df, 'name') assert res.columns.tolist() == ['name', 'sparse_vector'] assert res['sparse_vector'].dtype == 'object' def test__create_hashing_parameters(): n_hashes = 10 myMinHasher = MinHash(n_hash_tables=n_hashes) res = myMinHasher._create_hashing_parameters() assert len(res) == n_hashes assert res.dtype == 'int64' assert min(res) >= 0 assert min(res) <= myMinHasher.max_token_value def test__create_minhash(): n_hashes = 10 myMinHasher = MinHash(n_hash_tables=n_hashes) doc = [59, 65, 66, 67, 118, 150, 266] res = myMinHasher._create_minhash(doc) assert len(res) == n_hashes def test__create_minhash_signatures(): df = load_data() myMinHasher = MinHash(3) df = myMinHasher._sparse_vectorize(df, 'name') df = myMinHasher._create_minhash_signatures(df) for col in ['hash_0', 'hash_1', 'hash_2']: assert col in df.columns assert df[col].dtype == 'int64' def test_fit_predict(): df = load_data() myMinHasher = MinHash(10) res = myMinHasher.fit_predict(df, 'name') assert res.columns.tolist() == ['row_number_1', 'row_number_2', 'name_1', 'name_2', 'jaccard_sim'] assert res['jaccard_sim'].dtype == 'float' def test_fit_predict_accuracy(): def jaccard(x, y): x_tokens = set(x.split()) y_tokens = set(y.split()) return len(x_tokens.intersection(y_tokens)) / len(x_tokens.union(y_tokens)) df = load_data() myMinHasher = MinHash(1000) res = myMinHasher.fit_predict(df, 'name') assert len(res) == 1727 res['jaccard_real'] = res.apply(lambda row: jaccard(row['name_1'], row['name_2']), axis=1) res['diff'] = res['jaccard_real'] - res['jaccard_sim'] assert abs(res['diff'].mean()) < 0.02 assert res['diff'].std() < 0.1
Functions: test__sparse_vector, test__create_hashing_parameters, test__create_minhash, test__create_minhash_signatures, test_fit_predict This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
7
0
2,001
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport pytest\n\nfrom pyminhash import MinHash\nfrom pyminhash.datasets import load_data\n\n\ndef test__sparse_vector():\n df = load_data()\n myMinHasher = MinHash(10)\n res = myMinHasher._sparse_vectorize(df, 'name')\n assert res.columns.tolist() == ['name', 'sparse_vector']\n assert res['sparse_vector'].dtype == 'object'\n\n\ndef test__create_hashing_parameters():\n n_hashes = 10\n myMinHasher = MinHash(n_hash_tables=n_hashes)\n res = myMinHasher._create_hashing_parameters()\n assert len(res) == n_hashes\n assert res.dtype == 'int64'\n assert min(res) >= 0\n assert min(res) <= myMinHasher.max_token_value\n\n\ndef test__create_minhash():\n n_hashes = 10\n myMinHasher = MinHash(n_hash_tables=n_hashes)\n doc = [59, 65, 66, 67, 118, 150, 266]\n res = myMinHasher._create_minhash(doc)\n assert len(res) == n_hashes\n\n\ndef test__create_minhash_signatures():\n df = load_data()\n myMinHasher = MinHash(3)\n df = myMinHasher._sparse_vectorize(df, 'name')\n df = myMinHasher._create_minhash_signatures(df)\n for col in ['hash_0', 'hash_1', 'hash_2']:\n assert col in df.columns\n assert df[col].dtype == 'int64'\n\n\ndef test_fit_predict():\n df = load_data()\n myMinHasher = MinHash(10)\n res = myMinHasher.fit_predict(df, 'name')\n assert res.columns.tolist() == ['row_number_1', 'row_number_2', 'name_1', 'name_2', 'jaccard_sim']\n assert res['jaccard_sim'].dtype == 'float'\n\n\ndef test_fit_predict_accuracy():\n def jaccard(x, y):\n x_tokens = set(x.split())\n y_tokens = set(y.split())\n return len(x_tokens.intersection(y_tokens)) / len(x_tokens.union(y_tokens))\n\n df = load_data()\n myMinHasher = MinHash(1000)\n res = myMinHasher.fit_predict(df, 'name')\n\n assert len(res) == 1727\n res['jaccard_real'] = res.apply(lambda row: jaccard(row['name_1'], row['name_2']), axis=1)\n res['diff'] = res['jaccard_real'] - res['jaccard_sim']\n assert abs(res['diff'].mean()) < 0.02\n assert res['diff'].std() < 0.1"}, {"role": "assistant", "content": " Functions: test__sparse_vector, test__create_hashing_parameters, test__create_minhash, test__create_minhash_signatures, test_fit_predict\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
53aaad486aeb5cf94c98b45787e68241bed70175
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from datetime import datetime, timedelta from typing import final from tools import localize_time
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
intermediate
api
error_detection
Pythoncode:Python
0
0
99
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom datetime import datetime, timedelta\nfrom typing import final\n\nfrom tools import localize_time"}, {"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
53ab5b39a644e03ecaaf97048f3ae768e29b5a48
TheStack--python--000.parquet
