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Debug this Pythoncode:Python code: from django import forms from ...models import Language class LanguageForm(forms.ModelForm): """ Form for creating and modifying language objects """ class Meta: model = Language fields = [ "code", "english_name", "native_name", "text_direction", ]
Code analysis results: 🔴 Errors found: Unterminated string literal at line 7 ⚠️ Warnings: Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 13 Unexpected indentation at line 14 💡 Suggestions: Add closing quote at line 7 Add docstring to class 'Meta'
intermediate
database
debugging
Pythoncode:Python
0
2
341
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom django import forms\n\nfrom ...models import Language\n\n\nclass LanguageForm(forms.ModelForm):\n \"\"\"\n Form for creating and modifying language objects\n \"\"\"\n\n class Meta:\n model = Language\n fields = [\n \"code\",\n \"english_name\",\n \"native_name\",\n \"text_direction\",\n ]"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 7\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 7\n Add docstring to class 'Meta'"}]
false
null
null
null
b9f4182f4b0683cbf4f51c72cef042f5acb55553
TheStack--python--000.parquet
Review this Pythoncode:Python code: from django import forms from .models import * from server.models import * class ChoiceFieldNoValidation(forms.ChoiceField): def validate(self, value): pass class SaveSearchForm(forms.ModelForm): class Meta: model = SavedSearch fields = ('name',) class SearchRowForm(forms.ModelForm): skip_fields = [ 'id', 'machine_group', 'report', 'activity', 'errors', 'warnings', 'install_log', 'puppet_errors', 'install_log_hash' ] search_fields = [] for f in Machine._meta.fields: if f.name not in skip_fields: add = (f.name,f.name,) search_fields.append(add) search_field = ChoiceFieldNoValidation(choices=sorted(search_fields)) and_or = ChoiceFieldNoValidation(choices=AND_OR_CHOICES) def __init__(self, *args, **kwargs): self.search_group = kwargs.pop('search_group', None) super(SearchRowForm, self).__init__(*args, **kwargs) try: search_group_count = self.search_group.searchrow_set.count() except: search_group_count = 0 if search_group_count == 0 and self.search_group: self.fields['and_or'] = ChoiceFieldNoValidation( initial='AND', widget=forms.HiddenInput() ) class Meta: model = SearchRow fields = ('search_models', 'search_field', 'and_or', 'operator','search_term',)
Code Review: ❌ Critical issues: Block at line 15 has no indented body ⚠️ Code quality: Unexpected indentation at line 13 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 32 Unexpected indentation at line 35 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 42 Unexpected indentation at line 44 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 52 Bare 'except:' catches all exceptions - be specific Avoid 'import *' at line 3 - import specific names Avoid 'import *' at line 4 - import specific names ✨ Improvements: Add docstring to class 'ChoiceFieldNoValidation' Add docstring to class 'SaveSearchForm' Add docstring to class 'SearchRowForm' Add docstring to class 'Meta' Add docstring to function '__init__' Add docstring to class 'Meta'
advanced
database
code_review
Pythoncode:Python
2
5
1,482
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom django import forms\n\nfrom .models import *\nfrom server.models import *\n\nclass ChoiceFieldNoValidation(forms.ChoiceField):\n def validate(self, value):\n pass\n\nclass SaveSearchForm(forms.ModelForm):\n class Meta:\n model = SavedSearch\n fields = ('name',)\n\nclass SearchRowForm(forms.ModelForm):\n\n skip_fields = [\n 'id',\n 'machine_group',\n 'report',\n 'activity',\n 'errors',\n 'warnings',\n 'install_log',\n 'puppet_errors',\n 'install_log_hash'\n ]\n search_fields = []\n for f in Machine._meta.fields:\n if f.name not in skip_fields:\n add = (f.name,f.name,)\n search_fields.append(add)\n\n search_field = ChoiceFieldNoValidation(choices=sorted(search_fields))\n and_or = ChoiceFieldNoValidation(choices=AND_OR_CHOICES)\n\n def __init__(self, *args, **kwargs):\n self.search_group = kwargs.pop('search_group', None)\n super(SearchRowForm, self).__init__(*args, **kwargs)\n try:\n search_group_count = self.search_group.searchrow_set.count()\n except:\n search_group_count = 0\n if search_group_count == 0 and self.search_group:\n self.fields['and_or'] = ChoiceFieldNoValidation(\n initial='AND',\n widget=forms.HiddenInput()\n )\n\n class Meta:\n model = SearchRow\n fields = ('search_models', 'search_field', 'and_or', 'operator','search_term',)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Block at line 15 has no indented body\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 13\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 32\n Unexpected indentation at line 35\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 42\n Unexpected indentation at line 44\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 52\n Bare 'except:' catches all exceptions - be specific\n Avoid 'import *' at line 3 - import specific names\n Avoid 'import *' at line 4 - import specific names\n\n\u2728 Improvements:\n Add docstring to class 'ChoiceFieldNoValidation'\n Add docstring to class 'SaveSearchForm'\n Add docstring to class 'SearchRowForm'\n Add docstring to class 'Meta'\n Add docstring to function '__init__'\n Add docstring to class 'Meta'"}]
false
null
null
null
b9f437d2e63f9838da4ffa0491804e95e149a773
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: # # PySNMP MIB module InternetThruway-MIB (http://snmplabs.com/pysmi) # ASN.1 source file:///Users/davwang4/Dev/mibs.snmplabs.com/asn1/InternetThruway-MIB # Produced by pysmi-0.3.4 at Wed May 1 13:58:27 2019 # On host DAVWANG4-M-1475 platform Darwin version 18.5.0 by user davwang4 # Using Python version 3.7.3 (default, Mar 27 2019, 09:23:15) # class TimeString(DisplayString): pass # Complete this line if mibBuilder.loadTexts: partitionTable.setStatus('mandatory') if mibBuilder.loadTexts: partitionTable.setDescription('The PartitionTable contains information about each disk partition on the CSG') partitionTableEntry = MibTableRow((1, 3, 6, 1, 4, 1, 562, 14, 2, 1, 1, 1, 1), ).setIndexNames((0, "InternetThruway-MIB", "partitionIndex")) if mibBuilder.loadTexts: partitionTableEntry.setStatus('mandatory') if mibBuilder.loadTexts: partitionTableEntry.setDescription('An entry in the PartitionTable. Indexed by partitionIndex') ... [12 more classdefs truncated] ...
The missing line is: partitionTable = MibTable((1, 3, 6, 1, 4, 1, 562, 14, 2, 1, 1, 1), )
advanced
api
fill_in_the_blank
Pythoncode:Python
0
1
1,032
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#\n# PySNMP MIB module InternetThruway-MIB (http://snmplabs.com/pysmi)\n# ASN.1 source file:///Users/davwang4/Dev/mibs.snmplabs.com/asn1/InternetThruway-MIB\n# Produced by pysmi-0.3.4 at Wed May 1 13:58:27 2019\n# On host DAVWANG4-M-1475 platform Darwin version 18.5.0 by user davwang4\n# Using Python version 3.7.3 (default, Mar 27 2019, 09:23:15) \n#\nclass TimeString(DisplayString):\n pass\n\n # Complete this line\nif mibBuilder.loadTexts: partitionTable.setStatus('mandatory')\nif mibBuilder.loadTexts: partitionTable.setDescription('The PartitionTable contains information about each disk partition on the CSG')\npartitionTableEntry = MibTableRow((1, 3, 6, 1, 4, 1, 562, 14, 2, 1, 1, 1, 1), ).setIndexNames((0, \"InternetThruway-MIB\", \"partitionIndex\"))\nif mibBuilder.loadTexts: partitionTableEntry.setStatus('mandatory')\nif mibBuilder.loadTexts: partitionTableEntry.setDescription('An entry in the PartitionTable. Indexed by partitionIndex')\n\n ... [12 more classdefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\npartitionTable = MibTable((1, 3, 6, 1, 4, 1, 562, 14, 2, 1, 1, 1), )"}]
false
null
null
null
b9f59c6c5e552b8bde064c8fa9f25427a65b2006
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: from bs4 import BeautifulSoup as bs import requests class BBC: def __init__(self, url:str): article = requests.get(url) self.soup = bs(article.content, "html.parser") #print(dir(self.soup)) #print(self.soup.h1.text) self.body = self.get_body() self.link = url self.title = self.get_title() self.author = self.get_author() self.images = self.get_images() self.date = self.get_date() #author = self.soup.find #date = self.soup #for img in imgs: # print(img['src']) paras = self.soup.find_all('div', {"class" : "ssrcss-17j9f6r-RichTextContainer e5tfeyi1"}) #for para in paras: # print(para.text) def get_body(self) -> list: #body = self.soup.find(property="articleBody") paras = self.soup.find_all('div', {"class" : "ssrcss-17j9f6r-RichTextContainer e5tfeyi1"}) #for para in paras: # print(para.text) return [p.text for p in paras] #return [p.text for p in body.find_all("p")] def get_title(self) -> str: #return self.soup.find(class_="story-body__h1").text return self.soup.h1.text def get_author(self) -> str: author = self.soup.find('p', {'class' : 'ssrcss-1rv0moy-Contributor e5xb54n2'}) return author.text.replace("BBC News", "") def get_images(self) -> list: imgs = self.soup.find_all('figure', {'class' : 'ssrcss-wpgbih-StyledFigure e34k3c23'}) imgs_lst = [] for img in imgs: ... code continues ...
Completion: Missing: For block is incomplete - body missing To complete: • Add body to For block or use 'pass' statement Example continuation: try: if "blank_white_space" not in img.img['src']: imgs_lst.append(img.img['src'])#['div']['span']['span']['img']) except: pass
advanced
api
incomplete_code
Pythoncode:Python
6
1
1,651
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom bs4 import BeautifulSoup as bs\nimport requests \n\nclass BBC:\n def __init__(self, url:str):\n article = requests.get(url)\n self.soup = bs(article.content, \"html.parser\")\n #print(dir(self.soup))\n #print(self.soup.h1.text)\n self.body = self.get_body()\n self.link = url\n self.title = self.get_title()\n self.author = self.get_author()\n self.images = self.get_images()\n self.date = self.get_date()\n #author = self.soup.find\n \n \n \n #date = self.soup\n \n #for img in imgs:\n #\tprint(img['src'])\n \n \n paras = self.soup.find_all('div', {\"class\" : \"ssrcss-17j9f6r-RichTextContainer e5tfeyi1\"})\n #for para in paras:\n #\tprint(para.text)\n \n def get_body(self) -> list:\n #body = self.soup.find(property=\"articleBody\")\n \n paras = self.soup.find_all('div', {\"class\" : \"ssrcss-17j9f6r-RichTextContainer e5tfeyi1\"})\n \n #for para in paras:\n #\tprint(para.text)\n return [p.text for p in paras]\n #return [p.text for p in body.find_all(\"p\")]\n \n def get_title(self) -> str:\n #return self.soup.find(class_=\"story-body__h1\").text\n return self.soup.h1.text\n \n def get_author(self) -> str:\n \tauthor = self.soup.find('p', {'class' : 'ssrcss-1rv0moy-Contributor e5xb54n2'})\n \treturn author.text.replace(\"BBC News\", \"\")\n \t\n def get_images(self) -> list:\n imgs = self.soup.find_all('figure', {'class' : 'ssrcss-wpgbih-StyledFigure e34k3c23'})\n \t\n imgs_lst = []\n \n for img in imgs:\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: For block is incomplete - body missing\n\n To complete:\n \u2022 Add body to For block or use 'pass' statement\n\n Example continuation:\n \ttry:\n \t\tif \"blank_white_space\" not in img.img['src']:\n \t\t\timgs_lst.append(img.img['src'])#['div']['span']['span']['img'])\n \texcept:\n \t\tpass"}]
true
syntax
MID_BLOCK
HIGH
b9f67833672023bef782862284907976acb9371f
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # In[42]: from scipy.integrate import odeint import numpy as np import matplotlib.pyplot as plt # In[43]: # describe the model def deriv(y, t, N, beta, gamma, delta): S, E, I, R = y dSdt = -beta * S * I / N # S(t) – susceptible (de som är mottagliga för infektion). dEdt = beta * S * I / N - gamma * E dIdt = delta * E - gamma * I # I(t) – infected (de som har pågående infektion) dRdt = gamma * I return dSdt, dEdt, dIdt, dRdt # In[44]: # describe the parameters N = 2283 #Totala befolkningen N=s(t)+I(t)+R(t) D = 4.0 #infections last four days gamma = 1.0 / D #Reoval rate (Hur många som tillfrisknar) delta = 1.0 / 5.0 #incubation period of five days R_0 = 2.5 #Reproduktionstalet beta = R_0 * gamma #r_0=beta/gamma. antal som smittas per infekterad och per tid (beror på virusets egenskaper samt hur vi beter oss). S0, E0, I0, R0 = N-1, 1, 0, 0 # initial conditions: one infected, rest susceptible #Rt = R0 * S(t)/Ntot* (1 – b). b = effekt av policy och beteendeförändringar # In[45]: t = np.linspace(0, 99, 100) # Grid of time points (in days) y0 = S0, E0, I0, R0 # Initial conditions vector # Integrate the SIR equations over the time grid, t. ret = odeint(deriv, y0, t, args=(N, beta, gamma, delta)) S, E, I, R = ret.T # In[46]: def plotsir(t, S, E, I, R): f, ax = plt.subplots(1,1,figsize=(10,4)) ax.plot(t, S, 'b', alpha=0.7, linewidth=2, label='Susceptible') ax.plot(t, E, 'y', alpha=0.7, linewidth=2, label='Exposed') ax.plot(t, I, 'r', alpha=0.7, linewidth=2, label='Infected') ax.plot(t, R, 'g', alpha=0.7, linewidth=2, label='Recovered') ax.set_xlabel('Time (days)') ax.yaxis.set_tick_params(length=0) ax.xaxis.set_tick_params(length=0) ax.grid(b=True, which='major', c='w', lw=2, ls='-') legend = ax.legend() legend.get_frame().set_alpha(0.5) for y0 in ('top', 'right', 'bottom', 'left'): ax.spines[spine].set_visible(False) plt.savefig('Plot.png') plt.show(); # plot the graph # In[47]: plotsir(t, S, E, I, R) # In[ ]:
Error Analysis: Error Type: VARIABLE_SHADOWING Error: VARIABLE_SHADOWING Detected Errors: • Block at line 1 has no indented body • Block at line 9 has no indented body • Block at line 22 has no indented body Fix: Use different variable name in nested scope
intermediate
machine_learning
error_detection
Pythoncode:Python
2
0
2,041
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# In[42]:\n\n\nfrom scipy.integrate import odeint\nimport numpy as np\nimport matplotlib.pyplot as plt\n\n\n# In[43]:\n\n\n# describe the model\ndef deriv(y, t, N, beta, gamma, delta):\n S, E, I, R = y\n dSdt = -beta * S * I / N # S(t) \u2013 susceptible (de som a\u0308r mottagliga fo\u0308r infektion).\n dEdt = beta * S * I / N - gamma * E\n dIdt = delta * E - gamma * I # I(t) \u2013 infected (de som har pa\u030aga\u030aende infektion)\n dRdt = gamma * I\n return dSdt, dEdt, dIdt, dRdt\n\n\n# In[44]:\n\n\n# describe the parameters\nN = 2283 #Totala befolkningen N=s(t)+I(t)+R(t)\nD = 4.0 #infections last four days\ngamma = 1.0 / D #Reoval rate (Hur m\u00e5nga som tillfrisknar)\ndelta = 1.0 / 5.0 #incubation period of five days\nR_0 = 2.5 #Reproduktionstalet \nbeta = R_0 * gamma #r_0=beta/gamma. antal som smittas per infekterad och per tid (beror pa\u030a virusets egenskaper samt hur vi beter oss). \nS0, E0, I0, R0 = N-1, 1, 0, 0 # initial conditions: one infected, rest susceptible\n \n#Rt = R0 * S(t)/Ntot* (1 \u2013 b). b = effekt av policy och beteendefo\u0308ra\u0308ndringar\n\n# In[45]:\n\n\nt = np.linspace(0, 99, 100) # Grid of time points (in days)\ny0 = S0, E0, I0, R0 # Initial conditions vector\n \n# Integrate the SIR equations over the time grid, t.\nret = odeint(deriv, y0, t, args=(N, beta, gamma, delta))\nS, E, I, R = ret.T\n\n\n# In[46]:\n\n\ndef plotsir(t, S, E, I, R):\n f, ax = plt.subplots(1,1,figsize=(10,4))\n ax.plot(t, S, 'b', alpha=0.7, linewidth=2, label='Susceptible')\n ax.plot(t, E, 'y', alpha=0.7, linewidth=2, label='Exposed')\n ax.plot(t, I, 'r', alpha=0.7, linewidth=2, label='Infected')\n ax.plot(t, R, 'g', alpha=0.7, linewidth=2, label='Recovered')\n\n ax.set_xlabel('Time (days)')\n\n ax.yaxis.set_tick_params(length=0)\n ax.xaxis.set_tick_params(length=0)\n ax.grid(b=True, which='major', c='w', lw=2, ls='-')\n legend = ax.legend()\n legend.get_frame().set_alpha(0.5)\n for y0 in ('top', 'right', 'bottom', 'left'):\n ax.spines[spine].set_visible(False)\n plt.savefig('Plot.png')\n plt.show();\n\n\n# plot the graph\n\n# In[47]:\n\n\n\nplotsir(t, S, E, I, R)\n\n\n# In[ ]:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: VARIABLE_SHADOWING\n Error: VARIABLE_SHADOWING\n\n Detected Errors:\n \u2022 Block at line 1 has no indented body\n \u2022 Block at line 9 has no indented body\n \u2022 Block at line 22 has no indented body\n\n Fix: Use different variable name in nested scope"}]
true
logical
VARIABLE_SHADOWING
LOW
b9f73f41171ea9b93f4f79bc336c9fe6927dba89
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: pregunta = input('trabajas desde casa? ') if pregunta == True: print 'Eres afortunado' if pregunta == False: print 'Trabajas fuera de casa' tiempo = input('Cuantos minutos haces al trabajo: ') if tiempo == 0: print 'trabajas desde casa' elif tiempo <=20: print 'Es poco tiempo' elif tiempo >= 21 and tiempo <=45: print 'Es un tiempo razonable' else: print 'Busca otras rutas'
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
general
refactoring
Pythoncode:Python
0
0
466
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\npregunta = input('trabajas desde casa? ')\r\n\r\nif pregunta == True:\r\n print 'Eres afortunado'\r\n\r\nif pregunta == False:\r\n print 'Trabajas fuera de casa'\r\n\r\n tiempo = input('Cuantos minutos haces al trabajo: ')\r\n if tiempo == 0:\r\n print 'trabajas desde casa'\r\n\r\n elif tiempo <=20:\r\n print 'Es poco tiempo'\r\n\r\n elif tiempo >= 21 and tiempo <=45:\r\n print 'Es un tiempo razonable'\r\n\r\n else:\r\n print 'Busca otras rutas'"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
b9f778c162a3f42e748bada544f1b060ab9f29ed
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import logging import re from urllib.parse import urlparse from django.conf import settings from django.utils.cache import add_never_cache_headers from django.utils.cache import patch_cache_control from django.utils.cache import patch_response_headers logger = logging.getLogger(__name__) STAC_BASE = settings.STAC_BASE STAC_BASE_V = settings.STAC_BASE_V class CacheHeadersMiddleware: '''Middleware that adds appropriate cache headers to GET and HEAD methods. NOTE: /checker, /get-token, /metrics and /{healthcheck} endpoints are marked as never cache. ''' def __init__(self, get_response): self.get_response = get_response def __call__(self, request): # Code to be executed for each request before # the view (and later middleware) are called. response = self.get_response(request) # Code to be executed for each request/response after # the view is called. # match /xxx or /api/stac/xxx # f.ex. /metrics, /checker, /api/stac/{healthcheck}, /api/stac/get-token if re.match(fr'^(/{STAC_BASE})?/\w+$', request.path): add_never_cache_headers(response) elif ( request.method in ('GET', 'HEAD') and not request.path.startswith(u
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Unterminated string literal at line 17 • Unclosed '(' at line 37 - expected ')' • Unclosed '(' at line 39 - expected ')' Fix: Close the string literal with matching quote
advanced
api
error_detection
Pythoncode:Python
2
1
1,270
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport logging\nimport re\nfrom urllib.parse import urlparse\n\nfrom django.conf import settings\nfrom django.utils.cache import add_never_cache_headers\nfrom django.utils.cache import patch_cache_control\nfrom django.utils.cache import patch_response_headers\n\nlogger = logging.getLogger(__name__)\n\nSTAC_BASE = settings.STAC_BASE\nSTAC_BASE_V = settings.STAC_BASE_V\n\n\nclass CacheHeadersMiddleware:\n '''Middleware that adds appropriate cache headers to GET and HEAD methods.\n\n NOTE: /checker, /get-token, /metrics and /{healthcheck} endpoints are marked as never cache.\n '''\n\n def __init__(self, get_response):\n self.get_response = get_response\n\n def __call__(self, request):\n # Code to be executed for each request before\n # the view (and later middleware) are called.\n\n response = self.get_response(request)\n\n # Code to be executed for each request/response after\n # the view is called.\n # match /xxx or /api/stac/xxx\n # f.ex. /metrics, /checker, /api/stac/{healthcheck}, /api/stac/get-token\n if re.match(fr'^(/{STAC_BASE})?/\\w+$', request.path):\n add_never_cache_headers(response)\n elif (\n request.method in ('GET', 'HEAD') and\n not request.path.startswith(u"}, {"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 17\n \u2022 Unclosed '(' at line 37 - expected ')'\n \u2022 Unclosed '(' at line 39 - expected ')'\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
b9f8215f5040fa71b2646d52a053545a92c3fd12
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: # author huangchuanhong import torch from mmcv.runner import load_checkpoint from ..base import BaseDetector from ..single_stage import SingleStageDetector from ...registry import DETECTORS from ...builder import build_detector @DETECTORS.register_module class KDSingleStageDetector(SingleStageDetector): def __init__(self, backbone, teacher, neck=None, bbox_head=None, train_cfg=None, test_cfg=None, pretrained=None): super(KDSingleStageDetector, self).__init__(backbone, neck=neck, bbox_head=bbox_head, train_cfg=train_cfg, test_cfg=test_cfg, pretrained=pretrained) self.teacher_detector = build_detector(teacher.model, train_cfg=None, test_cfg=test_cfg) load_checkpoint(self.teacher_detector, teacher.checkpoint) self.teacher_detector.eval() self.beta = train_cfg.teacher.beta def forward_train(self, img, img_metas, # Complete this line gt_labels, gt_bboxes_ignore=None, beta=1000.): feats = () backbone_feats = self.backbone(img) if self.train_cfg.teacher.backbone_at: for i in self.train_cfg.teacher.backbone_at_idxes: feats += (backbone_feats[i],) if self.with_neck: neck_feats = self.neck(backbone_feats) if self.train_cfg.teacher.neck_at: feats += neck_feats outs = self.bbox_head(neck_feats) else: outs = self.bbox_head(backbone_feats) with torch.no_grad(): t_feats = () t_backbone_feats = self.teacher_detector.backbone(img) if self.train_cfg.teacher.backbone_at: for i in self.train_cfg.teacher.backbone_at_idxes: t_feats += (t_backbone_feats[i],) if self.with_neck: t_neck_feats = self.teacher_detector.neck(t_backbone_feats) if self.train_cfg.teacher.neck_at: t_feats += t_neck_feats t_outs = self.teacher_detector.bbox_head(t_neck_feats) else: t_outs = self.teacher_detector.bbox_head(t_backbone_feats) loss_inputs = (feats,) + outs + (t_feats,) + t_outs + (gt_bboxes, gt_labels, img_metas, self.train_cfg) losses = self.bbox_head.loss( *loss_inputs, gt_bboxes_ignore=gt_bboxes_ignore) return losses
The missing line is: gt_bboxes,
advanced
testing
fill_in_the_blank
Pythoncode:Python
2
1
2,818
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# author huangchuanhong\nimport torch\nfrom mmcv.runner import load_checkpoint\nfrom ..base import BaseDetector\nfrom ..single_stage import SingleStageDetector\nfrom ...registry import DETECTORS\nfrom ...builder import build_detector\n\n\n@DETECTORS.register_module\nclass KDSingleStageDetector(SingleStageDetector):\n def __init__(self,\n backbone,\n teacher,\n neck=None,\n bbox_head=None,\n train_cfg=None,\n test_cfg=None,\n pretrained=None):\n super(KDSingleStageDetector, self).__init__(backbone,\n neck=neck,\n bbox_head=bbox_head,\n train_cfg=train_cfg,\n test_cfg=test_cfg,\n pretrained=pretrained)\n self.teacher_detector = build_detector(teacher.model, train_cfg=None, test_cfg=test_cfg)\n load_checkpoint(self.teacher_detector, teacher.checkpoint)\n self.teacher_detector.eval()\n self.beta = train_cfg.teacher.beta\n\n def forward_train(self,\n img,\n img_metas,\n # Complete this line\n gt_labels,\n gt_bboxes_ignore=None,\n beta=1000.):\n feats = ()\n backbone_feats = self.backbone(img)\n if self.train_cfg.teacher.backbone_at:\n for i in self.train_cfg.teacher.backbone_at_idxes:\n feats += (backbone_feats[i],)\n if self.with_neck:\n neck_feats = self.neck(backbone_feats)\n if self.train_cfg.teacher.neck_at:\n feats += neck_feats\n outs = self.bbox_head(neck_feats)\n else:\n outs = self.bbox_head(backbone_feats)\n with torch.no_grad():\n t_feats = ()\n t_backbone_feats = self.teacher_detector.backbone(img)\n if self.train_cfg.teacher.backbone_at:\n for i in self.train_cfg.teacher.backbone_at_idxes:\n t_feats += (t_backbone_feats[i],)\n if self.with_neck:\n t_neck_feats = self.teacher_detector.neck(t_backbone_feats)\n if self.train_cfg.teacher.neck_at:\n t_feats += t_neck_feats\n t_outs = self.teacher_detector.bbox_head(t_neck_feats)\n else:\n t_outs = self.teacher_detector.bbox_head(t_backbone_feats)\n loss_inputs = (feats,) + outs + (t_feats,) + t_outs + (gt_bboxes, gt_labels, img_metas, self.train_cfg) \n losses = self.bbox_head.loss(\n *loss_inputs, gt_bboxes_ignore=gt_bboxes_ignore)\n return losses"}, {"role": "assistant", "content": "The missing line is:\n gt_bboxes,"}]
false
null
null
null
b9f87264f50f9243a592053fcbe97aca0b8c2377
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import numpy as np from gym.spaces import Box from metaworld.envs import reward_utils from metaworld.envs.asset_path_utils import full_v2_path_for from metaworld.envs.mujoco.sawyer_xyz.sawyer_xyz_env import SawyerXYZEnv, _assert_task_is_set class SawyerDialTurnEnvV2(SawyerXYZEnv): TARGET_RADIUS = 0.07 def __init__(self): hand_low = (-0.5, 0.40, 0.05) hand_high = (0.5, 1, 0.5) obj_low = (-0.1, 0.7, 0.0) obj_high = (0.1, 0.8, 0.0) goal_low = (-0.1, 0.73, 0.0299) goal_high = (0.1, 0.83, 0.0301) super().__init__( self.model_name, hand_low=hand_low, hand_high=hand_high, ) self.init_config = { 'obj_init_pos': np.array([0, 0.7, 0.0]), 'hand_init_pos': np.array([0, 0.6, 0.2], dtype=np.float32), } self.goal = np.array([0., 0.73, 0.08]) Error: SyntaxError / EOF
Fixed Code: import numpy as np from gym.spaces import Box from metaworld.envs import reward_utils from metaworld.envs.asset_path_utils import full_v2_path_for from metaworld.envs.mujoco.sawyer_xyz.sawyer_xyz_env import SawyerXYZEnv, _assert_task_is_set class SawyerDialTurnEnvV2(SawyerXYZEnv): TARGET_RADIUS = 0.07 def __init__(self): hand_low = (-0.5, 0.40, 0.05) hand_high = (0.5, 1, 0.5) obj_low = (-0.1, 0.7, 0.0) obj_high = (0.1, 0.8, 0.0) goal_low = (-0.1, 0.73, 0.0299) goal_high = (0.1, 0.83, 0.0301) Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
5
1
899
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport numpy as np\nfrom gym.spaces import Box\n\nfrom metaworld.envs import reward_utils\nfrom metaworld.envs.asset_path_utils import full_v2_path_for\nfrom metaworld.envs.mujoco.sawyer_xyz.sawyer_xyz_env import SawyerXYZEnv, _assert_task_is_set\n\n\nclass SawyerDialTurnEnvV2(SawyerXYZEnv):\n TARGET_RADIUS = 0.07\n\n def __init__(self):\n\n hand_low = (-0.5, 0.40, 0.05)\n hand_high = (0.5, 1, 0.5)\n obj_low = (-0.1, 0.7, 0.0)\n obj_high = (0.1, 0.8, 0.0)\n goal_low = (-0.1, 0.73, 0.0299)\n goal_high = (0.1, 0.83, 0.0301)\n\n super().__init__(\n self.model_name,\n hand_low=hand_low,\n hand_high=hand_high,\n )\n\n self.init_config = {\n 'obj_init_pos': np.array([0, 0.7, 0.0]),\n 'hand_init_pos': np.array([0, 0.6, 0.2], dtype=np.float32),\n }\n self.goal = np.array([0., 0.73, 0.08])\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport numpy as np\nfrom gym.spaces import Box\n\nfrom metaworld.envs import reward_utils\nfrom metaworld.envs.asset_path_utils import full_v2_path_for\nfrom metaworld.envs.mujoco.sawyer_xyz.sawyer_xyz_env import SawyerXYZEnv, _assert_task_is_set\n\n\nclass SawyerDialTurnEnvV2(SawyerXYZEnv):\n TARGET_RADIUS = 0.07\n\n def __init__(self):\n\n hand_low = (-0.5, 0.40, 0.05)\n hand_high = (0.5, 1, 0.5)\n obj_low = (-0.1, 0.7, 0.0)\n obj_high = (0.1, 0.8, 0.0)\n goal_low = (-0.1, 0.73, 0.0299)\n goal_high = (0.1, 0.83, 0.0301)\n\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
b9f8cb65181ebad752b9a810d28cc601137f1877
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: #!/usr/bin/env python import sys import logging import os logging.basicConfig(stream=sys.stderr) file_dir = os.path.dirname(os.path.realpath(__file__)) sys.path.insert(0, file_dir) from main import app as application from main import db
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
0
0
237
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#!/usr/bin/env python\nimport sys\nimport logging\nimport os\nlogging.basicConfig(stream=sys.stderr)\nfile_dir = os.path.dirname(os.path.realpath(__file__))\nsys.path.insert(0, file_dir)\nfrom main import app as application\nfrom main import db"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
b9fa33196acc6d33e769b7c8e96ca3b00aeee8cc
TheStack--python--000.parquet
Review this Pythoncode:Python code: from yezdi.lexer.token import TokenType from yezdi.parser.ast import Program, Statement, Participant, Title, LineStatement class Parser: def __init__(self, lexer): self.lexer = lexer self.current_token = None self.peek_token = None self.next_token() self.next_token() self.participants = {} def next_token(self): self.current_token, self.peek_token = self.peek_token, self.lexer.next_token() def parse_program(self): program = Program() while self.current_token.type != TokenType.EOF: statement = self.parse_statement() if statement: program.statements.append(statement) self.next_token() return program def parse_statement(self): if self.current_token.type == TokenType.IDENTIFIER: return self.parse_line_statement() elif self.current_token.type == TokenType.TITLE: return self.parse_title() return None def parse_line_statement(self): participant_literal = self.current_token.literal if not self.peek_token.type in [TokenType.SOLID_LINE, TokenType.DASHED_LINE]: return None self.next_token() participant = Participant(participant_literal) line = LineStatement(self.current_token.type) line.set_source(participant) if not self.expect_peek(TokenType.IDENTIFIER): return None target = Participant(self.current_token.literal) line.set_target(target) if not self.expect_peek(TokenType.COLON): return None if self.expect_peek(TokenType.IDENTIFIER): line.set_info(self.current_token.literal) if self.peek_token.type not in [TokenType.NEWLINE, TokenType.EOF]: return None statement = Statement(line) return statement def get_participant(self, value): if value in self.participants: return self.participants[value] else: participant = Participant(value) self.participants[value] = participant return participant def expect_peek(self, token_type): if self.peek_token.type == token_type: self.next_token() return True else: return False def parse_title(self): if not self.expect_peek(TokenType.IDENTIFIER): return None title = Title(self.current_token.literal) return Statement(title) class ParserError(Exception): pass
Code Review: ⚠️ Code quality: Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 19 Unexpected indentation at line 21 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 29 Unexpected indentation at line 31 Unexpected indentation at line 38 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 49 Unexpected indentation at line 51 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 59 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 74 Unexpected indentation at line 75 ✨ Improvements: Add docstring to class 'Parser' Add docstring to class 'ParserError' Add docstring to function '__init__' Add docstring to function 'parse_line_statement'
advanced
oop
code_review
Pythoncode:Python
8
2
2,560
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom yezdi.lexer.token import TokenType\nfrom yezdi.parser.ast import Program, Statement, Participant, Title, LineStatement\n\n\nclass Parser:\n def __init__(self, lexer):\n self.lexer = lexer\n self.current_token = None\n self.peek_token = None\n self.next_token()\n self.next_token()\n self.participants = {}\n\n def next_token(self):\n self.current_token, self.peek_token = self.peek_token, self.lexer.next_token()\n\n def parse_program(self):\n program = Program()\n while self.current_token.type != TokenType.EOF:\n statement = self.parse_statement()\n if statement:\n program.statements.append(statement)\n self.next_token()\n return program\n\n def parse_statement(self):\n if self.current_token.type == TokenType.IDENTIFIER:\n return self.parse_line_statement()\n elif self.current_token.type == TokenType.TITLE:\n return self.parse_title()\n return None\n\n def parse_line_statement(self):\n participant_literal = self.current_token.literal\n\n if not self.peek_token.type in [TokenType.SOLID_LINE, TokenType.DASHED_LINE]:\n return None\n self.next_token()\n\n participant = Participant(participant_literal)\n line = LineStatement(self.current_token.type)\n line.set_source(participant)\n if not self.expect_peek(TokenType.IDENTIFIER):\n return None\n target = Participant(self.current_token.literal)\n line.set_target(target)\n if not self.expect_peek(TokenType.COLON):\n return None\n if self.expect_peek(TokenType.IDENTIFIER):\n line.set_info(self.current_token.literal)\n if self.peek_token.type not in [TokenType.NEWLINE, TokenType.EOF]:\n return None\n statement = Statement(line)\n return statement\n\n def get_participant(self, value):\n if value in self.participants:\n return self.participants[value]\n else:\n participant = Participant(value)\n self.participants[value] = participant\n return participant\n\n def expect_peek(self, token_type):\n if self.peek_token.type == token_type:\n self.next_token()\n return True\n else:\n return False\n\n def parse_title(self):\n if not self.expect_peek(TokenType.IDENTIFIER):\n return None\n title = Title(self.current_token.literal)\n return Statement(title)\n\n\nclass ParserError(Exception):\n pass"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 19\n Unexpected indentation at line 21\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 29\n Unexpected indentation at line 31\n Unexpected indentation at line 38\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 49\n Unexpected indentation at line 51\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 59\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 74\n Unexpected indentation at line 75\n\n\u2728 Improvements:\n Add docstring to class 'Parser'\n Add docstring to class 'ParserError'\n Add docstring to function '__init__'\n Add docstring to function 'parse_line_statement'"}]
false
null
null
null
b9fa7c6bd7a253ee2a588381042c5dfd3d99cb96
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: # list categories in category folder from os import walk from os.path import abspath,join, pardir categories_folder = abspath(join(__file__,pardir,pardir,"category")) post_folder = abspath(join(__file__,pardir,pardir,"_posts")) site_categories = [] for root,directories,files in walk(categories_folder): for f in files: site_categories.append(f.split(".md")[0]) site_categories = set(site_categories) # Complete this line for root,directories,files in walk(post_folder): for f in files: with open(join(root,f),'r',encoding="utf-8") as fi: lines = fi.readlines() for l in lines: if l.find("categories")==0: categories = l.split(":")[1] for c in [" ","[","]","\n"]: categories = categories.replace(c,"") categories=categories.split(",") if len(set(categories)-site_categories)>0: print(f,set(categories)-site_categories) break print("done")
The missing line is:
intermediate
general
fill_in_the_blank
Pythoncode:Python
0
0
1,050
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# list categories in category folder\n\nfrom os import walk\nfrom os.path import abspath,join, pardir\n\ncategories_folder = abspath(join(__file__,pardir,pardir,\"category\"))\npost_folder = abspath(join(__file__,pardir,pardir,\"_posts\"))\n\nsite_categories = []\nfor root,directories,files in walk(categories_folder):\n for f in files:\n site_categories.append(f.split(\".md\")[0])\n \nsite_categories = set(site_categories)\n # Complete this line\nfor root,directories,files in walk(post_folder):\n for f in files:\n with open(join(root,f),'r',encoding=\"utf-8\") as fi:\n lines = fi.readlines()\n for l in lines:\n if l.find(\"categories\")==0:\n categories = l.split(\":\")[1]\n for c in [\" \",\"[\",\"]\",\"\\n\"]:\n categories = categories.replace(c,\"\")\n categories=categories.split(\",\")\n if len(set(categories)-site_categories)>0:\n print(f,set(categories)-site_categories)\n break\nprint(\"done\")"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
b9fae34b418d8854a4b364f1044c114896456110
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: VTABLE(_Main) { <empty> Main _Main.COPY; } VTABLE(_Base) { <empty> Base _Base.COPY; } VTABLE(_Sub1) { _Base Sub1 _Sub1.COPY; } VTABLE(_Sub2) { _Base Sub2 _Sub2.COPY; } VTABLE(_Sub3) { _Sub1 Sub3 _Sub3.COPY; } VTABLE(_Sub4) { _Sub3 Sub4 _Sub4.COPY; } FUNCTION(_Main_New) { memo '' _Main_New: _T1 = 4 parm _T1 _T2 = call _Alloc _T3 = VTBL <_Main> *(_T2 + 0) = _T3 return _T2 } FUNCTION(_Main.COPY) { memo '_T4:4' _Main.COPY: _T5 = 4 parm _T5 _T6 = call _Alloc _T7 = VTBL <_Main> *(_T6 + 0) = _T7 return _T6 } FUNCTION(_Base_New) { memo '' _Base_New: _T8 = 4 parm _T8 _T9 = call _Alloc _T10 = VTBL <_Base> *(_T9 + 0) = _T10 return _T9 } FUNCTION(_Base.COPY) { memo '_T11:4' _Base.COPY: _T12 = 4 parm _T12 _T13 = call _Alloc _T14 = VTBL <_Base> *(_T13 + 0) = _T14 return _T13 } FUNCTION(_Sub1_New) { memo '' _Sub1_New: _T15 = 4 parm _T15 _T16 = call _Alloc _T17 = VTBL <_Sub1> *(_T16 + 0) = _T17 return _T16 } FUNCTION(_Sub1.COPY) { memo '_T18:4' _Sub1.COPY: _T19 = 4 parm _T19 _T20 = call _Alloc _T21 = VTBL <_Sub1> *(_T20 + 0) = _T21 return _T20 } FUNCTION(_Sub2_New) { memo '' _Sub2_New: _T22 = 4 parm _T22 _T23 = call _Alloc _T24 = VTBL <_Sub2> *(_T23 + 0) = _T24 return _T23 } FUNCTION(_Sub2.COPY) { memo '_T25:4' _Sub2.COPY: _T26 = 4 parm _T26 _T27 = call _Alloc _T28 = VTBL <_Sub2> *(_T27 + 0) = _T28 return _T27 } FUNCTION(_Sub3_New) { memo '' _Sub3_New: _T29 = 4 parm _T29 _T30 = call _Alloc _T31 = VTBL <_Sub3> *(_T30 + 0) = _T31 return _T30 } FUNCTION(_Sub3.COPY) { memo '_T32:4' _Sub3.COPY: _T33 = 4 parm _T33 _T34 = call _Alloc _T35 = VTBL <_Sub3> *(_T34 + 0) = _T35 return _T34 } FUNCTION(_Sub4_New) { memo '' _Sub4_New: _T36 = 4 parm _T36 _T37 = call _Alloc _T38 = VTBL <_Sub4> *(_T37 + 0) = _T38 return _T37 } FUNCTION(_Sub4.COPY) { memo '_T39:4' _Sub4.COPY: _T40 = 4 parm _T40 _T41 = call _Alloc _T42 = VTBL <_Sub4> *(_T41 + 0) = _T42 return _T41 } FUNCTION(main) { memo '' main: _T48 = call _Base_New _T43 = _T48 _T49 = call _Sub1_New _T44 = _T49 _T50 = call _Sub2_New _T45 = _T50 _T51 = call _Sub3_New _T46 = _T51 _T52 = call _Sub4_New _T47 = _T52 parm _T43 call _Main.printType parm _T44 call _Main.printType parm _T45 call _Main.printType parm _T46 call _Main.printType parm _T47 call _Main.printType _T43 = _T47 parm _T43 call _Main.printType _T54 = VTBL <_Sub1> _T55 = *(_T43 + 0) _L22: _T53 = (_T54 == _T55) if (_T53 != 0) branch _L23 _T55 = *(_T55 + 0) if (_T55 != 0) branch _L22 _T56 = "Decaf runtime error: " parm _T56 call _PrintString _T57 = *(_T43 ... [code truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
0
0
3,033
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nVTABLE(_Main) {\n <empty>\n Main\n _Main.COPY;\n}\n\nVTABLE(_Base) {\n <empty>\n Base\n _Base.COPY;\n}\n\nVTABLE(_Sub1) {\n _Base\n Sub1\n _Sub1.COPY;\n}\n\nVTABLE(_Sub2) {\n _Base\n Sub2\n _Sub2.COPY;\n}\n\nVTABLE(_Sub3) {\n _Sub1\n Sub3\n _Sub3.COPY;\n}\n\nVTABLE(_Sub4) {\n _Sub3\n Sub4\n _Sub4.COPY;\n}\n\nFUNCTION(_Main_New) {\nmemo ''\n_Main_New:\n _T1 = 4\n parm _T1\n _T2 = call _Alloc\n _T3 = VTBL <_Main>\n *(_T2 + 0) = _T3\n return _T2\n}\n\nFUNCTION(_Main.COPY) {\nmemo '_T4:4'\n_Main.COPY:\n _T5 = 4\n parm _T5\n _T6 = call _Alloc\n _T7 = VTBL <_Main>\n *(_T6 + 0) = _T7\n return _T6\n}\n\nFUNCTION(_Base_New) {\nmemo ''\n_Base_New:\n _T8 = 4\n parm _T8\n _T9 = call _Alloc\n _T10 = VTBL <_Base>\n *(_T9 + 0) = _T10\n return _T9\n}\n\nFUNCTION(_Base.COPY) {\nmemo '_T11:4'\n_Base.COPY:\n _T12 = 4\n parm _T12\n _T13 = call _Alloc\n _T14 = VTBL <_Base>\n *(_T13 + 0) = _T14\n return _T13\n}\n\nFUNCTION(_Sub1_New) {\nmemo ''\n_Sub1_New:\n _T15 = 4\n parm _T15\n _T16 = call _Alloc\n _T17 = VTBL <_Sub1>\n *(_T16 + 0) = _T17\n return _T16\n}\n\nFUNCTION(_Sub1.COPY) {\nmemo '_T18:4'\n_Sub1.COPY:\n _T19 = 4\n parm _T19\n _T20 = call _Alloc\n _T21 = VTBL <_Sub1>\n *(_T20 + 0) = _T21\n return _T20\n}\n\nFUNCTION(_Sub2_New) {\nmemo ''\n_Sub2_New:\n _T22 = 4\n parm _T22\n _T23 = call _Alloc\n _T24 = VTBL <_Sub2>\n *(_T23 + 0) = _T24\n return _T23\n}\n\nFUNCTION(_Sub2.COPY) {\nmemo '_T25:4'\n_Sub2.COPY:\n _T26 = 4\n parm _T26\n _T27 = call _Alloc\n _T28 = VTBL <_Sub2>\n *(_T27 + 0) = _T28\n return _T27\n}\n\nFUNCTION(_Sub3_New) {\nmemo ''\n_Sub3_New:\n _T29 = 4\n parm _T29\n _T30 = call _Alloc\n _T31 = VTBL <_Sub3>\n *(_T30 + 0) = _T31\n return _T30\n}\n\nFUNCTION(_Sub3.COPY) {\nmemo '_T32:4'\n_Sub3.COPY:\n _T33 = 4\n parm _T33\n _T34 = call _Alloc\n _T35 = VTBL <_Sub3>\n *(_T34 + 0) = _T35\n return _T34\n}\n\nFUNCTION(_Sub4_New) {\nmemo ''\n_Sub4_New:\n _T36 = 4\n parm _T36\n _T37 = call _Alloc\n _T38 = VTBL <_Sub4>\n *(_T37 + 0) = _T38\n return _T37\n}\n\nFUNCTION(_Sub4.COPY) {\nmemo '_T39:4'\n_Sub4.COPY:\n _T40 = 4\n parm _T40\n _T41 = call _Alloc\n _T42 = VTBL <_Sub4>\n *(_T41 + 0) = _T42\n return _T41\n}\n\nFUNCTION(main) {\nmemo ''\nmain:\n _T48 = call _Base_New\n _T43 = _T48\n _T49 = call _Sub1_New\n _T44 = _T49\n _T50 = call _Sub2_New\n _T45 = _T50\n _T51 = call _Sub3_New\n _T46 = _T51\n _T52 = call _Sub4_New\n _T47 = _T52\n parm _T43\n call _Main.printType\n parm _T44\n call _Main.printType\n parm _T45\n call _Main.printType\n parm _T46\n call _Main.printType\n parm _T47\n call _Main.printType\n _T43 = _T47\n parm _T43\n call _Main.printType\n _T54 = VTBL <_Sub1>\n _T55 = *(_T43 + 0)\n_L22:\n _T53 = (_T54 == _T55)\n if (_T53 != 0) branch _L23\n _T55 = *(_T55 + 0)\n if (_T55 != 0) branch _L22\n _T56 = \"Decaf runtime error: \"\n parm _T56\n call _PrintString\n _T57 = *(_T43\n\n ... [code truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
b9fc3dd10a80beed547f86b535cfadc6f817e0e2
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # # Copyright 2019 The FATE 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 Party(object): """ Uniquely identify """ def __init__(self, role, party_id): self.role = role self.party_id = party_id def __hash__(self): return (self.role, self.party_id).__hash__() def __str__(self): return f"Party(role={self.role}, party_id={self.party_id})" def __repr__(self): return self.__str__() def __lt__(self, other): return (self.role, self.party_id) < (other.role, other.party_id) def __eq__(self, other): return self.party_id == other.party_id and self.role == other.role def to_pb(self): from arch.api.proto import federation_pb2 return federation_pb2.Party(partyId=f"{self.party_id}", name=self.role)
Code analysis results: 🔴 Errors found: Unterminated string literal at line 19 ⚠️ Warnings: Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 25 Unexpected indentation at line 44 💡 Suggestions: Add closing quote at line 19
advanced
api
debugging
Pythoncode:Python
7
1
1,361
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#\n# Copyright 2019 The FATE Authors. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n#\n\n\nclass Party(object):\n \"\"\"\n Uniquely identify\n \"\"\"\n\n def __init__(self, role, party_id):\n self.role = role\n self.party_id = party_id\n\n def __hash__(self):\n return (self.role, self.party_id).__hash__()\n\n def __str__(self):\n return f\"Party(role={self.role}, party_id={self.party_id})\"\n\n def __repr__(self):\n return self.__str__()\n\n def __lt__(self, other):\n return (self.role, self.party_id) < (other.role, other.party_id)\n\n def __eq__(self, other):\n return self.party_id == other.party_id and self.role == other.role\n\n def to_pb(self):\n from arch.api.proto import federation_pb2\n return federation_pb2.Party(partyId=f\"{self.party_id}\", name=self.role)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 19\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 25\n Unexpected indentation at line 44\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 19"}]
false
null
null
null
b9fc6312cdae3331d02a69bbbf58d767d486a41b
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: def zip_unicode(output, version): """Zip the Unicode files.""" zipper = zipfile.ZipFile(os.path.join(output, 'unicodedata', '%s.zip' % version), 'w', zipfile.ZIP_DEFLATED) target = os.path.join(output, 'unicodedata', version) print('Zipping %s.zip...' % version) for root, dirs, files in os.walk(target): for file in files: if file.endswith('.txt'): zipper.write(os.path Error: SyntaxError / EOF
Fixed Code: def zip_unicode(output, version): """Zip the Unicode files.""" zipper = zipfile.ZipFile(os.path.join(output, 'unicodedata', '%s.zip' % version), 'w', zipfile.ZIP_DEFLATED) target = os.path.join(output, 'unicodedata', version) print('Zipping %s.zip...' % version) for root, dirs, files in os.walk(target): for file in files: if file.endswith('.txt'): zipper.write(os.path.join(root, file), arcname=file) def unzip_unicode(output, version): """Unzip the Unicode files.""" Explanation: Complete the truncated code structure
intermediate
data_processing
error_fixing
Pythoncode:Python
2
0
429
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\ndef zip_unicode(output, version):\n \"\"\"Zip the Unicode files.\"\"\"\n\n zipper = zipfile.ZipFile(os.path.join(output, 'unicodedata', '%s.zip' % version), 'w', zipfile.ZIP_DEFLATED)\n target = os.path.join(output, 'unicodedata', version)\n\n print('Zipping %s.zip...' % version)\n\n for root, dirs, files in os.walk(target):\n for file in files:\n if file.endswith('.txt'):\n zipper.write(os.path\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\ndef zip_unicode(output, version):\n \"\"\"Zip the Unicode files.\"\"\"\n\n zipper = zipfile.ZipFile(os.path.join(output, 'unicodedata', '%s.zip' % version), 'w', zipfile.ZIP_DEFLATED)\n target = os.path.join(output, 'unicodedata', version)\n\n print('Zipping %s.zip...' % version)\n\n for root, dirs, files in os.walk(target):\n for file in files:\n if file.endswith('.txt'):\n zipper.write(os.path.join(root, file), arcname=file)\n\n\ndef unzip_unicode(output, version):\n \"\"\"Unzip the Unicode files.\"\"\"\n\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
b9ff46cab163507c14f9b26bf086ce4979f54a2c
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # See LICENSE for licensing information. # # Copyright (c) 2021 Regents of the University of California and The Board # of Regents for the Oklahoma Agricultural and Mechanical College # (acting for and on behalf of Oklahoma State University) # All rights reserved. # import debug import datetime from policy import associativity from globals import OPTS, print_time class cache: """ This is not a design module, but contains a cache design instance. """ def __init__(self, cache_config, name): cache_config.set_local_config(self) self.name = name # Import the design module of the cache if OPTS.associativity == associativity.DIRECT: from direct_cache import direct_cache as cache elif OPTS.associativity == associativity.N_WAY: from n_way_cache import n_way_cache as cache elif OPTS.associativity == associativity.FULLY: # TODO: from full_cache import full_cache as cache debug.error("Fully associative cache is not supported at the moment.", -1) else: debug.error("Invalid associativity.", -1) self.c = cache(cache_config, name) def config_write(self, paths): """ Save the config files. """ self.c.config_write(paths) def verilog_write(self, path): """ Save the Verilog file. """ self.c.verilog_write(path) def save(self): """ Save all the output files. """ debug.print_raw("Saving output files...") # Write the config files start_time = datetime.datetime.now() cpaths = { "data": OPTS.output_path + OPTS.data_array_name + "_config.py", "tag": OPTS.output_path + OPTS.tag_array_name + "_config.py", "use": OPTS.output_path + OPTS.use_array_name + "_config.py" } if not OPTS.replacement_policy.has_sram_array(): del cpaths["use"] for k, cpath in cpaths.items(): debug.print_raw("Config: Writing to {}".format(cpath)) self.config_write(cpaths) print_time("Config", datetime.datetime.now(), start_time) # Write the Verilog file start_time = datetime.datetime.now() vpath = OPTS.output_path + self.c.name + ".v" debug.print_raw("Verilog: Writing to {}".format(vpath)) self.verilog_write(vpath) print_time("Verilog", datetime.datetime.now(), start_time)
Code analysis results: 🔴 Errors found: Unterminated string literal at line 15 Block at line 19 has no indented body ⚠️ Warnings: Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 22 Unexpected indentation at line 25 💡 Suggestions: Add closing quote at line 15 Add docstring to function '__init__' Unresolved TODO/FIXME at line 30
advanced
database
debugging
Pythoncode:Python
4
1
2,427
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# See LICENSE for licensing information.\n#\n# Copyright (c) 2021 Regents of the University of California and The Board\n# of Regents for the Oklahoma Agricultural and Mechanical College\n# (acting for and on behalf of Oklahoma State University)\n# All rights reserved.\n#\nimport debug\nimport datetime\nfrom policy import associativity\nfrom globals import OPTS, print_time\n\n\nclass cache:\n \"\"\"\n This is not a design module, but contains a cache design instance.\n \"\"\"\n\n def __init__(self, cache_config, name):\n\n cache_config.set_local_config(self)\n self.name = name\n\n # Import the design module of the cache\n if OPTS.associativity == associativity.DIRECT:\n from direct_cache import direct_cache as cache\n elif OPTS.associativity == associativity.N_WAY:\n from n_way_cache import n_way_cache as cache\n elif OPTS.associativity == associativity.FULLY:\n # TODO: from full_cache import full_cache as cache\n debug.error(\"Fully associative cache is not supported at the moment.\", -1)\n else:\n debug.error(\"Invalid associativity.\", -1)\n\n self.c = cache(cache_config, name)\n\n\n def config_write(self, paths):\n \"\"\" Save the config files. \"\"\"\n\n self.c.config_write(paths)\n\n\n def verilog_write(self, path):\n \"\"\" Save the Verilog file. \"\"\"\n\n self.c.verilog_write(path)\n\n\n def save(self):\n \"\"\" Save all the output files. \"\"\"\n\n debug.print_raw(\"Saving output files...\")\n\n # Write the config files\n start_time = datetime.datetime.now()\n cpaths = {\n \"data\": OPTS.output_path + OPTS.data_array_name + \"_config.py\",\n \"tag\": OPTS.output_path + OPTS.tag_array_name + \"_config.py\",\n \"use\": OPTS.output_path + OPTS.use_array_name + \"_config.py\"\n }\n if not OPTS.replacement_policy.has_sram_array(): del cpaths[\"use\"]\n for k, cpath in cpaths.items():\n debug.print_raw(\"Config: Writing to {}\".format(cpath))\n self.config_write(cpaths)\n print_time(\"Config\", datetime.datetime.now(), start_time)\n\n # Write the Verilog file\n start_time = datetime.datetime.now()\n vpath = OPTS.output_path + self.c.name + \".v\"\n debug.print_raw(\"Verilog: Writing to {}\".format(vpath))\n self.verilog_write(vpath)\n print_time(\"Verilog\", datetime.datetime.now(), start_time)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 15\n Block at line 19 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 22\n Unexpected indentation at line 25\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 15\n Add docstring to function '__init__'\n Unresolved TODO/FIXME at line 30"}]
false
null
null
null
b9ffb7c6fff3e245dc8ea1ea786cc6f60c2d4cde
TheStack--python--000.parquet
Complete this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- def hdfs_data_loader(para): """ load the log sequence matrix and labels from the file path. Args: -------- para: the parameters dictionary Returns: -------- raw_data: log sequences matrix label_data: labels matrix """ file_path = para['path'] + para['log_seq_file_name'] label_path = para['path'] + para['label_file_name'] # load log sequence matrix pre_df = pd.read_csv(file_path, nrows=1, header=None, delimiter=r'\s+') columns = pre_df.columns.tolist() # remove the last column of block name use_cols = columns[:-1] data_df = pd.read_csv(file_path, delimiter=r'\s+', header=None, usecols =use_cols, dtype =int) raw_data = data_df.as_matrix() # load lables label_df = pd.read_csv(label_path, delimiter=r'\s+', header=None, usecols = [0], dtype =int) # usecols must be a list label_data = label_df.as_matrix() print("The raw data shape is {} and label shape is {}".format(raw_data.shape, label_data.shape)) assert raw_data.shape[0] == label_data.shape[0] print('The number of anomaly instances is %d' % sum(label_data)) return raw_data, label_data def bgl_data_loader(para): """ load the logs and the log_event_mapping from the file path. Args: -------- para: the parameters dictionary
Returns: -------- raw_data: list of (label, time) event_mapping_data: a list of event index, where each row index indicates a corresponding log """ file_path = para['path'] + para['log_file_name'] event_mapping_path = para['path'] + para['log_event_mapping'] # load data data_df = pd.read_csv(file_path, delimiter=r'\s+', header=None, names = ['label','time'], usecols = para['select_column']) #, parse_dates = [1], date_parser=dateparse) # convert to date time format data_df['time'] = pd.to_datetime(data_df['time'], format="%Y-%m-%d-%H.%M.%S.%f") # calculate the time interval since the start time data_df['seconds_since'] = (data_df['time']-data_df['time'][0]).dt.total_seconds().astype(int) # get the label for each log data_df['label'] = (data_df['label'] != '-').astype(int) raw_data = data_df[['label','seconds_since']].as_matrix() # load the event mapping list event_mapping = pd.read_csv(event_mapping_path, delimiter=r'\s+', header=None, usecols = [0], dtype =int) event_mapping_data = event_mapping.as_matrix() print("The raw data shape is {} and label shape is {}".format(raw_data.shape, event_mapping_data.shape)) assert raw_data.shape[0] == event_mapping_data.shape[0] print('The number of anomaly logs is %d, but it requires further processing' % sum(raw_data[:, 0])) return raw_data, event_mapping_data ... [3 more functiondefs truncated] ...
intermediate
testing
code_completion
Pythoncode:Python
2
0
2,661
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\ndef hdfs_data_loader(para):\n\t\"\"\" load the log sequence matrix and labels from the file path.\n\n\tArgs:\n\t--------\n\tpara: the parameters dictionary\n\n\tReturns:\n\t--------\n\traw_data: log sequences matrix\n\tlabel_data: labels matrix\n\t\"\"\"\n\tfile_path = para['path'] + para['log_seq_file_name']\n\tlabel_path = para['path'] + para['label_file_name']\n\t# load log sequence matrix\n\tpre_df = pd.read_csv(file_path, nrows=1, header=None, delimiter=r'\\s+')\n\tcolumns = pre_df.columns.tolist()\n\t# remove the last column of block name\n\tuse_cols = columns[:-1]\n\tdata_df = pd.read_csv(file_path, delimiter=r'\\s+', header=None, usecols =use_cols, dtype =int)\n\traw_data = data_df.as_matrix()\n\t# load lables\n\tlabel_df = pd.read_csv(label_path, delimiter=r'\\s+', header=None, usecols = [0], dtype =int) # usecols must be a list\n\tlabel_data = label_df.as_matrix()\n\tprint(\"The raw data shape is {} and label shape is {}\".format(raw_data.shape, label_data.shape))\n\tassert raw_data.shape[0] == label_data.shape[0]\n\tprint('The number of anomaly instances is %d' % sum(label_data))\n\treturn raw_data, label_data\n\n\ndef bgl_data_loader(para):\n\t\"\"\" load the logs and the log_event_mapping from the file path.\n\n\tArgs:\n\t--------\n\tpara: the parameters dictionary"}, {"role": "assistant", "content": "\n\tReturns:\n\t--------\n\traw_data: list of (label, time)\n\tevent_mapping_data: a list of event index, where each row index indicates a corresponding log\n\t\"\"\"\n\tfile_path = para['path'] + para['log_file_name']\n\tevent_mapping_path = para['path'] + para['log_event_mapping']\n\t# load data\n\tdata_df = pd.read_csv(file_path, delimiter=r'\\s+', header=None, names = ['label','time'], usecols = para['select_column']) #, parse_dates = [1], date_parser=dateparse)\n\t# convert to date time format\n\tdata_df['time'] = pd.to_datetime(data_df['time'], format=\"%Y-%m-%d-%H.%M.%S.%f\")\n\t# calculate the time interval since the start time\n\tdata_df['seconds_since'] = (data_df['time']-data_df['time'][0]).dt.total_seconds().astype(int)\n\t# get the label for each log\n\tdata_df['label'] = (data_df['label'] != '-').astype(int)\n\traw_data = data_df[['label','seconds_since']].as_matrix()\n\n\t# load the event mapping list\n\tevent_mapping = pd.read_csv(event_mapping_path, delimiter=r'\\s+', header=None, usecols = [0], dtype =int)\n\tevent_mapping_data = event_mapping.as_matrix()\n\tprint(\"The raw data shape is {} and label shape is {}\".format(raw_data.shape, event_mapping_data.shape))\n\tassert raw_data.shape[0] == event_mapping_data.shape[0]\n\tprint('The number of anomaly logs is %d, but it requires further processing' % sum(raw_data[:, 0]))\n\treturn raw_data, event_mapping_data\n\n\n ... [3 more functiondefs truncated] ..."}]
false
null
null
null
b9ffed8a41299969ab07da01999635758df5ba4f
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: from __future__ import print_function import re, sys, glob, getopt, os def usage(): print('aspx2url v1.0') print('Usage:') print(sys.argv[0]+' -d -h filename(s)') print('-d : Delete original file') print('-h : This help') def main(): try: opts, args = getopt.getopt(sys.argv[1:], "hd") except getopt.GetoptError as err: print(str(err)) usage() sys.exit(2) deleteOriginal = False for option,value in opts: if option == '-h': usage() sys.exit() elif option == '-d': deleteOriginal = True for origFilename in args: with open(origFilename, "r") as f: html_doc = f.read() Error: IndentationError / Expected indented block
Fixed Code: from __future__ import print_function import re, sys, glob, getopt, os def usage(): print('aspx2url v1.0') print('Usage:') print(sys.argv[0]+' -d -h filename(s)') print('-d : Delete original file') print('-h : This help') def main(): try: opts, args = getopt.getopt(sys.argv[1:], "hd") except getopt.GetoptError as err: print(str(err)) usage() sys.exit(2) deleteOriginal = False for option,value in opts: if option == '-h': Explanation: Add body to With block or use 'pass' statement
intermediate
machine_learning
error_fixing
Pythoncode:Python
2
0
713
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom __future__ import print_function\nimport re, sys, glob, getopt, os\n\ndef usage():\n print('aspx2url v1.0')\n print('Usage:')\n print(sys.argv[0]+' -d -h filename(s)') \n print('-d : Delete original file')\n print('-h : This help')\n\ndef main():\n try:\n opts, args = getopt.getopt(sys.argv[1:], \"hd\")\n except getopt.GetoptError as err:\n print(str(err))\n usage()\n sys.exit(2)\n deleteOriginal = False\n for option,value in opts:\n if option == '-h':\n usage()\n sys.exit()\n elif option == '-d':\n deleteOriginal = True\n for origFilename in args:\n with open(origFilename, \"r\") as f:\n html_doc = f.read()\n\n Error: IndentationError / Expected indented block"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom __future__ import print_function\nimport re, sys, glob, getopt, os\n\ndef usage():\n print('aspx2url v1.0')\n print('Usage:')\n print(sys.argv[0]+' -d -h filename(s)') \n print('-d : Delete original file')\n print('-h : This help')\n\ndef main():\n try:\n opts, args = getopt.getopt(sys.argv[1:], \"hd\")\n except getopt.GetoptError as err:\n print(str(err))\n usage()\n sys.exit(2)\n deleteOriginal = False\n for option,value in opts:\n if option == '-h':\n\n Explanation: Add body to With block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
6a00c6e63b457a75c0424a247757123821cb24fb
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: """Tests of selected stdlib functions.""" from pytype.tests import test_base class StdlibTests(test_base.TargetPython27FeatureTest): """Tests for files in typeshed/stdlib.""" def testPosix(self): ty = self.Infer(""" import posix x = posix.urandom(10) """) self.assertTypesMatchPytd(ty, """ posix = ... # type: module x = ... # type: str """) def testXRange(self): self.Check(""" import random random.sample(xrange(10), 5) """) def testStringTypes(self): ty = self.Infer(""" import types if isinstance("", types.StringTypes): x = 42 if isinstance(False, types.StringTypes): y = 42 if isinstance(u"", types.StringTypes): z = 42 """, deep=False) self.assertTypesMatchPytd(ty, """ types = ... # type: module x = ... # type: int z = ... # type: int """) def testDefaultDict(self): self.Check(""" import collections import itertools ids = collections.defaultdict(itertools.count(17).next) """) def testSysVersionInfoLt(self): ty = self.Infer(""" import sys if sys.version_info[0] < 3: v = 42 else: v = "hello world" """) self.assertTypesMatchPytd(ty, """ sys = ... # type: module v = ... # type: int """) def testSysVersionInfoLe(self): ty = self.Infer(""" import sys if sys.version_info[0] <= 2: v = 42 else: v = "hello world" """) self.assertTypesMatchPytd(ty, """ sys = ... # type: module v = ... # type: int """) def testSysVersionInfoEq(self): ty = self.Infer(""" import sys if sys.version_info[0] == 2: v = 42 elif sys.version_info[0] == 3: v = "hello world" else: v = None """) self.assertTypesMatchPytd(ty, """ sys = ... # type: module v = ... # type: int """) def testSysVersionInfoGe(self): ty = self.Infer(""" import sys if sys.version_info[0] >= 3: v = 42 else: v = "hello world" """) self.assertTypesMatchPytd(ty, """ sys = ... # type: module v = ... # type: str """) def testSysVersionInfoGt(self): ty = self.Infer(""" import sys if sys.version_info[0] > 2: v = 42 else: v = "hello world" """) self.assertTypesMatchPytd(ty, """ sys = ... # type: module v = ... # type: str """) def testSysVersionInfoNamedAttribute(self): ty = self.Infer(""" import sys if sys.version_info.major == 2: v = 42 else: v = "hello world" """) self.assertTypesMatchPytd(ty, """ sys: module v: int """) test_base.main(globals(), __name__ == "__main__")
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
testing
refactoring
Pythoncode:Python
10
1
2,843
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n\"\"\"Tests of selected stdlib functions.\"\"\"\n\nfrom pytype.tests import test_base\n\n\nclass StdlibTests(test_base.TargetPython27FeatureTest):\n \"\"\"Tests for files in typeshed/stdlib.\"\"\"\n\n def testPosix(self):\n ty = self.Infer(\"\"\"\n import posix\n x = posix.urandom(10)\n \"\"\")\n self.assertTypesMatchPytd(ty, \"\"\"\n posix = ... # type: module\n x = ... # type: str\n \"\"\")\n\n def testXRange(self):\n self.Check(\"\"\"\n import random\n random.sample(xrange(10), 5)\n \"\"\")\n\n def testStringTypes(self):\n ty = self.Infer(\"\"\"\n import types\n if isinstance(\"\", types.StringTypes):\n x = 42\n if isinstance(False, types.StringTypes):\n y = 42\n if isinstance(u\"\", types.StringTypes):\n z = 42\n \"\"\", deep=False)\n self.assertTypesMatchPytd(ty, \"\"\"\n types = ... # type: module\n x = ... # type: int\n z = ... # type: int\n \"\"\")\n\n def testDefaultDict(self):\n self.Check(\"\"\"\n import collections\n import itertools\n ids = collections.defaultdict(itertools.count(17).next)\n \"\"\")\n\n def testSysVersionInfoLt(self):\n ty = self.Infer(\"\"\"\n import sys\n if sys.version_info[0] < 3:\n v = 42\n else:\n v = \"hello world\"\n \"\"\")\n self.assertTypesMatchPytd(ty, \"\"\"\n sys = ... # type: module\n v = ... # type: int\n \"\"\")\n\n def testSysVersionInfoLe(self):\n ty = self.Infer(\"\"\"\n import sys\n if sys.version_info[0] <= 2:\n v = 42\n else:\n v = \"hello world\"\n \"\"\")\n self.assertTypesMatchPytd(ty, \"\"\"\n sys = ... # type: module\n v = ... # type: int\n \"\"\")\n\n def testSysVersionInfoEq(self):\n ty = self.Infer(\"\"\"\n import sys\n if sys.version_info[0] == 2:\n v = 42\n elif sys.version_info[0] == 3:\n v = \"hello world\"\n else:\n v = None\n \"\"\")\n self.assertTypesMatchPytd(ty, \"\"\"\n sys = ... # type: module\n v = ... # type: int\n \"\"\")\n\n def testSysVersionInfoGe(self):\n ty = self.Infer(\"\"\"\n import sys\n if sys.version_info[0] >= 3:\n v = 42\n else:\n v = \"hello world\"\n \"\"\")\n self.assertTypesMatchPytd(ty, \"\"\"\n sys = ... # type: module\n v = ... # type: str\n \"\"\")\n\n def testSysVersionInfoGt(self):\n ty = self.Infer(\"\"\"\n import sys\n if sys.version_info[0] > 2:\n v = 42\n else:\n v = \"hello world\"\n \"\"\")\n self.assertTypesMatchPytd(ty, \"\"\"\n sys = ... # type: module\n v = ... # type: str\n \"\"\")\n\n def testSysVersionInfoNamedAttribute(self):\n ty = self.Infer(\"\"\"\n import sys\n if sys.version_info.major == 2:\n v = 42\n else:\n v = \"hello world\"\n \"\"\")\n self.assertTypesMatchPytd(ty, \"\"\"\n sys: module\n v: int\n \"\"\")\n\n\ntest_base.main(globals(), __name__ == \"__main__\")"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
6a00d6b8c83e85268bd294d4e512d54f000cfc8a
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import random from datetime import datetime from passlib.handlers.sha2_crypt import sha256_crypt from pymongo import MongoClient from pymongo.errors import ConnectionFailure from tarentsocialwall.SocialPost import SocialPost from tarentsocialwall.User import User from tarentsocialwall.Util import Util class MongoDBClient: __instance = None @staticmethod def getInstance(): """ Static access method. """ if MongoDBClient.__instance == None: MongoDBClient() client = None db = None random_social_post_list = None reset_counter = None def __init__(self, uri): # connect to MongoDB, change the << MONGODB URL >> to reflect your own connection string self.client = MongoClient(uri) self.db = self.client.socialPosts try: # The ismaster command is cheap and does not require auth. self.client.admin.command('ismaster') except ConnectionFailure: print("Server not available") if MongoDBClient.__instance != None: raise Exception("This class is a singleton!") else: MongoDBClient.__instance = self self.update_all_socialposts() Error: SyntaxError / EOF
Fixed Code: import random from datetime import datetime from passlib.handlers.sha2_crypt import sha256_crypt from pymongo import MongoClient from pymongo.errors import ConnectionFailure from tarentsocialwall.SocialPost import SocialPost from tarentsocialwall.User import User from tarentsocialwall.Util import Util class MongoDBClient: __instance = None @staticmethod def getInstance(): """ Static access method. """ if MongoDBClient.__instance == None: MongoDBClient() Explanation: Complete the truncated code structure
advanced
ui
error_fixing
Pythoncode:Python
4
1
1,216
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport random\nfrom datetime import datetime\n\nfrom passlib.handlers.sha2_crypt import sha256_crypt\nfrom pymongo import MongoClient\nfrom pymongo.errors import ConnectionFailure\n\nfrom tarentsocialwall.SocialPost import SocialPost\nfrom tarentsocialwall.User import User\nfrom tarentsocialwall.Util import Util\n\n\nclass MongoDBClient:\n\n __instance = None\n @staticmethod\n def getInstance():\n \"\"\" Static access method. \"\"\"\n if MongoDBClient.__instance == None:\n MongoDBClient()\n\n client = None\n db = None\n random_social_post_list = None\n reset_counter = None\n\n def __init__(self, uri):\n # connect to MongoDB, change the << MONGODB URL >> to reflect your own connection string\n self.client = MongoClient(uri)\n self.db = self.client.socialPosts\n\n try:\n # The ismaster command is cheap and does not require auth.\n self.client.admin.command('ismaster')\n except ConnectionFailure:\n print(\"Server not available\")\n\n if MongoDBClient.__instance != None:\n raise Exception(\"This class is a singleton!\")\n else:\n MongoDBClient.__instance = self\n\n self.update_all_socialposts()\n\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport random\nfrom datetime import datetime\n\nfrom passlib.handlers.sha2_crypt import sha256_crypt\nfrom pymongo import MongoClient\nfrom pymongo.errors import ConnectionFailure\n\nfrom tarentsocialwall.SocialPost import SocialPost\nfrom tarentsocialwall.User import User\nfrom tarentsocialwall.Util import Util\n\n\nclass MongoDBClient:\n\n __instance = None\n @staticmethod\n def getInstance():\n \"\"\" Static access method. \"\"\"\n if MongoDBClient.__instance == None:\n MongoDBClient()\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
6a00f65f8d9c6385beccc2cbd3c37ef660b0dc52
TheStack--python--000.parquet
Debug this Pythoncode:Python code: #!/usr/bin/env python # # Copyright 2017-2018 Amazon.com, Inc. and its affiliates. All Rights Reserved. # # Licensed under the MIT License. See the LICENSE accompanying this file # for the specific language governing permissions and limitations under # the License. # # # Copy this script to /sbin/mount.efs and make sure it is executable. # # You will be able to mount an EFS file system by its short name, by adding it # to /etc/fstab. The syntax of an fstab entry is: # # [Device] [Mount Point] [File System Type] [Options] [Dump] [Pass] # # Add an entry like this: # # fs-deadbeef /mount_point efs _netdev 0 0 # # Using the 'efs' type will cause '/sbin/mount.efs' to be called by 'mount -a' # for this file system. The '_netdev' option tells the init system that the # 'efs' type is a networked file system type. This has been tested with systemd # (Amazon Linux 2, CentOS 7, RHEL 7, Debian 9, and Ubuntu 16.04), and upstart # (Amazon Linux 2017.09). # # Once there is an entry in fstab, the file system can be mounted with: # # sudo mount /mount_point # # The script will add recommended mount options, if not provided in fstab. import base64 import errno import hashlib import hmac import json import logging import os import pwd import random import re import socket import subprocess import sys import threading import time from contextlib import contextmanager from datetime import datetime, timedelta from logging.handlers import RotatingFileHandler def fatal_error(user_message, log_message=None, exit_code=1): if log_message is None: log_message = user_message sys.stderr.write('%s\n' % user_message) logging.error(log_message) publish_cloudwatch_log(CLOUDWATCHLOG_AGENT, 'Mount failed, %s' % log_message) sys.exit(exit_code) def get_target_region(config): def _fatal_error(message): fatal_error('Error retrieving region. Please set the "region" parameter in the efs-utils configuration file.', message) metadata_exception = 'Unknown error' try: return config.get(CONFIG_SECTION, 'region') except NoOptionError: pass try: return get_region_from_instance_metadata() except Exception as e: metadata_exception = e logging.warning('Region not found in config file and metadata service call failed, falling back ' 'to legacy "dns_name_format" check') try: region = get_region_from_legacy_dns_format(config) sys.stdout.write('Warning: region obtained from "dns_name_format" field. Please set the "region" ' 'parameter in the efs-utils configuration file.') return region except Exception: logging.warning('Legacy check for region in "dns_name_format" failed') _fatal_error(metadata_exception) ... [96 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Block at line 13 has no indented body Block at line 17 has no indented body Block at line 27 has no indented body Invalid syntax at line 92: ... [96 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 68 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
intermediate
testing
debugging
Pythoncode:Python
3
0
2,877
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/bin/env python\n#\n# Copyright 2017-2018 Amazon.com, Inc. and its affiliates. All Rights Reserved.\n#\n# Licensed under the MIT License. See the LICENSE accompanying this file\n# for the specific language governing permissions and limitations under\n# the License.\n#\n#\n# Copy this script to /sbin/mount.efs and make sure it is executable.\n#\n# You will be able to mount an EFS file system by its short name, by adding it\n# to /etc/fstab. The syntax of an fstab entry is:\n#\n# [Device] [Mount Point] [File System Type] [Options] [Dump] [Pass]\n#\n# Add an entry like this:\n#\n# fs-deadbeef /mount_point efs _netdev 0 0\n#\n# Using the 'efs' type will cause '/sbin/mount.efs' to be called by 'mount -a'\n# for this file system. The '_netdev' option tells the init system that the\n# 'efs' type is a networked file system type. This has been tested with systemd\n# (Amazon Linux 2, CentOS 7, RHEL 7, Debian 9, and Ubuntu 16.04), and upstart\n# (Amazon Linux 2017.09).\n#\n# Once there is an entry in fstab, the file system can be mounted with:\n#\n# sudo mount /mount_point\n#\n# The script will add recommended mount options, if not provided in fstab.\n\nimport base64\nimport errno\nimport hashlib\nimport hmac\nimport json\nimport logging\nimport os\nimport pwd\nimport random\nimport re\nimport socket\nimport subprocess\nimport sys\nimport threading\nimport time\n\nfrom contextlib import contextmanager\nfrom datetime import datetime, timedelta\nfrom logging.handlers import RotatingFileHandler\n\ndef fatal_error(user_message, log_message=None, exit_code=1):\n if log_message is None:\n log_message = user_message\n\n sys.stderr.write('%s\\n' % user_message)\n logging.error(log_message)\n publish_cloudwatch_log(CLOUDWATCHLOG_AGENT, 'Mount failed, %s' % log_message)\n sys.exit(exit_code)\n\n\ndef get_target_region(config):\n def _fatal_error(message):\n fatal_error('Error retrieving region. Please set the \"region\" parameter in the efs-utils configuration file.', message)\n\n metadata_exception = 'Unknown error'\n try:\n return config.get(CONFIG_SECTION, 'region')\n except NoOptionError:\n pass\n\n try:\n return get_region_from_instance_metadata()\n except Exception as e:\n metadata_exception = e\n logging.warning('Region not found in config file and metadata service call failed, falling back '\n 'to legacy \"dns_name_format\" check')\n\n try:\n region = get_region_from_legacy_dns_format(config)\n sys.stdout.write('Warning: region obtained from \"dns_name_format\" field. Please set the \"region\" '\n 'parameter in the efs-utils configuration file.')\n return region\n except Exception:\n logging.warning('Legacy check for region in \"dns_name_format\" failed')\n\n _fatal_error(metadata_exception)\n\n\n\n ... [96 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 13 has no indented body\n Block at line 17 has no indented body\n Block at line 27 has no indented body\n Invalid syntax at line 92: ... [96 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 68\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
6a0102385be6299942545100e581de23300db9a4
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import discord from discord.ext import commands from discord.utils import get class c8(commands.Cog, name="c8"): def __init__(self, bot: commands.Bot): self.bot = bot @commands.command(name='Sacrosanct_Devouring_Pyre', aliases=['c8']) async def example_embed(self, ctx): embed = discord.Embed(title='Sacrosanct Devouring Pyre', color=0xBC5A84) embed.set_thumbnail(url='https://www.duelingbook.com/images/custom-pics/2300000/2308475.jpg') embed.add_field(name='Status (Archetype)', value='Casual:3/Tournament:3', inline=True) embed.add_field(name='Type', value='Trap/Normal', inline=False) embed.add_field(name='Card Effect', value='Tribute 2 monsters, then target 2 monsters; destroy those targets. You can only activate 1 "Sacrosanct Devouring Pyre" per turn.', inline=False) embed.set_footer(text='Set Code: ANCF') await ctx.send(embed=embed) def setup(bot: commands.Bot): bot.add_cog(c8(bot))
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
2
1
1,010
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport discord\nfrom discord.ext import commands\nfrom discord.utils import get\n\nclass c8(commands.Cog, name=\"c8\"):\n\n def __init__(self, bot: commands.Bot):\n self.bot = bot\n @commands.command(name='Sacrosanct_Devouring_Pyre', aliases=['c8'])\n async def example_embed(self, ctx):\n embed = discord.Embed(title='Sacrosanct Devouring Pyre',\n color=0xBC5A84)\n embed.set_thumbnail(url='https://www.duelingbook.com/images/custom-pics/2300000/2308475.jpg')\n\n embed.add_field(name='Status (Archetype)', value='Casual:3/Tournament:3', inline=True)\n embed.add_field(name='Type', value='Trap/Normal', inline=False)\n embed.add_field(name='Card Effect', value='Tribute 2 monsters, then target 2 monsters; destroy those targets. You can only activate 1 \"Sacrosanct Devouring Pyre\" per turn.', inline=False)\n embed.set_footer(text='Set Code: ANCF')\n\n await ctx.send(embed=embed)\n\ndef setup(bot: commands.Bot):\n bot.add_cog(c8(bot))"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
6a01fe7f065ff8fbb40e8cf44137b52463e1417c
TheStack--python--000.parquet
Debug this Pythoncode:Python code: """ This script is where the preprocessed data is used to train the SVM model to perform the classification. I am using Stratified K-Fold Cross Validation to prevent bias and/or any imbalance that could affect the model's accuracy. REFERENCE: https://medium.com/@bedigunjit/simple-guide-to-text-classification-nlp-using-svm-and-naive-bayes-with-python-421db3a72d34 """ import numpy as np import pandas as pd from sklearn import model_selection, svm from sklearn.metrics import accuracy_score from sklearn.preprocessing import LabelEncoder from sklearn.feature_extraction.text import TfidfVectorizer from sklearn.model_selection import StratifiedKFold # Open preproccessed csv df = pd.read_csv("preprocessed.csv", index_col=0) print(df.head()) print("SPLITTING TRAIN-TEST") x = df["Text"] y = df["PublicationTitle"] train_x, test_x, train_y, test_y = model_selection.train_test_split( df["Text"], df["PublicationTitle"], test_size=0.3) # Label encode the target variable to transform categorical data of string # type into numerical values the model can understand encoder = LabelEncoder() # train_y = encoder.fit_transform(train_y) # test_y = encoder.fit_transform(test_y) # Word vectorization # turning a collection of text documents into numerical feature vectors # We are using Term Frequency - Inverse Document tfidf_vect = TfidfVectorizer(max_features=5000) tfidf_vect.fit(df["Text"]) # train_x_tfidf = tfidf_vect.transform(train_x) # test_x_tfidf = tfidf_vect.transform(test_x) x_tfidf = tfidf_vect.transform(df["Text"]) y = encoder.fit_transform(y) # print(tfidf_vect.vocabulary_) # Fit the training dataset to the classifier print("TRAINING THE MODEL") SVM = svm.SVC(C=1.0, kernel='linear', degree=3, gamma='auto') skf = StratifiedKFold(n_splits=10, shuffle=True, random_state=1) accuracies = [] fold = 1 for train_idx, test_idx in skf.split(x, y): print("Working on fold", fold) x_train_fold, x_test_fold = x_tfidf[train_idx], x_tfidf[test_idx] y_train_fold, y_test_fold = y[train_idx], y[test_idx] SVM.fit(x_train_fold, y_train_fold) acc = SVM.score(x_test_fold, y_test_fold) print("Acc", fold, ":", acc) accuracies.append(acc) fold += 1 print("ACCURACIES:", accuracies) print("Max Accuracy:", np.max(accuracies)) print("Min Accuracy:", np.min(accuracies)) print("Mean of Accuracies:", np.mean(accuracies)) print("STD of Accuracies:", np.std(accuracies)) # print("RUNNING TEST PREDICTIONS") # predictions = SVM.predict(test_x_tfidf) # # Calculate accuracy score # accuracy = accuracy_score(test_y, predictions) # print("Accuracy:", str(accuracy * 100) + "%")
Code analysis results: 🔴 Errors found: Unterminated string literal at line 1 ⚠️ Warnings: Unexpected indentation at line 27 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 65 💡 Suggestions: Add closing quote at line 1 Line 6 too long (132 chars) - break into multiple lines Remove debug print() at line 20 before production
intermediate
testing
debugging
Pythoncode:Python
0
0
2,627
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\"\"\"\nThis script is where the preprocessed data is used to train the SVM model to\nperform the classification. I am using Stratified K-Fold Cross Validation to \nprevent bias and/or any imbalance that could affect the model's accuracy.\n\nREFERENCE: https://medium.com/@bedigunjit/simple-guide-to-text-classification-nlp-using-svm-and-naive-bayes-with-python-421db3a72d34\n\"\"\"\n\nimport numpy as np\nimport pandas as pd\nfrom sklearn import model_selection, svm\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.preprocessing import LabelEncoder\nfrom sklearn.feature_extraction.text import TfidfVectorizer\nfrom sklearn.model_selection import StratifiedKFold\n\n\n# Open preproccessed csv\ndf = pd.read_csv(\"preprocessed.csv\", index_col=0)\nprint(df.head())\n\nprint(\"SPLITTING TRAIN-TEST\")\nx = df[\"Text\"]\ny = df[\"PublicationTitle\"]\n\ntrain_x, test_x, train_y, test_y = model_selection.train_test_split(\n df[\"Text\"], df[\"PublicationTitle\"], test_size=0.3)\n\n# Label encode the target variable to transform categorical data of string\n# type into numerical values the model can understand\n\nencoder = LabelEncoder()\n# train_y = encoder.fit_transform(train_y)\n# test_y = encoder.fit_transform(test_y)\n\n# Word vectorization\n# turning a collection of text documents into numerical feature vectors\n# We are using Term Frequency - Inverse Document\ntfidf_vect = TfidfVectorizer(max_features=5000)\ntfidf_vect.fit(df[\"Text\"])\n\n# train_x_tfidf = tfidf_vect.transform(train_x)\n# test_x_tfidf = tfidf_vect.transform(test_x)\n\nx_tfidf = tfidf_vect.transform(df[\"Text\"])\ny = encoder.fit_transform(y)\n\n\n# print(tfidf_vect.vocabulary_)\n\n# Fit the training dataset to the classifier\nprint(\"TRAINING THE MODEL\")\nSVM = svm.SVC(C=1.0, kernel='linear', degree=3, gamma='auto')\n\nskf = StratifiedKFold(n_splits=10, shuffle=True, random_state=1)\naccuracies = []\n\nfold = 1\nfor train_idx, test_idx in skf.split(x, y):\n print(\"Working on fold\", fold)\n x_train_fold, x_test_fold = x_tfidf[train_idx], x_tfidf[test_idx]\n y_train_fold, y_test_fold = y[train_idx], y[test_idx]\n\n SVM.fit(x_train_fold, y_train_fold)\n acc = SVM.score(x_test_fold, y_test_fold)\n print(\"Acc\", fold, \":\", acc)\n accuracies.append(acc)\n fold += 1\n\n\nprint(\"ACCURACIES:\", accuracies)\nprint(\"Max Accuracy:\", np.max(accuracies))\nprint(\"Min Accuracy:\", np.min(accuracies))\nprint(\"Mean of Accuracies:\", np.mean(accuracies))\nprint(\"STD of Accuracies:\", np.std(accuracies))\n\n# print(\"RUNNING TEST PREDICTIONS\")\n# predictions = SVM.predict(test_x_tfidf)\n\n# # Calculate accuracy score\n# accuracy = accuracy_score(test_y, predictions)\n# print(\"Accuracy:\", str(accuracy * 100) + \"%\")"}, {"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 27\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 65\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 1\n Line 6 too long (132 chars) - break into multiple lines\n Remove debug print() at line 20 before production"}]
false
null
null
null
6a023f8c8af70de4e0b8e937c5773e7da489fab5
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from rsterm import EntryPoint from red_dwarf.project import provide_project_context, ProjectContext class InitProject(EntryPoint): @provide_project_context def run(self, project_context: ProjectContext) -> None: project_context.init_project()
Functions: run Classes: InitProject This code demonstrates Pythoncode:Python programming.