Review this Pythoncode:Python code: # SPDX-License-Identifier: BSD-3-Clause from amaranth import Elaboratable, Module, Signal, ResetInserter, EnableInserter __all__ = ( 'PIC16Caravel', ) class PIC16Caravel(Elaboratable): def elaborate(self, platform): from .pic16 import PIC16 from .soc.busses.qspi import QSPIBus m = Module() reset = Signal() busy_n = Signal(reset = 1) m.submodules.qspiFlash = qspiFlash = QSPIBus(resourceName = ('spi_flash_4x', 0)) m.submodules.pic = pic = ResetInserter(reset)(EnableInserter(busy_n)(PIC16())) run = platform.request('run', 0) pBus = platform.request('p_bus', 0) addr = pBus.addr.o dataIn = pBus.data.i dataOut = pBus.data.o dataDir = pBus.data.oe read = pBus.read write = pBus.write with m.If(qspiFlash.complete | reset): m.d.sync += busy_n.eq(1) with m.Elif(pic.iBus.read): m.d.sync += busy_n.eq(0) m.d.comb += [ reset.eq(~qspiFlash.ready), run.o.eq(qspiFlash.ready & busy_n), qspiFlash.address[0].eq(0), qspiFlash.address[1:].eq(pic.iBus.address), pic.iBus.data.eq(qspiFlash.data), qspiFlash.read.eq(pic.iBus.read), addr.eq(pic.pBus.address), read.eq(pic.pBus.read), pic.pBus.readData.eq(dataIn), write.eq(pic.pBus.write), dataOut.eq(pic.pBus.writeData), dataDir.eq(pic.pBus.write), ] return m def get_ports(self): return []
Code Review: ⚠️ Code quality: Unexpected indentation at line 5 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 17 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 34 Unexpected indentation at line 35 Unexpected indentation at line 38 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 ✨ Improvements: Add docstring to class 'PIC16Caravel' Add docstring to function 'elaborate'
advanced
api
code_review
Pythoncode:Python
2
1
1,325
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# SPDX-License-Identifier: BSD-3-Clause\nfrom amaranth import Elaboratable, Module, Signal, ResetInserter, EnableInserter\n\n__all__ = (\n\t'PIC16Caravel',\n)\n\nclass PIC16Caravel(Elaboratable):\n\tdef elaborate(self, platform):\n\t\tfrom .pic16 import PIC16\n\t\tfrom .soc.busses.qspi import QSPIBus\n\t\tm = Module()\n\t\treset = Signal()\n\t\tbusy_n = Signal(reset = 1)\n\n\t\tm.submodules.qspiFlash = qspiFlash = QSPIBus(resourceName = ('spi_flash_4x', 0))\n\t\tm.submodules.pic = pic = ResetInserter(reset)(EnableInserter(busy_n)(PIC16()))\n\n\t\trun = platform.request('run', 0)\n\t\tpBus = platform.request('p_bus', 0)\n\t\taddr = pBus.addr.o\n\t\tdataIn = pBus.data.i\n\t\tdataOut = pBus.data.o\n\t\tdataDir = pBus.data.oe\n\t\tread = pBus.read\n\t\twrite = pBus.write\n\n\t\twith m.If(qspiFlash.complete | reset):\n\t\t\tm.d.sync += busy_n.eq(1)\n\t\twith m.Elif(pic.iBus.read):\n\t\t\tm.d.sync += busy_n.eq(0)\n\n\t\tm.d.comb += [\n\t\t\treset.eq(~qspiFlash.ready),\n\t\t\trun.o.eq(qspiFlash.ready & busy_n),\n\n\t\t\tqspiFlash.address[0].eq(0),\n\t\t\tqspiFlash.address[1:].eq(pic.iBus.address),\n\t\t\tpic.iBus.data.eq(qspiFlash.data),\n\t\t\tqspiFlash.read.eq(pic.iBus.read),\n\n\t\t\taddr.eq(pic.pBus.address),\n\t\t\tread.eq(pic.pBus.read),\n\t\t\tpic.pBus.readData.eq(dataIn),\n\t\t\twrite.eq(pic.pBus.write),\n\t\t\tdataOut.eq(pic.pBus.writeData),\n\t\t\tdataDir.eq(pic.pBus.write),\n\t\t]\n\t\treturn m\n\n\tdef get_ports(self):\n\t\treturn []"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 5\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 17\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 34\n Unexpected indentation at line 35\n Unexpected indentation at line 38\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n\n\u2728 Improvements:\n Add docstring to class 'PIC16Caravel'\n Add docstring to function 'elaborate'"}]
false
null
null
null
53ac58babeeeae8a59ad21aa748c5f201e132f9d
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from discord.ext import commands import discord class Stats(commands.Cog): def __init__(self, bot): self.bot = bot @commands.command() @commands.has_permissions(manage_channels=True) async def stats(self, ctx): members = await ctx.guild.fetch_members(limit=None).flatten() member_count = 0 member_role_count = 0 instinct_count = 0 mystic_count = 0 valor_count = 0 ign_count = 0 tc_count = 0 level_count = 0 country_count = 0 profile_count = 0 for member in members: if not member.bot: member_count += 1 for role in member.roles: if role.name == "Member": member_role_count += 1 if role.name == "instinct": instinct_count += 1 if role.name == "mystic": mystic_count += 1 if role.name == "valor": valor_count += 1 if role.name == "ign": ign_count += 1 if role.name == "tc": tc_count += 1 if role.name == "level": level_count += 1 if role.name == "country": country_count += 1 if role.name == "profile": profile_count += 1 values = [f'Members: {member_count}', f'Members Role: {member_role_count}', f'Members on Team Instinct: {instinct_count}', f'Members on Team Mystic: {mystic_count}', f'Members on Team Valor: {valor_count}', f'Members with IGN set: {ign_count}', f'Members with TC set: {tc_count}', f'Members with level set: {level_count}', f'Members with country set: {country_count}', f'Members with completed Nexus Profiles: {profile_count}'] embed = discord.Embed(color=discord.Color.green()) embed.set_author(name=ctx.guild.name, icon_url=ctx.guild.icon_url) embed.add_field(name='Server Stats:', value='\n'.join(values), inline=False) await ctx.send(embed=embed) @stats.error async def permission_error(self, ctx, error): if isinstance(error, commands.MissingPermissions): await ctx.send("Sorry, you can't run this command") else: raise error def setup(bot): bot.add_cog(Stats(bot))
Functions: __init__, setup Classes: Stats This code demonstrates Pythoncode:Python programming.