intermediate
oop
code_explanation
Pythoncode:Python
1
1
263
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom rsterm import EntryPoint\nfrom red_dwarf.project import provide_project_context, ProjectContext\n\n\nclass InitProject(EntryPoint):\n\n @provide_project_context\n def run(self, project_context: ProjectContext) -> None:\n project_context.init_project()"}, {"role": "assistant", "content": " Functions: run\n Classes: InitProject\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
6a046c97530ca1a780b9dd23d59ddcc8df166fa3
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: #! /usr/bin/env python # Copyright Ivan Sovic, 2015. www.sovic.org # # Creates a pileup from a given SAM/BAM file, and calls consensus bases (or variants). import os import sys import operator import subp Error: SyntaxError / EOF
Fixed Code: #! /usr/bin/env python # Copyright Ivan Sovic, 2015. www.sovic.org # # Creates a pileup from a given SAM/BAM file, and calls consensus bases (or variants). import os import sys import operator import subprocess def increase_in_dict(dict_counter, value): try: dict_counter[value] += 1 Explanation: Complete the truncated code structure
intermediate
data_processing
error_fixing
Pythoncode:Python
1
0
206
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#! /usr/bin/env python\n\n# Copyright Ivan Sovic, 2015. www.sovic.org\n#\n# Creates a pileup from a given SAM/BAM file, and calls consensus bases (or variants).\n\nimport os\nimport sys\nimport operator\nimport subp\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#! /usr/bin/env python\n\n# Copyright Ivan Sovic, 2015. www.sovic.org\n#\n# Creates a pileup from a given SAM/BAM file, and calls consensus bases (or variants).\n\nimport os\nimport sys\nimport operator\nimport subprocess\n\n\ndef increase_in_dict(dict_counter, value):\n try:\n dict_counter[value] += 1\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
6a048666edf3e5d75a0ded13639990b1d6bed2e8
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- ############################################################################## # # OpenERP, Open Source Management Solution # Copyright (C) 2004-2010 Tiny SPRL (<http://tiny.be>). # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Affero General Public License as # published by the Free Software Foundation, either version 3 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 Affero General Public License for more details. # # You should have received a copy of the GNU Affero General Public License # along with this program. If not, see <http://www.gnu.org/licenses/>. # ############################################################################## import time from lxml import etree from openerp.osv i
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Invalid syntax at line 25: from openerp.osv i Fix: Complete the truncated code structure
advanced
api
error_detection
Pythoncode:Python
1
1
1,033
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n##############################################################################\n#\n# OpenERP, Open Source Management Solution\n# Copyright (C) 2004-2010 Tiny SPRL (<http://tiny.be>).\n#\n# This program is free software: you can redistribute it and/or modify\n# it under the terms of the GNU Affero General Public License as\n# published by the Free Software Foundation, either version 3 of the\n# License, or (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 Affero General Public License for more details.\n#\n# You should have received a copy of the GNU Affero General Public License\n# along with this program. If not, see <http://www.gnu.org/licenses/>.\n#\n##############################################################################\n\nimport time\nfrom lxml import etree\n\nfrom openerp.osv i"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Invalid syntax at line 25: from openerp.osv i\n\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
6a049ff78a91de998072b637d1639d25a433a194
TheStack--python--000.parquet
Review this Pythoncode:Python code: # -*- coding: utf-8 -*- # Copyright (c) 2015 David R. Andersen # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, publish, distribute, sublicense, and/or sell # copies of the Software, and to permit persons to whom the Software is # furnished to do so, subject to the following conditions: # # The above copyright notice and this permission notice shall be included in # all copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE # SOFTWARE. import imaplib import re import keyring from libqtile.log_utils import logger from libqtile.widget import base class ImapWidget(base.ThreadPoolText): """Email IMAP widget This widget will scan one of your imap email boxes and report the number of unseen messages present. I've configured it to only work with imap with ssl. Your password is obtained from the Gnome Keyring. Writing your password to the keyring initially is as simple as (changing out <userid> and <password> for your userid and password): 1) create the file ~/.local/share/python_keyring/keyringrc.cfg with the following contents:: [backend] default-keyring=keyring.backends.Gnome.Keyring keyring-path=/home/<userid>/.local/share/keyring/ 2) Execute the following python shell script once:: #!/usr/bin/env python3 import keyring user = <userid> password = <password> keyring.set_password('imapwidget', user, password) mbox names must include the path to the mbox (except for the default INBOX). So, for example if your mailroot is ``~/Maildir``, and you want to look at the mailbox at HomeMail/fred, the mbox setting would be: ``mbox="~/Maildir/HomeMail/fred"``. Note the nested sets of quotes! Labels can be whatever you choose, of course. Widget requirements: keyring_. .. _keyring: https://pypi.org/project/keyring/ """ defaults = [ ('mbox', '"INBOX"', 'mailbox to fetch'), ('label', 'INBOX', 'label for display'), ('user', None, 'email username'), ('server', None, 'email server name'), ] ... [2 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 32 Unmatched closing bracket ')' at line 41 Unmatched closing bracket ')' at line 49 Block at line 9 has no indented body Block at line 39 has no indented body Block at line 42 has no indented body Block at line 49 has no indented body Invalid syntax at line 75: ... [2 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 35 Unexpected indentation at line 36 Unexpected indentation at line 39 Unexpected indentation at line 42 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 61 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 ✨ Improvements: Complete the expression on the last line Add closing quote at line 32 Review syntax near the error location
advanced
api
code_review
Pythoncode:Python
0
1
2,845
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Copyright (c) 2015 David R. Andersen\n#\n# Permission is hereby granted, free of charge, to any person obtaining a copy\n# of this software and associated documentation files (the \"Software\"), to deal\n# in the Software without restriction, including without limitation the rights\n# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n# copies of the Software, and to permit persons to whom the Software is\n# furnished to do so, subject to the following conditions:\n#\n# The above copyright notice and this permission notice shall be included in\n# all copies or substantial portions of the Software.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n# SOFTWARE.\n\nimport imaplib\nimport re\n\nimport keyring\n\nfrom libqtile.log_utils import logger\nfrom libqtile.widget import base\n\n\nclass ImapWidget(base.ThreadPoolText):\n \"\"\"Email IMAP widget\n\n This widget will scan one of your imap email boxes and report the number of\n unseen messages present. I've configured it to only work with imap with\n ssl. Your password is obtained from the Gnome Keyring.\n\n Writing your password to the keyring initially is as simple as (changing\n out <userid> and <password> for your userid and password):\n\n 1) create the file ~/.local/share/python_keyring/keyringrc.cfg with the\n following contents::\n\n [backend]\n default-keyring=keyring.backends.Gnome.Keyring\n keyring-path=/home/<userid>/.local/share/keyring/\n\n\n 2) Execute the following python shell script once::\n\n #!/usr/bin/env python3\n import keyring\n user = <userid>\n password = <password>\n keyring.set_password('imapwidget', user, password)\n\n mbox names must include the path to the mbox (except for the default\n INBOX). So, for example if your mailroot is ``~/Maildir``, and you want to\n look at the mailbox at HomeMail/fred, the mbox setting would be:\n ``mbox=\"~/Maildir/HomeMail/fred\"``. Note the nested sets of quotes! Labels\n can be whatever you choose, of course.\n\n Widget requirements: keyring_.\n\n .. _keyring: https://pypi.org/project/keyring/\n \"\"\"\n defaults = [\n ('mbox', '\"INBOX\"', 'mailbox to fetch'),\n ('label', 'INBOX', 'label for display'),\n ('user', None, 'email username'),\n ('server', None, 'email server name'),\n ]\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 32\n Unmatched closing bracket ')' at line 41\n Unmatched closing bracket ')' at line 49\n Block at line 9 has no indented body\n Block at line 39 has no indented body\n Block at line 42 has no indented body\n Block at line 49 has no indented body\n Invalid syntax at line 75: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 35\n Unexpected indentation at line 36\n Unexpected indentation at line 39\n Unexpected indentation at line 42\n Unexpected indentation at line 45\n Unexpected indentation at line 46\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 58\n Unexpected indentation at line 59\n Unexpected indentation at line 61\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 71\n Unexpected indentation at line 72\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 32\n Review syntax near the error location"}]
false
null
null
null
6a04d1fd425aed6effcc3e48e1eb103f0872ab5a
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from rest_framework.response import Response from rest_framework.test import APIClient from game.models import GameDefinition, AppUser def create_game_definition(api_client: APIClient) -> Response: return api_client.post("/api/game_definition") def get_game_definition(api_client: APIClient, game_def_id: str) -> Response: return api_client.get(f"/api/game_definition/{game_def_id}") def test_returns_game_def_to_the_current_user_by_hash_id(api_client): post_game_def_response = create_game_definition(api_client) assert post_game_def_response.status_code == 201 game_def_id = post_game_def_response.data["id"] assert isinstance(game_def_id, str) get_game_def_response = get_game_definition(api_client, game_def_id) assert get_game_def_response.status_code == 200 assert get_game_def_response.data == post_game_def_response.data def test_returns_game_def_to_another_user_by_hash_id(api_client): post_game_def_response = create_game_definition(api_client) assert post_game_def_response.status_code == 201 game_def_id = post_game_def_response.data["id"] assert isinstance(game_def_id, str) user2 = AppUser.objects.create(vk_id=2, username=2) api_client.force_authenticate(user2) get_game_def_response = get_game_definition(api_client, game_def_id) assert get_game_def_response.status_code == 200 assert get_game_def_response.data == post_game_def_response.data def test_game_def_not_found_by_int_id(api_client):
post_game_def_response = create_game_definition(api_client) assert post_game_def_response.status_code == 201 game_def_id = post_game_def_response.data["id"] int_game_def_id = GameDefinition.objects.get(pk=game_def_id).id.id assert isinstance(int_game_def_id, int) get_game_def_response = get_game_definition( api_client, str(int_game_def_id) ) assert get_game_def_response.status_code == 404 assert get_game_def_response.data == {"detail": "Страница не найдена."} def test_game_def_permission_denied_if_started(api_client): post_game_def_response = create_game_definition(api_client) game_def_id = post_game_def_response.data["id"] GameDefinition.objects.filter(id=game_def_id).update(started=True) get_game_def_response = get_game_definition(api_client, game_def_id) assert get_game_def_response.status_code == 403 assert get_game_def_response.data == { 'detail': 'К игре уже нельзя подключиться' }
advanced
testing
code_completion
Pythoncode:Python
6
0
2,486
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom rest_framework.response import Response\nfrom rest_framework.test import APIClient\n\nfrom game.models import GameDefinition, AppUser\n\n\ndef create_game_definition(api_client: APIClient) -> Response:\n return api_client.post(\"/api/game_definition\")\n\n\ndef get_game_definition(api_client: APIClient, game_def_id: str) -> Response:\n return api_client.get(f\"/api/game_definition/{game_def_id}\")\n\n\ndef test_returns_game_def_to_the_current_user_by_hash_id(api_client):\n post_game_def_response = create_game_definition(api_client)\n assert post_game_def_response.status_code == 201\n\n game_def_id = post_game_def_response.data[\"id\"]\n assert isinstance(game_def_id, str)\n\n get_game_def_response = get_game_definition(api_client, game_def_id)\n assert get_game_def_response.status_code == 200\n assert get_game_def_response.data == post_game_def_response.data\n\n\ndef test_returns_game_def_to_another_user_by_hash_id(api_client):\n post_game_def_response = create_game_definition(api_client)\n assert post_game_def_response.status_code == 201\n\n game_def_id = post_game_def_response.data[\"id\"]\n assert isinstance(game_def_id, str)\n\n user2 = AppUser.objects.create(vk_id=2, username=2)\n api_client.force_authenticate(user2)\n\n get_game_def_response = get_game_definition(api_client, game_def_id)\n assert get_game_def_response.status_code == 200\n assert get_game_def_response.data == post_game_def_response.data\n\n\ndef test_game_def_not_found_by_int_id(api_client):"}, {"role": "assistant", "content": "\n post_game_def_response = create_game_definition(api_client)\n assert post_game_def_response.status_code == 201\n\n game_def_id = post_game_def_response.data[\"id\"]\n\n int_game_def_id = GameDefinition.objects.get(pk=game_def_id).id.id\n\n assert isinstance(int_game_def_id, int)\n\n get_game_def_response = get_game_definition(\n api_client, str(int_game_def_id)\n )\n assert get_game_def_response.status_code == 404\n assert get_game_def_response.data == {\"detail\": \"\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u0430.\"}\n\n\ndef test_game_def_permission_denied_if_started(api_client):\n post_game_def_response = create_game_definition(api_client)\n\n game_def_id = post_game_def_response.data[\"id\"]\n GameDefinition.objects.filter(id=game_def_id).update(started=True)\n\n get_game_def_response = get_game_definition(api_client, game_def_id)\n assert get_game_def_response.status_code == 403\n assert get_game_def_response.data == {\n 'detail': '\u041a \u0438\u0433\u0440\u0435 \u0443\u0436\u0435 \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0438\u0442\u044c\u0441\u044f'\n }"}]
false
null
null
null
6a04e4f203740a253735948c968506f6632354e6
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # 2. Repeat Strings # Write a Program That Reads a list of strings. Each string is repeated N times, where N is the length of the string. Print the concatenated string. strings = input().split() output_string = "" for string in strings: N = len(string) output_string += string * N print(output_string)
Code analysis results: 💡 Suggestions: Line 2 too long (148 chars) - break into multiple lines Remove debug print() at line 13 before production No critical issues found Consider adding unit tests Add inline comments for complex logic
intermediate
general
debugging
Pythoncode:Python
0
0
315
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# 2.\tRepeat Strings\n# Write a Program That Reads a list of strings. Each string is repeated N times, where N is the length of the string. Print the concatenated string.\n\nstrings = input().split()\n\noutput_string = \"\"\n\nfor string in strings:\n N = len(string)\n\n output_string += string * N\n\nprint(output_string)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udca1 Suggestions:\n Line 2 too long (148 chars) - break into multiple lines\n Remove debug print() at line 13 before production\n\n No critical issues found\n\n Consider adding unit tests\n Add inline comments for complex logic"}]
false
null
null
null
6a051324d6c23235da009880d6bcb0d30ed4d8dc
TheStack--python--000.parquet
Review this Pythoncode:Python code: from cklib.args import get_arg_parser, ArgumentParser from cloudkeeper_plugin_cleanup_aws_loadbalancers import CleanupAWSLoadbalancersPlugin def test_args(): arg_parser = get_arg_parser() CleanupAWSLoadbalancersPlugin.add_args(arg_parser) arg_parser.parse_args() assert ArgumentParser.args.cleanup_aws_loadbalancers is False assert ArgumentParser.args.cleanup_aws_loadbalancers_age == "7 days"
Code Review: ⚠️ Code quality: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10 ✨ Improvements: Add docstring to function 'test_args'
intermediate
testing
code_review
Pythoncode:Python
1
0
416
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom cklib.args import get_arg_parser, ArgumentParser\nfrom cloudkeeper_plugin_cleanup_aws_loadbalancers import CleanupAWSLoadbalancersPlugin\n\n\ndef test_args():\n arg_parser = get_arg_parser()\n CleanupAWSLoadbalancersPlugin.add_args(arg_parser)\n arg_parser.parse_args()\n assert ArgumentParser.args.cleanup_aws_loadbalancers is False\n assert ArgumentParser.args.cleanup_aws_loadbalancers_age == \"7 days\""}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n\n\u2728 Improvements:\n Add docstring to function 'test_args'"}]
false
null
null
null
6a05188139a9d21e9e36ba6e3d3eb0801c8187c7
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- # Generated by Django 1.11.11 on 2018-09-17 06:45 from __future__ import unicode_literals from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('metadata', '0010_auto_20180823_2353'), ] operations = [ migrations.AlterField( model_name='documentmetadata', name='value', field=models.CharField(blank=True, db_index=True, help_text='The actual value stored in the metadata type field for the document.', max_length=255, null=True, verbose_name='Value'), ), migrations.AlterField( model_name='metadatatype', name='name', field=models.CharField(help_text='Name used by other apps to reference this metadata type. Do not use python reserved words, or spaces.', max_length=48, unique=True, verbose_name='Name'), ), ]
Code analysis results: 🔴 Errors found: Block at line 8 has no indented body ⚠️ Warnings: Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 15 Unexpected indentation at line 16 💡 Suggestions: Add docstring to class 'Migration' Line 18 too long (193 chars) - break into multiple lines Line 23 too long (199 chars) - break into multiple lines
advanced
machine_learning
debugging
Pythoncode:Python
0
1
911
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Generated by Django 1.11.11 on 2018-09-17 06:45\nfrom __future__ import unicode_literals\n\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('metadata', '0010_auto_20180823_2353'),\n ]\n\n operations = [\n migrations.AlterField(\n model_name='documentmetadata',\n name='value',\n field=models.CharField(blank=True, db_index=True, help_text='The actual value stored in the metadata type field for the document.', max_length=255, null=True, verbose_name='Value'),\n ),\n migrations.AlterField(\n model_name='metadatatype',\n name='name',\n field=models.CharField(help_text='Name used by other apps to reference this metadata type. Do not use python reserved words, or spaces.', max_length=48, unique=True, verbose_name='Name'),\n ),\n ]"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 8 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'Migration'\n Line 18 too long (193 chars) - break into multiple lines\n Line 23 too long (199 chars) - break into multiple lines"}]
false
null
null
null
6a0593a2d9f168fbcc460c2d82964c99ec312e4a
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: def dfs(V): print(V, end=' ') visited[V] = True for n in graph[V]: if not visited[n]: dfs(n) def dfs_s(V): stack = [V] visited[V] = True while stack: now = stack.pop() print(now, end=' ') for n in graph[now]: if not visited[n]: stack.append(n) visited[n] = True def bfs(V): visited[V] = True queue = [V] while queue: now = queue.pop(0) print(now, end=' ') for n in graph[now]: if no
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • SyntaxError: expected ':' at line 28 Fix: Close the string literal with matching quote
intermediate
general
error_detection
Pythoncode:Python
3
0
546
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\ndef dfs(V):\n print(V, end=' ')\n visited[V] = True\n for n in graph[V]:\n if not visited[n]:\n dfs(n)\n\n\ndef dfs_s(V):\n stack = [V]\n visited[V] = True\n while stack:\n now = stack.pop()\n print(now, end=' ')\n for n in graph[now]:\n if not visited[n]:\n stack.append(n)\n visited[n] = True\n\n\ndef bfs(V):\n visited[V] = True\n queue = [V]\n while queue:\n now = queue.pop(0)\n print(now, end=' ')\n for n in graph[now]:\n if no"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 SyntaxError: expected ':' at line 28\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
6a0724ca0ed93e378a29473e0b6b5911cc4be4e6
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: from google.appengine.ext import webapp from google.appengine.ext.webapp.util import run_wsgi_app __author__ = "Artem Vovk, Roland Kluge, and Christian Kirschner" __copyright__ = "Copyright 2013-2015 UKP TU Darmstadt" __credits__ = ["Artem Vovk", "Roland Kluge", "Christian Kirschner"] __license__ = "ASL" class Redirector(webapp.RequestHandler): def get(self): self.redirect("/argunit/home") def post(self): self.redirect("/argunit/home") application = webapp.WSGIApplication( [('/.*', Redirector)], debug=True) def main(): run_wsgi_app(application) if __name__ == "__main__": main()
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
3
1
634
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom google.appengine.ext import webapp\nfrom google.appengine.ext.webapp.util import run_wsgi_app\n\n__author__ = \"Artem Vovk, Roland Kluge, and Christian Kirschner\"\n__copyright__ = \"Copyright 2013-2015 UKP TU Darmstadt\"\n__credits__ = [\"Artem Vovk\", \"Roland Kluge\", \"Christian Kirschner\"]\n__license__ = \"ASL\"\n\nclass Redirector(webapp.RequestHandler):\n def get(self):\n self.redirect(\"/argunit/home\")\n\n def post(self):\n self.redirect(\"/argunit/home\")\n\n\napplication = webapp.WSGIApplication(\n [('/.*', Redirector)],\n debug=True)\n\n\ndef main():\n run_wsgi_app(application)\n\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
6a07aa532405a92d53e9ed5f46dcbcbd7a845cfa
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: class Fliplr(Augmenter: # pylint: disable=locally-disabled, unused-variable, line-too-long """ Flip/mirror input images horizontally. Parameters ---------- p : number or StochasticParameter, optional(default=0) Probability of each image to get flipped. name : string, optional(default=None) See `Augmenter.__init__()` deterministic : bool, optional(default=False) See `Augmenter.__init__()` random_state : int or np.random.RandomState or None, optional(default=None) See `Augmenter.__init__()` Examples -------- >>> aug = iaa.Fliplr(0.5) would horizontally flip/mirror 50 percent of all input images. >>> aug = iaa.Fliplr(1.0) would horizontally flip/mirror all input images. """ def __init__(self, p=0, name=None, deterministic=False, random_state=None): super(Fliplr, self).__init__(name=name, deterministic=deterministic, random_state=random_state) self.p = iap.handle_probability_param(p, "p") def _augment_images(self, images, random_state, parents, hooks): nb_images = len(images) samples = self.p.draw_samples((nb_images,), random_state=random_state) for i in sm.xrange(nb_images): if samples[i] == 1: images[i] = np.fliplr(images[i]) return images def _augment_heatmaps(self, heatmaps, random_state, parents, hooks): arrs_flipped = self._augment_images( [heatmaps_i.arr_0to1 for heatmaps_i in heatmaps], random_state=random_state, parents=parents, hooks=hooks ) for heatmaps_i, arr_flipped in zip(heatmaps, arrs_flipped): heatmaps_i.arr_0to1 = arr_flipped return heatmaps def _augment_keypoints(self, keypoints_on_images, random_state, parents, hooks): nb_images = len(keypoints_on_images) samples = self.p.draw_samples((nb_images,), random_state=random_state) for i, keypoints_on_image in enumerate(keypoints_on_images): if samples[i] == 1: width = keypoints_on_image.shape[1] for keypoint in keypoints_on_image.keypoints: keypoint.x = (width - 1) - keypoint.x return keypoints_on_images def get_parameters(self): return [self.p] ... [6 more classdefs truncated] ...