advanced
ui
code_explanation
Pythoncode:Python
2
1
2,615
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom discord.ext import commands\nimport discord\n\n\nclass Stats(commands.Cog):\n\n def __init__(self, bot):\n self.bot = bot\n\n @commands.command()\n @commands.has_permissions(manage_channels=True)\n async def stats(self, ctx):\n members = await ctx.guild.fetch_members(limit=None).flatten()\n member_count = 0\n member_role_count = 0\n instinct_count = 0\n mystic_count = 0\n valor_count = 0\n ign_count = 0\n tc_count = 0\n level_count = 0\n country_count = 0\n profile_count = 0\n for member in members:\n if not member.bot:\n member_count += 1\n for role in member.roles:\n if role.name == \"Member\":\n member_role_count += 1\n if role.name == \"instinct\":\n instinct_count += 1\n if role.name == \"mystic\":\n mystic_count += 1\n if role.name == \"valor\":\n valor_count += 1\n if role.name == \"ign\":\n ign_count += 1\n if role.name == \"tc\":\n tc_count += 1\n if role.name == \"level\":\n level_count += 1\n if role.name == \"country\":\n country_count += 1\n if role.name == \"profile\":\n profile_count += 1\n\n values = [f'Members: {member_count}',\n f'Members Role: {member_role_count}',\n f'Members on Team Instinct: {instinct_count}',\n f'Members on Team Mystic: {mystic_count}',\n f'Members on Team Valor: {valor_count}',\n f'Members with IGN set: {ign_count}',\n f'Members with TC set: {tc_count}',\n f'Members with level set: {level_count}',\n f'Members with country set: {country_count}',\n f'Members with completed Nexus Profiles: {profile_count}']\n\n embed = discord.Embed(color=discord.Color.green())\n embed.set_author(name=ctx.guild.name, icon_url=ctx.guild.icon_url)\n embed.add_field(name='Server Stats:', value='\\n'.join(values), inline=False)\n\n await ctx.send(embed=embed)\n\n @stats.error\n async def permission_error(self, ctx, error):\n if isinstance(error, commands.MissingPermissions):\n await ctx.send(\"Sorry, you can't run this command\")\n else:\n raise error\n\n\ndef setup(bot):\n bot.add_cog(Stats(bot))"}, {"role": "assistant", "content": " Functions: __init__, setup\n Classes: Stats\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
53ad1ae14a311f840335b9dec9f60aa2cc4425a1
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from mrs.bucket import WriteBucket from mrs import BinWriter, HexWriter def test_writebucket(): b = WriteBucket(0, 0) b.addpair((4, 'test')) b.collect([(3, 'a'), (1, 'This'), (2, 'is')]) values = ' '.join(value for key, value in b) assert values == 'test a This is' b.sort() values = ' '.join(value for key, value in b) assert values == 'This is a test' def test_write_only(): b = WriteBucket(0, 0) b.addpair((4, 'test'), write_only=True) b.collect([(3, 'a'), (1, 'This'), (2, 'is')], write_only=True) values = ' '.join(value for key, value in b) assert values == '' readonly_copy = b.readonly_copy() assert readonly_copy.url is None def test_writing(tmpdir): b = WriteBucket(2, 4, dir=tmpdir.strpath, format=BinWriter) prefix = b.prefix() assert prefix == 'source_2_split_4_' listdir = tmpdir.listdir() assert listdir == [] b.addpair((1, 2)) filename = prefix + '.mrsb' path = tmpdir.join(filename).strpath listdir = tmpdir.listdir() assert listdir == [path] readonly_
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
intermediate
testing
error_detection
Pythoncode:Python
5
0
1,084
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom mrs.bucket import WriteBucket\nfrom mrs import BinWriter, HexWriter\n\ndef test_writebucket():\n b = WriteBucket(0, 0)\n b.addpair((4, 'test'))\n b.collect([(3, 'a'), (1, 'This'), (2, 'is')])\n\n values = ' '.join(value for key, value in b)\n assert values == 'test a This is'\n\n b.sort()\n values = ' '.join(value for key, value in b)\n assert values == 'This is a test'\n\ndef test_write_only():\n b = WriteBucket(0, 0)\n b.addpair((4, 'test'), write_only=True)\n b.collect([(3, 'a'), (1, 'This'), (2, 'is')], write_only=True)\n\n values = ' '.join(value for key, value in b)\n assert values == ''\n\n readonly_copy = b.readonly_copy()\n assert readonly_copy.url is None\n\ndef test_writing(tmpdir):\n b = WriteBucket(2, 4, dir=tmpdir.strpath, format=BinWriter)\n prefix = b.prefix()\n assert prefix == 'source_2_split_4_'\n\n listdir = tmpdir.listdir()\n assert listdir == []\n\n b.addpair((1, 2))\n\n filename = prefix + '.mrsb'\n path = tmpdir.join(filename).strpath\n listdir = tmpdir.listdir()\n assert listdir == [path]\n\n readonly_"}, {"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
53b0797fa1d2b73bd60c7d0448335bb8ff3970e6
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: class DemPref(Agent): """A preference-querying agent seeded with demonstrations. Note: We instantiate the agent according to arguments corresponding to what the the original paper's codebase designates as their main experiment. """ ... [25 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 2 • Invalid syntax at line 9: ... [25 more functiondefs truncated] ... Fixes: • Complete the expression on the last line • Add closing quote at line 2 • Review syntax near the error location
intermediate
database
syntax_repair
Pythoncode:Python
0
1
300
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nclass DemPref(Agent):\n \"\"\"A preference-querying agent seeded with demonstrations.\n\n Note: We instantiate the agent according to arguments corresponding to\n what the the original paper's codebase designates as their main experiment.\n \"\"\"\n\n\n ... [25 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 2\n \u2022 Invalid syntax at line 9: ... [25 more functiondefs truncated] ...\n\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 2\n \u2022 Review syntax near the error location"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
53b14303d9879fe4fc46ca016bb6d34bfedbf48e
TheStack--python--000.parquet
Complete this Pythoncode:Python code: """This module contains all public learners and learner interfaces.""" from coba.learners.primitives import Learner, SafeLearner from coba.learners.bandit import EpsilonBanditLearner, UcbBanditLearner, FixedLearner, RandomLearner from coba.learners.corral import CorralLearner from coba.learners.vowpal import VowpalMediator from coba.learners.vowpal import VowpalArgsLearner, VowpalEpsilonLearner, VowpalSoftmaxLearner, VowpalBagLearner from coba.learners.vowpal import VowpalCoverLearner, VowpalRegcbLearner, VowpalSquarecbLearner, VowpalOffPolicyLearner from coba.learners.linucb import LinUCBLearner __all__ = [ 'Learner', 'SafeLearner', 'RandomLearner', 'FixedLearner', 'EpsilonBanditLearner', 'UcbBanditLearner',
'CorralLearner', 'LinUCBLearner', 'VowpalArgsLearner', 'VowpalEpsilonLearner', 'VowpalSoftmaxLearner', 'VowpalBagLearner', 'VowpalCoverLearner', 'VowpalRegcbLearner', 'VowpalSquarecbLearner', 'VowpalOffPolicyLearner', 'VowpalMediator' ]
intermediate
machine_learning
code_completion
Pythoncode:Python
0
0
1,049
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\"\"\"This module contains all public learners and learner interfaces.\"\"\"\n\nfrom coba.learners.primitives import Learner, SafeLearner\nfrom coba.learners.bandit import EpsilonBanditLearner, UcbBanditLearner, FixedLearner, RandomLearner\nfrom coba.learners.corral import CorralLearner\nfrom coba.learners.vowpal import VowpalMediator\nfrom coba.learners.vowpal import VowpalArgsLearner, VowpalEpsilonLearner, VowpalSoftmaxLearner, VowpalBagLearner\nfrom coba.learners.vowpal import VowpalCoverLearner, VowpalRegcbLearner, VowpalSquarecbLearner, VowpalOffPolicyLearner\nfrom coba.learners.linucb import LinUCBLearner\n\n__all__ = [\n 'Learner',\n 'SafeLearner',\n 'RandomLearner',\n 'FixedLearner',\n 'EpsilonBanditLearner',\n 'UcbBanditLearner',"}, {"role": "assistant", "content": "\n 'CorralLearner',\n 'LinUCBLearner',\n 'VowpalArgsLearner',\n 'VowpalEpsilonLearner',\n 'VowpalSoftmaxLearner',\n 'VowpalBagLearner',\n 'VowpalCoverLearner',\n 'VowpalRegcbLearner',\n 'VowpalSquarecbLearner',\n 'VowpalOffPolicyLearner',\n 'VowpalMediator'\n]"}]
false
null
null
null
53b25c7fce6d985ae97109a316a32f1fdb359f32
TheStack--python--000.parquet
Complete this Pythoncode:Python code: # Copyright (C) Dnspython Contributors, see LICENSE for text of ISC license # Copyright (C) 2003-2007, 2009-2011 Nominum, Inc. # # Permission to use, copy, modify, and distribute this software and its # documentation for any purpose with or without fee is hereby granted, # provided that the above copyright notice and this permission notice # appear in all copies. # # THE SOFTWARE IS PROVIDED "AS IS" AND NOMINUM DISCLAIMS ALL WARRANTIES # WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF # MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL NOMINUM BE LIABLE FOR # ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES # WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN # ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT # OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE. class UnknownOrigin(dns.exception.DNSException): """Unknown origin""" class CNAMEAndOtherData(dns.exception.DNSException): """A node has a CNAME and other data""" def _check_cname_and_other_data(txn, name, rdataset): rdataset_kind = dns.node.NodeKind.classify_rdataset(rdataset) node = txn.get_node(name) if node is None: # empty nodes are neutral.
return node_kind = node.classify() if node_kind == dns.node.NodeKind.CNAME and \ rdataset_kind == dns.node.NodeKind.REGULAR: raise CNAMEAndOtherData('rdataset type is not compatible with a ' 'CNAME node') elif node_kind == dns.node.NodeKind.REGULAR and \ rdataset_kind == dns.node.NodeKind.CNAME: raise CNAMEAndOtherData('CNAME rdataset is not compatible with a ' 'regular data node') # Otherwise at least one of the node and the rdataset is neutral, so # adding the rdataset is ok class Reader: """Read a DNS zone file into a transaction.""" ... [25 more functiondefs truncated] ...
advanced
database
code_completion
Pythoncode:Python
1
3
1,966
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# Copyright (C) Dnspython Contributors, see LICENSE for text of ISC license\n\n# Copyright (C) 2003-2007, 2009-2011 Nominum, Inc.\n#\n# Permission to use, copy, modify, and distribute this software and its\n# documentation for any purpose with or without fee is hereby granted,\n# provided that the above copyright notice and this permission notice\n# appear in all copies.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\" AND NOMINUM DISCLAIMS ALL WARRANTIES\n# WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF\n# MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL NOMINUM BE LIABLE FOR\n# ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES\n# WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN\n# ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT\n# OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE.\n\nclass UnknownOrigin(dns.exception.DNSException):\n \"\"\"Unknown origin\"\"\"\n\n\nclass CNAMEAndOtherData(dns.exception.DNSException):\n \"\"\"A node has a CNAME and other data\"\"\"\n\n\ndef _check_cname_and_other_data(txn, name, rdataset):\n rdataset_kind = dns.node.NodeKind.classify_rdataset(rdataset)\n node = txn.get_node(name)\n if node is None:\n # empty nodes are neutral."}, {"role": "assistant", "content": "\n return\n node_kind = node.classify()\n if node_kind == dns.node.NodeKind.CNAME and \\\n rdataset_kind == dns.node.NodeKind.REGULAR:\n raise CNAMEAndOtherData('rdataset type is not compatible with a '\n 'CNAME node')\n elif node_kind == dns.node.NodeKind.REGULAR and \\\n rdataset_kind == dns.node.NodeKind.CNAME:\n raise CNAMEAndOtherData('CNAME rdataset is not compatible with a '\n 'regular data node')\n # Otherwise at least one of the node and the rdataset is neutral, so\n # adding the rdataset is ok\n\n\nclass Reader:\n\n \"\"\"Read a DNS zone file into a transaction.\"\"\"\n\n\n ... [25 more functiondefs truncated] ..."}]
false
null
null
null
53b40880bc916c9f0a3ace8c04060a57ded76e7b