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 2 • Unclosed '(' at line 1 - expected ')' Fix: Add missing ')' bracket at line 1
advanced
oop
error_detection
Pythoncode:Python
5
1
2,384
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass Fliplr(Augmenter: # pylint: disable=locally-disabled, unused-variable, line-too-long\n \"\"\"\n Flip/mirror input images horizontally.\n\n Parameters\n ----------\n p : number or StochasticParameter, optional(default=0)\n Probability of each image to get flipped.\n\n name : string, optional(default=None)\n See `Augmenter.__init__()`\n\n deterministic : bool, optional(default=False)\n See `Augmenter.__init__()`\n\n random_state : int or np.random.RandomState or None, optional(default=None)\n See `Augmenter.__init__()`\n\n Examples\n --------\n >>> aug = iaa.Fliplr(0.5)\n\n would horizontally flip/mirror 50 percent of all input images.\n\n\n >>> aug = iaa.Fliplr(1.0)\n\n would horizontally flip/mirror all input images.\n\n \"\"\"\n\n def __init__(self, p=0, name=None, deterministic=False, random_state=None):\n super(Fliplr, self).__init__(name=name, deterministic=deterministic, random_state=random_state)\n self.p = iap.handle_probability_param(p, \"p\")\n\n def _augment_images(self, images, random_state, parents, hooks):\n nb_images = len(images)\n samples = self.p.draw_samples((nb_images,), random_state=random_state)\n for i in sm.xrange(nb_images):\n if samples[i] == 1:\n images[i] = np.fliplr(images[i])\n return images\n\n def _augment_heatmaps(self, heatmaps, random_state, parents, hooks):\n arrs_flipped = self._augment_images(\n [heatmaps_i.arr_0to1 for heatmaps_i in heatmaps],\n random_state=random_state,\n parents=parents,\n hooks=hooks\n )\n for heatmaps_i, arr_flipped in zip(heatmaps, arrs_flipped):\n heatmaps_i.arr_0to1 = arr_flipped\n return heatmaps\n\n def _augment_keypoints(self, keypoints_on_images, random_state, parents, hooks):\n nb_images = len(keypoints_on_images)\n samples = self.p.draw_samples((nb_images,), random_state=random_state)\n for i, keypoints_on_image in enumerate(keypoints_on_images):\n if samples[i] == 1:\n width = keypoints_on_image.shape[1]\n for keypoint in keypoints_on_image.keypoints:\n keypoint.x = (width - 1) - keypoint.x\n return keypoints_on_images\n\n def get_parameters(self):\n return [self.p]\n\n\n\n ... [6 more classdefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 2\n \u2022 Unclosed '(' at line 1 - expected ')'\n\n Fix: Add missing ')' bracket at line 1"}]
true
syntax
MISSING_BRACKETS
MEDIUM
6a07ddc6734dd5ce8f0853fa4326c144429dfb84
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # Time Complexity - O(n) ; Space Complexity - O(n) class Solution: def addTwoNumbers(self, l1: ListNode, l2: ListNode) -> ListNode: carry = 0 out = temp = ListNode() while l1 is not None and l2 is not None: tempsum = l1.val + l2.val tempsum += carry if tempsum > 9: carry = tempsum//10 tempsum %= 10 else: carry = 0 temp.next = ListNode(tempsum) temp = temp.next l1 = l1.next l2 = l2.next if l1: while l1: tempsum = l1.val + carry if tempsum > 9: carry = tempsum//10 tempsum %= 10 else: carry = 0 temp.next = ListNode(tempsum) temp = temp.next l1 = l1.next elif l2: while l2: tempsum = l2.val + carry if tempsum > 9: carry = tempsum//10 tempsum %= 10 else: carry = 0 temp.next = ListNode(tempsum) temp = temp.next l2 = l2.next if carry: temp.next = ListNode(carry) return out.next
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
oop
refactoring
Pythoncode:Python
1
1
1,347
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Time Complexity - O(n) ; Space Complexity - O(n)\n\nclass Solution:\n def addTwoNumbers(self, l1: ListNode, l2: ListNode) -> ListNode: \n carry = 0 \n out = temp = ListNode()\n while l1 is not None and l2 is not None:\n tempsum = l1.val + l2.val\n tempsum += carry\n if tempsum > 9:\n carry = tempsum//10\n tempsum %= 10\n else:\n carry = 0\n temp.next = ListNode(tempsum)\n temp = temp.next\n l1 = l1.next \n l2 = l2.next\n if l1:\n while l1:\n tempsum = l1.val + carry\n if tempsum > 9:\n carry = tempsum//10\n tempsum %= 10\n else:\n carry = 0\n temp.next = ListNode(tempsum)\n temp = temp.next\n l1 = l1.next\n elif l2:\n while l2:\n tempsum = l2.val + carry\n if tempsum > 9:\n carry = tempsum//10\n tempsum %= 10\n else:\n carry = 0\n temp.next = ListNode(tempsum)\n temp = temp.next\n l2 = l2.next\n if carry:\n temp.next = ListNode(carry)\n return out.next"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
6a0b84b7b59fd4b039d379ec665100c80b070e0d
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import numpy as np import tensorflow as tf import matplotlib.pyplot as plt from gpflow.kernels import White, RBF from gpflow.likelihoods import Gaussian from deep_gp import DeepGP np.random.seed(0) tf.random.set_seed(0) def get_data(): Ns = 300 Xs = np.linspace(-0.5, 1.5, Ns)[:, None] N, M = 50, 25 X = np.random.uniform(0, 1, N)[:, None] Z = np.random.uniform(0, 1, M)[:, None] f_step = lambda x: 0. if x < 0.5 else 1. Y = np.reshape([f_step(x) for x in X], X.shape) + np.random.randn( *X.shape) * 1e-2 return Xs, X, Y, Z def make_deep_GP(num_layers, X, Y, Z): kernels = [] layer_sizes = [] for l in range(num_layers): kernel = RBF(lengthscales=0.2, variance=1.0) + White(variance=1e-5) kernels.append(kernel) layer_sizes.append(1) dgp = DeepGP(X, Y, Z, kernels, layer_sizes, Gaussian(), num_samples=100) # init hidden layers to be near deterministic for layer in dgp.layers[:-1]: layer.q_sqrt.assign(layer.q_sqrt * 1e-5) return dgp if __name__ == '__main__': Xs, X_train, Y_train, Z = get_data() dgp = make_deep_GP(3, X_train, Y_train, Z) optimizer = tf.optimizers.Adam(learning_rate=0.01, epsilon=1e-08) for _ in range(1500): with tf.GradientTape(watch_accessed_variables=False) as tape: tape.watch(dgp.trainable_variables) objective = -dgp.elbo((X_train, Y_train)) gradients = tape.gradient(objective, dgp.trainable_variables) optimizer.apply_gradients(zip(gradients, dgp.trainable_variables)) print(f"ELBO: {-objective.numpy()}") samples, _, _ = dgp.predict_all_layers(Xs, num_samples=50, full_cov=True) plt.plot(Xs, samples[-1].numpy()[:, :, 0].T, color='r', alpha=0.3) plt.title('Deep Gaussian Process') plt.scatter(X_train, Y_train) plt.show()
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 15 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 20 💡 Suggestions: Add docstring to function 'get_data' Add docstring to function 'make_deep_GP' Remove debug print() at line 53 before production
intermediate
database
debugging
Pythoncode:Python
2
0
1,862
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport numpy as np\nimport tensorflow as tf\nimport matplotlib.pyplot as plt\nfrom gpflow.kernels import White, RBF\nfrom gpflow.likelihoods import Gaussian\n\nfrom deep_gp import DeepGP\n\nnp.random.seed(0)\ntf.random.set_seed(0)\n\n\ndef get_data():\n Ns = 300\n Xs = np.linspace(-0.5, 1.5, Ns)[:, None]\n\n N, M = 50, 25\n X = np.random.uniform(0, 1, N)[:, None]\n Z = np.random.uniform(0, 1, M)[:, None]\n f_step = lambda x: 0. if x < 0.5 else 1.\n Y = np.reshape([f_step(x) for x in X], X.shape) + np.random.randn(\n *X.shape) * 1e-2\n return Xs, X, Y, Z\n\n\ndef make_deep_GP(num_layers, X, Y, Z):\n kernels = []\n layer_sizes = []\n for l in range(num_layers):\n kernel = RBF(lengthscales=0.2, variance=1.0) + White(variance=1e-5)\n kernels.append(kernel)\n layer_sizes.append(1)\n\n dgp = DeepGP(X, Y, Z, kernels, layer_sizes, Gaussian(), num_samples=100)\n\n # init hidden layers to be near deterministic\n for layer in dgp.layers[:-1]:\n layer.q_sqrt.assign(layer.q_sqrt * 1e-5)\n return dgp\n\n\nif __name__ == '__main__':\n Xs, X_train, Y_train, Z = get_data()\n dgp = make_deep_GP(3, X_train, Y_train, Z)\n optimizer = tf.optimizers.Adam(learning_rate=0.01, epsilon=1e-08)\n\n for _ in range(1500):\n with tf.GradientTape(watch_accessed_variables=False) as tape:\n tape.watch(dgp.trainable_variables)\n objective = -dgp.elbo((X_train, Y_train))\n gradients = tape.gradient(objective, dgp.trainable_variables)\n optimizer.apply_gradients(zip(gradients, dgp.trainable_variables))\n print(f\"ELBO: {-objective.numpy()}\")\n\n samples, _, _ = dgp.predict_all_layers(Xs, num_samples=50, full_cov=True)\n plt.plot(Xs, samples[-1].numpy()[:, :, 0].T, color='r', alpha=0.3)\n\n plt.title('Deep Gaussian Process')\n plt.scatter(X_train, Y_train)\n plt.show()"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 15\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n\n\ud83d\udca1 Suggestions:\n Add docstring to function 'get_data'\n Add docstring to function 'make_deep_GP'\n Remove debug print() at line 53 before production"}]
false
null
null
null
6a0b98cc37e3d3bfecf8eba880eba829290a251c
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: from __future__ import annotations import json import logging from contextlib import contextmanager, ExitStack from typing import List, Dict import pandas as pd from lithops.storage import Storage from lithops.storage.utils import CloudObject, StorageNoSuchKeyError from sm.engine.annotation_lithops.build_moldb import ( class CentroidsCacheEntry: def __init__( self, executor: Executor, sm_storage: Dict, ds_config: DSConfig, moldbs: List[InputMolDb] ): ds_hash_params = ds_config.copy() self.ds_config = { **ds_hash_params, # type: ignore # https://github.com/python/mypy/issues/4122 # Include the `targeted` value of databases so that a new cache entry is made if # someone manually changes that field 'databases': [(moldb['id'], moldb['targeted']) for moldb in moldbs], } # Remove database_ids as it may be in a different order to moldbs del self.ds_config['database_ids'] self.ds_hash = jsonhash(self.ds_config) self.executor = executor self.storage = executor.storage self.bucket, raw_prefix = sm_storage['centroids'] self.prefix = f"{raw_prefix}/{self.ds_hash}" self.config_key = f'{self.prefix}/ds_config.json' self.meta_key = f'{self.prefix}/meta' @contextmanager def lock(self)
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 12 - expected ')' • SyntaxError: '(' was never closed at line 12 Fixes: • Add closing ')' bracket • Review code syntax
advanced
api
syntax_repair
Pythoncode:Python
4
1
1,362
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom __future__ import annotations\n\nimport json\nimport logging\nfrom contextlib import contextmanager, ExitStack\nfrom typing import List, Dict\n\nimport pandas as pd\nfrom lithops.storage import Storage\nfrom lithops.storage.utils import CloudObject, StorageNoSuchKeyError\n\nfrom sm.engine.annotation_lithops.build_moldb import (\nclass CentroidsCacheEntry:\n def __init__(\n self, executor: Executor, sm_storage: Dict, ds_config: DSConfig, moldbs: List[InputMolDb]\n ):\n ds_hash_params = ds_config.copy()\n self.ds_config = {\n **ds_hash_params, # type: ignore # https://github.com/python/mypy/issues/4122\n # Include the `targeted` value of databases so that a new cache entry is made if\n # someone manually changes that field\n 'databases': [(moldb['id'], moldb['targeted']) for moldb in moldbs],\n }\n # Remove database_ids as it may be in a different order to moldbs\n del self.ds_config['database_ids']\n\n self.ds_hash = jsonhash(self.ds_config)\n\n self.executor = executor\n self.storage = executor.storage\n self.bucket, raw_prefix = sm_storage['centroids']\n self.prefix = f\"{raw_prefix}/{self.ds_hash}\"\n self.config_key = f'{self.prefix}/ds_config.json'\n self.meta_key = f'{self.prefix}/meta'\n\n @contextmanager\n def lock(self)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 12 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 12\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MID_STRING
CRITICAL
6a0bd26d528523a33d941c1d0799a814a2b95dcf
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: from PyQt5.QtWidgets import QMenu from gui.main_window.node_editor.items.connector_item import ConnectorItem class ConnectorTopItem(ConnectorItem): """ Class to provide top connector functionality """ def __init__(self, index, nodeItem, nodeEditor, parent=None): super(ConnectorTopItem, self).__init__(index, nodeItem, nodeEditor, parent) def isTopConnector(self): """ Returns whether the connector is a top connector (implementation for parent class) """ return True def isInPlace(self): """ Returns whether the connector is connected to a in-place working layer A top connector is in place if any connected bottom connector is in place. (implementation for parent class) """ for connection in self._connections: if connection.getIsInPlace(): return True return False def getConnectedNodes(self): """ Returns a list of node items, connected to this connector (implementation for parent class) """ nodes = list() # for each connection get the node connected to the bottom of the connection for connection in self._connections: connectionsBottomConnector = connection.getBottomConnector() if connectionsBottomConnector != None: nodes.append(connectionsBottomConnector.getNodeItem()) return nodes def addConnection(self, connection): """ Adds a connection to the connector and sets the start of the connection to this connectors position (implementation for parent class) """ self._connections.append(connection) connection.setStart(self.scenePos()) def updateConnectionPositions(self): """ Updates the connected connections, sets the start of all connected connections to this connectors position (implementation for parent class) """ for connection in self._connections: connection.setStart(self.scenePos()) def contextMenuEvent(self, event): """ Context menu for the top connector """ contextMenu = QMenu() renameTop = contextMenu.addAction("Change name") disconnectTop = contextMenu.addAction("Disconnect") if self.getConnectionCount() == 0: disconnectTop.setEnabled(False) removeTop = contextMenu.addAction("Remove") action = contextMenu.exec_(event.screenPos()) if action is not None: if action == removeTop: self._nodeEditor.tryToRemoveTopBlob(self._nodeItem.getLayerID(), self._index) elif action == renameTop: self._nodeEditor.tryToRenameTopBlob(self) elif action == disconnectTop: self._nodeEditor.disconnectTopBlob(self._nodeItem.getLayerID(), self._index)
Logical Error Analysis: Error Type: WRONG_COMPARISON Issue: Using != instead of is not for None Severity: LOW Location: Line 32 Buggy code: if connectionsBottomConnector != None: Should be: if connectionsBottomConnector is not None: Explanation: Non-pythonic comparison - works but not idiomatic Fix: Use "is/is not" for None, avoid explicit True comparison
advanced
ui
logical_errors
Pythoncode:Python
7
1
2,826
true
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nfrom PyQt5.QtWidgets import QMenu\n\nfrom gui.main_window.node_editor.items.connector_item import ConnectorItem\n\n\nclass ConnectorTopItem(ConnectorItem):\n \"\"\" Class to provide top connector functionality \"\"\"\n\n def __init__(self, index, nodeItem, nodeEditor, parent=None):\n super(ConnectorTopItem, self).__init__(index, nodeItem, nodeEditor, parent)\n\n def isTopConnector(self):\n \"\"\" Returns whether the connector is a top connector (implementation for parent class) \"\"\"\n return True\n\n def isInPlace(self):\n \"\"\" Returns whether the connector is connected to a in-place working layer\n A top connector is in place if any connected bottom connector is in place.\n (implementation for parent class) \"\"\"\n for connection in self._connections:\n if connection.getIsInPlace():\n return True\n return False\n\n def getConnectedNodes(self):\n \"\"\" Returns a list of node items, connected to this connector (implementation for parent class) \"\"\"\n nodes = list()\n\n # for each connection get the node connected to the bottom of the connection\n for connection in self._connections:\n connectionsBottomConnector = connection.getBottomConnector()\n if connectionsBottomConnector != None:\n nodes.append(connectionsBottomConnector.getNodeItem())\n return nodes\n\n def addConnection(self, connection):\n \"\"\" Adds a connection to the connector and sets the start of the connection to this connectors position\n (implementation for parent class) \"\"\"\n self._connections.append(connection)\n connection.setStart(self.scenePos())\n\n def updateConnectionPositions(self):\n \"\"\" Updates the connected connections, sets the start of all connected connections to this connectors position\n (implementation for parent class) \"\"\"\n for connection in self._connections:\n connection.setStart(self.scenePos())\n\n def contextMenuEvent(self, event):\n \"\"\" Context menu for the top connector \"\"\"\n contextMenu = QMenu()\n renameTop = contextMenu.addAction(\"Change name\")\n disconnectTop = contextMenu.addAction(\"Disconnect\")\n if self.getConnectionCount() == 0:\n disconnectTop.setEnabled(False)\n removeTop = contextMenu.addAction(\"Remove\")\n action = contextMenu.exec_(event.screenPos())\n if action is not None:\n if action == removeTop:\n self._nodeEditor.tryToRemoveTopBlob(self._nodeItem.getLayerID(), self._index)\n elif action == renameTop:\n self._nodeEditor.tryToRenameTopBlob(self)\n elif action == disconnectTop:\n self._nodeEditor.disconnectTopBlob(self._nodeItem.getLayerID(), self._index)"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_COMPARISON\n Issue: Using != instead of is not for None\n Severity: LOW\n\n Location: Line 32\n\n Buggy code:\n if connectionsBottomConnector != None:\n\n Should be:\n if connectionsBottomConnector is not None:\n\n Explanation: Non-pythonic comparison - works but not idiomatic\n Fix: Use \"is/is not\" for None, avoid explicit True comparison"}]
true
logical
WRONG_COMPARISON
LOW
6a0dc9555ac01260e856ab868bd3c294497c065f
TheStack--python--000.parquet
Review this Pythoncode:Python code: # GridGain Community Edition Licensing # Copyright 2019 GridGain Systems, Inc. # # Licensed under the Apache License, Version 2.0 (the "License") modified with Commons Clause # Restriction; 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. # # Commons Clause Restriction # # The Software is provided to you by the Licensor under the License, as defined below, subject to # the following condition. # # Without limiting other conditions in the License, the grant of rights under the License will not # include, and the License does not grant to you, the right to Sell the Software. # For purposes of the foregoing, “Sell” means practicing any or all of the rights granted to you # under the License to provide to third parties, for a fee or other consideration (including without # limitation fees for hosting or consulting/ support services related to the Software), a product or # service whose value derives, entirely or substantially, from the functionality of the Software. # Any license notice or attribution required by the License must also include this Commons Clause # License Condition notice. # # For purposes of the clause above, the “Licensor” is Copyright 2019 GridGain Systems, Inc., # the “License” is the Apache License, Version 2.0, and the Software is the GridGain Community # Edition software provided with this notice. from typing import Iterable, Union from pyignite.queries.op_codes import * from pyignite.datatypes import ( ... [21 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unclosed '(' at line 36 - expected ')' SyntaxError: '(' was never closed at line 36 ✨ Improvements: Complete the expression on the last line Add closing ')' bracket Review code syntax
intermediate
api
code_review
Pythoncode:Python
0
0
1,954
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# GridGain Community Edition Licensing\n# Copyright 2019 GridGain Systems, Inc.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\") modified with Commons Clause\n# Restriction; you may not use this file except in compliance with the License. You may obtain a\n# 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 distributed under the\n# License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n# KIND, either express or implied. See the License for the specific language governing permissions\n# and limitations under the License.\n#\n# Commons Clause Restriction\n#\n# The Software is provided to you by the Licensor under the License, as defined below, subject to\n# the following condition.\n#\n# Without limiting other conditions in the License, the grant of rights under the License will not\n# include, and the License does not grant to you, the right to Sell the Software.\n# For purposes of the foregoing, \u201cSell\u201d means practicing any or all of the rights granted to you\n# under the License to provide to third parties, for a fee or other consideration (including without\n# limitation fees for hosting or consulting/ support services related to the Software), a product or\n# service whose value derives, entirely or substantially, from the functionality of the Software.\n# Any license notice or attribution required by the License must also include this Commons Clause\n# License Condition notice.\n#\n# For purposes of the clause above, the \u201cLicensor\u201d is Copyright 2019 GridGain Systems, Inc.,\n# the \u201cLicense\u201d is the Apache License, Version 2.0, and the Software is the GridGain Community\n# Edition software provided with this notice.\n\nfrom typing import Iterable, Union\n\nfrom pyignite.queries.op_codes import *\nfrom pyignite.datatypes import (\n\n ... [21 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unclosed '(' at line 36 - expected ')'\n SyntaxError: '(' was never closed at line 36\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing ')' bracket\n Review code syntax"}]
false
null
null
null
6a0e0bcfcfbc438530da36eb95d62a35b14a3931
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: #!/usr/bin/env python import sys, os import itertools, shutil path = os.path.abspath(__file__) path = os.path.split(path)[0] os.chdir(path) print path device_ssh_ip = "" ssh_device = device_ssh_ip.split(",") path_tcs = path + "/tcs" path_result= path + "/result" path_allpairs = path + "/allpairs" path_reso Error: SyntaxError: unterminated string literal
Fixed Code: #!/usr/bin/env python import sys, os import itertools, shutil path = os.path.abspath(__file__) path = os.path.split(path)[0] os.chdir(path) print path device_ssh_ip = "" ssh_device = device_ssh_ip.split(",") path_tcs = path + "/tcs" path_result= path + "/result" path_allpairs = path + "/allpairs" path_resource = path + "/resource" seed_file = path_allpairs + "/positive/input_seed.txt" seed_negative = path_allpairs + "/negative" seed_positive =path_allpairs + "/positivee" seed_file_na = seed_negative + "/input_seed_negative.txt" selfcomb_file = path_allpairs + "/selfcomb.txt" Explanation: Close the string literal with matching quote
intermediate
testing
error_fixing
Pythoncode:Python
0
0
308
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/env python\nimport sys, os\nimport itertools, shutil\n\npath = os.path.abspath(__file__)\npath = os.path.split(path)[0]\nos.chdir(path)\nprint path\ndevice_ssh_ip = \"\"\nssh_device = device_ssh_ip.split(\",\")\npath_tcs = path + \"/tcs\"\npath_result= path + \"/result\"\npath_allpairs = path + \"/allpairs\"\npath_reso\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/env python\nimport sys, os\nimport itertools, shutil\n\npath = os.path.abspath(__file__)\npath = os.path.split(path)[0]\nos.chdir(path)\nprint path\ndevice_ssh_ip = \"\"\nssh_device = device_ssh_ip.split(\",\")\npath_tcs = path + \"/tcs\"\npath_result= path + \"/result\"\npath_allpairs = path + \"/allpairs\"\npath_resource = path + \"/resource\"\nseed_file = path_allpairs + \"/positive/input_seed.txt\"\nseed_negative = path_allpairs + \"/negative\"\nseed_positive =path_allpairs + \"/positivee\"\nseed_file_na = seed_negative + \"/input_seed_negative.txt\"\nselfcomb_file = path_allpairs + \"/selfcomb.txt\"\n\n Explanation: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
6a0e57de9c3d93fdc79f1a9d3f94690a6652bf6e
TheStack--python--000.parquet
Review this Pythoncode:Python code: """Command models to open a Thermocycler's lid.""" from __future__ import annotations from typing import Optional, TYPE_CHECKING from typing_extensions import Literal, Type from pydantic import BaseModel, Field from ..command import AbstractCommandImpl, BaseCommand, BaseCommandCreate from opentrons.protocol_engine.types import MotorAxis if TYPE_CHECKING: from opentrons.protocol_engine.state import StateView from opentrons.protocol_engine.execution import EquipmentHandler, MovementHandler OpenLidCommandType = Literal["thermocycler/openLid"] class OpenLidParams(BaseModel): """Input parameters to open a Thermocycler's lid.""" moduleId: str = Field(..., description="Unique ID of the Thermocycler.") class OpenLidResult(BaseModel): """Result data from opening a Thermocycler's lid.""" class OpenLidImpl(AbstractCommandImpl[OpenLidParams, OpenLidResult]): """Execution implementation of a Thermocycler's open lid command.""" def __init__( self, state_view: StateView, equipment: EquipmentHandler, movement: MovementHandler, **unused_dependencies: object, ) -> None: self._state_view = state_view self._equipment = equipment self._movement = movement async def execute(self, params: OpenLidParams) -> OpenLidResult: """Open a Thermocycler's lid.""" thermocycler_state = self._state_view.modules.get_thermocycler_module_substate( params.moduleId ) thermocycler_hardware = self._equipment.get_module_hardware_api( thermocycler_state.module_id ) # move the pipettes and gantry over the trash # do not home plunger axes because pipettes may be holding liquid await self._movement.home( [ MotorAxis.X, MotorAxis.Y, MotorAxis.RIGHT_Z, MotorAxis.LEFT_Z, ] ) if thermocycler_hardware is not None: await thermocycler_hardware.open() return OpenLidResult() class OpenLid(BaseCommand[OpenLidParams, OpenLidResult]): """A command to open a Thermocycler's lid.""" commandType: OpenLidCommandType = "thermocycler/openLid" params: OpenLidParams result: Optional[OpenLidResult] _ImplementationCls: Type[OpenLidImpl] = OpenLidImpl class OpenLidCreate(BaseCommandCreate[OpenLidParams]): """A request to open a Thermocycler's lid.""" commandType: OpenLidCommandType = "thermocycler/openLid" params: OpenLidParams _CommandCls: Type[OpenLid] = OpenLid
Code Review: ❌ Critical issues: Unterminated string literal at line 1 ⚠️ Code quality: Unexpected indentation at line 13 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 40 Unexpected indentation at line 41 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 53 Unexpected indentation at line 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 73 Unexpected indentation at line 74 Unexpected indentation at line 83 ✨ Improvements: Add closing quote at line 1
advanced
api
code_review
Pythoncode:Python
1
5
2,606
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n\"\"\"Command models to open a Thermocycler's lid.\"\"\"\nfrom __future__ import annotations\nfrom typing import Optional, TYPE_CHECKING\nfrom typing_extensions import Literal, Type\n\nfrom pydantic import BaseModel, Field\n\nfrom ..command import AbstractCommandImpl, BaseCommand, BaseCommandCreate\nfrom opentrons.protocol_engine.types import MotorAxis\n\nif TYPE_CHECKING:\n from opentrons.protocol_engine.state import StateView\n from opentrons.protocol_engine.execution import EquipmentHandler, MovementHandler\n\n\nOpenLidCommandType = Literal[\"thermocycler/openLid\"]\n\n\nclass OpenLidParams(BaseModel):\n \"\"\"Input parameters to open a Thermocycler's lid.\"\"\"\n\n moduleId: str = Field(..., description=\"Unique ID of the Thermocycler.\")\n\n\nclass OpenLidResult(BaseModel):\n \"\"\"Result data from opening a Thermocycler's lid.\"\"\"\n\n\nclass OpenLidImpl(AbstractCommandImpl[OpenLidParams, OpenLidResult]):\n \"\"\"Execution implementation of a Thermocycler's open lid command.\"\"\"\n\n def __init__(\n self,\n state_view: StateView,\n equipment: EquipmentHandler,\n movement: MovementHandler,\n **unused_dependencies: object,\n ) -> None:\n self._state_view = state_view\n self._equipment = equipment\n self._movement = movement\n\n async def execute(self, params: OpenLidParams) -> OpenLidResult:\n \"\"\"Open a Thermocycler's lid.\"\"\"\n thermocycler_state = self._state_view.modules.get_thermocycler_module_substate(\n params.moduleId\n )\n thermocycler_hardware = self._equipment.get_module_hardware_api(\n thermocycler_state.module_id\n )\n\n # move the pipettes and gantry over the trash\n # do not home plunger axes because pipettes may be holding liquid\n await self._movement.home(\n [\n MotorAxis.X,\n MotorAxis.Y,\n MotorAxis.RIGHT_Z,\n MotorAxis.LEFT_Z,\n ]\n )\n\n if thermocycler_hardware is not None:\n await thermocycler_hardware.open()\n\n return OpenLidResult()\n\n\nclass OpenLid(BaseCommand[OpenLidParams, OpenLidResult]):\n \"\"\"A command to open a Thermocycler's lid.\"\"\"\n\n commandType: OpenLidCommandType = \"thermocycler/openLid\"\n params: OpenLidParams\n result: Optional[OpenLidResult]\n\n _ImplementationCls: Type[OpenLidImpl] = OpenLidImpl\n\n\nclass OpenLidCreate(BaseCommandCreate[OpenLidParams]):\n \"\"\"A request to open a Thermocycler's lid.\"\"\"\n\n commandType: OpenLidCommandType = \"thermocycler/openLid\"\n params: OpenLidParams\n\n _CommandCls: Type[OpenLid] = OpenLid"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 1\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 13\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 40\n Unexpected indentation at line 41\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 53\n Unexpected indentation at line 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 73\n Unexpected indentation at line 74\n Unexpected indentation at line 83\n\n\u2728 Improvements:\n Add closing quote at line 1"}]
false
null
null
null
6a0e7a4577ac3f9f8b9fd994210704a26f91ee39
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: def multiple_replace(text: str, chars_to_mapping: dict): """ This function is used to replace a dictionary of characters inside a text string :param text: :param chars_to_mapping: :return: """ import re pattern = "|".join(map(re.escape, chars_to_mapping.keys())) Error: Logic Error / Incomplete Statement
Fixed Code: def multiple_replace(text: str, chars_to_mapping: dict): """ This function is used to replace a dictionary of characters inside a text string :param text: :param chars_to_mapping: :return: """ import re pattern = "|".join(map(re.escape, chars_to_mapping.keys())) return re.sub(pattern, lambda m: chars_to_mapping[m.group()], str(text)) Explanation: Add return statement to function
intermediate
general
error_fixing
Pythoncode:Python
1
0
296
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\ndef multiple_replace(text: str, chars_to_mapping: dict):\n \"\"\"\n This function is used to replace a dictionary of characters inside a text string\n :param text:\n :param chars_to_mapping:\n :return:\n \"\"\"\n import re\n\n pattern = \"|\".join(map(re.escape, chars_to_mapping.keys()))\n\n\n Error: Logic Error / Incomplete Statement"}, {"role": "assistant", "content": " Fixed Code:\n\n\ndef multiple_replace(text: str, chars_to_mapping: dict):\n \"\"\"\n This function is used to replace a dictionary of characters inside a text string\n :param text:\n :param chars_to_mapping:\n :return:\n \"\"\"\n import re\n\n pattern = \"|\".join(map(re.escape, chars_to_mapping.keys()))\n return re.sub(pattern, lambda m: chars_to_mapping[m.group()], str(text))\n\n\n Explanation: Add return statement to function"}]
true
syntax
INCOMPLETE_LOGIC
MEDIUM
6a0eabac2607fdcd5104aaa4361b75c94d229375
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import marshal as ms import zlib import base64 as bs
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
beginner
general
refactoring
Pythoncode:Python
0
0
53
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport marshal as ms\nimport zlib\nimport base64 as bs"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
6a0f2b7a58a3c8b7affaa9282ffcc01b705d987b
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: from django.db import models # Create your models here. class Gamedoc(models.Model): link = models.URLField(max_length=500) title = models.CharField(max_length=500) repo_name = models.CharField(max_length=512, blank=True, null=True) user_name = models.CharField(max_length=512, blank=True, null=True def __str__(self): return f'{self.title}'
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 9 - expected ')' • SyntaxError: '(' was never closed at line 9 Fixes: • Add closing ')' bracket • Review code syntax
intermediate
machine_learning
syntax_repair
Pythoncode:Python
1
1
373
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom django.db import models\n\n\n# Create your models here.\nclass Gamedoc(models.Model):\n link = models.URLField(max_length=500)\n title = models.CharField(max_length=500)\n repo_name = models.CharField(max_length=512, blank=True, null=True)\n user_name = models.CharField(max_length=512, blank=True, null=True\n\n def __str__(self):\n return f'{self.title}'"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 9 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 9\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
6a0fb21e21040834df2f296f7650980a669e7a30
TheStack--python--000.parquet
Review this Pythoncode:Python code: from django.contrib import admin from users.models import Friendship admin.site.register(Friendship) # Register your models here.
Code Review: Code looks good! Consider edge cases Add comprehensive tests
beginner
machine_learning
code_review
Pythoncode:Python
0
0
133
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom django.contrib import admin\nfrom users.models import Friendship\n\n\nadmin.site.register(Friendship)\n\n# Register your models here."}, {"role": "assistant", "content": " Code Review:\n\n\n Code looks good!\n Consider edge cases\n Add comprehensive tests"}]
false
null
null
null
6a0ff32b449d925c6b914b62185f0b337c8c4a7c
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import docx doc = docx.Document('demo.docx') print('paragraphs number: %s' % len(doc.paragraphs)) # Complete this line print('2nd paragraph: %s' % doc.paragraphs[1].text) print('paragraphs runs: %s' % len(doc.paragraphs[1].runs)) print('1st paragraph run: %s' % doc.paragraphs[1].runs[0].text) print('2nd paragraph run: %s' % doc.paragraphs[1].runs[1].text) print('3rd paragraph run: %s' % doc.paragraphs[1].runs[2].text) print('4th paragraph run: %s' % doc.paragraphs[1].runs[3].text)
The missing line is: print('1st paragraph: %s' % doc.paragraphs[0].text)
intermediate
general
fill_in_the_blank
Pythoncode:Python
0
0
529
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport docx\r\n\r\ndoc = docx.Document('demo.docx')\r\nprint('paragraphs number: %s' % len(doc.paragraphs))\r\n # Complete this line\nprint('2nd paragraph: %s' % doc.paragraphs[1].text)\r\nprint('paragraphs runs: %s' % len(doc.paragraphs[1].runs))\r\nprint('1st paragraph run: %s' % doc.paragraphs[1].runs[0].text)\r\nprint('2nd paragraph run: %s' % doc.paragraphs[1].runs[1].text)\r\nprint('3rd paragraph run: %s' % doc.paragraphs[1].runs[2].text)\r\nprint('4th paragraph run: %s' % doc.paragraphs[1].runs[3].text)"}, {"role": "assistant", "content": "The missing line is:\nprint('1st paragraph: %s' % doc.paragraphs[0].text)"}]
false
null
null
null
6a10bfc3e38883e78cd876111e7b6300fd43d471
TheStack--python--000.parquet
Review this Pythoncode:Python code: # Analysis the data generated from on policy simulations of QL, QLP and GQL. from BD.sim.sims import sims_analysis, merge_sim_files, extract_run_rew from BD.util.paths import Paths def sims_analysis_BD(): input_folder = Paths.rest_path + 'archive/beh/qlp-ml-opt/qlp-ml/' sims_analysis(input_folder, Paths.local_path + 'BD/to_graph_data/qlp_ml_onpolicy__stats.csv', lambda conf: True ) input_folder = Paths.rest_path + 'archive/beh/ql-ml-opt/ql-ml/' sims_analysis(input_folder, Paths.local_path + 'BD/to_graph_data/ql_ml_onpolicy_stats.csv', lambda conf: True ) def sims_analysis_GQL_BD(): input_folder = Paths.rest_path + 'archive/beh/gql-ml-opt/gql-ml/' sims_analysis(input_folder, Paths.local_path + 'BD/to_graph_data/gql_ml_onpolicy_stats.csv', lambda conf: True ) input_folder = Paths.rest_path + 'archive/beh/gql10d-ml-opt/gql10d-ml/' sims_analysis(input_folder, Paths.local_path + 'BD/to_graph_data/gql10d_ml_onpolicy_stats.csv', lambda conf: True ) if __name__ == '__main__': sims_analysis_BD() sims_analysis_GQL_BD() data = merge_sim_files(lambda x: True, Paths.rest_path + 'archive/beh/gql10d-ml-opt/gql10d-ml/') all_trials = extract_run_rew(data) output_file = Paths.local_path + 'BD/to_graph_data/gql10d_all_data_ml.csv' all_trials.to_csv(output_file, header=True) data = merge_sim_files(lambda x: True, Paths.rest_path + 'archive/beh/gql-ml-opt/gql-ml/') all_trials = extract_run_rew(data) output_file = Paths.local_path + 'BD/to_graph_data/gql_all_data_ml.csv' all_trials.to_csv(output_file, header=True)
Code Review: ⚠️ Code quality: Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 39 Unexpected indentation at line 42 Unexpected indentation at line 45 Unexpected indentation at line 48 Unexpected indentation at line 51 ✨ Improvements: Add docstring to function 'sims_analysis_BD' Add docstring to function 'sims_analysis_GQL_BD'
intermediate
machine_learning
code_review
Pythoncode:Python
2
0
1,821
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Analysis the data generated from on policy simulations of QL, QLP and GQL.\n\nfrom BD.sim.sims import sims_analysis, merge_sim_files, extract_run_rew\nfrom BD.util.paths import Paths\n\n\ndef sims_analysis_BD():\n input_folder = Paths.rest_path + 'archive/beh/qlp-ml-opt/qlp-ml/'\n sims_analysis(input_folder,\n Paths.local_path + 'BD/to_graph_data/qlp_ml_onpolicy__stats.csv',\n lambda conf: True\n )\n\n input_folder = Paths.rest_path + 'archive/beh/ql-ml-opt/ql-ml/'\n sims_analysis(input_folder,\n Paths.local_path + 'BD/to_graph_data/ql_ml_onpolicy_stats.csv',\n lambda conf: True\n )\n\n\ndef sims_analysis_GQL_BD():\n input_folder = Paths.rest_path + 'archive/beh/gql-ml-opt/gql-ml/'\n\n sims_analysis(input_folder,\n Paths.local_path + 'BD/to_graph_data/gql_ml_onpolicy_stats.csv',\n lambda conf: True\n )\n\n input_folder = Paths.rest_path + 'archive/beh/gql10d-ml-opt/gql10d-ml/'\n\n sims_analysis(input_folder,\n Paths.local_path + 'BD/to_graph_data/gql10d_ml_onpolicy_stats.csv',\n lambda conf: True\n )\n\n\nif __name__ == '__main__':\n sims_analysis_BD()\n sims_analysis_GQL_BD()\n\n data = merge_sim_files(lambda x: True, Paths.rest_path + 'archive/beh/gql10d-ml-opt/gql10d-ml/')\n all_trials = extract_run_rew(data)\n\n output_file = Paths.local_path + 'BD/to_graph_data/gql10d_all_data_ml.csv'\n all_trials.to_csv(output_file, header=True)\n\n data = merge_sim_files(lambda x: True, Paths.rest_path + 'archive/beh/gql-ml-opt/gql-ml/')\n all_trials = extract_run_rew(data)\n\n output_file = Paths.local_path + 'BD/to_graph_data/gql_all_data_ml.csv'\n all_trials.to_csv(output_file, header=True)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 39\n Unexpected indentation at line 42\n Unexpected indentation at line 45\n Unexpected indentation at line 48\n Unexpected indentation at line 51\n\n\u2728 Improvements:\n Add docstring to function 'sims_analysis_BD'\n Add docstring to function 'sims_analysis_GQL_BD'"}]
false
null
null
null
6a114f290b289195e2b18bfe3c8fd05836efd438
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- import os import re import glob import random import struct def get_old_seed(): with open('include/syscalls.h') as f: code = f.read() match = re.search(r'#define SW2_SEED (0x[a-fA-F0-9]{8})', code) assert match is not None, 'SW2_SEED not found!' return match.group(1) def replace_seed(old_seed, new_seed): with open('include/syscalls.h') as f: code = f.read() code = code.replace( f'#define SW2_SEED {old_seed}', f'#define SW2_SEED 0x{new_seed:08X}', 1 ) with open('include/syscalls.h', 'w') as f: f.write(code) def get_function_hash(seed, function_name, is_syscall=True): function_hash = seed function_name = function_name.replace('_', '') if is_syscall and function_name[:2] == 'Nt': function_name = 'Zw' + function_name[2:] name = function_name + '\0' ror8 = lambda v: ((v >> 8) & (2 ** 32 - 1)) | ((v << 24) & (2 ** 32 - 1)) for segment in [s for s in [name[i:i + 2] for i in range(len(name))] if len(s) == 2]: partial_name_short = struct.unpack('<H', segment.encode())[0] function_hash ^= partial_name_short + ror8(function_hash) return function_hash def replace_syscall_hashes(seed): with open('source/syscalls.c') as f: code = f.read() regex = re.compile(r'__declspec\(naked\) NTSTATUS (Nt[^(]+)') syscall_names = re.findall(regex, code) syscall_names = set(syscall_names) # Complete this line for syscall_name in syscall_names: regex = re.compile('NTSTATUS ' + syscall_name + '\\(.*?"mov ecx, (0x[A-Fa-f0-9]{8})', re.DOTALL) match = re.search(regex, syscall_definitions) assert match is not None, f'hash of syscall {syscall_name} not found!' old_hash = match.group(1) new_hash = get_function_hash(seed, syscall_name) print(f'{syscall_name} -> {old_hash} - 0x{new_hash:08X}') code = code.replace( old_hash, f'0x{new_hash:08X}' ) with open('source/syscalls.c', 'w') as f: f.write(code) with open('source/syscalls-asm.asm') as f: code = f.read() for syscall_name in syscall_names: regex = re.compile(syscall_name + ' PROC.*?mov ecx, 0([A-Fa-f0-9]{8})h', re.DOTALL) match = re.search(regex, code) assert match is not None, f'hash of syscall {syscall_name} not found!' old_hash = match.group(1) new_hash = get_function_hash(seed, syscall_name) code = code.replace( f'0{old_hash}h', f'0{new_hash:08X}h', 1 ) with open('source/syscalls-asm.asm', 'w') as f: f.write(code) ... [2 more functiondefs truncated] ...