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # Copyright (c) 2010-2012 OpenStack Foundation # # 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 errno import os import sys import time import signal from re import sub import eventlet.debug from eventlet.hubs import use_hub from swift.common import utils class Daemon(object): """ Daemon base class A daemon has a run method that accepts a ``once`` kwarg and will dispatch to :meth:`run_once` or :meth:`run_forever`. A subclass of Daemon must implement :meth:`run_once` and :meth:`run_forever`. A subclass of Daemon may override :meth:`get_worker_args` to dispatch arguments to individual child process workers and :meth:`is_healthy` to perform context specific periodic wellness checks which can reset worker arguments. Implementations of Daemon do not know *how* to daemonize, or execute multiple daemonized workers, they simply provide the behavior of the daemon and context specific knowledge about how workers should be started. """ def __init__(self, conf): self.conf = conf self.logger = utils.get_logger(conf, log_route='daemon') def run_once(self, *args, **kwargs): """Override this to run the script once""" raise NotImplementedError('run_once not implemented') def run_forever(self, *args, **kwargs): """Override this to run forever""" raise NotImplementedError('run_forever not implemented') def run(self, once=False, **kwargs): if once: self.run_once(**kwargs) else: self.run_forever(**kwargs) def post_multiprocess_run(self): """ Override this to do something after running using multiple worker processes. This method is called in the parent process. This is probably only useful for run-once mode since there is no "after running" in run-forever mode. """ pass ... [19 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 30 Invalid syntax at line 78: ... [19 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 31 Unexpected indentation at line 34 Unexpected indentation at line 37 Unexpected indentation at line 40 💡 Suggestions: Complete the expression on the last line Add closing quote at line 30 Review syntax near the error location
advanced
api
debugging
Pythoncode:Python
5
1
2,466
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Copyright (c) 2010-2012 OpenStack Foundation\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\n# implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport errno\nimport os\nimport sys\nimport time\nimport signal\nfrom re import sub\n\nimport eventlet.debug\nfrom eventlet.hubs import use_hub\n\nfrom swift.common import utils\n\n\nclass Daemon(object):\n \"\"\"\n Daemon base class\n\n A daemon has a run method that accepts a ``once`` kwarg and will dispatch\n to :meth:`run_once` or :meth:`run_forever`.\n\n A subclass of Daemon must implement :meth:`run_once` and\n :meth:`run_forever`.\n\n A subclass of Daemon may override :meth:`get_worker_args` to dispatch\n arguments to individual child process workers and :meth:`is_healthy` to\n perform context specific periodic wellness checks which can reset worker\n arguments.\n\n Implementations of Daemon do not know *how* to daemonize, or execute\n multiple daemonized workers, they simply provide the behavior of the daemon\n and context specific knowledge about how workers should be started.\n \"\"\"\n\n def __init__(self, conf):\n self.conf = conf\n self.logger = utils.get_logger(conf, log_route='daemon')\n\n def run_once(self, *args, **kwargs):\n \"\"\"Override this to run the script once\"\"\"\n raise NotImplementedError('run_once not implemented')\n\n def run_forever(self, *args, **kwargs):\n \"\"\"Override this to run forever\"\"\"\n raise NotImplementedError('run_forever not implemented')\n\n def run(self, once=False, **kwargs):\n if once:\n self.run_once(**kwargs)\n else:\n self.run_forever(**kwargs)\n\n def post_multiprocess_run(self):\n \"\"\"\n Override this to do something after running using multiple worker\n processes. This method is called in the parent process.\n\n This is probably only useful for run-once mode since there is no\n \"after running\" in run-forever mode.\n \"\"\"\n pass\n\n\n ... [19 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 30\n Invalid syntax at line 78: ... [19 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 31\n Unexpected indentation at line 34\n Unexpected indentation at line 37\n Unexpected indentation at line 40\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 30\n Review syntax near the error location"}]
false
null
null
null
53b4099090d815c2fccdfff9285d6d8c4361e95f
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import resource_files resources = resource_files.ResourceFiles() # sample use case of getting yamls print(resources.get_yaml("Pod", "jumpy-shark-gbapp-frontend-844fdccf55-ggkbf", "default", "mycluster")) # sample use case of getting events print(resources.get_event Error: SyntaxError / EOF
Fixed Code: import resource_files resources = resource_files.ResourceFiles() # sample use case of getting yamls print(resources.get_yaml("Pod", "jumpy-shark-gbapp-frontend-844fdccf55-ggkbf", "default", "mycluster")) # sample use case of getting events print(resources.get_events('mycluster','default','78abd8c9-ac06-11e9-b68f-0e70a6ce6d3a')) # sample use case of getting describe info print(resources.get_logs('mycluster', 'default', "jumpy-shark-gbapp-frontend-844fdccf55-ggkbf")) Explanation: Complete the truncated code structure
intermediate
machine_learning
error_fixing
Pythoncode:Python
0
0
268
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport resource_files\n\nresources = resource_files.ResourceFiles()\n\n# sample use case of getting yamls\nprint(resources.get_yaml(\"Pod\", \"jumpy-shark-gbapp-frontend-844fdccf55-ggkbf\", \"default\", \"mycluster\"))\n\n# sample use case of getting events\nprint(resources.get_event\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport resource_files\n\nresources = resource_files.ResourceFiles()\n\n# sample use case of getting yamls\nprint(resources.get_yaml(\"Pod\", \"jumpy-shark-gbapp-frontend-844fdccf55-ggkbf\", \"default\", \"mycluster\"))\n\n# sample use case of getting events\nprint(resources.get_events('mycluster','default','78abd8c9-ac06-11e9-b68f-0e70a6ce6d3a'))\n\n# sample use case of getting describe info\nprint(resources.get_logs('mycluster', 'default', \"jumpy-shark-gbapp-frontend-844fdccf55-ggkbf\"))\n\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
53b4d42745fdda68cc9c6626c17825d3356f7324
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: """ Project: flask-rest Author: Saj Arora Description: Handle auth endpoints such as auth/signup, auth/login """ from api.v1 import make_json_ok_response, SageController, SageMethod from api.v1.fundamentals import helper from .auth_controller import AuthController def sage_auth_signup_function(self, resource, **kwargs): _UserModel = resource.get_account_model() args = helper.parse_args_for_model(_UserModel) user = _UserModel(**args) # user has been created user.put() # save to get a key for the user # Complete this line result, params = AuthController.create_unique_for_user(user.key) if not result: # not successful user.key.delete() raise params # this holds the error message else: return params # this holds accesskey and refresh token def sage_auth_authenticate_function(self, resource, **kwargs): result, params = AuthController.authenticate_client() if not result: # not successful raise params # this holds the error message else: return params # this holds the refresh token and the access token auth_controller = { 'signup': SageController(sage_auth_signup_function, SageMethod.POST, authenticate=False), 'authenticate': SageController(sage_auth_authenticate_function, SageMethod.POST, authenticate=False) }