The missing line is: syscall_definitions = code.split('#elif defined(__GNUC__)')[3]
intermediate
testing
fill_in_the_blank
Pythoncode:Python
4
0
2,810
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\nimport os\nimport re\nimport glob\nimport random\nimport struct\n\n\ndef get_old_seed():\n with open('include/syscalls.h') as f:\n code = f.read()\n match = re.search(r'#define SW2_SEED (0x[a-fA-F0-9]{8})', code)\n assert match is not None, 'SW2_SEED not found!'\n return match.group(1)\n\n\ndef replace_seed(old_seed, new_seed):\n with open('include/syscalls.h') as f:\n code = f.read()\n code = code.replace(\n f'#define SW2_SEED {old_seed}',\n f'#define SW2_SEED 0x{new_seed:08X}',\n 1\n )\n with open('include/syscalls.h', 'w') as f:\n f.write(code)\n\n\ndef get_function_hash(seed, function_name, is_syscall=True):\n function_hash = seed\n function_name = function_name.replace('_', '')\n if is_syscall and function_name[:2] == 'Nt':\n function_name = 'Zw' + function_name[2:]\n name = function_name + '\\0'\n ror8 = lambda v: ((v >> 8) & (2 ** 32 - 1)) | ((v << 24) & (2 ** 32 - 1))\n\n for segment in [s for s in [name[i:i + 2] for i in range(len(name))] if len(s) == 2]:\n partial_name_short = struct.unpack('<H', segment.encode())[0]\n function_hash ^= partial_name_short + ror8(function_hash)\n\n return function_hash\n\n\ndef replace_syscall_hashes(seed):\n with open('source/syscalls.c') as f:\n code = f.read()\n regex = re.compile(r'__declspec\\(naked\\) NTSTATUS (Nt[^(]+)')\n syscall_names = re.findall(regex, code)\n syscall_names = set(syscall_names)\n # Complete this line\n\n for syscall_name in syscall_names:\n regex = re.compile('NTSTATUS ' + syscall_name + '\\\\(.*?\"mov ecx, (0x[A-Fa-f0-9]{8})', re.DOTALL)\n match = re.search(regex, syscall_definitions)\n assert match is not None, f'hash of syscall {syscall_name} not found!'\n old_hash = match.group(1)\n new_hash = get_function_hash(seed, syscall_name)\n print(f'{syscall_name} -> {old_hash} - 0x{new_hash:08X}')\n code = code.replace(\n old_hash,\n f'0x{new_hash:08X}'\n )\n\n with open('source/syscalls.c', 'w') as f:\n f.write(code)\n\n with open('source/syscalls-asm.asm') as f:\n code = f.read()\n\n for syscall_name in syscall_names:\n regex = re.compile(syscall_name + ' PROC.*?mov ecx, 0([A-Fa-f0-9]{8})h', re.DOTALL)\n match = re.search(regex, code)\n assert match is not None, f'hash of syscall {syscall_name} not found!'\n old_hash = match.group(1)\n new_hash = get_function_hash(seed, syscall_name)\n code = code.replace(\n f'0{old_hash}h',\n f'0{new_hash:08X}h',\n 1\n )\n\n with open('source/syscalls-asm.asm', 'w') as f:\n f.write(code)\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n syscall_definitions = code.split('#elif defined(__GNUC__)')[3]"}]
false
null
null
null
6a11d7dca909e3885ae2dbc3bc1e2d0a99547ada
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: from subprocess import run, PIPE, TimeoutExpired, CompletedProcess from codes import exitcodes def _error_decode(response): stderr = "" if response.returncode: if response.returncode < 0: errmsg = exitcodes.get(abs(response.returncode), "Unknown Error") if isinstance(errmsg, dict): errmsg = errmsg["descr"] else: errmsg = response.stderr stderr = "Exit code ({}): {}".format(abs(response.returncode), errmsg) return response.returncode, stderr def execute(cmd, workdir=None, timeout=60): cmd = ["/bin/bash", "-c", cmd] try: response = run( cmd, stderr=PIPE, stdout=PIPE, cwd=workdir, timeout=timeout, universal_newlines=True, ) except TimeoutExpired: response = CompletedProcess( args=cmd, returncode=124, stderr="Timeout" ) except: response = CompletedProcess( args=cmd, returncode=-1, stderr="Internal Checker Error" ) response.stdout = "" if not response.stdout else str(response.stdout) response.returncode, response.stderr = _error_decode(response) return response
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
2
0
1,289
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom subprocess import run, PIPE, TimeoutExpired, CompletedProcess\nfrom codes import exitcodes\n\ndef _error_decode(response):\n stderr = \"\"\n if response.returncode:\n if response.returncode < 0:\n errmsg = exitcodes.get(abs(response.returncode), \"Unknown Error\")\n if isinstance(errmsg, dict):\n errmsg = errmsg[\"descr\"]\n else:\n errmsg = response.stderr\n stderr = \"Exit code ({}): {}\".format(abs(response.returncode), errmsg)\n return response.returncode, stderr\n \ndef execute(cmd, workdir=None, timeout=60):\n cmd = [\"/bin/bash\", \"-c\", cmd]\n try:\n response = run(\n cmd,\n stderr=PIPE,\n stdout=PIPE,\n cwd=workdir,\n timeout=timeout,\n universal_newlines=True,\n )\n except TimeoutExpired:\n response = CompletedProcess(\n args=cmd,\n returncode=124,\n stderr=\"Timeout\"\n )\n except:\n response = CompletedProcess(\n args=cmd,\n returncode=-1,\n stderr=\"Internal Checker Error\"\n )\n\n response.stdout = \"\" if not response.stdout else str(response.stdout)\n response.returncode, response.stderr = _error_decode(response)\n return response"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
6a11fa8d863a9e5b451bd2a7ef2241aafe768509
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import json from pfm.pf_command.base import BaseCommand from pfm.util.log import logger class UpdateCommand(BaseCommand): def __init__(self, name, forward_type, remote_host, remote_port, local_port, ssh_server, server_port, login_user, config): super(UpdateCommand, self).__init__(config) self.name = name self.forward_type = forward_type self.remote_host = remote_host self.remote_port = remote_port self.local_port = local_port self.ssh_server = ssh_server self.server_port = server_port self.login_user = login_user def run(self): f = open(self.config_path, 'r') targets = json.load(f) if self.name in targets: target = targets[self.name] self.update(target) else: logger.warn("Port forward setting named " + self.name + "is not registered") # write the target f = open(self.config_path, 'w') f.write(json.dumps(targets, indent=4)) f.close() def update(self, target): if self.forward_type is not None: target["type"] = self.forward_type if self.remote_host is not None: target["remote_host"] = self.remote_host if self.remote_port is not None: target["remote_port"] = self.remote_port if self.local_port is not None: target["local_port"] = self.local_port if self.ssh_server is not None: target["ssh_server"] = self.ssh_server if self.server_port is not None: target["server_port"] = self.server_port if self.login_user is not None: target["login_user"] = self.login_user
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
oop
refactoring
Pythoncode:Python
3
1
1,739
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport json\n\nfrom pfm.pf_command.base import BaseCommand\nfrom pfm.util.log import logger\n\n\nclass UpdateCommand(BaseCommand):\n def __init__(self, name, forward_type,\n remote_host, remote_port, local_port,\n ssh_server, server_port, login_user, config):\n super(UpdateCommand, self).__init__(config)\n self.name = name\n self.forward_type = forward_type\n self.remote_host = remote_host\n self.remote_port = remote_port\n self.local_port = local_port\n self.ssh_server = ssh_server\n self.server_port = server_port\n self.login_user = login_user\n\n def run(self):\n f = open(self.config_path, 'r')\n targets = json.load(f)\n if self.name in targets:\n target = targets[self.name]\n self.update(target)\n else:\n logger.warn(\"Port forward setting named \" + self.name + \"is not registered\")\n\n # write the target\n f = open(self.config_path, 'w')\n f.write(json.dumps(targets, indent=4))\n f.close()\n\n def update(self, target):\n if self.forward_type is not None:\n target[\"type\"] = self.forward_type\n if self.remote_host is not None:\n target[\"remote_host\"] = self.remote_host\n if self.remote_port is not None:\n target[\"remote_port\"] = self.remote_port\n if self.local_port is not None:\n target[\"local_port\"] = self.local_port\n if self.ssh_server is not None:\n target[\"ssh_server\"] = self.ssh_server\n if self.server_port is not None:\n target[\"server_port\"] = self.server_port\n if self.login_user is not None:\n target[\"login_user\"] = self.login_user"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
6a124e6043f5f93ce124eed73efc4b8488512375
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/python # # Copyright 2009 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. # # Licensed to the PSF under a Contributor Agreement. # # Author: Gregory P. Smith <greg@krypto.org> class AtforkTest(unittest.TestCase): def setUp(self): atfork.monkeypatch_os_fork_functions() self.calls = [] self.orig_stderr = sys.stderr self.assertFalse( atfork._fork_lock.locked(), "atfork._fork_lock not released by an earlier test!", ) # Unregister calls registered by earlier tests. atfork._prepare_call_list = [] atfork._parent_call_list = [] atfork._child_call_list = [] def tearDown(self): # Un-monkeypatch the os module. ook. global os importlib.reload(os) sys.stderr = self.orig_stderr def _pre(self): self.calls.append(self._pre) def _parent(self): self.calls.append(self._parent) def _child(self): self.calls.append(self._child) def _other(self): self.calls.append(self._other) def _raise_pre(self): self._pre() raise RuntimeError("This as ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: def _raise_parent(self): self._parent() raise RuntimeError("This as the second parent error expected.")
advanced
testing
incomplete_code
Pythoncode:Python
11
1
1,681
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/python\n#\n# Copyright 2009 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.\n#\n# Licensed to the PSF under a Contributor Agreement.\n#\n# Author: Gregory P. Smith <greg@krypto.org>\n\nclass AtforkTest(unittest.TestCase):\n def setUp(self):\n atfork.monkeypatch_os_fork_functions()\n self.calls = []\n self.orig_stderr = sys.stderr\n\n self.assertFalse(\n atfork._fork_lock.locked(),\n \"atfork._fork_lock not released by an earlier test!\",\n )\n\n # Unregister calls registered by earlier tests.\n atfork._prepare_call_list = []\n atfork._parent_call_list = []\n atfork._child_call_list = []\n\n def tearDown(self):\n # Un-monkeypatch the os module. ook.\n global os\n importlib.reload(os)\n sys.stderr = self.orig_stderr\n\n def _pre(self):\n self.calls.append(self._pre)\n\n def _parent(self):\n self.calls.append(self._parent)\n\n def _child(self):\n self.calls.append(self._child)\n\n def _other(self):\n self.calls.append(self._other)\n\n def _raise_pre(self):\n self._pre()\n raise RuntimeError(\"This as\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n\n def _raise_parent(self):\n self._parent()\n raise RuntimeError(\"This as the second parent error expected.\")"}]
true
syntax
HARD_CUT
CRITICAL
6a12692597c07586454530c9bcf5baae61076b3f
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import os from pathlib import Path __all__ = ['list_files_recur', 'scan_and_create_dir_tree', 'get_all_data_files', 'get_subsubdirs'] def list_files_recur(path): """ Cheater function that wraps path.rglob(). :param Path path: path to list recursively :return list: list of Path objects """ files = [] for file in path.rglob('*'): files.append(file) return files def scan_and_create_dir_tree(path, file=True): """ Creates all the necessary directories for the file at the end of path to be created. When specified with a filepath to a file or folder, it creates directories until the path is valid. :param Path path: must end with a filename, else the final directory won't be created :param bool file: Boolean, does the given path end with a file? If not, path.parts[-1] will be created :return None: """ parts = path.parts path_to_check = Path(parts[0]) # Complete this line for i in range(1, len(parts)): if not path_to_check.exists(): path_to_check.mkdir() path_to_check = path_to_check / parts[i] if file: pass else: if not path_to_check.exists(): path_to_check.mkdir() def get_all_data_files(path, filetype): """ Recursively search the given directory for .xxx files. :param Path path: Path to search :param str filetype: str, ".type" of file to search for :return list: list of file-like Path objects """ files = list_files_recur(path) files[:] = [file for file in files if filetype in file.name] return files def get_subsubdirs(path): """ Get the second-level subdirectories of the given path. If given path 'a/b', a sample return would be ['a/b/c/d', 'a/b/c/d2', 'a/b/c/etc'] :param str path: :return list: list containing Path instances for all paths found two levels below the supplied path """ leveltwo_subdirs = [] immediate_subdirs = [os.scandir(subdir) for subdir in os.scandir(path) if Path(subdir).is_dir()] for scan in immediate_subdirs: for subdir in scan: leveltwo_subdirs.append(Path(subdir)) if Path(subdir).is_dir() else None return leveltwo_subdirs
The missing line is:
intermediate
machine_learning
fill_in_the_blank
Pythoncode:Python
4
0
2,213
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport os\nfrom pathlib import Path\n\n__all__ = ['list_files_recur', 'scan_and_create_dir_tree', 'get_all_data_files', 'get_subsubdirs']\n\n\ndef list_files_recur(path):\n \"\"\"\n Cheater function that wraps path.rglob().\n\n :param Path path: path to list recursively\n :return list: list of Path objects\n \"\"\"\n files = []\n for file in path.rglob('*'):\n files.append(file)\n\n return files\n\n\ndef scan_and_create_dir_tree(path, file=True):\n \"\"\"\n Creates all the necessary directories for the file at the end of path to be created.\n\n When specified with a filepath to a file or folder, it creates directories until the path is valid.\n\n :param Path path: must end with a filename, else the final directory won't be created\n :param bool file: Boolean, does the given path end with a file? If not, path.parts[-1] will be created\n :return None:\n \"\"\"\n\n parts = path.parts\n path_to_check = Path(parts[0])\n # Complete this line\n for i in range(1, len(parts)):\n if not path_to_check.exists():\n path_to_check.mkdir()\n path_to_check = path_to_check / parts[i]\n\n if file:\n pass\n else:\n if not path_to_check.exists():\n path_to_check.mkdir()\n\n\ndef get_all_data_files(path, filetype):\n \"\"\"\n Recursively search the given directory for .xxx files.\n\n :param Path path: Path to search\n :param str filetype: str, \".type\" of file to search for\n :return list: list of file-like Path objects\n \"\"\"\n files = list_files_recur(path)\n files[:] = [file for file in files if filetype in file.name]\n\n return files\n\n\ndef get_subsubdirs(path):\n \"\"\"\n Get the second-level subdirectories of the given path.\n\n If given path 'a/b', a sample return would be ['a/b/c/d', 'a/b/c/d2', 'a/b/c/etc']\n\n :param str path:\n :return list: list containing Path instances for all paths found two levels below the supplied path\n \"\"\"\n leveltwo_subdirs = []\n immediate_subdirs = [os.scandir(subdir) for subdir in os.scandir(path) if Path(subdir).is_dir()]\n\n for scan in immediate_subdirs:\n for subdir in scan:\n leveltwo_subdirs.append(Path(subdir)) if Path(subdir).is_dir() else None\n\n return leveltwo_subdirs"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
6a131e98cf16cdcab3785e1e0af7a922aba56c50
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # Copyright (C) 2018-2022 Intel Corporation # SPDX-License-Identifier: Apache-2.0 import numpy as np from openvino.tools.mo.front.common.partial_infer.utils import dynamic_dimension_value, shape_array, set_input_shapes from openvino.tools.mo.ops.op import Op class ExperimentalDetectronDetectionOutput(Op): op = 'ExperimentalDetectronDetectionOutput' enabled = True def __init__(self, graph, attrs): mandatory_props = dict( type=self.op, op=self.op, version='opset6', infer=self.infer, reverse_infer=self.reverse_infer, type_infer=self.type_infer, in_ports_count=4, out_ports_count=3, ) super().__init__(graph, mandatory_props, attrs) def backend_attrs(self): return [ ('class_agnostic_box_regression', lambda node: str(bool(node['class_agnostic_box_regression'])).lower()), 'max_detections_per_image', 'nms_threshold', 'num_classes', 'post_nms_count', 'score_threshold', 'max_delta_log_wh', ('deltas_weights', lambda node: ','.join(map(str, node['deltas_weights'])))] @staticmethod def infer(node): rois_num = node.max_detections_per_image # boxes node.out_port(0).data.set_shape([rois_num, 4]) # classes, scores, batch indices # We use range(1, 1 + max(node.out_ports().keys())) instead of range(1, 3), because there are incorrectly # generated models where ExperimentalDetectronDetectionOutput has 4 outputs. for port_ind in range(1, 1 + max(node.out_ports().keys())): if not node.out_port(port_ind).disconnected(): node.out_port(port_ind).data.set_shape([rois_num]) @staticmethod def type_infer(node): in_data_type = node.in_port(0).get_data_type() node.out_port(0).set_data_type(in_data_type) node.out_port(1).set_data_type(np.int32) # the second output contains class indices node.out_port(2).set_data_type(in_data_type) if node.is_out_port_connected(3): node.out_port(3).set_data_type(np.int32) # the fourth output contains batch indices @staticmethod def reverse_infer(node): set_input_shapes(node, shape_array([dynamic_dimension_value, 4]), shape_array([dynamic_dimension_value, node['num_classes'] * 4]), shape_array([dynamic_dimension_value, node['num_classes']]), shape_array([1, 3]))
Functions: __init__, backend_attrs, infer, type_infer, reverse_infer Classes: ExperimentalDetectronDetectionOutput This code demonstrates Pythoncode:Python programming.
advanced
machine_learning
code_explanation
Pythoncode:Python
5
1
2,617
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright (C) 2018-2022 Intel Corporation\n# SPDX-License-Identifier: Apache-2.0\n\nimport numpy as np\n\nfrom openvino.tools.mo.front.common.partial_infer.utils import dynamic_dimension_value, shape_array, set_input_shapes\nfrom openvino.tools.mo.ops.op import Op\n\n\nclass ExperimentalDetectronDetectionOutput(Op):\n op = 'ExperimentalDetectronDetectionOutput'\n enabled = True\n\n def __init__(self, graph, attrs):\n mandatory_props = dict(\n type=self.op,\n op=self.op,\n version='opset6',\n infer=self.infer,\n reverse_infer=self.reverse_infer,\n type_infer=self.type_infer,\n in_ports_count=4,\n out_ports_count=3,\n )\n\n super().__init__(graph, mandatory_props, attrs)\n\n def backend_attrs(self):\n return [\n ('class_agnostic_box_regression', lambda node: str(bool(node['class_agnostic_box_regression'])).lower()),\n 'max_detections_per_image',\n 'nms_threshold',\n 'num_classes',\n 'post_nms_count',\n 'score_threshold',\n 'max_delta_log_wh',\n ('deltas_weights', lambda node: ','.join(map(str, node['deltas_weights'])))]\n\n @staticmethod\n def infer(node):\n rois_num = node.max_detections_per_image\n # boxes\n node.out_port(0).data.set_shape([rois_num, 4])\n # classes, scores, batch indices\n # We use range(1, 1 + max(node.out_ports().keys())) instead of range(1, 3), because there are incorrectly\n # generated models where ExperimentalDetectronDetectionOutput has 4 outputs.\n for port_ind in range(1, 1 + max(node.out_ports().keys())):\n if not node.out_port(port_ind).disconnected():\n node.out_port(port_ind).data.set_shape([rois_num])\n\n @staticmethod\n def type_infer(node):\n in_data_type = node.in_port(0).get_data_type()\n node.out_port(0).set_data_type(in_data_type)\n node.out_port(1).set_data_type(np.int32) # the second output contains class indices\n node.out_port(2).set_data_type(in_data_type)\n if node.is_out_port_connected(3):\n node.out_port(3).set_data_type(np.int32) # the fourth output contains batch indices\n\n @staticmethod\n def reverse_infer(node):\n set_input_shapes(node,\n shape_array([dynamic_dimension_value, 4]),\n shape_array([dynamic_dimension_value, node['num_classes'] * 4]),\n shape_array([dynamic_dimension_value, node['num_classes']]),\n shape_array([1, 3]))"}, {"role": "assistant", "content": " Functions: __init__, backend_attrs, infer, type_infer, reverse_infer\n Classes: ExperimentalDetectronDetectionOutput\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
6a139742e2452134cace4ac02e78a8badeceb098
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/env python import numpy as np, os, sys from get_sepsis_score import load_sepsis_model, get_sepsis_score def load_challenge_data(file): with open(file, 'r') as f: header = f.readline().strip() column_names = header.split('|') data = np.loadtxt(f, delimiter='|') # Ignore SepsisLabel column if present. if column_names[-1] == 'SepsisLabel': column_names = column_names[:-1] data = data[:, :-1] return data def save_challenge_predictions(file, scores, labels): with open(file, 'w') as f: f.write('PredictedProbability|PredictedLabel\n') for (s, l) in zip(scores, labels): f.write('%g|%d\n' % (s, l)) if __name__ == '__main__': # Parse arguments. if len(sys.argv) != 3: raise Exception('Include the input and output directories as arguments, e.g., python driver.py input output.') input_directory = sys.argv[1] output_directory = sys.argv[2] # Find files. files = [] for f in os.listdir(input_directory): if os.path.isfile(os.path.join(input_directory, f)) and not f.lower().startswith('.') and f.lower().endswith('psv'): files.append(f) if not os.path.isdir(output_directory): os.mkdir(output_directory) # Load model. model = load_sepsis_model() print(model) # Iterate over files. for f in files: # Load data. input_file = os.path.join(input_directory, f) data = load_challenge_data(input_file) # print(type(data) # Make predictions. num_rows = len(data) scores = np.zeros(num_rows) labels = np.zeros(num_rows) for t in range(num_rows): current_data = data[:t+1] current_score, current_label = get_sepsis_score(current_data, model) scores[t] = current_score labels[t] = current_label # Save results. output_file = os.path.join(output_directory, f) save_challenge_predictions(output_file, scores, labels)
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 52 - expected ')' • Block at line 7 has no indented body • IndentationError at line 8 Fixes: • Add closing ')' bracket • Fix indentation to match Python syntax rules
intermediate
machine_learning
syntax_repair
Pythoncode:Python
2
0
2,033
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n\nimport numpy as np, os, sys\nfrom get_sepsis_score import load_sepsis_model, get_sepsis_score\n\ndef load_challenge_data(file):\n with open(file, 'r') as f:\nheader = f.readline().strip()\n column_names = header.split('|')\n data = np.loadtxt(f, delimiter='|')\n\n # Ignore SepsisLabel column if present.\n if column_names[-1] == 'SepsisLabel':\n column_names = column_names[:-1]\n data = data[:, :-1]\n\n return data\n\ndef save_challenge_predictions(file, scores, labels):\n with open(file, 'w') as f:\n f.write('PredictedProbability|PredictedLabel\\n')\n for (s, l) in zip(scores, labels):\n f.write('%g|%d\\n' % (s, l))\n\nif __name__ == '__main__':\n # Parse arguments.\n if len(sys.argv) != 3:\n raise Exception('Include the input and output directories as arguments, e.g., python driver.py input output.')\n\n input_directory = sys.argv[1]\n output_directory = sys.argv[2]\n\n# Find files.\n files = []\n for f in os.listdir(input_directory):\n if os.path.isfile(os.path.join(input_directory, f)) and not f.lower().startswith('.') and f.lower().endswith('psv'):\n files.append(f)\n\n if not os.path.isdir(output_directory):\n os.mkdir(output_directory)\n\n # Load model.\n model = load_sepsis_model()\n print(model)\n\n # Iterate over files.\n for f in files:\n # Load data.\n input_file = os.path.join(input_directory, f)\n data = load_challenge_data(input_file)\n\n# print(type(data)\n\n # Make predictions.\n num_rows = len(data)\n scores = np.zeros(num_rows)\n labels = np.zeros(num_rows)\n for t in range(num_rows):\n current_data = data[:t+1]\n current_score, current_label = get_sepsis_score(current_data, model)\n scores[t] = current_score\n labels[t] = current_label\n\n # Save results.\n output_file = os.path.join(output_directory, f)\n save_challenge_predictions(output_file, scores, labels)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 52 - expected ')'\n \u2022 Block at line 7 has no indented body\n \u2022 IndentationError at line 8\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
6a139aa59f68903a8a744250e0c92696c28eb301
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: #!/usr/bin/python3.5 # -*-coding: utf-8 -* from collections import defaultdict from threading import Thread from time import perf_counter, time from LspLibrary import bcolors import time import matplotlib.pyplot as plt class LspRuntimeMonitor: """ """ clockStart = None clockEnd = None mutation_strategy = "simple_mutation" popsData = defaultdict(lambda: None) outputString = "" outputFilePath = "data/output/output.txt" verbose = False running = True def __init__(self) -> None: """ """ pass @classmethod def duration(cls): """ """ return f"{cls.clockEnd - cls.clockStart} second(s)" @classmethod def started(cls): """ """ cls.running = True LspRuntimeMonitor.clockStart = perf_counter() print(f"{bcolors.OKGREEN}Processing input data.{bcolors.ENDC}") # Thread(cls.waitingAnimation()) @classmethod def ended(cls): """ Error: IndentationError / Incomplete Function
Fixed Code: #!/usr/bin/python3.5 # -*-coding: utf-8 -* from collections import defaultdict from threading import Thread from time import perf_counter, time from LspLibrary import bcolors import time import matplotlib.pyplot as plt class LspRuntimeMonitor: """ """ clockStart = None clockEnd = None mutation_strategy = "simple_mutation" popsData = defaultdict(lambda: None) outputString = "" Explanation: Complete the function 'ended' body and add missing return
advanced
machine_learning
error_fixing
Pythoncode:Python
9
1
1,000
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/python3.5\n# -*-coding: utf-8 -*\n\nfrom collections import defaultdict\nfrom threading import Thread\nfrom time import perf_counter, time\nfrom LspLibrary import bcolors\nimport time\nimport matplotlib.pyplot as plt\n\n\nclass LspRuntimeMonitor:\n \"\"\"\n \"\"\"\n\n clockStart = None\n clockEnd = None\n mutation_strategy = \"simple_mutation\"\n popsData = defaultdict(lambda: None)\n outputString = \"\"\n outputFilePath = \"data/output/output.txt\"\n verbose = False\n running = True\n\n def __init__(self) -> None:\n \"\"\"\n \"\"\"\n pass\n\n @classmethod\n def duration(cls):\n \"\"\"\n \"\"\"\n return f\"{cls.clockEnd - cls.clockStart} second(s)\"\n\n @classmethod\n def started(cls):\n \"\"\"\n \"\"\"\n cls.running = True\n LspRuntimeMonitor.clockStart = perf_counter()\n\n print(f\"{bcolors.OKGREEN}Processing input data.{bcolors.ENDC}\")\n # Thread(cls.waitingAnimation())\n\n @classmethod\n def ended(cls):\n \"\"\"\n\n Error: IndentationError / Incomplete Function"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/python3.5\n# -*-coding: utf-8 -*\n\nfrom collections import defaultdict\nfrom threading import Thread\nfrom time import perf_counter, time\nfrom LspLibrary import bcolors\nimport time\nimport matplotlib.pyplot as plt\n\n\nclass LspRuntimeMonitor:\n \"\"\"\n \"\"\"\n\n clockStart = None\n clockEnd = None\n mutation_strategy = \"simple_mutation\"\n popsData = defaultdict(lambda: None)\n outputString = \"\"\n\n Explanation: Complete the function 'ended' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
6a139fa7954e69a2e28f61ebd4a2c8e7028fb83e
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import pandas as pd import numpy as np import matplotlib.pyplot as plt import seaborn as sns from pathlib import Path #app import methylcheck # uses .load; get_sex uses methylprep models too and detect_array() import logging def _get_copy_number(meth,unmeth): """function to return copy number. requires dataframes of methylated and unmethylated values. can be raw OR corrected""" # minfi R version: # log2(getMeth(object) + getUnmeth(object)) return np.log2(meth+unmeth ... [3 more functiondefs truncated] ...
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 11 • Unclosed '(' at line 16 - expected ')' Fix: Add missing ')' bracket at line 16
intermediate
ui
error_detection
Pythoncode:Python
1
0
545
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom pathlib import Path\n#app\nimport methylcheck # uses .load; get_sex uses methylprep models too and detect_array()\n\nimport logging\ndef _get_copy_number(meth,unmeth):\n \"\"\"function to return copy number.\n requires dataframes of methylated and\n unmethylated values. can be raw OR corrected\"\"\"\n # minfi R version:\n # log2(getMeth(object) + getUnmeth(object))\n return np.log2(meth+unmeth\n\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 11\n \u2022 Unclosed '(' at line 16 - expected ')'\n\n Fix: Add missing ')' bracket at line 16"}]
true
syntax
MISSING_BRACKETS
MEDIUM
6a152a32efa9784006230b4163868ce2479ff3ba
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Generated by Django 3.1.2 on 2020-11-15 15:37 import django.core.validators from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('accounts', '0002_auto_20201115_1531'), ] operations = [ migrations.AlterField( model_name='customuser', name='user_id', field=models.IntegerField(blank=True
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unclosed '[' at line 13 - expected ']' • Unclosed '(' at line 14 - expected ')' Fix: Complete the truncated code structure
advanced
machine_learning
error_detection
Pythoncode:Python
0
1
402
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Generated by Django 3.1.2 on 2020-11-15 15:37\n\nimport django.core.validators\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('accounts', '0002_auto_20201115_1531'),\n ]\n\n operations = [\n migrations.AlterField(\n model_name='customuser',\n name='user_id',\n field=models.IntegerField(blank=True"}, {"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 13 - expected ']'\n \u2022 Unclosed '(' at line 14 - expected ')'\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
6a15c95427effad3d19c61b8dfdb12b52e2999fa
TheStack--python--000.parquet
Review this Pythoncode:Python code: import subprocess from git_fortune._compat import fix_line_endings from git_fortune.version import __version__ def test_help(capfd): subprocess.check_call(["git-fortune", "-h"]) captured = capfd.readouterr() assert ( fix_line_endings( """ A fortune-like command for showing git tips Invoke it as 'git-fortune' or 'git fortune' """ ) in captured.out ) def test_version(capfd): subprocess.check_call(["git-fortune", "--version"]) captured = capfd.readouterr() assert "git-fortune {}".format(__version__) in captured.out def test_tip_boxformat(capfd): subprocess.check_call(["git-fortune", "--id", "3"]) tip3boxbody = fix_line_endings( """\ +-------------------------------------------------------------------------------+ | GIT TIP #3 | | | | `git log --graph` can show you a tree-like representation of the git history. | | | | Try adding in `--oneline --decorate --all`. | | | +-------------------------------------------------------------------------------+ """ ) captured = capfd.readouterr() assert captured.out == tip3boxbody def test_tip_plainformat(capfd): subprocess.check_call(["git-fortune", "--format", "plain", "--id", "1"]) tip1plainbody = fix_line_endings( "Modify your last commit before pushing with `git commit --amend`.\n" ) captured = capfd.readouterr() assert captured.out == tip1plainbody def test_noargs(capfd): """just make sure it doesn't crashfail""" subprocess.check_call(["git-fortune"]) captured = capfd.readouterr() assert "GIT TIP #" in captured.out # from the box format def test_category(capfd): """just make sure it doesn't crashfail""" subprocess.check_call(["git-fortune", "--category", "diff"]) captured = capfd.readouterr() assert "GIT TIP #" in captured.out # from the box format def test_category_and_id_mutex(capfd): ret = subprocess.call(["git-fortune", "--category", "diff", "--id", "3"]) assert ret == 2 captured = capfd.readouterr() assert "" == captured.out assert "argument --id: not allowed with argument --category" in captured.err
Code Review: ❌ Critical issues: Unterminated string literal at line 12 ⚠️ Code quality: Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 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 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 66 Unexpected indentation at line 71 Unexpected indentation at line 72 Unexpected indentation at line 73 Unexpected indentation at line 74 ✨ Improvements: Add closing quote at line 12 Add docstring to function 'test_tip_boxformat' Add docstring to function 'test_tip_plainformat' Add docstring to function 'test_category_and_id_mutex'
advanced
testing
code_review
Pythoncode:Python
7
0
2,504
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport subprocess\n\nfrom git_fortune._compat import fix_line_endings\nfrom git_fortune.version import __version__\n\n\ndef test_help(capfd):\n subprocess.check_call([\"git-fortune\", \"-h\"])\n captured = capfd.readouterr()\n assert (\n fix_line_endings(\n \"\"\"\nA fortune-like command for showing git tips\n\nInvoke it as 'git-fortune' or 'git fortune'\n\"\"\"\n )\n in captured.out\n )\n\n\ndef test_version(capfd):\n subprocess.check_call([\"git-fortune\", \"--version\"])\n captured = capfd.readouterr()\n assert \"git-fortune {}\".format(__version__) in captured.out\n\n\ndef test_tip_boxformat(capfd):\n subprocess.check_call([\"git-fortune\", \"--id\", \"3\"])\n tip3boxbody = fix_line_endings(\n \"\"\"\\\n+-------------------------------------------------------------------------------+\n| GIT TIP #3 |\n| |\n| `git log --graph` can show you a tree-like representation of the git history. |\n| |\n| Try adding in `--oneline --decorate --all`. |\n| |\n+-------------------------------------------------------------------------------+\n\"\"\"\n )\n captured = capfd.readouterr()\n assert captured.out == tip3boxbody\n\n\ndef test_tip_plainformat(capfd):\n subprocess.check_call([\"git-fortune\", \"--format\", \"plain\", \"--id\", \"1\"])\n tip1plainbody = fix_line_endings(\n \"Modify your last commit before pushing with `git commit --amend`.\\n\"\n )\n captured = capfd.readouterr()\n assert captured.out == tip1plainbody\n\n\ndef test_noargs(capfd):\n \"\"\"just make sure it doesn't crashfail\"\"\"\n subprocess.check_call([\"git-fortune\"])\n captured = capfd.readouterr()\n assert \"GIT TIP #\" in captured.out # from the box format\n\n\ndef test_category(capfd):\n \"\"\"just make sure it doesn't crashfail\"\"\"\n subprocess.check_call([\"git-fortune\", \"--category\", \"diff\"])\n captured = capfd.readouterr()\n assert \"GIT TIP #\" in captured.out # from the box format\n\n\ndef test_category_and_id_mutex(capfd):\n ret = subprocess.call([\"git-fortune\", \"--category\", \"diff\", \"--id\", \"3\"])\n assert ret == 2\n captured = capfd.readouterr()\n assert \"\" == captured.out\n assert \"argument --id: not allowed with argument --category\" in captured.err"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 12\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\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 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 66\n Unexpected indentation at line 71\n Unexpected indentation at line 72\n Unexpected indentation at line 73\n Unexpected indentation at line 74\n\n\u2728 Improvements:\n Add closing quote at line 12\n Add docstring to function 'test_tip_boxformat'\n Add docstring to function 'test_tip_plainformat'\n Add docstring to function 'test_category_and_id_mutex'"}]
false
null
null
null
6a164cca97745158870c1da7ad0a330912380e28
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: _base_ = [ '../_base_/models/faster_rcnn_r50_fpn.py' ] model = dict( type='FasterRCNN', # pretrained='torchvision://resnet50', backbone=dict( type='ResNet', depth=50, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requires_grad=True), norm_eval=True, style='pytorch'), neck=dict( type='FPN', in_channels=[256, 512, 1024, 2048], out_channels=256, num_outs=5), rpn_head=dict( type='RPNHead', in_channels=256, feat_channels=256, anchor_generator=dict( type='AnchorGenerator', scales=[8], ratios=[0.5, 1.0, 2.0], strides=[4, 8, 16, 32, 64]), bb
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unclosed '(' at line 5 - expected ')' • Unclosed '(' at line 22 - expected ')' • SyntaxError: '(' was never closed at line 22 Fix: Complete the truncated code structure
intermediate
database
error_detection
Pythoncode:Python
0
0
784
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n_base_ = [\n '../_base_/models/faster_rcnn_r50_fpn.py'\n]\n\nmodel = dict(\n type='FasterRCNN',\n # pretrained='torchvision://resnet50',\n backbone=dict(\n type='ResNet',\n depth=50,\n num_stages=4,\n out_indices=(0, 1, 2, 3),\n frozen_stages=1,\n norm_cfg=dict(type='BN', requires_grad=True),\n norm_eval=True,\n style='pytorch'),\n neck=dict(\n type='FPN',\n in_channels=[256, 512, 1024, 2048],\n out_channels=256,\n num_outs=5),\n rpn_head=dict(\n type='RPNHead',\n in_channels=256,\n feat_channels=256,\n anchor_generator=dict(\n type='AnchorGenerator',\n scales=[8],\n ratios=[0.5, 1.0, 2.0],\n strides=[4, 8, 16, 32, 64]),\n bb"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '(' at line 5 - expected ')'\n \u2022 Unclosed '(' at line 22 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 22\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
6a167dd5d92960139223aa44954c2cb6cacf4375
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. import torch, math from torch import nn from torch.autograd import Function from torch.autograd.function import once_differentiable from torch.nn.modules.utils import _pair from SparseConvNet.sparseconvnet.tools_3d_2d import sparse_3d_to_dense_2d import _C class _ROIAlignRotated3D(Function): @staticmethod def forward(ctx, input, roi, output_size, spatial_scale, sampling_ratio): ctx.save_for_backward(roi) ctx.output_size = _pair(output_size) ctx.spatial_scale = spatial_scale ctx.sampling_ratio = sampling_ratio ctx.input_shape = input.size() # input: [4, 256, 304, 200, 7] # roi: [171, 8] # spatial_scale: 0.25 # output_size: [7,7,7] # sampling_ratio: 2 output = _C.roi_align_rotated_3d_forward( input, roi, spatial_scale, output_size[0], output_size[1], output_size[2], sampling_ratio ) # [171, 256, 7, 7] return output @staticmethod @once_differentiable def backward(ctx, grad_output): rois, = ctx.saved_tensors output_size = ctx.output_size spatial_scale = ctx.spatial_scale sampling_ratio = ctx.sampling_ratio bs, ch, h, w, zsize = ctx.input_shape grad_input = _C.roi_align_rotated_3d_backward( # Complete this line rois, spatial_scale, output_size[0], output_size[1], output_size[2], bs, ch, h, w, zsize, sampling_ratio, ) return grad_input, None, None, None, None roi_align_rotated_3d = _ROIAlignRotated3D.apply class ROIAlignRotated3D(nn.Module): def __init__(self, output_size, spatial_scale, sampling_ratio): ''' output_size:[pooled_height, pooled_width] spatial_scale: size_of_map/size_of_original_image sampling_ratio: how many points to use for bilinear_interpolate ''' super(ROIAlignRotated3D, self).__init__() self.output_size = output_size # (7,7,7) self.spatial_scale = spatial_scale # 0.25 self.sampling_ratio = sampling_ratio # 2 def forward(self, input_s3d, rois_3d): ''' input0: sparse 3d tensor rois_3d: 3d box, xyz order is same as input0, yaw unit is rad, anti-clock wise is positive input: [batch_size, feature, h, w] rois: [n,5] [batch_ind, center_w, center_h, roi_width, roi_height, theta] theta unit: degree, anti-clock wise is positive Note: the order of w and h inside of input and rois is different. ''' input_d3d = sparse_3d_to_dense_2d(input_s3d) output = roi_align_rotated_3d( input_d3d, rois_3d, self.output_size, self.spatial_scale, self.sampling_ratio ) return output ... [1 more functiondefs truncated] ...