The missing line is:
intermediate
api
fill_in_the_blank
Pythoncode:Python
2
0
1,305
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n\"\"\"\nProject: flask-rest\nAuthor: Saj Arora\nDescription: Handle auth endpoints such as auth/signup, auth/login\n\"\"\"\nfrom api.v1 import make_json_ok_response, SageController, SageMethod\nfrom api.v1.fundamentals import helper\nfrom .auth_controller import AuthController\n\n\ndef sage_auth_signup_function(self, resource, **kwargs):\n _UserModel = resource.get_account_model()\n args = helper.parse_args_for_model(_UserModel)\n user = _UserModel(**args) # user has been created\n user.put() # save to get a key for the user\n # Complete this line\n result, params = AuthController.create_unique_for_user(user.key)\n if not result: # not successful\n user.key.delete()\n raise params # this holds the error message\n else:\n return params # this holds accesskey and refresh token\n\n\ndef sage_auth_authenticate_function(self, resource, **kwargs):\n result, params = AuthController.authenticate_client()\n if not result: # not successful\n raise params # this holds the error message\n else:\n return params # this holds the refresh token and the access token\n\n\nauth_controller = {\n 'signup': SageController(sage_auth_signup_function, SageMethod.POST, authenticate=False),\n 'authenticate': SageController(sage_auth_authenticate_function, SageMethod.POST, authenticate=False)\n}"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
53b5ca21f061bcccc9e7720c97265d2e56f05552
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import random as rn import numpy as np # open system dynamics of a qubit and compare numerical results with the analytical calculations # NOTE these are also TUTORIALS of the library, so see the Tutorials for what these are doing and analytical # calculations. # currently includes 2 cases: (i) decay only, and (ii) unitary evolution by calling Liouville method without giving # any collapse operators. For now, only looks at excited state populations # TODO this is an unfinished test. below two tests are the same and it actually is not testing open system dynamics. decayRateSM = rn.random() excitedPopulation = lambda t: 0.5*np.exp(-(0.00001*(decayRateSM+1)*2+1j)*50*t) populations = {'excitedAnalytical':[], 'excitedNumerical':[]} # this is used as the calculate attribute of the qubit, and the singleQubit fixture evolve method calls this at every # step of the evolution. It stores both numerical and analytical excited state populations into the dictionary above. def singleQubitDecayCalculate(qub, state, i): populations['excitedAnalytical'].append(excitedPopulation(i*qub.stepSize)) populations['excitedNumerical'].append(state[0, 0])
def test_qubitUnitaryEvolutionFromLiouville(singleQubit): for k in populations: populations[k] = [] singleQubit.evolutionMethod = singleQubit.openEvolution singleQubit.calculate = singleQubitDecayCalculate singleQubit.evolve() assert singleQubit.stepCount == len(populations['excitedNumerical']) def test_qubitDecay(singleQubit): for k in populations: populations[k] = [] singleQubit.evolutionMethod = singleQubit.openEvolution singleQubit.calculate = singleQubitDecayCalculate singleQubit.evolve() assert singleQubit.stepCount == len(populations['excitedNumerical'])
intermediate
testing
code_completion
Pythoncode:Python
3
0
1,785
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport random as rn\nimport numpy as np\n\n# open system dynamics of a qubit and compare numerical results with the analytical calculations\n# NOTE these are also TUTORIALS of the library, so see the Tutorials for what these are doing and analytical\n# calculations.\n\n# currently includes 2 cases: (i) decay only, and (ii) unitary evolution by calling Liouville method without giving\n# any collapse operators. For now, only looks at excited state populations\n\n# TODO this is an unfinished test. below two tests are the same and it actually is not testing open system dynamics.\n\ndecayRateSM = rn.random()\n\nexcitedPopulation = lambda t: 0.5*np.exp(-(0.00001*(decayRateSM+1)*2+1j)*50*t)\npopulations = {'excitedAnalytical':[], 'excitedNumerical':[]}\n\n# this is used as the calculate attribute of the qubit, and the singleQubit fixture evolve method calls this at every\n# step of the evolution. It stores both numerical and analytical excited state populations into the dictionary above.\ndef singleQubitDecayCalculate(qub, state, i):\n populations['excitedAnalytical'].append(excitedPopulation(i*qub.stepSize))\n populations['excitedNumerical'].append(state[0, 0])"}, {"role": "assistant", "content": "\ndef test_qubitUnitaryEvolutionFromLiouville(singleQubit):\n for k in populations:\n populations[k] = []\n singleQubit.evolutionMethod = singleQubit.openEvolution\n singleQubit.calculate = singleQubitDecayCalculate\n singleQubit.evolve()\n assert singleQubit.stepCount == len(populations['excitedNumerical'])\n\ndef test_qubitDecay(singleQubit):\n for k in populations:\n populations[k] = []\n singleQubit.evolutionMethod = singleQubit.openEvolution\n singleQubit.calculate = singleQubitDecayCalculate\n singleQubit.evolve()\n assert singleQubit.stepCount == len(populations['excitedNumerical'])"}]
false
null
null
null
53b66284f62a337ba9819ca33a9acfe617722619
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: #this file will contain function that related to vector state from .density import * #we may use some functions from them or dependencies def row2col(vec): if np.ndim(vec)==1: col=[] for element in vec: col.append([element]) return col else: return vec def check_state(state): row2col(state) if np.shape(state)[1]>1: raise Exception("invalid state, not a vector!") if schmidt_inner(state,state) !=1: raise Exception("invalid state, not normalized!")