The missing line is: grad_output,
advanced
machine_learning
fill_in_the_blank
Pythoncode:Python
4
2
2,978
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved.\nimport torch, math\nfrom torch import nn\nfrom torch.autograd import Function\nfrom torch.autograd.function import once_differentiable\nfrom torch.nn.modules.utils import _pair\nfrom SparseConvNet.sparseconvnet.tools_3d_2d import sparse_3d_to_dense_2d\nimport _C\n\n\nclass _ROIAlignRotated3D(Function):\n @staticmethod\n def forward(ctx, input, roi, output_size, spatial_scale, sampling_ratio):\n ctx.save_for_backward(roi)\n ctx.output_size = _pair(output_size)\n ctx.spatial_scale = spatial_scale\n ctx.sampling_ratio = sampling_ratio\n ctx.input_shape = input.size()\n # input: [4, 256, 304, 200, 7]\n # roi: [171, 8]\n # spatial_scale: 0.25\n # output_size: [7,7,7]\n # sampling_ratio: 2\n output = _C.roi_align_rotated_3d_forward(\n input, roi, spatial_scale, output_size[0], output_size[1], output_size[2], sampling_ratio\n ) # [171, 256, 7, 7]\n return output\n\n @staticmethod\n @once_differentiable\n def backward(ctx, grad_output):\n rois, = ctx.saved_tensors\n output_size = ctx.output_size\n spatial_scale = ctx.spatial_scale\n sampling_ratio = ctx.sampling_ratio\n bs, ch, h, w, zsize = ctx.input_shape\n grad_input = _C.roi_align_rotated_3d_backward(\n # Complete this line\n rois,\n spatial_scale,\n output_size[0],\n output_size[1],\n output_size[2],\n bs,\n ch,\n h,\n w,\n zsize,\n sampling_ratio,\n )\n return grad_input, None, None, None, None\n\n\nroi_align_rotated_3d = _ROIAlignRotated3D.apply\n\n\nclass ROIAlignRotated3D(nn.Module):\n def __init__(self, output_size, spatial_scale, sampling_ratio):\n '''\n output_size:[pooled_height, pooled_width]\n spatial_scale: size_of_map/size_of_original_image\n sampling_ratio: how many points to use for bilinear_interpolate\n '''\n super(ROIAlignRotated3D, self).__init__()\n self.output_size = output_size # (7,7,7)\n self.spatial_scale = spatial_scale # 0.25\n self.sampling_ratio = sampling_ratio # 2\n\n def forward(self, input_s3d, rois_3d):\n '''\n input0: sparse 3d tensor\n rois_3d: 3d box, xyz order is same as input0,\n yaw unit is rad, anti-clock wise is positive\n\n input: [batch_size, feature, h, w]\n rois: [n,5] [batch_ind, center_w, center_h, roi_width, roi_height, theta]\n theta unit: degree, anti-clock wise is positive\n\n Note: the order of w and h inside of input and rois is different.\n '''\n input_d3d = sparse_3d_to_dense_2d(input_s3d)\n output = roi_align_rotated_3d(\n input_d3d, rois_3d, self.output_size, self.spatial_scale, self.sampling_ratio\n )\n return output\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n grad_output,"}]
false
null
null
null
6a168cae49b57ce434a41c7070da071ca4734fc0
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import numpy as np import os from .logger import printLog class ParrotIOError(Exception): def __init__(self, filename): message = "ERROR: Can not find file {}.".format(filename) super(ParrotIOError, self).__init__(message) # Class that iterates over CoNLL Dataset class CoNLLDataset(object): def __init__(self, filename, processingWord=None, processingTag=None, maxIter=None): self.filename = filename self.processingWord = processingWord # function that takes a word as input self.processingTag = processingTag # function that takes a tag as input self.maxIter = maxIter # max number of sentences to yield self.length = None def __iter__(self): niter = 0 with open(self.filename, encoding='utf-8') as f: words, tags = [], [] for line in f: line = line.strip() # delete spaces in start and end if (len(line) == 0 or line.startswith("-DOCSTART-")): if len(words) != 0: niter += 1 if self.maxIter is not None and niter > self.maxIter: break yield words, tags words, tags = [], [] else: ls = line.split(' ') word, tag = ls[0],ls[-1] if self.processingWord is not None: word = self.processingWord(word) if self.processingTag is not None: tag = self.processingTag(tag) Error: SyntaxError / EOF
Fixed Code: import numpy as np import os from .logger import printLog class ParrotIOError(Exception): def __init__(self, filename): message = "ERROR: Can not find file {}.".format(filename) super(ParrotIOError, self).__init__(message) # Class that iterates over CoNLL Dataset class CoNLLDataset(object): def __init__(self, filename, processingWord=None, processingTag=None, maxIter=None): self.filename = filename self.processingWord = processingWord # function that takes a word as input self.processingTag = processingTag # function that takes a tag as input self.maxIter = maxIter # max number of sentences to yield self.length = None Explanation: Complete the truncated code structure
advanced
database
error_fixing
Pythoncode:Python
7
2
1,627
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport numpy as np\nimport os\nfrom .logger import printLog\n\nclass ParrotIOError(Exception):\n def __init__(self, filename):\n message = \"ERROR: Can not find file {}.\".format(filename)\n super(ParrotIOError, self).__init__(message)\n\n# Class that iterates over CoNLL Dataset\nclass CoNLLDataset(object):\n def __init__(self, filename, processingWord=None, processingTag=None,\n maxIter=None):\n self.filename = filename\n self.processingWord = processingWord # function that takes a word as input\n self.processingTag = processingTag # function that takes a tag as input\n self.maxIter = maxIter # max number of sentences to yield\n self.length = None\n\n\n def __iter__(self):\n niter = 0\n with open(self.filename, encoding='utf-8') as f:\n words, tags = [], []\n for line in f:\n line = line.strip() # delete spaces in start and end\n if (len(line) == 0 or line.startswith(\"-DOCSTART-\")):\n if len(words) != 0:\n niter += 1\n if self.maxIter is not None and niter > self.maxIter:\n break\n yield words, tags\n words, tags = [], []\n else:\n ls = line.split(' ')\n word, tag = ls[0],ls[-1]\n if self.processingWord is not None:\n word = self.processingWord(word)\n if self.processingTag is not None:\n tag = self.processingTag(tag)\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport numpy as np\nimport os\nfrom .logger import printLog\n\nclass ParrotIOError(Exception):\n def __init__(self, filename):\n message = \"ERROR: Can not find file {}.\".format(filename)\n super(ParrotIOError, self).__init__(message)\n\n# Class that iterates over CoNLL Dataset\nclass CoNLLDataset(object):\n def __init__(self, filename, processingWord=None, processingTag=None,\n maxIter=None):\n self.filename = filename\n self.processingWord = processingWord # function that takes a word as input\n self.processingTag = processingTag # function that takes a tag as input\n self.maxIter = maxIter # max number of sentences to yield\n self.length = None\n\n\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
6a16ef74b6b87e7acddaab1f4ea03a7e48da5422
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import nox FILE_PATHS = ["utils", "main.py"] @nox.session
def format(session): session.install("black") session.run("black", *FILE_PATHS)
beginner
database
code_completion
Pythoncode:Python
1
0
148
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport nox\n\nFILE_PATHS = [\"utils\", \"main.py\"]\n\n@nox.session"}, {"role": "assistant", "content": "\ndef format(session):\n session.install(\"black\")\n session.run(\"black\", *FILE_PATHS)"}]
false
null
null
null
6a1710262c6a5f82f36fe3fcc5a0ae77374c7e1e
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import os import df2img import disnake import pandas as pd from PIL import Image import discordbot.config_discordbot as cfg from discordbot.config_discordbot import logger from discordbot.helpers import autocrop_image from gamestonk_terminal.economy import wsj_model async def currencies_command(ctx): """Currencies overview [Wall St. Journal]""" try: # Debug user input if cfg.DEBUG: logger.debug("econ-currencies") # Retrieve data df = wsj_model.global_currencies() df = pd.DataFrame.from_dict(df) # Check for argument if df.empty: raise Exception("No available data found") df["Last"] = pd.to_numeric(df["Last"].astype(float)) df["Chng"] = pd.to_numeric(df["Chng"].astype(float)) df["%Chng"] = pd.to_numeric(df["%Chng"].astype(float)) formats = {"Last": "{:.2f}", "Chng": "{:.2f}", "%Chng": "{:.2f}%"} for col, value in formats.items(): df[col] = df[col].map(lambda x: value.format(x)) # pylint: disable=W0640 df = df.fillna("") df.set_index(" ", inplace=True) # Debug user output if cfg.DEBUG: logger.debug(df.to_string()) df = df[ [ "Last", "Chng", "%Chng", ] ] dindex = len(df.index) fig = df2img.plot_dataframe( df, fig_size=(800, (40 + (40 * dindex))), col_width=[8, 3, 3], tbl_cells=dict( align="left", height=35, ),
template="plotly_dark", font=dict( family="Consolas", size=20, ), paper_bgcolor="rgba(0, 0, 0, 0)", ) imagefile = "econ-currencies.png" df2img.save_dataframe(fig=fig, filename=imagefile) image = Image.open(imagefile) image = autocrop_image(image, 0) image.save(imagefile, "PNG", quality=100) image = disnake.File(imagefile) title = "Economy: [WSJ] Currencies" embed = disnake.Embed(title=title, colour=cfg.COLOR) embed.set_image(url=f"attachment://{imagefile}") embed.set_author( name=cfg.AUTHOR_NAME, icon_url=cfg.AUTHOR_ICON_URL, ) os.remove(imagefile) await ctx.send(embed=embed, file=image) except Exception as e: embed = disnake.Embed( title="ERROR Economy: [WSJ] Currencies", colour=cfg.COLOR, description=e, ) embed.set_author( name=cfg.AUTHOR_NAME, icon_url=cfg.AUTHOR_ICON_URL, ) await ctx.send(embed=embed, delete_after=30.0)
intermediate
database
code_completion
Pythoncode:Python
0
0
2,781
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport os\n\nimport df2img\nimport disnake\nimport pandas as pd\nfrom PIL import Image\n\nimport discordbot.config_discordbot as cfg\nfrom discordbot.config_discordbot import logger\nfrom discordbot.helpers import autocrop_image\nfrom gamestonk_terminal.economy import wsj_model\n\n\nasync def currencies_command(ctx):\n \"\"\"Currencies overview [Wall St. Journal]\"\"\"\n\n try:\n # Debug user input\n if cfg.DEBUG:\n logger.debug(\"econ-currencies\")\n\n # Retrieve data\n df = wsj_model.global_currencies()\n df = pd.DataFrame.from_dict(df)\n\n # Check for argument\n if df.empty:\n raise Exception(\"No available data found\")\n\n df[\"Last\"] = pd.to_numeric(df[\"Last\"].astype(float))\n df[\"Chng\"] = pd.to_numeric(df[\"Chng\"].astype(float))\n df[\"%Chng\"] = pd.to_numeric(df[\"%Chng\"].astype(float))\n\n formats = {\"Last\": \"{:.2f}\", \"Chng\": \"{:.2f}\", \"%Chng\": \"{:.2f}%\"}\n for col, value in formats.items():\n df[col] = df[col].map(lambda x: value.format(x)) # pylint: disable=W0640\n\n df = df.fillna(\"\")\n df.set_index(\" \", inplace=True)\n\n # Debug user output\n if cfg.DEBUG:\n logger.debug(df.to_string())\n\n df = df[\n [\n \"Last\",\n \"Chng\",\n \"%Chng\",\n ]\n ]\n dindex = len(df.index)\n fig = df2img.plot_dataframe(\n df,\n fig_size=(800, (40 + (40 * dindex))),\n col_width=[8, 3, 3],\n tbl_cells=dict(\n align=\"left\",\n height=35,\n ),"}, {"role": "assistant", "content": "\n template=\"plotly_dark\",\n font=dict(\n family=\"Consolas\",\n size=20,\n ),\n paper_bgcolor=\"rgba(0, 0, 0, 0)\",\n )\n\n imagefile = \"econ-currencies.png\"\n df2img.save_dataframe(fig=fig, filename=imagefile)\n image = Image.open(imagefile)\n image = autocrop_image(image, 0)\n image.save(imagefile, \"PNG\", quality=100)\n\n image = disnake.File(imagefile)\n\n title = \"Economy: [WSJ] Currencies\"\n embed = disnake.Embed(title=title, colour=cfg.COLOR)\n embed.set_image(url=f\"attachment://{imagefile}\")\n embed.set_author(\n name=cfg.AUTHOR_NAME,\n icon_url=cfg.AUTHOR_ICON_URL,\n )\n os.remove(imagefile)\n\n await ctx.send(embed=embed, file=image)\n\n except Exception as e:\n embed = disnake.Embed(\n title=\"ERROR Economy: [WSJ] Currencies\",\n colour=cfg.COLOR,\n description=e,\n )\n embed.set_author(\n name=cfg.AUTHOR_NAME,\n icon_url=cfg.AUTHOR_ICON_URL,\n )\n\n await ctx.send(embed=embed, delete_after=30.0)"}]
false
null
null
null
6a177f73dcbbd6c1d2721285cc1b7c72b4784fb1
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import os import yaml import logging class Configs: server = None recipes = {} DB = None plugins = None @classmethod def init_server_configs(cls, server_configs): with open(server_configs) as s_c: cls.server = yaml.load(s_c.read()) @classmethod def init_layer_recipes(cls, recipe_configs): recipe_name = None if '/' in recipe_configs: recipe_name = os.path.normpath(recipe_configs).split('/')[-1] # for windows elif '\\' in recipe_configs: recipe_name = os.path.normpath(recipe_configs).split('\\')[-1] if recipe_name[-4:] == '.yml': recipe_name = recipe_name[:-4] elif recipe_name[-5:] == '.yaml': recipe_name = recipe_name[:-5] else: raise FileExistsError('File in layer recipes folder does not have a YAML extension: {0}'.format(recipe_configs)) with open(recipe_configs) as r_c: load_recipe = yaml.load(r_c.read()) cls.recipes[recipe_name] = Recipe(load_recipe) # add the recipe name based on the file name # this is needed by the tilejson query cls.recipes[recipe_name].name = recipe_name logger.info('Adding layer: {0}'.format(recipe_name)) ''' Plugins.load() Plugins.hook('before_load', config=Configs) def load_recipe(data): name = data.get('name', 'default') if name in RECIPES: raise ValueError('Recipe with name {} already exist'.format(name)) data['name'] = name RECIPES[name] = Recipe(data) if len(RECIPES) == 1 and name != 'default': RECIPES['default'] = RECIPES[data['name']] for recipe in Configs.layers: with Path(recipe).open() as f: load_recipe(yaml.load(f.read())) # Complete this line Plugins.hook('load', config=config, recipes=RECIPES) ''' # the following model structures for recipes / layers / queries allows searching up the chain # for attributes. If not found in the root recipes level then it will check the server configs. class Recipe(dict): def __init__(self, data): super().__init__(data) self.load_layers(data['layers']) def load_layers(self, layers): self.layers = {} for layer in layers: self.layers[layer['name']] = Layer(self, layer) def __getattr__(self, attr): return self.get(attr, Configs.server.get(attr, None)) class Layer(dict): def __init__(self, recipe, layer_data): self.recipe = recipe super().__init__(layer_data) self.load_queries(layer_data['queries']) def load_queries(self, queries): self.queries = [] for query in queries: self.queries.append(Query(self, query)) def __getattr__(self, attr): return self.get(attr, getattr(self.recipe, attr)) @property def id(self): return '{0}:{1}'.format(self.recipe.name, self.name) @property ... [4 more functiondefs truncated] ...
The missing line is:
advanced
database
fill_in_the_blank
Pythoncode:Python
10
3
2,984
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport os\nimport yaml\nimport logging\n\nclass Configs:\n\n server = None\n recipes = {}\n DB = None\n plugins = None\n\n @classmethod\n def init_server_configs(cls, server_configs):\n with open(server_configs) as s_c:\n cls.server = yaml.load(s_c.read())\n\n @classmethod\n def init_layer_recipes(cls, recipe_configs):\n recipe_name = None\n if '/' in recipe_configs:\n recipe_name = os.path.normpath(recipe_configs).split('/')[-1]\n # for windows\n elif '\\\\' in recipe_configs:\n recipe_name = os.path.normpath(recipe_configs).split('\\\\')[-1]\n if recipe_name[-4:] == '.yml':\n recipe_name = recipe_name[:-4]\n elif recipe_name[-5:] == '.yaml':\n recipe_name = recipe_name[:-5]\n else:\n raise FileExistsError('File in layer recipes folder does not have a YAML extension: {0}'.format(recipe_configs))\n with open(recipe_configs) as r_c:\n load_recipe = yaml.load(r_c.read())\n cls.recipes[recipe_name] = Recipe(load_recipe)\n # add the recipe name based on the file name\n # this is needed by the tilejson query\n cls.recipes[recipe_name].name = recipe_name\n logger.info('Adding layer: {0}'.format(recipe_name))\n\n\n'''\nPlugins.load()\nPlugins.hook('before_load', config=Configs)\n\n\ndef load_recipe(data):\n name = data.get('name', 'default')\n if name in RECIPES:\n raise ValueError('Recipe with name {} already exist'.format(name))\n data['name'] = name\n RECIPES[name] = Recipe(data)\n if len(RECIPES) == 1 and name != 'default':\n RECIPES['default'] = RECIPES[data['name']]\n\n\nfor recipe in Configs.layers:\n with Path(recipe).open() as f:\n load_recipe(yaml.load(f.read()))\n # Complete this line\nPlugins.hook('load', config=config, recipes=RECIPES)\n'''\n\n# the following model structures for recipes / layers / queries allows searching up the chain\n# for attributes. If not found in the root recipes level then it will check the server configs.\nclass Recipe(dict):\n\n def __init__(self, data):\n super().__init__(data)\n self.load_layers(data['layers'])\n\n def load_layers(self, layers):\n self.layers = {}\n for layer in layers:\n self.layers[layer['name']] = Layer(self, layer)\n\n def __getattr__(self, attr):\n return self.get(attr, Configs.server.get(attr, None))\n\n\nclass Layer(dict):\n\n def __init__(self, recipe, layer_data):\n self.recipe = recipe\n super().__init__(layer_data)\n self.load_queries(layer_data['queries'])\n\n def load_queries(self, queries):\n self.queries = []\n for query in queries:\n self.queries.append(Query(self, query))\n\n def __getattr__(self, attr):\n return self.get(attr, getattr(self.recipe, attr))\n\n @property\n def id(self):\n return '{0}:{1}'.format(self.recipe.name, self.name)\n\n @property\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
6a17d1c656acfd1f8102ff27381a0764e4f0a027
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from .torch2onnx import torch2onnx from .onnx2trt import onnx2trt from .torch2trt import torch2trt from .base import load, save
This code demonstrates Pythoncode:Python programming.
beginner
general
code_explanation
Pythoncode:Python
0
0
128
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom .torch2onnx import torch2onnx\nfrom .onnx2trt import onnx2trt\nfrom .torch2trt import torch2trt\nfrom .base import load, save"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
6a17dd33b700261e4940d552334d981b6c74eaed
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import numpy as np import torch import framework.ops import t2vretrieval.encoders.mlsent import t2vretrieval.encoders.mlvideo import t2vretrieval.models.globalmatch from t2vretrieval.models.criterion import cosine_sim from t2vretrieval.models.globalmatch import VISENC, TXTENC class RoleGraphMatchModelConfig(t2vretrieval.models.globalmatch.GlobalMatchModelConfig): def __init__(self): super().__init__() self.num_verbs = 4 self.num_nouns = 6 self.attn_fusion = 'embed' # sim, embed self.simattn_sigma = 4 self.hard_topk = 1 self.max_violation = True self.loss_weights = None ## this config will be covered by model.json due to the functions of load and load_from_dict self.subcfgs[VISENC] = t2vretrieval.encoders.mlvideo.MultilevelEncoderConfig() self.subcfgs[TXTENC] = t2vretrieval.encoders.mlsent.RoleGraphEncoderConfig() class RoleGraphMatchModel(t2vretrieval.models.globalmatch.GlobalMatchModel): def build_submods(self): return { ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: VISENC: t2vretrieval.encoders.mlvideo.MultilevelEncoder(self.config.subcfgs[VISENC]), TXTENC: t2vretrieval.encoders.mlsent.RoleGraphEncoder(self.config.subcfgs[TXTENC]) } def forward_video_embed(self, batch_data):
advanced
ui
incomplete_code
Pythoncode:Python
3
2
1,000
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport numpy as np\nimport torch\nimport framework.ops\nimport t2vretrieval.encoders.mlsent\nimport t2vretrieval.encoders.mlvideo\n\nimport t2vretrieval.models.globalmatch\nfrom t2vretrieval.models.criterion import cosine_sim\n\nfrom t2vretrieval.models.globalmatch import VISENC, TXTENC\n\nclass RoleGraphMatchModelConfig(t2vretrieval.models.globalmatch.GlobalMatchModelConfig):\n def __init__(self):\n super().__init__()\n self.num_verbs = 4\n self.num_nouns = 6\n \n self.attn_fusion = 'embed' # sim, embed\n self.simattn_sigma = 4\n\n self.hard_topk = 1\n self.max_violation = True\n\n self.loss_weights = None\n ## this config will be covered by model.json due to the functions of load and load_from_dict\n self.subcfgs[VISENC] = t2vretrieval.encoders.mlvideo.MultilevelEncoderConfig()\n self.subcfgs[TXTENC] = t2vretrieval.encoders.mlsent.RoleGraphEncoderConfig()\n\n\nclass RoleGraphMatchModel(t2vretrieval.models.globalmatch.GlobalMatchModel):\n def build_submods(self):\n return {\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 VISENC: t2vretrieval.encoders.mlvideo.MultilevelEncoder(self.config.subcfgs[VISENC]),\n TXTENC: t2vretrieval.encoders.mlsent.RoleGraphEncoder(self.config.subcfgs[TXTENC])\n }\n\n def forward_video_embed(self, batch_data):"}]
true
syntax
HARD_CUT
CRITICAL
6a17e7c4a91ac2e9483c7bdc29806cbac3d7a40c
TheStack--python--000.parquet
Explain this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- # # login.py # @Author : Gustavo Freitas (gustavo@gmf-tech.com) # @Link : # @Date : 12/12/2019, 11:43:07 AM from typing import Optional, Any from fastapi import APIRouter, Body, Depends, HTTPException from fastapi import Header, Security from authentication.models.users import User from fastapi.security import HTTPBasic, HTTPBasicCredentials, APIKeyHeader from typing import List from starlette.responses import Response from fastapi.encoders import jsonable_encoder from authentication.interfaces.database import database import jwt from starlette.status import HTTP_400_BAD_REQUEST, HTTP_401_UNAUTHORIZED from datetime import datetime, timedelta from hashlib import sha256 from authentication.interfaces.token import verify_token
This code demonstrates Pythoncode:Python programming.
intermediate
api
code_explanation
Pythoncode:Python
0
0
784
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n#\n# login.py\n# @Author : Gustavo Freitas (gustavo@gmf-tech.com)\n# @Link :\n# @Date : 12/12/2019, 11:43:07 AM\nfrom typing import Optional, Any\nfrom fastapi import APIRouter, Body, Depends, HTTPException\nfrom fastapi import Header, Security\nfrom authentication.models.users import User\nfrom fastapi.security import HTTPBasic, HTTPBasicCredentials, APIKeyHeader\nfrom typing import List\nfrom starlette.responses import Response\nfrom fastapi.encoders import jsonable_encoder\nfrom authentication.interfaces.database import database\nimport jwt\nfrom starlette.status import HTTP_400_BAD_REQUEST, HTTP_401_UNAUTHORIZED\nfrom datetime import datetime, timedelta\nfrom hashlib import sha256\nfrom authentication.interfaces.token import verify_token"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
6a186a13afeea2c9ca39fb78982684eb10c871db
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: #DronePool module which handles interaction with SITLs from dronekit import Vehicle, VehicleMode, connect from dronekit_sitl import SITL from threading import Lock import node, time import mavparser import threadrunner class Sim(SITL, object): def __init__(self, instance=1, home=None): super(Sim, self).download("copter", "3.3", verbose=not env_test) self.instance = instance if home: self.home = home else: self.home = {"lat":6.9271, "lon":79.8612, "alt": 1} self.p = None return def connection_string(self): return super(Sim, self).connection_string()[:-4] + str(5760 + self.instance * 10) def launch(self): home_str = str(self.home['lat']) + ',' + str(self.home['lon']) + ',0,353' super(Sim, self).launch(["--instance", str(self.instance), "--home", home_str], await_ready=True, verbose=not env_test) def get_sitl_status(self): return { 'id': self.instance, 'home': self.home } def initialize(): global q, mq, instance_count q = threadrunner.q mq = threadrunner.mq drones = node.get_drones()['drones'] if not drones: return for drone_id in drones: if drone_id not in list(drone_pool.keys()): drone = node.get_drone_by_id(drone_id) location = drone['location'] q.put((create_new_drone, { "db_key" : drone_id, "home" : location })) if 'status' in list(drone.keys()) and drone['status'] == 'FLYING': q.put((resume_flight, { "drone_id" : drone_id })) def resume_flight(kwargs): drone_id = kwargs.get("drone_id", None) drone = node.get_drone_by_id(drone_id) waypoints = [] for wp in sorted(drone['waypoints']): waypoints.append(drone['waypoints'][wp]) next_waypoint = waypoints.index(drone['waypoint']) print (next_waypoint) q.put((takeoff_drone, { "drone_id" : drone_id, "waypoints" : waypoints[next_waypoint:] })) def create_new_drone(kwargs): global instance_count instance_count += 1 home = kwargs.get("home", None) db_key = kwargs.get("db_key", None) retries = 3 drone = Sim(instance_count, home) drone.launch() while retries > 0: try: drone_conn = connect(drone.connection_string(), wait_ready=True) break except: print ("Retrying...") retries -= 1 drone_pool[db_key] = drone_conn res = { "status" : "OK", "id" : db_key } return res def remove_drone(kwargs): drone_id = kwargs.get("drone_id", None) if drone_id not in drone_pool: return { "status" : "ERROR", "msg" : "Drone instance not found" } drone = drone_pool[drone_id] if drone.mode == VehicleMode('AUTO'): return { "status" : "ERROR", "msg" : "Drone in operation" } del drone_pool[drone_id] return { "status" : "OK", "id" : drone_id } ... [9 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
testing
refactoring
Pythoncode:Python
8
1
2,677
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#DronePool module which handles interaction with SITLs\n\nfrom dronekit import Vehicle, VehicleMode, connect\nfrom dronekit_sitl import SITL\nfrom threading import Lock\nimport node, time\nimport mavparser\nimport threadrunner\n\nclass Sim(SITL, object):\n\tdef __init__(self, instance=1, home=None):\n\t\tsuper(Sim, self).download(\"copter\", \"3.3\", verbose=not env_test)\n\t\tself.instance = instance\n\n\t\tif home:\n\t\t\tself.home = home\n\t\telse:\n\t\t\tself.home = {\"lat\":6.9271, \"lon\":79.8612, \"alt\": 1}\n\n\t\tself.p = None\n\t\treturn\n\n\tdef connection_string(self):\n\t\treturn super(Sim, self).connection_string()[:-4] + str(5760 + self.instance * 10)\n\n\tdef launch(self):\n\t\thome_str = str(self.home['lat']) + ',' + str(self.home['lon']) + ',0,353'\n\t\tsuper(Sim, self).launch([\"--instance\", str(self.instance), \"--home\", home_str], await_ready=True, verbose=not env_test)\n\n\tdef get_sitl_status(self):\n\t\treturn { 'id': self.instance, 'home': self.home }\n\ndef initialize():\n\tglobal q, mq, instance_count\n\tq = threadrunner.q\n\tmq = threadrunner.mq\n\n\tdrones = node.get_drones()['drones']\n\n\tif not drones:\n\t\treturn\n\n\tfor drone_id in drones:\n\t\tif drone_id not in list(drone_pool.keys()):\n\t\t\tdrone = node.get_drone_by_id(drone_id)\n\t\t\tlocation = drone['location']\n\t\t\tq.put((create_new_drone, { \"db_key\" : drone_id, \"home\" : location }))\n\n\t\t\tif 'status' in list(drone.keys()) and drone['status'] == 'FLYING':\n\t\t\t\tq.put((resume_flight, { \"drone_id\" : drone_id }))\n\ndef resume_flight(kwargs):\n\tdrone_id = kwargs.get(\"drone_id\", None)\n\tdrone = node.get_drone_by_id(drone_id)\n\n\twaypoints = []\n\n\tfor wp in sorted(drone['waypoints']):\n\t\twaypoints.append(drone['waypoints'][wp])\n\n\tnext_waypoint = waypoints.index(drone['waypoint'])\n\tprint (next_waypoint)\n\n\tq.put((takeoff_drone, { \"drone_id\" : drone_id, \"waypoints\" : waypoints[next_waypoint:] }))\n\ndef create_new_drone(kwargs):\n\tglobal instance_count\n\tinstance_count += 1\n\thome = kwargs.get(\"home\", None)\n\tdb_key = kwargs.get(\"db_key\", None)\n\n\tretries = 3\n\n\tdrone = Sim(instance_count, home)\n\tdrone.launch()\n\n\twhile retries > 0:\n\t\ttry:\n\t\t\tdrone_conn = connect(drone.connection_string(), wait_ready=True)\n\t\t\tbreak\n\t\texcept:\n\t\t\tprint (\"Retrying...\")\n\t\t\tretries -= 1\n\n\n\tdrone_pool[db_key] = drone_conn\n\n\tres = { \"status\" : \"OK\", \"id\" : db_key }\n\treturn res\n\ndef remove_drone(kwargs):\n\tdrone_id = kwargs.get(\"drone_id\", None)\n\tif drone_id not in drone_pool:\n\t\treturn { \"status\" : \"ERROR\", \"msg\" : \"Drone instance not found\" }\n\n\tdrone = drone_pool[drone_id]\n\n\tif drone.mode == VehicleMode('AUTO'):\n\t\treturn { \"status\" : \"ERROR\", \"msg\" : \"Drone in operation\" }\n\n\tdel drone_pool[drone_id]\n\n\treturn { \"status\" : \"OK\", \"id\" : drone_id }\n\n\n\n ... [9 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
6a190e5eb1440e6a01fc6f170da74507f39571ac
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # @Title: 最长字符串链 (Longest String Chain) # @Author: KivenC # @Date: 2019-05-26 20:35:25 # @Runtime: 144 ms # @Memory: 13.3 MB class Solution: # # way 1 # def longestStrChain(self, words: List[str]) -> int: # # 动态规划 # # dp[i] = max(dp[i], dp[j + 1) (0 <= j < i 且 words[j] 是 words[i] 的前身) # length = len(words) # if length < 2: # return length # dp = [1 for _ in range(length)] # words.sort(key=len) # 按字符串长度递增排序 # for i in range(1, length): # if i >= 1 and words[i] == words[i - 1]: # 去重 # continue # for j in range(i - 1, -1, -1): # if len(words[i]) - len(words[j]) > 1: # 剪枝 # break # if len(words[i]) == len(words[j]): # continue # if self.isPre(words[j], words[i]): # dp[i] = max(dp[i], dp[j] + 1) # return max(dp) # def isPre(self, word1: str, word2: str) -> bool: # # 判断 word1 是否是 word2 的前身 # # 双指针 # # i, j, length1, length2 = 0, 0, len(word1), len(word2) # # while i < length1 and j < length2: # # if word1[i] == word2[j]: # # i += 1 # # j += 1 # # if length2 - length1 == 1 and i == length1: # # return True # # return False # # word2 去除任意一个位置的字符后与 word1 进行比对 # if len(word1) + 1 != len(word2): # return False # for i in range(len(word2)): # if word2[: i] + word2[i + 1:] == word1: # return True # return False # way 2 def longestStrChain(self, words: List[str]) -> int: import collections length = len(words) if length < 2: return length pool = collections.defaultdict(list) # 将字符串按照其长度进行分组 dp = {} for word in words: pool[len(word)].append(word) for key in sorted(pool.keys()): if key - 1 not in pool: continue for word in pool[key]: for j in range(key): tmp = word[: j] + word[j + 1:] if tmp in pool[key - 1]: dp[word] = max(dp.get(word, 1), dp.get(tmp, 1) + 1) return max(dp.values()) if dp else 1
Syntax Analysis: Syntax Errors Found: • Unmatched closing bracket ')' at line 12 • Unclosed '(' at line 12 - expected ')' • Unclosed '[' at line 12 - expected ']' Fixes: • Add closing ')' bracket • Add closing ']' bracket • Add docstring to class 'Solution'
advanced
machine_learning
syntax_repair
Pythoncode:Python
1
1
2,364
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n\n# @Title: \u6700\u957f\u5b57\u7b26\u4e32\u94fe (Longest String Chain)\n# @Author: KivenC\n# @Date: 2019-05-26 20:35:25\n# @Runtime: 144 ms\n# @Memory: 13.3 MB\n\nclass Solution:\n# # way 1\n# def longestStrChain(self, words: List[str]) -> int:\n# # \u52a8\u6001\u89c4\u5212\n# # dp[i] = max(dp[i], dp[j + 1) (0 <= j < i \u4e14 words[j] \u662f words[i] \u7684\u524d\u8eab)\n# length = len(words)\n# if length < 2:\n# return length\n# dp = [1 for _ in range(length)]\n# words.sort(key=len) # \u6309\u5b57\u7b26\u4e32\u957f\u5ea6\u9012\u589e\u6392\u5e8f\n# for i in range(1, length):\n# if i >= 1 and words[i] == words[i - 1]: # \u53bb\u91cd\n# continue\n# for j in range(i - 1, -1, -1):\n# if len(words[i]) - len(words[j]) > 1: # \u526a\u679d\n# break\n# if len(words[i]) == len(words[j]):\n# continue\n# if self.isPre(words[j], words[i]):\n# dp[i] = max(dp[i], dp[j] + 1)\n# return max(dp)\n \n# def isPre(self, word1: str, word2: str) -> bool:\n# # \u5224\u65ad word1 \u662f\u5426\u662f word2 \u7684\u524d\u8eab\n \n# # \u53cc\u6307\u9488\n# # i, j, length1, length2 = 0, 0, len(word1), len(word2)\n# # while i < length1 and j < length2:\n# # if word1[i] == word2[j]:\n# # i += 1\n# # j += 1\n# # if length2 - length1 == 1 and i == length1:\n# # return True\n# # return False\n \n# # word2 \u53bb\u9664\u4efb\u610f\u4e00\u4e2a\u4f4d\u7f6e\u7684\u5b57\u7b26\u540e\u4e0e word1 \u8fdb\u884c\u6bd4\u5bf9\n# if len(word1) + 1 != len(word2):\n# return False\n# for i in range(len(word2)):\n# if word2[: i] + word2[i + 1:] == word1:\n# return True\n# return False\n\n # way 2\n def longestStrChain(self, words: List[str]) -> int:\n import collections\n length = len(words)\n if length < 2:\n return length\n pool = collections.defaultdict(list) # \u5c06\u5b57\u7b26\u4e32\u6309\u7167\u5176\u957f\u5ea6\u8fdb\u884c\u5206\u7ec4\n dp = {}\n for word in words:\n pool[len(word)].append(word)\n for key in sorted(pool.keys()):\n if key - 1 not in pool:\n continue\n for word in pool[key]:\n for j in range(key):\n tmp = word[: j] + word[j + 1:]\n if tmp in pool[key - 1]:\n dp[word] = max(dp.get(word, 1), dp.get(tmp, 1) + 1)\n return max(dp.values()) if dp else 1"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unmatched closing bracket ')' at line 12\n \u2022 Unclosed '(' at line 12 - expected ')'\n \u2022 Unclosed '[' at line 12 - expected ']'\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Add closing ']' bracket\n \u2022 Add docstring to class 'Solution'"}]
true
syntax
MISSING_BRACKETS
MEDIUM
6a19dea1f3bc079f6c50613369f0699df82e34cf
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: from ctrlUI_lib import createClav2, createSphere import maya.cmds as cmds import maya.OpenMaya as om from functools import partial ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: ... [13 more functiondefs truncated] ...
beginner
ui
incomplete_code
Pythoncode:Python
0
0
130
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom ctrlUI_lib import createClav2, createSphere\nimport maya.cmds as cmds\nimport maya.OpenMaya as om\nfrom functools import partial\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n\n\n ... [13 more functiondefs truncated] ..."}]
true
syntax
HARD_CUT
CRITICAL
6a19e8bf83375a817e65cca3fb4f7daafac8434e
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python3 # Copyright © 2012-13 Qtrac Ltd. All rights reserved. # This program or module 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 3 of the # License, or (at your option) any later version. It is provided for # educational purposes and 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. import argparse import collections import math import multiprocessing import os import sys import Image import Qtrac def main(): size, smooth, source, target, concurrency = handle_commandline() Qtrac.report("starting...") summary = scale(size, smooth, source, target, concurrency) summarize(summary, concurrency) def handle_commandline(): parser = argparse.ArgumentParser() parser.add_argument("-c", "--concurrency", type=int, default=multiprocessing.cpu_count(), help="specify the concurrency (for debugging and " "timing) [default: %(default)d]") parser.add_argument("-s", "--size", default=400, type=int, help="make a scaled image that fits the given dimension " "[default: %(default)d]") parser.add_argument("-S", "--smooth", action="store_true", help="use smooth scaling (slow but good for text)") parser.add_argument("source", help="the directory containing the original .xpm images") parser.add_argument("target", help="the directo
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 43 • Unclosed '(' at line 42 - expected ')' Fix: Complete the truncated code structure
intermediate
machine_learning
error_detection
Pythoncode:Python
3
0
1,736
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\r\n# Copyright \u00a9 2012-13 Qtrac Ltd. All rights reserved.\r\n# This program or module is free software: you can redistribute it\r\n# and/or modify it under the terms of the GNU General Public License as\r\n# published by the Free Software Foundation, either version 3 of the\r\n# License, or (at your option) any later version. It is provided for\r\n# educational purposes and is distributed in the hope that it will be\r\n# useful, but WITHOUT ANY WARRANTY; without even the implied warranty of\r\n# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU\r\n# General Public License for more details.\r\n\r\nimport argparse\r\nimport collections\r\nimport math\r\nimport multiprocessing\r\nimport os\r\nimport sys\r\nimport Image\r\nimport Qtrac\r\n\r\n\r\ndef main():\r\n size, smooth, source, target, concurrency = handle_commandline()\r\n Qtrac.report(\"starting...\")\r\n summary = scale(size, smooth, source, target, concurrency)\r\n summarize(summary, concurrency)\r\n\r\n\r\ndef handle_commandline():\r\n parser = argparse.ArgumentParser()\r\n parser.add_argument(\"-c\", \"--concurrency\", type=int,\r\n default=multiprocessing.cpu_count(),\r\n help=\"specify the concurrency (for debugging and \"\r\n \"timing) [default: %(default)d]\")\r\n parser.add_argument(\"-s\", \"--size\", default=400, type=int,\r\n help=\"make a scaled image that fits the given dimension \"\r\n \"[default: %(default)d]\")\r\n parser.add_argument(\"-S\", \"--smooth\", action=\"store_true\",\r\n help=\"use smooth scaling (slow but good for text)\")\r\n parser.add_argument(\"source\",\r\n help=\"the directory containing the original .xpm images\")\r\n parser.add_argument(\"target\",\r\n help=\"the directo"}, {"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 Unterminated string literal at line 43\n \u2022 Unclosed '(' at line 42 - expected ')'\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
6a1cf3b76d95e590eb1efa6bc9673c121f9d7242
TheStack--python--000.parquet
Review this Pythoncode:Python code: from abc import ( def setUpModule(): configure_test_logging(log) class IntegrationTestCase(AzulTestCase, metaclass=ABCMeta): bundle_uuid_prefix: str = '' @cached_property def azul_client(self): return AzulClient(prefix=self.bundle_uuid_prefix) class IndexingIntegrationTest(IntegrationTestCase, AlwaysTearDownTestCase): prefix_length = 2 max_bundles = 64 min_timeout = 20 * 60 @classmethod def setUpClass(cls) -> None: super().setUpClass() cls.bundle_uuid_prefix = ''.join([ str(random.choice('abcdef0123456789')) for _ in range(cls.prefix_length) ]) def setUp(self) -> None: super().setUp() self.pruning_seed = random.randint(0, sys.maxsize) @contextmanager def subTest(self, msg: Any = None, **params: Any): log.info('Beginning sub-test [%s] %r', msg, params) with super().subTest(msg, **params): try: yield except BaseException: log.info('Failed sub-test [%s] %r', msg, params) raise else: log.info('Successful sub-test [%s] %r', msg, params) def test(self): @attr.s(auto_attribs=True, kw_only=True) class Catalog: name: CatalogName notifications: Mapping[BundleFQID, JSON] @property def num_bundles(self): return len(self.notifications) @property def bundle_fqids(self) -> AbstractSet[BundleFQID]: return self.notifications.keys() def notifications_with_duplicates(self) -> List[JSON]: num_duplicates = self.num_bundles // 2 notifications = list(self.notifications.values()) # Index some bundles again to test that we handle duplicate additions. # Note: random.choices() may pick the same element multiple times so # some notifications will end up being sent three or more times. notifications.extend(random.choices(notifications, k=num_duplicates)) return notifications ... [47 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unclosed '(' at line 1 - expected ')' Block at line 43 has no indented body SyntaxError: '(' was never closed at line 1 ⚠️ Code quality: Unexpected indentation at line 10 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 20 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 34 Unexpected indentation at line 37 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 46 Unexpected indentation at line 48 Unexpected indentation at line 51 Unexpected indentation at line 55 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 ✨ Improvements: Complete the expression on the last line Add closing ')' bracket Review code syntax
advanced
testing
code_review
Pythoncode:Python
9
3
2,221
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom abc import (\ndef setUpModule():\n configure_test_logging(log)\n\n\nclass IntegrationTestCase(AzulTestCase, metaclass=ABCMeta):\n bundle_uuid_prefix: str = ''\n\n @cached_property\n def azul_client(self):\n return AzulClient(prefix=self.bundle_uuid_prefix)\n\n\nclass IndexingIntegrationTest(IntegrationTestCase, AlwaysTearDownTestCase):\n prefix_length = 2\n max_bundles = 64\n min_timeout = 20 * 60\n\n @classmethod\n def setUpClass(cls) -> None:\n super().setUpClass()\n cls.bundle_uuid_prefix = ''.join([\n str(random.choice('abcdef0123456789'))\n for _ in range(cls.prefix_length)\n ])\n\n def setUp(self) -> None:\n super().setUp()\n self.pruning_seed = random.randint(0, sys.maxsize)\n\n @contextmanager\n def subTest(self, msg: Any = None, **params: Any):\n log.info('Beginning sub-test [%s] %r', msg, params)\n with super().subTest(msg, **params):\n try:\n yield\n except BaseException:\n log.info('Failed sub-test [%s] %r', msg, params)\n raise\n else:\n log.info('Successful sub-test [%s] %r', msg, params)\n\n def test(self):\n\n @attr.s(auto_attribs=True, kw_only=True)\n class Catalog:\n name: CatalogName\n notifications: Mapping[BundleFQID, JSON]\n\n @property\n def num_bundles(self):\n return len(self.notifications)\n\n @property\n def bundle_fqids(self) -> AbstractSet[BundleFQID]:\n return self.notifications.keys()\n\n def notifications_with_duplicates(self) -> List[JSON]:\n num_duplicates = self.num_bundles // 2\n notifications = list(self.notifications.values())\n # Index some bundles again to test that we handle duplicate additions.\n # Note: random.choices() may pick the same element multiple times so\n # some notifications will end up being sent three or more times.\n notifications.extend(random.choices(notifications, k=num_duplicates))\n return notifications\n\n\n ... [47 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unclosed '(' at line 1 - expected ')'\n Block at line 43 has no indented body\n SyntaxError: '(' was never closed at line 1\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 10\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 20\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 34\n Unexpected indentation at line 37\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 46\n Unexpected indentation at line 48\n Unexpected indentation at line 51\n Unexpected indentation at line 55\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\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing ')' bracket\n Review code syntax"}]
false
null
null
null
6a1f0af3de00ce3a7fdb8765f1bbb9115dd67f60
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import connexion import six from openapi_server import query_manager from openapi_server.utils.vars import DATATRANSFORMATION_TYPE_NAME, DATATRANSFORMATION_TYPE_URI from openapi_server.models.data_transformation import DataTransformation # noqa: E501 from openapi_server import util def custom_datasetspecifications_id_datatransformations_get(id, custom_query_name=None, username=None): # noqa: E501 """Gets a list of data transformations related a dataset Gets a list of data transformations related a dataset # noqa: E501 :param id: The ID of the dataspecification :type id: str :param custom_query_name: Name of the custom query :type custom_query_name: str :param username: Username to query :type username: str :rtype: List[DataTransformation] """ return query_manager.get_resource(id=id, custom_query_name=custom_query_name, username=username, rdf_type_uri=DATATRANSFORMATION_TYPE_URI, rdf_type_name=DATATRANSFORMATION_TYPE_NAME, kls=DataTransformation) def datatransformations_get(username=None, label=None, page=None, per_page=None): # noqa: E501 """List all instances of DataTransformation Gets a list of all instances of DataTransformation (more information in https://w3id.o
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 10 • Unclosed '(' at line 35 - expected ')' Fix: Complete the truncated code structure
intermediate
api
error_detection
Pythoncode:Python
3
0
1,290
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport connexion\nimport six\nfrom openapi_server import query_manager\nfrom openapi_server.utils.vars import DATATRANSFORMATION_TYPE_NAME, DATATRANSFORMATION_TYPE_URI\n\nfrom openapi_server.models.data_transformation import DataTransformation # noqa: E501\nfrom openapi_server import util\n\ndef custom_datasetspecifications_id_datatransformations_get(id, custom_query_name=None, username=None): # noqa: E501\n \"\"\"Gets a list of data transformations related a dataset\n\n Gets a list of data transformations related a dataset # noqa: E501\n\n :param id: The ID of the dataspecification\n :type id: str\n :param custom_query_name: Name of the custom query\n :type custom_query_name: str\n :param username: Username to query\n :type username: str\n\n :rtype: List[DataTransformation]\n \"\"\"\n\n\n return query_manager.get_resource(id=id,\n custom_query_name=custom_query_name,\n username=username,\n rdf_type_uri=DATATRANSFORMATION_TYPE_URI,\n rdf_type_name=DATATRANSFORMATION_TYPE_NAME, \n kls=DataTransformation)\n\ndef datatransformations_get(username=None, label=None, page=None, per_page=None): # noqa: E501\n \"\"\"List all instances of DataTransformation\n\n Gets a list of all instances of DataTransformation (more information in https://w3id.o"}, {"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 Unterminated string literal at line 10\n \u2022 Unclosed '(' at line 35 - expected ')'\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
6a1f1b69ee306e65ab06cc8411c8b814a7455225
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import numpy as np import scipy import warnings try: import matplotlib.pyplot as pl import matplotlib except ImportError: warnings.warn("matplotlib could not be loaded!") pass from . import labels from . import colors def truncate_text(text, max_len): if len(text) > max_len: return text[:int(max_len/2)-2] + "..." + text[-int(max_len/2)+1:] else: return text def monitoring_plot(ind, shap_values, features, feature_names=None): """ Create a SHAP monitoring plot. (Note this function is preliminary and subject to change!!) A SHAP monitoring plot is meant to display the behavior of a model over time. Often the shap_values given to this plot explain the loss of a model, so changes in a feature's impact on the model's loss over time can help in monitoring the model's performance.