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Wrong logical operator Severity: CRITICAL Location: Line 3 Buggy code: from .density import * #we may use some functions from them or dependencies Should be: from .density import * #we may use some functions from them and dependencies Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
intermediate
database
logical_errors
Pythoncode:Python
2
0
537
true
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n#this file will contain function that related to vector state\n\nfrom .density import * #we may use some functions from them or dependencies\n\n\ndef row2col(vec):\n if np.ndim(vec)==1:\n col=[]\n for element in vec:\n col.append([element])\n return col\n else:\n return vec\n\ndef check_state(state):\n row2col(state)\n if np.shape(state)[1]>1:\n raise Exception(\"invalid state, not a vector!\")\n\n if schmidt_inner(state,state) !=1:\n raise Exception(\"invalid state, not normalized!\")"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Issue: Wrong logical operator\n Severity: CRITICAL\n\n Location: Line 3\n\n Buggy code:\n from .density import * #we may use some functions from them or dependencies\n\n Should be:\n from .density import * #we may use some functions from them and dependencies\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
53b6650eb89817fbb23a4d021878f43cb942eb48
TheStack--python--000.parquet
Explain this Pythoncode:Python code: #! /usr/bin/env python class MetadataSummary(): """ Summary Description of the ML prediction output """ def __init__(self, model, config): self.model = model self.description = "Metadata for the ML results" username = getpass.getuser() hostname = socket.gethostname() self.creator = username self.computename = hostname self.datetime = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S") self.version = uncoverml.__version__ model_str = ppretty(self.model, indent=' ', show_protected=True, show_static=True, show_address=False, str_length=50) self.config = config self.name = self.config.name # 'demo_regression' self.algorithm = self.config.algorithm # 'svr' self.extent = ((-10, 100),(-40, 140)) if config.cross_validate and os.path.exists(config.crossval_scores_file): with open(config.crossval_scores_file) as sf: self.model_performance_metrics = json.load(sf) else: self.model_performance_metrics = None def write_metadata(self, out_filename): """ write the metadata for this prediction result, into a human-readable txt file. in order to make the ML results traceable and reproduceable (provenance) """ with open(out_filename, 'w') as outf: outf.write("# Metadata Profile for the Prediction Results") outf.write("\n\n############ Software Environment ###########\n\n") outf.write("Creator = %s \n"%self.creator) outf.write("Computer = %s \n"%self.computename) outf.write("ML Algorithm = %s \n"%self.algorithm) outf.write("Version = %s\n"%self.version) outf.write("Datetime = %s \n"%self.datetime) outf.write("\n\n############ Performance Matrics ###########\n\n") if self.model_performance_metrics: for keys, values in self.model_performance_metrics.items(): outf.write("%s = %s\n"%(keys, values)) outf.write("\n\n############ Configuration ###########\n\n") conf_str = ppretty(self.config, indent=' ', width=200, seq_length=200, show_protected=True, show_static=True, show_properties=True, show_address=False, str_length=200) outf.write(conf_str) outf.write("\n\n############ Model ###########\n\n") model_str = ppretty(self.model, indent=' ', show_protected=True, show_static=True, show_address=False, str_length=50) outf.write(model_str) outf.write("\n\n############ The End of Metadata ###########\n\n") return out_filename
Functions: __init__, write_metadata Classes: MetadataSummary This code demonstrates Pythoncode:Python programming.
advanced
database
code_explanation
Pythoncode:Python
2
1
2,837
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#! /usr/bin/env python\nclass MetadataSummary():\n \"\"\"\n Summary Description of the ML prediction output\n \"\"\"\n def __init__(self, model, config):\n self.model = model\n self.description = \"Metadata for the ML results\"\n username = getpass.getuser()\n hostname = socket.gethostname()\n\n self.creator = username\n self.computename = hostname\n self.datetime = datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\")\n self.version = uncoverml.__version__\n\n model_str = ppretty(self.model, indent=' ', show_protected=True, show_static=True,\n show_address=False, str_length=50)\n\n self.config = config\n self.name = self.config.name # 'demo_regression'\n self.algorithm = self.config.algorithm # 'svr'\n\n self.extent = ((-10, 100),(-40, 140))\n\n if config.cross_validate and os.path.exists(config.crossval_scores_file):\n with open(config.crossval_scores_file) as sf:\n self.model_performance_metrics = json.load(sf)\n else:\n self.model_performance_metrics = None\n\n\n def write_metadata(self, out_filename):\n \"\"\"\n write the metadata for this prediction result, into a human-readable txt file.\n in order to make the ML results traceable and reproduceable (provenance)\n \"\"\"\n with open(out_filename, 'w') as outf:\n outf.write(\"# Metadata Profile for the Prediction Results\")\n\n outf.write(\"\\n\\n############ Software Environment ###########\\n\\n\")\n outf.write(\"Creator = %s \\n\"%self.creator)\n outf.write(\"Computer = %s \\n\"%self.computename)\n outf.write(\"ML Algorithm = %s \\n\"%self.algorithm)\n outf.write(\"Version = %s\\n\"%self.version)\n outf.write(\"Datetime = %s \\n\"%self.datetime)\n\n outf.write(\"\\n\\n############ Performance Matrics ###########\\n\\n\")\n if self.model_performance_metrics:\n for keys, values in self.model_performance_metrics.items():\n outf.write(\"%s = %s\\n\"%(keys, values))\n\n outf.write(\"\\n\\n############ Configuration ###########\\n\\n\")\n\n conf_str = ppretty(self.config, indent=' ', width=200, seq_length=200,\n show_protected=True, show_static=True, show_properties=True, \n show_address=False, str_length=200)\n\n outf.write(conf_str)\n\n outf.write(\"\\n\\n############ Model ###########\\n\\n\")\n model_str = ppretty(self.model, indent=' ', show_protected=True, show_static=True, \n show_address=False, str_length=50)\n\n outf.write(model_str)\n\n outf.write(\"\\n\\n############ The End of Metadata ###########\\n\\n\")\n\n return out_filename"}, {"role": "assistant", "content": " Functions: __init__, write_metadata\n Classes: MetadataSummary\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
53b6dc5235fed6c6481fdc6dfb8b105b1f554689
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import numpy as np import pandas as pd from pandas.util import testing as tm class algorithm(object): goal_time = 0.2 def setup(self): N = 100000 self.int_unique = pd.Int64Index(np.arange(N * 5)) # cache is_unique self.int_unique.is_unique self.int = pd.Int64Index(np.arange(N).repeat(5)) self.float = pd.Float64Index(np.random.randn(N).repeat(5)) # Convenience naming. self.checked_add = pd.core.nanops._checked_add_with_arr self.arr = np.arange(1000000) self.arrpos = np.arange(1000000) self.arrneg = np.arange(-1000000, 0) self.arrmixed = np.array([1, -1]).repeat(500000) def time_int_factorize(self): self.int.factorize() def time_float_factorize(self): self.int.factorize() def time_int_unique_duplicated(self): self.int_unique.duplicated() def time_int_duplicated(self): self.int.duplicated() def time_float_duplicated(self): self.float.duplicated() def time_add_overflow_pos_scalar(self): self.checked_add(self.arr, 1) def time_add_overflow_neg_scalar(self): self.checked_add(self.arr, -1) def time_add_overflow_zero_scalar(self): self.checked_add(self.arr, 0) def time_add_overflow_pos_arr(self): self.checked_add(self.arr, self.arrpos) def time_add_overflow_neg_arr(self): self.checked_add(self.arr, self.arrneg) def time_add_overflow_mixed_arr(self): self.checked_add(self.arr, self.arrmixed) class hashing(object): goal_time = 0.2 def setup(self): N = 100000 self.df = pd.DataFrame( {'A': pd.Series(tm.makeStringIndex(100).take( np.random.randint(0, 100, size=N))), 'B': pd.Series(tm.makeStringIndex(10000).take( np.random.randint(0, 10000, size=N))), 'D': np.random.randn(N), 'E': np.arange(N), 'F': pd.date_range('20110101', freq='s', periods=N), 'G': pd.timedelta_range('1 day', freq='s', periods=N), }) self.df['C'] = self.df['B'].astype('category') self.df.iloc[10:20] = np.nan def time_frame(self): self.df.hash() def time_series_int(self): self.df.E.hash() def time_series_string(self): self.df.B.hash() def time_series_categorical(self): self.df.C.hash()
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
testing
refactoring
Pythoncode:Python
17
2
2,447
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport numpy as np\nimport pandas as pd\nfrom pandas.util import testing as tm\n\n\nclass algorithm(object):\n goal_time = 0.2\n\n def setup(self):\n N = 100000\n\n self.int_unique = pd.Int64Index(np.arange(N * 5))\n # cache is_unique\n self.int_unique.is_unique\n\n self.int = pd.Int64Index(np.arange(N).repeat(5))\n self.float = pd.Float64Index(np.random.randn(N).repeat(5))\n\n # Convenience naming.\n self.checked_add = pd.core.nanops._checked_add_with_arr\n\n self.arr = np.arange(1000000)\n self.arrpos = np.arange(1000000)\n self.arrneg = np.arange(-1000000, 0)\n self.arrmixed = np.array([1, -1]).repeat(500000)\n\n def time_int_factorize(self):\n self.int.factorize()\n\n def time_float_factorize(self):\n self.int.factorize()\n\n def time_int_unique_duplicated(self):\n self.int_unique.duplicated()\n\n def time_int_duplicated(self):\n self.int.duplicated()\n\n def time_float_duplicated(self):\n self.float.duplicated()\n\n def time_add_overflow_pos_scalar(self):\n self.checked_add(self.arr, 1)\n\n def time_add_overflow_neg_scalar(self):\n self.checked_add(self.arr, -1)\n\n def time_add_overflow_zero_scalar(self):\n self.checked_add(self.arr, 0)\n\n def time_add_overflow_pos_arr(self):\n self.checked_add(self.arr, self.arrpos)\n\n def time_add_overflow_neg_arr(self):\n self.checked_add(self.arr, self.arrneg)\n\n def time_add_overflow_mixed_arr(self):\n self.checked_add(self.arr, self.arrmixed)\n\n\nclass hashing(object):\n goal_time = 0.2\n\n def setup(self):\n N = 100000\n\n self.df = pd.DataFrame(\n {'A': pd.Series(tm.makeStringIndex(100).take(\n np.random.randint(0, 100, size=N))),\n 'B': pd.Series(tm.makeStringIndex(10000).take(\n np.random.randint(0, 10000, size=N))),\n 'D': np.random.randn(N),\n 'E': np.arange(N),\n 'F': pd.date_range('20110101', freq='s', periods=N),\n 'G': pd.timedelta_range('1 day', freq='s', periods=N),\n })\n self.df['C'] = self.df['B'].astype('category')\n self.df.iloc[10:20] = np.nan\n\n def time_frame(self):\n self.df.hash()\n\n def time_series_int(self):\n self.df.E.hash()\n\n def time_series_string(self):\n self.df.B.hash()\n\n def time_series_categorical(self):\n self.df.C.hash()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
53b7d55368f6a08688dd3db11b258ac91759ec48
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python #=============================================================================# # # # NAME: do_RMsynth_1D.py # # # # PURPOSE: API for runnning RM-synthesis on an ASCII Stokes I, Q & U spectrum.# # # # MODIFIED: 16-Nov-2018 by J. West # # MODIFIED: 23-October-2019 by A. Thomson # # # #=============================================================================# # # # The MIT License (MIT) # # # # Copyright (c) 2015 - 2018 Cormac R. Purcell # # # # Permission is hereby granted, free of charge, to any person obtaining a # # copy of this software and associated documentation files (the "Software"), # # to deal in the Software without restriction, including without limitation # # the rights to use, copy, modify, merge, publish, distribute, sublicense, # # and/or sell copies of the So ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: # Software is furnished to do so, subject to the following conditions: # # # # The above copyright notice and this permission notice shall be included in # # all copies or substantial portions of the Software. # # #
intermediate
api
incomplete_code
Pythoncode:Python
0
0
1,572
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python\n#=============================================================================#\n# #\n# NAME: do_RMsynth_1D.py #\n# #\n# PURPOSE: API for runnning RM-synthesis on an ASCII Stokes I, Q & U spectrum.#\n# #\n# MODIFIED: 16-Nov-2018 by J. West #\n# MODIFIED: 23-October-2019 by A. Thomson #\n# #\n#=============================================================================#\n# #\n# The MIT License (MIT) #\n# #\n# Copyright (c) 2015 - 2018 Cormac R. Purcell #\n# #\n# Permission is hereby granted, free of charge, to any person obtaining a #\n# copy of this software and associated documentation files (the \"Software\"), #\n# to deal in the Software without restriction, including without limitation #\n# the rights to use, copy, modify, merge, publish, distribute, sublicense, #\n# and/or sell copies of the So\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# Software is furnished to do so, subject to the following conditions: #\n# #\n# The above copyright notice and this permission notice shall be included in #\n# all copies or substantial portions of the Software. #\n# #"}]
true
syntax
HARD_CUT
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53b8d7ac852024e1d3318cbf747bac9b0ef35d8a
TheStack--python--000.parquet