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 21 • SyntaxError: unterminated triple-quoted string literal (detected at line 27) at line 21 Fix: Complete the truncated code structure
intermediate
testing
error_detection
Pythoncode:Python
2
0
855
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport numpy as np\nimport scipy\nimport warnings\ntry:\n import matplotlib.pyplot as pl\n import matplotlib\nexcept ImportError:\n warnings.warn(\"matplotlib could not be loaded!\")\n pass\nfrom . import labels\nfrom . import colors\n\n\ndef truncate_text(text, max_len):\n if len(text) > max_len:\n return text[:int(max_len/2)-2] + \"...\" + text[-int(max_len/2)+1:]\n else:\n return text\n\ndef monitoring_plot(ind, shap_values, features, feature_names=None):\n \"\"\" Create a SHAP monitoring plot.\n \n (Note this function is preliminary and subject to change!!)\n A SHAP monitoring plot is meant to display the behavior of a model\n over time. Often the shap_values given to this plot explain the loss\n of a model, so changes in a feature's impact on the model's loss over\n time can help in monitoring the model's performance."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unterminated string literal at line 21\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 27) at line 21\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
6a1f4e62deeca6901732e02e6f44f1571b8f71c9
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import os import sys import common from getpass import getpass from kp import KeePassError, get_password class ParseArgsException(Exception): def __init__(self, msg): self.msg = msg class ModuleCore(cmd.Cmd): def __init__(self, module = ''): cmd.Cmd.__init__(self) self.master = None if module == '#': self.prompt_sign = '#>' elif module != '': self.prompt_sign = '[' + module + ']>' else: self.prompt_sign = '->' #defaults self.ruler = '-' #Completions self.directories = [] self.file_server_database = [] self.file_server = [] self.do_cd('.') configs = ConfigManager().get_config_list() for conf in configs: self.file_server_database.append(conf) self.file_server.append(conf) for srv in ConfigManager('config/' + conf + '.yaml').get_all(): self.file_server_database.append(conf + '.' + srv) self.file_server.append(conf + '.' + srv) for db in ConfigManager('config/' + conf + '.yaml').get(srv)['databases']: self.file_server_database.append(conf + '.' + srv + '.' + db) def precmd(self, line): if not sys.stdin.isatty(): print(line) return line def postcmd(self, stop, line): if not sys.stdin.isatty(): print("") return stop def parse_args(self, string="", n=0, m=0): list = re.findall('"+.*"+|[a-zA-Z0-9!@#$%^&*()_+-,./<>?]+', string) arg_counter = len(list); if (arg_counter >= n and arg_counter <= m) or (arg_counter == n and m == 0) or n == 0: r_list = [] for l in list: r_list.append(l.replace('"', '')) return (r_list, len(list)) else: raise ParseArgsException("Incorrect number of arguments") # wykonuje daną funkcję (callback) na wszystkich bazach ... [13 more functiondefs truncated] ... Error: NameError: name is not defined
Fixed Code: import re import os import cmd import sys import common from getpass import getpass from kp import KeePassError, get_password from configmanager import ConfigManager, ConfigManagerError class ParseArgsException(Exception): def __init__(self, msg): self.msg = msg class ModuleCore(cmd.Cmd): def __init__(self, module = ''): cmd.Cmd.__init__(self) self.master = None if module == '#': self.prompt_sign = '#>' Explanation: Add missing imports: from configmanager import ConfigManager, ConfigManagerError, import cmd
advanced
database
error_fixing
Pythoncode:Python
5
2
1,729
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport os\nimport sys\nimport common\nfrom getpass import getpass\nfrom kp import KeePassError, get_password \n\nclass ParseArgsException(Exception):\n\tdef __init__(self, msg):\n\t\tself.msg = msg\n\nclass ModuleCore(cmd.Cmd):\n\tdef __init__(self, module = ''):\n\t\tcmd.Cmd.__init__(self)\n\t\tself.master = None\n\n\t\tif module == '#':\n\t\t\tself.prompt_sign = '#>'\n\t\telif module != '':\n\t\t\tself.prompt_sign = '[' + module + ']>'\n\t\telse:\n\t\t\tself.prompt_sign = '->'\n\n\t\t#defaults\n\t\tself.ruler = '-'\n\n\t\t#Completions\n\t\tself.directories = []\n\t\tself.file_server_database = []\n\t\tself.file_server = []\n\n\t\tself.do_cd('.')\n\n\t\tconfigs = ConfigManager().get_config_list()\n\t\tfor conf in configs:\n\t\t\tself.file_server_database.append(conf)\n\t\t\tself.file_server.append(conf)\n\t\t\tfor srv in ConfigManager('config/' + conf + '.yaml').get_all():\n\t\t\t\tself.file_server_database.append(conf + '.' + srv)\n\t\t\t\tself.file_server.append(conf + '.' + srv)\n\t\t\t\tfor db in ConfigManager('config/' + conf + '.yaml').get(srv)['databases']:\n\t\t\t\t\tself.file_server_database.append(conf + '.' + srv + '.' + db)\n\n\tdef precmd(self, line):\n\t\tif not sys.stdin.isatty():\n\t\t\tprint(line)\n\t\treturn line\n\t\n\tdef postcmd(self, stop, line):\n\t\tif not sys.stdin.isatty():\n\t\t\tprint(\"\")\n\t\treturn stop\n\n\tdef parse_args(self, string=\"\", n=0, m=0):\n\t\tlist = re.findall('\"+.*\"+|[a-zA-Z0-9!@#$%^&*()_+-,./<>?]+', string)\n\t\targ_counter = len(list);\n\t\tif (arg_counter >= n and arg_counter <= m) or (arg_counter == n and m == 0) or n == 0:\n\t\t\tr_list = []\n\t\t\tfor l in list:\n\t\t\t\tr_list.append(l.replace('\"', ''))\n\t\t\treturn (r_list, len(list))\n\t\telse:\n\t\t\traise ParseArgsException(\"Incorrect number of arguments\")\n\n\t# wykonuje dan\u0105 funkcj\u0119 (callback) na wszystkich bazach\n\n ... [13 more functiondefs truncated] ...\n\n Error: NameError: name is not defined"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport re\nimport os\nimport cmd\nimport sys\nimport common\nfrom getpass import getpass\nfrom kp import KeePassError, get_password \nfrom configmanager import ConfigManager, ConfigManagerError\n\nclass ParseArgsException(Exception):\n\tdef __init__(self, msg):\n\t\tself.msg = msg\n\nclass ModuleCore(cmd.Cmd):\n\tdef __init__(self, module = ''):\n\t\tcmd.Cmd.__init__(self)\n\t\tself.master = None\n\n\t\tif module == '#':\n\t\t\tself.prompt_sign = '#>'\n\n Explanation: Add missing imports: from configmanager import ConfigManager, ConfigManagerError, import cmd"}]
true
syntax
MISSING_IMPORTS
LOW
6a1f7efcf406b9bcc9bc35cc271b47eed9db309f
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: # -*- coding: utf-8 -*- class FemPde1(FemPdeBase): """ **Implementation of PDE1 of the testbed:** .. math:: - \Delta u(\mathbf{x}) = -2^{40}y^{10}(1-y)^{10}[90x^8(1-x)^{10} - 200x^9(1-x)^9 + 90x^{10}(1-x)^8] -2^{40}x^{10}(1-x)^{10}[90y^8(1-y)^{10} - 200y^9(1-y)^9 + 90y^{10}(1-y)^8] \Omega: \mathbf{x} \in [0,1] u(\mathbf{x})|_{\partial \Omega} = 0 **with the solution:** .. math:: u(\mathbf{x}) = 2^{40}x^{10}(1-x)^{10}y^{10}(1-y)^{10} Attributes ---------- max_nodf: int the maximum number of degrees of freedom that can be created in the adaptive mesh refinement, standard value is 50000 Methods ------- solve() solves the pde by calling ngsolve, provides: static condensation, adaptive mesh refinement, parallelisation (where possible), sets the internal variables for evaluating the exact solution and calculating # Complete this line also sets execution time and memory consumption Examples -------- >>> import numpy as np >>> fempde2 = FemPde2(True) >>> pos = np.array([0.5, 0.5]) >>> fempde2.exact(pos) >>> x -> numpy.ndarray with shape (2,) _mesh -> ngs.comp.Mesh _ngs_ex -> ngs.fem.CoefficientFunction -> try to call solve() first >>> fempde2.solve() >>> fempde2.exact(pos) 1.0 >>> fempde2.approx(pos) 0.999998924259486 >>> fempde2.normL2() 5.853102150391562e-07 >>> fempde2.exec_time 3.830256175994873 >>> fempde2.mem_consumption 76705792 """ def __init__(self, show_gui, max_ndof=50000): super().__init__(show_gui) # init protected self._pde_string = "-laplacian(u(x)) = -(2^40*y^10*(1-y)^10*(90*x^8*(1-x)^10 - 200*x^9*(1-x)^9 + 90*x^10*(1-x)^8)) -(2^40*x^10*(1-x)^10*(90*y^8*(1-y)^10 - 200*y^9*(1-y)^9 + 90*y^10*(1-y)^8))" self._ngs_ex = (2**(4*10))*(ngs.x**10)*((1-ngs.x)**10)*(ngs.y**10)*((1-ngs.y)**10) # init public self.max_ndof = max_ndof ... [1 more functiondefs truncated] ...
The missing line is: the distance between exact and approx solution
advanced
testing
fill_in_the_blank
Pythoncode:Python
1
1
2,323
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nclass FemPde1(FemPdeBase):\n \"\"\"\n **Implementation of PDE1 of the testbed:** \n \n .. math:: \n - \\Delta u(\\mathbf{x}) = -2^{40}y^{10}(1-y)^{10}[90x^8(1-x)^{10} \n \n - 200x^9(1-x)^9 + 90x^{10}(1-x)^8] \n \n -2^{40}x^{10}(1-x)^{10}[90y^8(1-y)^{10} \n \n - 200y^9(1-y)^9 + 90y^{10}(1-y)^8]\n \n \\Omega: \\mathbf{x} \\in [0,1]\n \n u(\\mathbf{x})|_{\\partial \\Omega} = 0\n \n **with the solution:** \n \n .. math:: \n u(\\mathbf{x}) = 2^{40}x^{10}(1-x)^{10}y^{10}(1-y)^{10}\n \n \n Attributes\n ----------\n max_nodf: int\n the maximum number of degrees of freedom that can be created in the \n adaptive mesh refinement, standard value is 50000\n \n Methods\n -------\n solve()\n solves the pde by calling ngsolve, provides: static condensation, \n adaptive mesh refinement, parallelisation (where possible), sets the \n internal variables for evaluating the exact solution and calculating \n # Complete this line\n also sets execution time and memory consumption\n \n Examples\n --------\n >>> import numpy as np\n >>> fempde2 = FemPde2(True)\n >>> pos = np.array([0.5, 0.5])\n >>> fempde2.exact(pos)\n >>> x -> numpy.ndarray with shape (2,) \n _mesh -> ngs.comp.Mesh \n _ngs_ex -> ngs.fem.CoefficientFunction \n -> try to call solve() first\n >>> fempde2.solve()\n >>> fempde2.exact(pos)\n 1.0\n >>> fempde2.approx(pos)\n 0.999998924259486\n >>> fempde2.normL2()\n 5.853102150391562e-07\n >>> fempde2.exec_time\n 3.830256175994873\n >>> fempde2.mem_consumption\n 76705792\n \"\"\"\n \n def __init__(self, show_gui, max_ndof=50000):\n super().__init__(show_gui)\n \n # init protected\n self._pde_string = \"-laplacian(u(x)) = -(2^40*y^10*(1-y)^10*(90*x^8*(1-x)^10 - 200*x^9*(1-x)^9 + 90*x^10*(1-x)^8)) -(2^40*x^10*(1-x)^10*(90*y^8*(1-y)^10 - 200*y^9*(1-y)^9 + 90*y^10*(1-y)^8))\"\n self._ngs_ex = (2**(4*10))*(ngs.x**10)*((1-ngs.x)**10)*(ngs.y**10)*((1-ngs.y)**10)\n \n # init public\n self.max_ndof = max_ndof\n \n \n \n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n the distance between exact and approx solution"}]
false
null
null
null
6a2025301420406c02ae8d4c4fc4c88641b66f90
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import numpy as np from cvxpy import * import copy import time # data for power flow problem import numpy as np
This code demonstrates Pythoncode:Python programming.
beginner
data_processing
code_explanation
Pythoncode:Python
0
0
112
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport numpy as np\nfrom cvxpy import *\nimport copy\nimport time\n\n# data for power flow problem\nimport numpy as np"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
6a20c03889abf01d98da2c14b133084ab0890d44
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: # Binary Search Tree # Given a binary search tree with non-negative values, find the minimum absolute difference between values of any two nodes. # # Example: # # Input: # # 1 # \ # 3 # / # 2 # # Output: # 1 # # Explanation: # The minimum absolute difference is 1, which is the difference between 2 and 1 (or between 2 and 3). # Definition for a binary tree node. # class TreeNode: # def __init__(self, x): # self.val = x # self.left = None # self.right = None class Solution: def getMinimumDifference(self, root): """ :type root: TreeNode :rtype: int """ self.minDiff = [] def travel(node): if not node: return self.minDiff.append(node.val) L = travel(node.left) R = travel(node.right) travel(root) self.minDiff = sorted(self.minDiff) return min(abs(a - b) for a, b in zip(self.minDiff, self.minDiff[1:]) Error: SyntaxError: unmatched brackets
Fixed Code: # Binary Search Tree # Given a binary search tree with non-negative values, find the minimum absolute difference between values of any two nodes. # # Example: # # Input: # # 1 # \ # 3 # / # 2 # # Output: # 1 # # Explanation: # The minimum absolute difference is 1, which is the difference between 2 and 1 (or between 2 and 3). # Definition for a binary tree node. Explanation: Add missing ')' bracket at line 42
advanced
oop
error_fixing
Pythoncode:Python
2
1
995
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Binary Search Tree\n\n# Given a binary search tree with non-negative values, find the minimum absolute difference between values of any two nodes.\n#\n# Example:\n#\n# Input:\n#\n# 1\n# \\\n# 3\n# /\n# 2\n#\n# Output:\n# 1\n#\n# Explanation:\n# The minimum absolute difference is 1, which is the difference between 2 and 1 (or between 2 and 3).\n# Definition for a binary tree node.\n# class TreeNode:\n# def __init__(self, x):\n# self.val = x\n# self.left = None\n# self.right = None\n\nclass Solution:\n def getMinimumDifference(self, root):\n \"\"\"\n :type root: TreeNode\n :rtype: int\n \"\"\"\n self.minDiff = []\n def travel(node):\n if not node:\n return\n self.minDiff.append(node.val)\n L = travel(node.left)\n R = travel(node.right)\n travel(root)\n self.minDiff = sorted(self.minDiff)\n return min(abs(a - b) for a, b in zip(self.minDiff, self.minDiff[1:])\n\n\n Error: SyntaxError: unmatched brackets"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Binary Search Tree\n\n# Given a binary search tree with non-negative values, find the minimum absolute difference between values of any two nodes.\n#\n# Example:\n#\n# Input:\n#\n# 1\n# \\\n# 3\n# /\n# 2\n#\n# Output:\n# 1\n#\n# Explanation:\n# The minimum absolute difference is 1, which is the difference between 2 and 1 (or between 2 and 3).\n# Definition for a binary tree node.\n\n Explanation: Add missing ')' bracket at line 42"}]
true
syntax
MISSING_BRACKETS
MEDIUM
6a213e8a5b6a8886b1f3aeab6a75af090df46ca9
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: from company.choices import fr as choices from mighty.errors import BackendError import datetime, logging logger = logging.getLogger(__name__) CHOICES_APE = dict(choices.APE) CHOICES_LEGALFORM = dict(choices.LEGALFORM) CHOICES_SLICE = dict(choices.SLICE_EFFECTIVE) class SearchBackend: message = None since_format = None iso_format = '%Y-%m-%dT%H:%M:%S.%f%z' def in_error(self, message): self.message = message def backend_error(self, msg): raise BackendError(msg) def companies(self, companies, response_code): if str(response_code)[0] == '4': self.in_error(companies[0]['message']) elif str(response_code)[0] == '5': self.in_error('error server') return companies def get_ape_str(self, code): try: return CHOICES_APE[code] except Exception: pass return code def get_legalform_str(self, code): try: code = int(code) return CHOICES_LEGALFORM[code] except Exception: pass return code def get_slice_str(self, code): try: return CHOICES_SLICE[code] except Exception: pass def lastupdate(self, date): return datetime.datetime.strptime(date, self.iso_format).strftime("%Y-%m-%d") def since(self, date): logger.warning(date) return datetime.datetime.strptime(date, self.since_format).strftime("%Y-%m-%d") def get_companies(self, companies, response_code): raise NotImplementedError("Subclasses should implement get_companies()") def get_company_by_siren(self, siren): raise NotImplementedError("Subclasses should implement get_company_by_siren()") def get_company_by_fulltext(self, fulltext): raise NotImplementedError("Subclasses should implement get_company_by_fulltext()") def get_active_companies(self, fulltext): raise NotImplementedError("Subclasses should implement get_active_companies()") ... code continues ...
Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation: raise NotImplementedError("Subclasses should implement get_active_companies()")
advanced
database
incomplete_code
Pythoncode:Python
12
1
2,009
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom company.choices import fr as choices\nfrom mighty.errors import BackendError\nimport datetime, logging\nlogger = logging.getLogger(__name__)\n\nCHOICES_APE = dict(choices.APE)\nCHOICES_LEGALFORM = dict(choices.LEGALFORM)\nCHOICES_SLICE = dict(choices.SLICE_EFFECTIVE)\n\nclass SearchBackend:\n message = None\n since_format = None\n iso_format = '%Y-%m-%dT%H:%M:%S.%f%z'\n\n def in_error(self, message):\n self.message = message\n\n def backend_error(self, msg):\n raise BackendError(msg)\n\n def companies(self, companies, response_code):\n if str(response_code)[0] == '4': self.in_error(companies[0]['message'])\n elif str(response_code)[0] == '5': self.in_error('error server')\n return companies\n\n def get_ape_str(self, code):\n try:\n return CHOICES_APE[code]\n except Exception:\n pass\n return code\n\n def get_legalform_str(self, code):\n try:\n code = int(code)\n return CHOICES_LEGALFORM[code]\n except Exception:\n pass\n return code\n\n def get_slice_str(self, code):\n try:\n return CHOICES_SLICE[code]\n except Exception:\n pass\n\n def lastupdate(self, date):\n return datetime.datetime.strptime(date, self.iso_format).strftime(\"%Y-%m-%d\")\n\n def since(self, date):\n logger.warning(date)\n return datetime.datetime.strptime(date, self.since_format).strftime(\"%Y-%m-%d\")\n\n def get_companies(self, companies, response_code):\n raise NotImplementedError(\"Subclasses should implement get_companies()\")\n\n def get_company_by_siren(self, siren):\n raise NotImplementedError(\"Subclasses should implement get_company_by_siren()\")\n\n def get_company_by_fulltext(self, fulltext):\n raise NotImplementedError(\"Subclasses should implement get_company_by_fulltext()\")\n\n def get_active_companies(self, fulltext):\n raise NotImplementedError(\"Subclasses should implement get_active_companies()\")\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function missing return statement\n\n To complete:\n \u2022 Add return statement to function\n\n Example continuation:\n raise NotImplementedError(\"Subclasses should implement get_active_companies()\")"}]
true
syntax
INCOMPLETE_LOGIC
MEDIUM
6a240de4a4b62bd30eb577321f80af837069962e
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: from sqlalchemy import create_engine, engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy.orm import sessionmaker import os SQLALCHEMY_DATABASE_URL = os.getenv("DATABASE_URL").replace("postgres://", "postgresql+psycopg2://") engine = create_engine(SQLALCHEMY_DATABASE_URL) SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine) # Complete this line Base = declarative_base() def get_db(): db = SessionLocal() try: yield db finally: db.close()
The missing line is:
intermediate
database
fill_in_the_blank
Pythoncode:Python
1
0
504
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom sqlalchemy import create_engine, engine\nfrom sqlalchemy.ext.declarative import declarative_base\nfrom sqlalchemy.orm import sessionmaker\nimport os\n\nSQLALCHEMY_DATABASE_URL = os.getenv(\"DATABASE_URL\").replace(\"postgres://\", \"postgresql+psycopg2://\")\n\nengine = create_engine(SQLALCHEMY_DATABASE_URL)\n\nSessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)\n # Complete this line\nBase = declarative_base()\n\n\ndef get_db():\n db = SessionLocal()\n try:\n yield db\n finally:\n db.close()"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
6a24c49a2e92d735c1970a4ba7a5a35023549f08
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import sys import os import boto import boto.s3.connection import json import inspect import pickle import bunch import yaml import ConfigParser import rados from boto.s3.key import Key from nose.plugins.attrib import attr from nose.tools import eq_ as eq from .reqs import _make_admin_request ragweed_env = None suite = None class RGWConnection: def __init__(self, access_key, secret_key, host, port, is_secure): self.host = host self.port = port self.is_secure = is_secure self.conn = boto.connect_s3( aws_access_key_id = access_key, aws_secret_access_key = secret_key, host=host, port=port, is_secure=is_secure, calling_format = boto.s3.connection.OrdinaryCallingFormat(), ) def create_bucket(self, name): return self.conn.create_bucket(name) def get_bucket(self, name, validate=True): return self.conn.get_bucket(name, validate=validate) class RGWRESTAdmin: def __init__(self, connection): self.conn = connection def get_resource(self, path, params): r = _make_admin_request(self.conn, "GET", path, params) if r.status != 200: raise boto.exception.S3ResponseError(r.status, r.reason) return bunch.bunchify(json.loads(r.read())) def read_meta_key(self, key): return self.get_resource('/admin/metadata', {'key': key}) def get_bucket_entrypoint(self, bucket_name): return self.read_meta_key('bucket:' + bucket_name) def get_bucket_instance_info(self, bucket_name, bucket_id = None): if not bucket_id: ep = self.get_bucket_entrypoint(bucket_name) print ep bucket_id = ep.data.bucket.bucket_id result = self.read_meta_key('bucket.instance:' + bucket_name + ":" + bucket_id) return result.data.bucket_info def check_bucket_index(self, bucket_name): return self.get_resource('/admin/bucket',{'index' : None, 'bucket':bucket_name}) def get_obj_layout(self, key): path = '/' + key.bucket.name + '/' + key.name params = {'layout': None} if key.version_id is not None: params['versionId'] = key.version_id print params return self.get_resource(path, params) def get_zone_params(self): return self.get_resource('/admin/config', {'type': 'zone'}) class RSuite: def __init__(self, name, bucket_prefix, zone, suite_step): self.name = name self.bucket_prefix = bucket_prefix self.zone = zone self.config_bucket = None self.rtests = [] self.do_preparing = False self.do_check = False for step in suite_step.split(','): if step == 'prepare': self.do_preparing = True self.config_bucket = self.zone.create_raw_bucket(self.get_bucket_name('conf')) if step == 'check' or step == 'te ... [code truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
testing
refactoring
Pythoncode:Python
12
3
3,033
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport sys\nimport os\nimport boto\nimport boto.s3.connection\nimport json\nimport inspect\nimport pickle\nimport bunch\nimport yaml\nimport ConfigParser\nimport rados\nfrom boto.s3.key import Key\nfrom nose.plugins.attrib import attr\nfrom nose.tools import eq_ as eq\n\nfrom .reqs import _make_admin_request\n\nragweed_env = None\nsuite = None\n\nclass RGWConnection:\n def __init__(self, access_key, secret_key, host, port, is_secure):\n self.host = host\n self.port = port\n self.is_secure = is_secure\n self.conn = boto.connect_s3(\n aws_access_key_id = access_key,\n aws_secret_access_key = secret_key,\n host=host,\n port=port,\n is_secure=is_secure,\n calling_format = boto.s3.connection.OrdinaryCallingFormat(),\n )\n\n def create_bucket(self, name):\n return self.conn.create_bucket(name)\n\n def get_bucket(self, name, validate=True):\n return self.conn.get_bucket(name, validate=validate)\n\n\nclass RGWRESTAdmin:\n def __init__(self, connection):\n self.conn = connection\n\n def get_resource(self, path, params):\n r = _make_admin_request(self.conn, \"GET\", path, params)\n if r.status != 200:\n raise boto.exception.S3ResponseError(r.status, r.reason)\n return bunch.bunchify(json.loads(r.read()))\n\n\n def read_meta_key(self, key):\n return self.get_resource('/admin/metadata', {'key': key})\n\n def get_bucket_entrypoint(self, bucket_name):\n return self.read_meta_key('bucket:' + bucket_name)\n\n def get_bucket_instance_info(self, bucket_name, bucket_id = None):\n if not bucket_id:\n ep = self.get_bucket_entrypoint(bucket_name)\n print ep\n bucket_id = ep.data.bucket.bucket_id\n result = self.read_meta_key('bucket.instance:' + bucket_name + \":\" + bucket_id)\n return result.data.bucket_info\n\n def check_bucket_index(self, bucket_name):\n return self.get_resource('/admin/bucket',{'index' : None, 'bucket':bucket_name})\n\n def get_obj_layout(self, key):\n path = '/' + key.bucket.name + '/' + key.name\n params = {'layout': None}\n if key.version_id is not None:\n params['versionId'] = key.version_id\n\n print params\n\n return self.get_resource(path, params)\n\n def get_zone_params(self):\n return self.get_resource('/admin/config', {'type': 'zone'})\n\n\nclass RSuite:\n def __init__(self, name, bucket_prefix, zone, suite_step):\n self.name = name\n self.bucket_prefix = bucket_prefix\n self.zone = zone\n self.config_bucket = None\n self.rtests = []\n self.do_preparing = False\n self.do_check = False\n for step in suite_step.split(','):\n if step == 'prepare':\n self.do_preparing = True\n self.config_bucket = self.zone.create_raw_bucket(self.get_bucket_name('conf'))\n if step == 'check' or step == 'te\n\n ... [code truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
6a25b6baad0282a34406b60b6191667dfe9a128b
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from django.contrib import admin from opensteer.teams.models import Team, Member admin.site.register(Team) admin.site.register(Member)
This code demonstrates Pythoncode:Python programming.
beginner
machine_learning
code_explanation
Pythoncode:Python
0
0
136
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom django.contrib import admin\nfrom opensteer.teams.models import Team, Member\n\nadmin.site.register(Team)\nadmin.site.register(Member)"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
6a27b2bcfa7e4d8b0487cdb6693479a656fd6bb3
TheStack--python--000.parquet
Debug this Pythoncode:Python code: from src.utils import check_direction, direction_config, is_intersect # pylint:disable=unexpected-keyword-arg class TestCheckDirection: def test_true(self): """Test true case.""" directions = { "right": {"prev_center": [0, 0], "current_center": [20, 0], "expect": True}, "left": {"prev_center": [10, 0], "current_center": [0, 0], "expect": True}, "top": {"prev_center": [0, 10], "current_center": [0, 0], "expect": True}, "bottom": {"prev_center": [0, 0], "current_center": [0, 10], "expect": True}, } for direction_str, args in directions.items(): expect = args.pop("expect") result = check_direction(**args, direction=direction_config[direction_str]) assert result == expect def test_false(self): """Test false case.""" directions = { "right": {"prev_center": [0, 0], "current_center": [0, 0], "expect": False}, # This is right. "left": {"prev_center": [0, 0], "current_center": [10, 0], "expect": False}, # This is bottom. "top": {"prev_center": [0, 0], "current_center": [0, 10], "expect": False}, # This is top. "bottom": {"prev_center": [0, 10], "current_center": [0, 0], "expect": False}, } for direction_str, args in directions.items(): expect = args.pop("expect") result = check_direction(**args, direction=direction_config[direction_str]) assert result == expect def test_direction_none(self): """Check if always return true when direction is set None.""" args = [ {"prev_center": [0, 0], "current_center": [0, 0]}, # No movement. {"prev_center": [0, 0], "current_center": [10, 0]}, # Right {"prev_center": [10, 0], "current_center": [0, 0]}, # Left. {"prev_center": [0, 10], "current_center": [0, 0]}, # Top. {"prev_center": [0, 0], "current_center": [0, 10]}, # Bottom. ] for arg in args: # If the direction is None, always return True. result = check_direction(**arg, direction=None) assert result == True class TestIsIntersect: def test_true(self): """Test true case.""" args = {"A": [10, 0], "B": [10, 30], "C": [0, 10], "D": [30, 0]} result = is_intersect(**args) assert result == True def test_false(self): """Test false case.""" args = {"A": [10, 0], "B": [10, 30], "C": [0, 10], "D": [0, 0]} result = is_intersect(**args) assert result == False
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 12 💡 Suggestions: Add docstring to class 'TestCheckDirection' Add docstring to class 'TestIsIntersect'
advanced
testing
debugging
Pythoncode:Python
5
2
2,657
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom src.utils import check_direction, direction_config, is_intersect\n\n# pylint:disable=unexpected-keyword-arg\n\n\nclass TestCheckDirection:\n def test_true(self):\n \"\"\"Test true case.\"\"\"\n directions = {\n \"right\": {\"prev_center\": [0, 0], \"current_center\": [20, 0], \"expect\": True},\n \"left\": {\"prev_center\": [10, 0], \"current_center\": [0, 0], \"expect\": True},\n \"top\": {\"prev_center\": [0, 10], \"current_center\": [0, 0], \"expect\": True},\n \"bottom\": {\"prev_center\": [0, 0], \"current_center\": [0, 10], \"expect\": True},\n }\n for direction_str, args in directions.items():\n expect = args.pop(\"expect\")\n result = check_direction(**args, direction=direction_config[direction_str])\n assert result == expect\n\n def test_false(self):\n \"\"\"Test false case.\"\"\"\n directions = {\n \"right\": {\"prev_center\": [0, 0], \"current_center\": [0, 0], \"expect\": False},\n # This is right.\n \"left\": {\"prev_center\": [0, 0], \"current_center\": [10, 0], \"expect\": False},\n # This is bottom.\n \"top\": {\"prev_center\": [0, 0], \"current_center\": [0, 10], \"expect\": False},\n # This is top.\n \"bottom\": {\"prev_center\": [0, 10], \"current_center\": [0, 0], \"expect\": False},\n }\n for direction_str, args in directions.items():\n expect = args.pop(\"expect\")\n result = check_direction(**args, direction=direction_config[direction_str])\n assert result == expect\n\n def test_direction_none(self):\n \"\"\"Check if always return true when direction is set None.\"\"\"\n args = [\n {\"prev_center\": [0, 0], \"current_center\": [0, 0]}, # No movement.\n {\"prev_center\": [0, 0], \"current_center\": [10, 0]}, # Right\n {\"prev_center\": [10, 0], \"current_center\": [0, 0]}, # Left.\n {\"prev_center\": [0, 10], \"current_center\": [0, 0]}, # Top.\n {\"prev_center\": [0, 0], \"current_center\": [0, 10]}, # Bottom.\n ]\n for arg in args:\n # If the direction is None, always return True.\n result = check_direction(**arg, direction=None)\n assert result == True\n\n\nclass TestIsIntersect:\n def test_true(self):\n \"\"\"Test true case.\"\"\"\n args = {\"A\": [10, 0], \"B\": [10, 30], \"C\": [0, 10], \"D\": [30, 0]}\n result = is_intersect(**args)\n assert result == True\n\n def test_false(self):\n \"\"\"Test false case.\"\"\"\n args = {\"A\": [10, 0], \"B\": [10, 30], \"C\": [0, 10], \"D\": [0, 0]}\n result = is_intersect(**args)\n assert result == False"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'TestCheckDirection'\n Add docstring to class 'TestIsIntersect'"}]
false
null
null
null
6a2905a1e278bec5cf1d153f6d2fadf970789157
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import unittest from caravan.tables import Tables from caravan.parameter_set import ParameterSet class ParameterSetTest(unittest.TestCase): def setUp(self): self.t = Tables.get() self.t.clear() def test_ps(self): ps = ParameterSet(500, (2, 3, 4, 5)) self.assertEqual(ps.id, 500) self.assertEqual(ps.params, (2, 3, 4, 5)) self.assertEqual(ps.run_ids, []) def test_find_or_create(self): ps = ParameterSet.find_or_create(0, 1, 2, 3) self.assertEqual(ps.id, 0) self.assertEqual(ps.params, (0, 1, 2, 3)) self.assertEqual(len(ParameterSet.all()), 1) ps2 = ParameterSet.find_or_create(3, 4, 5, 6) self.assertEqual(len(ParameterSet.all()), 2) def test_find_or_create(self): ps1 = ParameterSet.find_or_create(0, 1, 2, 3) ps2 = ParameterSet.find_or_create(0, 1, 2, 3) self.assertEqual(ps1, ps2) self.assertEqual(len(ParameterSet.all()), 1) def test_create_runs(self): ps = ParameterSet.find_or_create(0, 1, 2, 3) runs = ps.create_runs_upto(3) self.assertEqual([r.id for r in runs], [0, 1, 2]) self.assertEqual([r.seed for r in runs], [0, 1, 2]) ps2 = ParameterSet.find_or_create(0, 1, 3, 4) runs = ps2.create_runs_upto(3) self.assertEqual([r.id for r in runs], [3, 4, 5]) self.assertEqual([r.seed for r in runs], [0, 1, 2]) def test_is_finished(self): ps = ParameterSet.find_or_create(0, 1, 2, 3) self.assertEqual(ps.is_finished(), True) runs = ps.create_runs_upto(1) self.assertFalse(ps.is_finished()) self.assertEqual(len(ps.finished_runs()), 0) runs[0].store_result([1.0, 2.0, 3.0], 0, 3, 111, 222) self.assertTrue(ps.is_finished()) self.assertEqual(len(ps.finished_runs()), 1) def test_average_results(self): ps = ParameterSet.find_or_create(0, 1, 2, 3) runs = ps.create_runs_upto(3) self.assertEqual(ps.average_results(), ()) for (i, r) in enumerate(runs): r.store_result([1.0 + i, 2.0 + i, 3.0 + 1], 0, 3, 111, 222) self.assertEqual(ps.average_results(), (2.0, 3.0, 4.0)) def test_all(self): ps = ParameterSet.find_or_create(0, 1, 2, 3) self.assertEqual(ParameterSet.all(), [ps]) ps2 = ParameterSet.find_or_create(0, 1, 2, 4) self.assertEqual(ParameterSet.all(), [ps, ps2]) self.assertEqual(len(ParameterSet.all()), 2) def test_find(self): ps = ParameterSet.find_or_create(0, 1, 2, 3) ps2 = ParameterSet.find_or_create(0, 1, 2, 4) pid = ps2.id self.assertEqual(pid, 1) self.assertEqual(ParameterSet.find(1), ps2) if __name__ == '__main__': unittest.main()
Functions: setUp, test_ps, test_find_or_create, test_find_or_create, test_create_runs Classes: ParameterSetTest This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
9
1
2,792
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport unittest\nfrom caravan.tables import Tables\nfrom caravan.parameter_set import ParameterSet\n\n\nclass ParameterSetTest(unittest.TestCase):\n def setUp(self):\n self.t = Tables.get()\n self.t.clear()\n\n def test_ps(self):\n ps = ParameterSet(500, (2, 3, 4, 5))\n self.assertEqual(ps.id, 500)\n self.assertEqual(ps.params, (2, 3, 4, 5))\n self.assertEqual(ps.run_ids, [])\n\n def test_find_or_create(self):\n ps = ParameterSet.find_or_create(0, 1, 2, 3)\n self.assertEqual(ps.id, 0)\n self.assertEqual(ps.params, (0, 1, 2, 3))\n self.assertEqual(len(ParameterSet.all()), 1)\n ps2 = ParameterSet.find_or_create(3, 4, 5, 6)\n self.assertEqual(len(ParameterSet.all()), 2)\n\n def test_find_or_create(self):\n ps1 = ParameterSet.find_or_create(0, 1, 2, 3)\n ps2 = ParameterSet.find_or_create(0, 1, 2, 3)\n self.assertEqual(ps1, ps2)\n self.assertEqual(len(ParameterSet.all()), 1)\n\n def test_create_runs(self):\n ps = ParameterSet.find_or_create(0, 1, 2, 3)\n runs = ps.create_runs_upto(3)\n self.assertEqual([r.id for r in runs], [0, 1, 2])\n self.assertEqual([r.seed for r in runs], [0, 1, 2])\n ps2 = ParameterSet.find_or_create(0, 1, 3, 4)\n runs = ps2.create_runs_upto(3)\n self.assertEqual([r.id for r in runs], [3, 4, 5])\n self.assertEqual([r.seed for r in runs], [0, 1, 2])\n\n def test_is_finished(self):\n ps = ParameterSet.find_or_create(0, 1, 2, 3)\n self.assertEqual(ps.is_finished(), True)\n runs = ps.create_runs_upto(1)\n self.assertFalse(ps.is_finished())\n self.assertEqual(len(ps.finished_runs()), 0)\n runs[0].store_result([1.0, 2.0, 3.0], 0, 3, 111, 222)\n self.assertTrue(ps.is_finished())\n self.assertEqual(len(ps.finished_runs()), 1)\n\n def test_average_results(self):\n ps = ParameterSet.find_or_create(0, 1, 2, 3)\n runs = ps.create_runs_upto(3)\n self.assertEqual(ps.average_results(), ())\n for (i, r) in enumerate(runs):\n r.store_result([1.0 + i, 2.0 + i, 3.0 + 1], 0, 3, 111, 222)\n self.assertEqual(ps.average_results(), (2.0, 3.0, 4.0))\n\n def test_all(self):\n ps = ParameterSet.find_or_create(0, 1, 2, 3)\n self.assertEqual(ParameterSet.all(), [ps])\n ps2 = ParameterSet.find_or_create(0, 1, 2, 4)\n self.assertEqual(ParameterSet.all(), [ps, ps2])\n self.assertEqual(len(ParameterSet.all()), 2)\n\n def test_find(self):\n ps = ParameterSet.find_or_create(0, 1, 2, 3)\n ps2 = ParameterSet.find_or_create(0, 1, 2, 4)\n pid = ps2.id\n self.assertEqual(pid, 1)\n self.assertEqual(ParameterSet.find(1), ps2)\n\n\nif __name__ == '__main__':\n unittest.main()"}, {"role": "assistant", "content": " Functions: setUp, test_ps, test_find_or_create, test_find_or_create, test_create_runs\n Classes: ParameterSetTest\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
6a29d2f85143afe8ae63f5fd3499c691c4db69b3
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import pytest from pydantic import ValidationError from overhave.transport import OverhaveS3ManagerSettings class TestS3ManagerSettings: """ Unit tests for :class:`OverhaveS3ManagerSettings`. """ @pytest.mark.parametrize("test_s3_enabled", [False]) def test_disabled(self, test_s3_enabled: bool) -> None: settings = OverhaveS3ManagerSettings(enabled=test_s3_enabled) assert not settings.enabled assert not settings.url assert not settings.access_key assert not settings.secret_key @pytest.mark.parametrize("test_s3_enabled", [True]) def test_empty_enabled(self, test_s3_enabled: bool) -> None: with pytest.raises(ValidationError):
Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Block at line 20 has no body - expected indented block • IndentationError at line 20 Fix: Add body to With block or use 'pass' statement
advanced
testing
error_detection
Pythoncode:Python
3
1
703
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport pytest\nfrom pydantic import ValidationError\n\nfrom overhave.transport import OverhaveS3ManagerSettings\n\n\nclass TestS3ManagerSettings:\n \"\"\" Unit tests for :class:`OverhaveS3ManagerSettings`. \"\"\"\n\n @pytest.mark.parametrize(\"test_s3_enabled\", [False])\n def test_disabled(self, test_s3_enabled: bool) -> None:\n settings = OverhaveS3ManagerSettings(enabled=test_s3_enabled)\n assert not settings.enabled\n assert not settings.url\n assert not settings.access_key\n assert not settings.secret_key\n\n @pytest.mark.parametrize(\"test_s3_enabled\", [True])\n def test_empty_enabled(self, test_s3_enabled: bool) -> None:\n with pytest.raises(ValidationError):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_BLOCK\n Error: IndentationError / Expected indented block\n\n Detected Errors:\n \u2022 Block at line 20 has no body - expected indented block\n \u2022 IndentationError at line 20\n\n Fix: Add body to With block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
6a29e328b66b3aa40c02b6c801e1beb3b20cffb7
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: class ElCmd: """A simple framework for writing line-oriented command interpreters. These are often useful for test harnesses, administrative tools, and prototypes that will later be wrapped in a more sophisticated interface. A Cmd instance or subclass instance is a line-oriented interpreter framework. There is no good reason to instantiate Cmd itself; rather, it's useful as a superclass of an interpreter class you define yourself in order to inherit Cmd's methods and encapsulate action methods. """ prompt = PROMPT identchars = IDENTCHARS ruler = '=' lastcmd = '' intro = None doc_leader = "" doc_header = "Documented commands (type help <topic>):" misc_header = "Miscellaneous help topics:" undoc_header = "Undocumented commands:" nohelp = "*** No help on %s" use_rawinput = False def __init__(self, completekey='tab', stdin=None, stdout=None): """Instantiate a line-oriented interpreter framework. The optional argument 'completekey' is the readline name of a completion key; it defaults to the Tab key. If completekey is not None and the readline module is available, command completion is done automatically. The optional arguments stdin and stdout specify alternate input and output file objects; if not specified, sys.stdin and sys.stdout are used. """ if stdin is not None: self.stdin = stdin else: self.stdin = sys.stdin if stdout is not None: self.stdout = stdout else: self.stdout = sys.stdout self.cmdqueue = [] self.completekey = completekey if not self.use_rawinput and self.completekey: try: import editline self.editline = editline.editline("CMD", self.stdin, self.stdout, sys.stderr) self.editline.rl_completer = self.complete except ImportError: print("Failed to import editline") pass ... [22 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
testing
refactoring
Pythoncode:Python
1
1
2,145
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nclass ElCmd:\n \"\"\"A simple framework for writing line-oriented command interpreters.\n\n These are often useful for test harnesses, administrative tools, and\n prototypes that will later be wrapped in a more sophisticated interface.\n\n A Cmd instance or subclass instance is a line-oriented interpreter\n framework. There is no good reason to instantiate Cmd itself; rather,\n it's useful as a superclass of an interpreter class you define yourself\n in order to inherit Cmd's methods and encapsulate action methods.\n\n \"\"\"\n prompt = PROMPT\n identchars = IDENTCHARS\n ruler = '='\n lastcmd = ''\n intro = None\n doc_leader = \"\"\n doc_header = \"Documented commands (type help <topic>):\"\n misc_header = \"Miscellaneous help topics:\"\n undoc_header = \"Undocumented commands:\"\n nohelp = \"*** No help on %s\"\n use_rawinput = False\n\n def __init__(self, completekey='tab', stdin=None, stdout=None):\n \"\"\"Instantiate a line-oriented interpreter framework.\n\n The optional argument 'completekey' is the readline name of a\n completion key; it defaults to the Tab key. If completekey is\n not None and the readline module is available, command completion\n is done automatically. The optional arguments stdin and stdout\n specify alternate input and output file objects; if not specified,\n sys.stdin and sys.stdout are used.\n\n \"\"\"\n if stdin is not None:\n self.stdin = stdin\n else:\n self.stdin = sys.stdin\n if stdout is not None:\n self.stdout = stdout\n else:\n self.stdout = sys.stdout\n self.cmdqueue = []\n self.completekey = completekey\n\n if not self.use_rawinput and self.completekey:\n try:\n import editline\n self.editline = editline.editline(\"CMD\",\n self.stdin, self.stdout, sys.stderr)\n self.editline.rl_completer = self.complete\n except ImportError:\n print(\"Failed to import editline\")\n pass\n \n\n ... [22 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
6a2a3c06f511758a8f808e719520fdb3ebac69cd
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: from django.contrib import admin from .models import Order, receiverInfo @admin.register(Order) class OrderAdmin(admin.ModelAdmin): date_hierarchy = 'created_at' list_display = ('user', 'code', 'total_price', 'shipping_status', 'created_at') list_display_links = ('user',) list_editable = ('shipping_status',) list_filter = ('shipping_status', 'payment_mode', 'created_at') list_per_page = 25 search_fields = ('user__phone_number', 'user__email', 'code') readonly_fields = ('user','cart', 'receiver', 'payment_mode', 'shipping_status', 'code') def total_price(self, obj): return obj.cart.total_price def has_add_permission(self, request): @admin.register(receiverInfo) class receiverInfoAdmin(admin.ModelAdmin): date_hierarchy = 'created_at' list_display = ('id', 'full_name', 'phone_number', 'address', 'created_at') list_display_links = ('id', 'full_name') list_filter = ('created_at',) list_per_page = 25 search_fields = ('full_name', 'phone_number', 'address') readonly_fields = ('full_name', 'phone_number', 'address') ... code continues ...
Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation:
advanced
api
incomplete_code
Pythoncode:Python
2
2
1,106
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom django.contrib import admin\n\nfrom .models import Order, receiverInfo\n\n\n@admin.register(Order)\nclass OrderAdmin(admin.ModelAdmin):\n date_hierarchy = 'created_at'\n list_display = ('user', 'code', 'total_price', 'shipping_status', 'created_at')\n list_display_links = ('user',)\n list_editable = ('shipping_status',)\n list_filter = ('shipping_status', 'payment_mode', 'created_at')\n list_per_page = 25\n search_fields = ('user__phone_number', 'user__email', 'code')\n readonly_fields = ('user','cart', 'receiver', 'payment_mode', 'shipping_status', 'code')\n\n def total_price(self, obj):\n return obj.cart.total_price\n\n def has_add_permission(self, request):\n\n@admin.register(receiverInfo)\nclass receiverInfoAdmin(admin.ModelAdmin):\n date_hierarchy = 'created_at'\n list_display = ('id', 'full_name', 'phone_number', 'address', 'created_at')\n list_display_links = ('id', 'full_name')\n list_filter = ('created_at',)\n list_per_page = 25\n search_fields = ('full_name', 'phone_number', 'address')\n readonly_fields = ('full_name', 'phone_number', 'address')\n\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function missing return statement\n\n To complete:\n \u2022 Add return statement to function\n\n Example continuation:"}]
true
syntax
INCOMPLETE_LOGIC
MEDIUM
6a2bc3b1189d8cb91dbce9466649429945439058
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: from node import Node class LinkedList: """ initializes LL """ def __init__(self, iter=[]): self.head = None self._size = 0 for item in reversed(iter): self.insert(item) def __repr__(self): """ assumes head will have a val and we will need this """ return '<head> => {}'.format(self.head.val) def __str__(self): """ this is where we can see the list""" def __len__(self): """ returns size of LL """ return self._size def insert(self, val): """ basic insertion method for adding to front of LL """ self.head = Node(val, self.head) self._size += 1 def append(self, val): """ appends node to the end of the LL """ new_node = Node(val, None) current = self.head._next while current._next is not None: current._next = current._next._next if current._next._next is None: current._next._next = new_node new_node._next is None self._size += 1 return new_node._next def insert_before(self, val, new_val): """ inserts node before node at val """ new_node = Node(new_val) current = self.head._next # Complete this line if current._next.val == val: new_node._next = current._next current._next = new_node self._size += 1 break current = current._next if current._next is None: raise ValueError("Data not in list") def insert_after(self, val, new_val): """ inserts node after node at val """ new_node = Node(new_val) current = self.head._next while current._next is not None: if current.val == val: new_node._next = current._next._next current._next = new_node self._size += 1 break current = current._next if current._next is None: raise ValueError("Data not in list") def kth_from_end(self, k): """ returns node at kth from end """ if self._size - k < 0: raise AttributeError current = self.head for i in range(self._size - k - 1): current = current._next return current
The missing line is: while current._next is not None:
advanced
database
fill_in_the_blank
Pythoncode:Python
9
1
2,513
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom node import Node\n\n\nclass LinkedList:\n \"\"\"\n initializes LL\n \"\"\"\n def __init__(self, iter=[]):\n self.head = None\n self._size = 0\n\n for item in reversed(iter):\n self.insert(item)\n\n def __repr__(self):\n \"\"\"\n assumes head will have a val and we will need this\n \"\"\"\n return '<head> => {}'.format(self.head.val)\n\n def __str__(self):\n \"\"\" this is where we can see the list\"\"\"\n\n def __len__(self):\n \"\"\"\n returns size of LL\n \"\"\"\n return self._size\n\n def insert(self, val):\n \"\"\"\n basic insertion method for adding to front of LL\n \"\"\"\n self.head = Node(val, self.head)\n self._size += 1\n\n def append(self, val):\n \"\"\"\n appends node to the end of the LL\n \"\"\"\n new_node = Node(val, None)\n current = self.head._next\n while current._next is not None:\n current._next = current._next._next\n if current._next._next is None:\n current._next._next = new_node\n new_node._next is None\n self._size += 1\n return new_node._next\n\n def insert_before(self, val, new_val):\n \"\"\"\n inserts node before node at val\n \"\"\"\n new_node = Node(new_val)\n current = self.head._next\n # Complete this line\n if current._next.val == val:\n new_node._next = current._next\n current._next = new_node\n self._size += 1\n break\n\n current = current._next\n\n if current._next is None:\n raise ValueError(\"Data not in list\")\n\n def insert_after(self, val, new_val):\n \"\"\"\n inserts node after node at val\n \"\"\"\n new_node = Node(new_val)\n current = self.head._next\n while current._next is not None:\n if current.val == val:\n new_node._next = current._next._next\n current._next = new_node\n self._size += 1\n break\n\n current = current._next\n\n if current._next is None:\n raise ValueError(\"Data not in list\")\n\n def kth_from_end(self, k):\n \"\"\"\n returns node at kth from end\n \"\"\"\n if self._size - k < 0:\n raise AttributeError\n\n current = self.head\n for i in range(self._size - k - 1):\n current = current._next\n return current"}, {"role": "assistant", "content": "The missing line is:\n while current._next is not None:"}]
false
null
null
null
6a2bdc47419473e5c8f04286a711270211d71607
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import FWCore.ParameterSet.Config as cms process = cms.Process("LIKELIHOODPDFDBREADER") # process.load("MuonAnalysis.MomentumScaleCalibration.local_CSA08_Y_cff") process.source = cms.Source("EmptySource", numberEventsInRun = cms.untracked.uint32(1), firstRun = cms.untracked.uint32(1) ) process.load("Configuration.StandardSequences.MagneticField_cff") process.load("Geometry.CMSCommonData.cmsIdealGeometryXML_cfi") process.load("Geometry.CommonTopologies.globalTrackingGeometry_cfi") process.load("RecoMuon.DetLayers.muonDetLayerGeometry_cfi") process.load("Geometry.MuonNumbering.muonNumberingInitialization_cfi") process.load("RecoMuon.TrackingTools.MuonServiceProxy_cff") # process.source = cms.Source("PoolSource", # fileNames = cms.untracked.vstring() # ) process.maxEvents = cms.untracked.PSet( input = cms.untracked.int32(1) ) process.poolDBESSource = cms.ESSource("PoolDBESSource", BlobStreamerName = cms.untracked.string('TBufferBlobStreamingService'), DBParameters = cms.PSet( messageLevel = cms.untracked.int32(2), authenticationPath = cms.untracked.string('/afs/cern.ch/cms/DB/conddb') ), timetype = cms.untracked.string('runnumber'), connect = cms.string('sqlite_file:dummy2.db'), toGet = cms.VPSet(cms.PSet( record = cms.string('MuScleFitLikelihoodPdfRcd'), tag = cms.string('MuScleFitLikelihoodPdf_2_1_12') )) ) process.LikelihoodPdfDBReaderModule = cms.EDAnalyzer( "LikelihoodPdfDBReader" ) process.p1 = cms.Path(process.LikelihoodPdfDBReaderModule)
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 28 Unexpected indentation at line 32
intermediate
database
debugging
Pythoncode:Python
0
0
1,559
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport FWCore.ParameterSet.Config as cms\n\nprocess = cms.Process(\"LIKELIHOODPDFDBREADER\")\n# process.load(\"MuonAnalysis.MomentumScaleCalibration.local_CSA08_Y_cff\")\n\nprocess.source = cms.Source(\"EmptySource\",\n numberEventsInRun = cms.untracked.uint32(1),\n firstRun = cms.untracked.uint32(1)\n)\n\nprocess.load(\"Configuration.StandardSequences.MagneticField_cff\")\n\nprocess.load(\"Geometry.CMSCommonData.cmsIdealGeometryXML_cfi\")\n\nprocess.load(\"Geometry.CommonTopologies.globalTrackingGeometry_cfi\")\n\nprocess.load(\"RecoMuon.DetLayers.muonDetLayerGeometry_cfi\")\n\nprocess.load(\"Geometry.MuonNumbering.muonNumberingInitialization_cfi\")\n\nprocess.load(\"RecoMuon.TrackingTools.MuonServiceProxy_cff\")\n\n# process.source = cms.Source(\"PoolSource\",\n# fileNames = cms.untracked.vstring()\n# )\n\nprocess.maxEvents = cms.untracked.PSet(\n input = cms.untracked.int32(1)\n)\n\nprocess.poolDBESSource = cms.ESSource(\"PoolDBESSource\",\n BlobStreamerName = cms.untracked.string('TBufferBlobStreamingService'),\n DBParameters = cms.PSet(\n messageLevel = cms.untracked.int32(2),\n authenticationPath = cms.untracked.string('/afs/cern.ch/cms/DB/conddb')\n ),\n timetype = cms.untracked.string('runnumber'),\n connect = cms.string('sqlite_file:dummy2.db'),\n toGet = cms.VPSet(cms.PSet(\n record = cms.string('MuScleFitLikelihoodPdfRcd'),\n tag = cms.string('MuScleFitLikelihoodPdf_2_1_12')\n ))\n)\n\nprocess.LikelihoodPdfDBReaderModule = cms.EDAnalyzer(\n \"LikelihoodPdfDBReader\"\n)\n\nprocess.p1 = cms.Path(process.LikelihoodPdfDBReaderModule)"}, {"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 28\n Unexpected indentation at line 32"}]
false
null
null
null
6a2be20f58b11b8306e1cbf1b9ec46cf140c201d
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: from transformers import AutoModel, AutoModelForSequenceClassification, AutoTokenizer, AutoConfig from sklearn.model_selection import StratifiedKFold import numpy as np import torch from fast_fine_tuna.dataset import MainDatasetDouble, MainDataset from transformers import AdamW from torch.utils.data import DataLoader import os from tqdm import tqdm from fast_fine_tuna.models import MiniModel from torch import nn class FastFineTuna: def __init__(self, model_name, tokenizer_name): self.model_name = model_name self.tokenizer_name = tokenizer_name self.device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu') ... [6 more functiondefs truncated]
Syntax Analysis: Syntax Errors Found: • Block at line 13 has no indented body • Invalid syntax at line 21: ... [6 more functiondefs truncated] Fixes: • Review syntax near the error location
advanced
database
syntax_repair
Pythoncode:Python
1
1
714
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom transformers import AutoModel, AutoModelForSequenceClassification, AutoTokenizer, AutoConfig\nfrom sklearn.model_selection import StratifiedKFold\nimport numpy as np\nimport torch\nfrom fast_fine_tuna.dataset import MainDatasetDouble, MainDataset\nfrom transformers import AdamW\nfrom torch.utils.data import DataLoader\nimport os\nfrom tqdm import tqdm\nfrom fast_fine_tuna.models import MiniModel\nfrom torch import nn\n\nclass FastFineTuna:\n\n def __init__(self, model_name, tokenizer_name):\n self.model_name = model_name\n self.tokenizer_name = tokenizer_name\n self.device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')\n\n\n ... [6 more functiondefs truncated]"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Block at line 13 has no indented body\n \u2022 Invalid syntax at line 21: ... [6 more functiondefs truncated] \n\n\n Fixes:\n \u2022 Review syntax near the error location"}]
true
syntax
MID_STRING
CRITICAL
6a2c1076d5d797f1927b5d8d8d4594e8e5c92647
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Message class Implementation # @author: Gaurav Yeole <gauravyeole@gmail.com> class Message: class Request: def __init__(self, action="", data=None): self.action = action self.data = data class Rsponse: def __init__(self): self.status = False self.data = None def __init__(self): pass def set_request(self): pass def response(self: pass
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unclosed '(' at line 21 - expected ')' • SyntaxError: '(' was never closed at line 21 Fix: Add missing ')' bracket at line 21
advanced
api
error_detection
Pythoncode:Python
5
3
450
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Message class Implementation\n# @author: Gaurav Yeole <gauravyeole@gmail.com>\n\nclass Message:\n class Request:\n def __init__(self, action=\"\", data=None):\n self.action = action\n self.data = data\n\n class Rsponse:\n def __init__(self):\n self.status = False\n self.data = None\n\n def __init__(self):\n pass\n\n def set_request(self):\n pass\n\n def response(self:\n pass"}, {"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 21 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 21\n\n Fix: Add missing ')' bracket at line 21"}]
true
syntax
MISSING_BRACKETS
MEDIUM
6a2c58ba82079e0bdc04e7b2c1c567a97cd9075d
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/python from mod_pywebsocket import msgutil import time def web_socket_do_extra_handshake(request):
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • Block at line 6 has no body - expected indented block • IndentationError at line 6 Fix: Complete the function 'web_socket_do_extra_handshake' body and add missing return
intermediate
api
error_detection
Pythoncode:Python
2
0
111
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/python\n\nfrom mod_pywebsocket import msgutil\nimport time\n\ndef web_socket_do_extra_handshake(request):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Detected Errors:\n \u2022 Block at line 6 has no body - expected indented block\n \u2022 IndentationError at line 6\n\n Fix: Complete the function 'web_socket_do_extra_handshake' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
6a2db7981b57ab2addb91eebdfdaf255263aca79
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: # # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. from typing import TYPE_CHECKING, List, Optional, Sequence from airflow.exceptions import AirflowException from airflow.models import BaseOperator from airflow.providers.microsoft.psrp.hooks.psrp import PSRPHook if TYPE_CHECKING: ... code continues ...
Completion: Missing: If block is incomplete - body missing To complete: • Add body to If block or use 'pass' statement Example continuation: from airflow.utils.context import Context class PSRPOperator(BaseOperator): """PowerShell Remoting Protocol operator.
advanced
api
incomplete_code
Pythoncode:Python
2
1
1,019
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#\n# Licensed to the Apache Software Foundation (ASF) under one\n# or more contributor license agreements. See the NOTICE file\n# distributed with this work for additional information\n# regarding copyright ownership. The ASF licenses this file\n# to you under the Apache License, Version 2.0 (the\n# \"License\"); you may not use this file except in compliance\n# with the License. You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing,\n# software distributed under the License is distributed on an\n# \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n# KIND, either express or implied. See the License for the\n# specific language governing permissions and limitations\n# under the License.\n\nfrom typing import TYPE_CHECKING, List, Optional, Sequence\n\nfrom airflow.exceptions import AirflowException\nfrom airflow.models import BaseOperator\nfrom airflow.providers.microsoft.psrp.hooks.psrp import PSRPHook\n\nif TYPE_CHECKING:\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: If block is incomplete - body missing\n\n To complete:\n \u2022 Add body to If block or use 'pass' statement\n\n Example continuation:\n from airflow.utils.context import Context\n\n\nclass PSRPOperator(BaseOperator):\n \"\"\"PowerShell Remoting Protocol operator."}]
true
syntax
MID_BLOCK
HIGH
6a2f97206c5b9ec5564b46970658837924dcfae3
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: # Copyright 2016 The Chromium Authors. All rights reserved. # Use of this source code is govered by a BSD-style # license that can be found in the LICENSE file or at # https://developers.google.com/open-source/licenses/bsd def convert_project(project, config, role): """Convert Monorail Project PB to API ProjectWrapper PB.""" return api_pb2_v1.ProjectWrapper( kind='monorail#project', name=project.project_name, externalId=project.project_name, htmlLink='/p/%s/' % project.project_name, summary=project.summary, description=project.description, role=role, issuesConfig=convert_project_config(config)) def convert_project_config(config): """Convert Monorail ProjectIssueConfig PB to API ProjectIssueConfig PB.""" return api_pb2_v1.ProjectIssueConfig( kind='monorail#projectIssueConfig', restrictToKnown=config.restrict_to_known, defaultColumns=config.default_col_spec.split(), defaultSorting=config.default_sort_spec.split(), statuses=[convert_status(s) for s in config.well_known_statuses], labels=[convert_label(l) for l in config.well_known_labels], prompts=[convert_template(t) for t in config.templates], defaultPromptForMembers=config.default_template_for_developers, defaultPromptForNonMembers=config.default_template_for_users) # Complete this line def convert_status(status): """Convert Monorail StatusDef PB to API Status PB.""" return api_pb2_v1.Status( status=status.status, meansOpen=status.means_open, description=status.status_docstring) def convert_label(label): """Convert Monorail LabelDef PB to API Label PB.""" return api_pb2_v1.Label( label=label.label, description=label.label_docstring) def convert_template(template): """Convert Monorail TemplateDef PB to API Prompt PB.""" return api_pb2_v1.Prompt( name=template.name, title=template.summary, description=template.content, titleMustBeEdited=template.summary_must_be_edited, status=template.status, labels=template.labels, membersOnly=template.members_only, defaultToMember=template.owner_defaults_to_member, componentRequired=template.component_required) ... [15 more functiondefs truncated] ...
The missing line is:
intermediate
api
fill_in_the_blank
Pythoncode:Python
5
0
2,279
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Copyright 2016 The Chromium Authors. All rights reserved.\n# Use of this source code is govered by a BSD-style\n# license that can be found in the LICENSE file or at\n# https://developers.google.com/open-source/licenses/bsd\n\ndef convert_project(project, config, role):\n \"\"\"Convert Monorail Project PB to API ProjectWrapper PB.\"\"\"\n\n return api_pb2_v1.ProjectWrapper(\n kind='monorail#project',\n name=project.project_name,\n externalId=project.project_name,\n htmlLink='/p/%s/' % project.project_name,\n summary=project.summary,\n description=project.description,\n role=role,\n issuesConfig=convert_project_config(config))\n\n\ndef convert_project_config(config):\n \"\"\"Convert Monorail ProjectIssueConfig PB to API ProjectIssueConfig PB.\"\"\"\n\n return api_pb2_v1.ProjectIssueConfig(\n kind='monorail#projectIssueConfig',\n restrictToKnown=config.restrict_to_known,\n defaultColumns=config.default_col_spec.split(),\n defaultSorting=config.default_sort_spec.split(),\n statuses=[convert_status(s) for s in config.well_known_statuses],\n labels=[convert_label(l) for l in config.well_known_labels],\n prompts=[convert_template(t) for t in config.templates],\n defaultPromptForMembers=config.default_template_for_developers,\n defaultPromptForNonMembers=config.default_template_for_users)\n\n # Complete this line\ndef convert_status(status):\n \"\"\"Convert Monorail StatusDef PB to API Status PB.\"\"\"\n\n return api_pb2_v1.Status(\n status=status.status,\n meansOpen=status.means_open,\n description=status.status_docstring)\n\n\ndef convert_label(label):\n \"\"\"Convert Monorail LabelDef PB to API Label PB.\"\"\"\n\n return api_pb2_v1.Label(\n label=label.label,\n description=label.label_docstring)\n\n\ndef convert_template(template):\n \"\"\"Convert Monorail TemplateDef PB to API Prompt PB.\"\"\"\n\n return api_pb2_v1.Prompt(\n name=template.name,\n title=template.summary,\n description=template.content,\n titleMustBeEdited=template.summary_must_be_edited,\n status=template.status,\n labels=template.labels,\n membersOnly=template.members_only,\n defaultToMember=template.owner_defaults_to_member,\n componentRequired=template.component_required)\n\n\n\n ... [15 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
6a2fb0bff9f0be5443177122a457a61eac9dfba3
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: class Prediction: """ An object to represent the prediction of the rules :ivar triple: the predicted triple :ivar all_sources: all rules that predicted the same triple """ # def __init__(self, triple: tuple, source_description=Description(), all_sources=None): def __init__(self, triple=None, sources=None): self.triple = triple # self.source_description = source_descriptionf self.all_sources = sources if sources else list() # sources if sources else {source_description} def get_subject(self): return self.triple[0] def get_object(self): return self.triple[2] def get_quality(self, measure='x_coverage', method=max): # return self.source_description.get_quality(measure) return method([source.get_quality(measure) for source in self.all_sources]) def get_main_description(self, measure='x_coverage', method=max): return method(self.all_sources, key=lambda d: d.get_quality(measure)) def __str__(self: return str(self.triple) + '<<' + str(self.get_main_description()) def __repr__(self): return "%s\t(\t%s,%s)" % (self.__class__.__name__, repr(self.triple), repr(self.all_sources)) def __eq__(self, other): return other.triple == self.triple def __hash__(self): return hash(self.triple) class DeductionEngine(): """ Abstract rulebased_deduction/inference engine. """ def __init__(self, **kwargs): pass def infer(self, descriptions, recursive=False, topk=-1): pass class SparqlBasedDeductionEngineExtended(DeductionEngine): """ Deduction engine that converts the rules to sparql and fire them over the KG. The rule-based_deduction takes care of consolidating similar predictions """ ... [7 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 2 • Unclosed '(' at line 29 - expected ')' Fixes: • Complete the expression on the last line • Add closing quote at line 2 • Add closing ')' bracket
advanced
machine_learning
syntax_repair
Pythoncode:Python
11
3
1,859
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nclass Prediction:\n \"\"\"\n An object to represent the prediction of the rules\n\n :ivar triple: the predicted triple\n :ivar all_sources: all rules that predicted the same triple\n \"\"\"\n\n # def __init__(self, triple: tuple, source_description=Description(), all_sources=None):\n def __init__(self, triple=None, sources=None):\n self.triple = triple\n # self.source_description = source_descriptionf\n self.all_sources = sources if sources else list() # sources if sources else {source_description}\n\n def get_subject(self):\n return self.triple[0]\n\n def get_object(self):\n return self.triple[2]\n\n def get_quality(self, measure='x_coverage', method=max):\n\n # return self.source_description.get_quality(measure)\n return method([source.get_quality(measure) for source in self.all_sources])\n\n def get_main_description(self, measure='x_coverage', method=max):\n return method(self.all_sources, key=lambda d: d.get_quality(measure))\n\n def __str__(self:\n return str(self.triple) + '<<' + str(self.get_main_description())\n\n def __repr__(self):\n return \"%s\\t(\\t%s,%s)\" % (self.__class__.__name__, repr(self.triple), repr(self.all_sources))\n\n def __eq__(self, other):\n return other.triple == self.triple\n\n def __hash__(self):\n return hash(self.triple)\n\n\nclass DeductionEngine():\n \"\"\"\n Abstract rulebased_deduction/inference engine.\n \"\"\"\n\n def __init__(self, **kwargs):\n pass\n\n def infer(self, descriptions, recursive=False, topk=-1):\n pass\n\n\nclass SparqlBasedDeductionEngineExtended(DeductionEngine):\n \"\"\"\n Deduction engine that converts the rules to sparql and fire them over the KG.\n\n The rule-based_deduction takes care of consolidating similar predictions\n \"\"\"\n\n\n ... [7 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 2\n \u2022 Unclosed '(' at line 29 - expected ')'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 2\n \u2022 Add closing ')' bracket"}]
true
syntax
MISSING_BRACKETS
MEDIUM
6a2fe9fc55d86e49bc69dd057bc5f300e14dbe22
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import torch.utils.data as data from PIL import Image import os import os.path import numpy as np import pdb import glob IMG_EXTENSIONS = [ '.jpg', '.JPG', '.jpeg', '.JPEG', '.png', '.PNG', '.ppm', '.PPM', '.bmp', '.BMP', ] def is_image_file(filename): return any(filename.endswith(extension) for extension in IMG_EXTENSIONS) def dataloader(filepath): left_fold = 'image_2/' train = glob.glob(filepath+left_fold+'/0*.jpg') train = sorted(train) l0_train = [] l1_train = [] flow_train = [] for img in train: img1 = ('%s_%s.jpg'%(img.rsplit('_',1)[0],'%05d'%(1+int(img.split('.')[0].split('_')[-1])) )) flowp = img.replace('.jpg', '.png').replace('image_2','flow_occ') if (img1 in train and len(glob.glob(flowp))>0 and ('01000' not in img)): l0_train.append(img) l1_train.append(img1) flow_train.append(flowp) return l0_train, l1_train, flow_train
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
2
0
916
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport torch.utils.data as data\n\nfrom PIL import Image\nimport os\nimport os.path\nimport numpy as np\nimport pdb\nimport glob\n\nIMG_EXTENSIONS = [\n '.jpg', '.JPG', '.jpeg', '.JPEG',\n '.png', '.PNG', '.ppm', '.PPM', '.bmp', '.BMP',\n]\n\n\ndef is_image_file(filename):\n return any(filename.endswith(extension) for extension in IMG_EXTENSIONS)\n\ndef dataloader(filepath):\n\n left_fold = 'image_2/'\n train = glob.glob(filepath+left_fold+'/0*.jpg')\n train = sorted(train)\n\n l0_train = []\n l1_train = []\n flow_train = []\n for img in train:\n img1 = ('%s_%s.jpg'%(img.rsplit('_',1)[0],'%05d'%(1+int(img.split('.')[0].split('_')[-1])) ))\n flowp = img.replace('.jpg', '.png').replace('image_2','flow_occ')\n if (img1 in train and len(glob.glob(flowp))>0 and ('01000' not in img)):\n l0_train.append(img) \n l1_train.append(img1)\n flow_train.append(flowp)\n\n return l0_train, l1_train, flow_train"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
6a3060eba97a54372d78e04129b03dceb1e1d40e
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import logging import random from datetime import timedelta from typing import TYPE_CHECKING from duration import to_iso8601 from pyramid.httpexceptions import HTTPBadRequest, HTTPCreated, HTTPNotFound, HTTPOk from weaver import sort from weaver.config import WEAVER_CONFIGURATION_ADES, WEAVER_CONFIGURATION_EMS, get_weaver_configuration from weaver.database import get_db from weaver.datatype import Bill, Quote from weaver.exceptions import ProcessNotFound, QuoteNotFound, log_unhandled_exceptions from weaver.formats import OUTPUT_FORMAT_JSON from weaver.processes.types import PROCESS_APPLICATION, PROCESS_WORKFLOW from weaver.processes.wps_package import get_package_workflow_steps, get_process_location from weaver.store.base import StoreBills, StoreQuotes from weaver.utils import get_settings, get_weaver_url from weaver.wps_restapi import swagger_definitions as sd from weaver.wps_restapi.processes.processes import submit_local_job def process_quote_estimator(process): # noqa: E811 # type: (Process) -> JSON """ Simulate quote parameters for the process execution. :param process: instance of :class:`weaver.datatype.Process` for which to evaluate the quote. :return: dict of {price, currency, estimatedTime} values for the process quote. """ # TODO: replace by some fancy ml technique or something? price = random.uniform(0, 10) # nosec currency = "CAD" estimated_time = to_iso8601(timedelta(minutes=random.uniform(5, 60))) # nosec return {"price": price, "currency": currency, "estimatedTime": estimated_time} @sd.process_quotes_service.post(tags=[sd.TAG_BILL_QUOTE, sd.TAG_PROCESSES], renderer=OUTPUT_FORMAT_JSON, schema=sd.PostProcessQuoteRequestEndpoint(), response_schemas=sd.post_quotes_responses) @log_unhandled_exceptions(logger=LOGGER, message=sd.InternalServerErrorResponseSchema.description) ... [4 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
api
refactoring
Pythoncode:Python
1
0
1,948
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport logging\nimport random\nfrom datetime import timedelta\nfrom typing import TYPE_CHECKING\n\nfrom duration import to_iso8601\nfrom pyramid.httpexceptions import HTTPBadRequest, HTTPCreated, HTTPNotFound, HTTPOk\n\nfrom weaver import sort\nfrom weaver.config import WEAVER_CONFIGURATION_ADES, WEAVER_CONFIGURATION_EMS, get_weaver_configuration\nfrom weaver.database import get_db\nfrom weaver.datatype import Bill, Quote\nfrom weaver.exceptions import ProcessNotFound, QuoteNotFound, log_unhandled_exceptions\nfrom weaver.formats import OUTPUT_FORMAT_JSON\nfrom weaver.processes.types import PROCESS_APPLICATION, PROCESS_WORKFLOW\nfrom weaver.processes.wps_package import get_package_workflow_steps, get_process_location\nfrom weaver.store.base import StoreBills, StoreQuotes\nfrom weaver.utils import get_settings, get_weaver_url\nfrom weaver.wps_restapi import swagger_definitions as sd\nfrom weaver.wps_restapi.processes.processes import submit_local_job\n\ndef process_quote_estimator(process): # noqa: E811\n # type: (Process) -> JSON\n \"\"\"\n Simulate quote parameters for the process execution.\n\n :param process: instance of :class:`weaver.datatype.Process` for which to evaluate the quote.\n :return: dict of {price, currency, estimatedTime} values for the process quote.\n \"\"\"\n # TODO: replace by some fancy ml technique or something?\n price = random.uniform(0, 10) # nosec\n currency = \"CAD\"\n estimated_time = to_iso8601(timedelta(minutes=random.uniform(5, 60))) # nosec\n return {\"price\": price, \"currency\": currency, \"estimatedTime\": estimated_time}\n\n\n@sd.process_quotes_service.post(tags=[sd.TAG_BILL_QUOTE, sd.TAG_PROCESSES], renderer=OUTPUT_FORMAT_JSON,\n schema=sd.PostProcessQuoteRequestEndpoint(), response_schemas=sd.post_quotes_responses)\n@log_unhandled_exceptions(logger=LOGGER, message=sd.InternalServerErrorResponseSchema.description)\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
6a315f9411feef2bef3f2cfb2fab79f19fe80e02
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # # PySNMP MIB module CISCO-VSI-CONTROLLER-MIB (http://snmplabs.com/pysmi) # ASN.1 source file:///Users/davwang4/Dev/mibs.snmplabs.com/asn1/CISCO-VSI-CONTROLLER-MIB # Produced by pysmi-0.3.4 at Mon Apr 29 18:03:33 2019 # On host DAVWANG4-M-1475 platform Darwin version 18.5.0 by user davwang4 # Using Python version 3.7.3 (default, Mar 27 2019, 09:23:15) # class CvcControllerShelfLocation(TextualConvention, Integer32): status = 'current' subtypeSpec = Integer32.subtypeSpec + ConstraintsUnion(SingleValueConstraint(1, 2)) namedValues = NamedValues(("internal", 1), ("external", 2)) ... [1 more classdefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 14: ... [1 more classdefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 10 Unexpected indentation at line 11 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
advanced
api
debugging
Pythoncode:Python
0
1
642
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#\n# PySNMP MIB module CISCO-VSI-CONTROLLER-MIB (http://snmplabs.com/pysmi)\n# ASN.1 source file:///Users/davwang4/Dev/mibs.snmplabs.com/asn1/CISCO-VSI-CONTROLLER-MIB\n# Produced by pysmi-0.3.4 at Mon Apr 29 18:03:33 2019\n# On host DAVWANG4-M-1475 platform Darwin version 18.5.0 by user davwang4\n# Using Python version 3.7.3 (default, Mar 27 2019, 09:23:15) \n#\nclass CvcControllerShelfLocation(TextualConvention, Integer32):\n status = 'current'\n subtypeSpec = Integer32.subtypeSpec + ConstraintsUnion(SingleValueConstraint(1, 2))\n namedValues = NamedValues((\"internal\", 1), (\"external\", 2))\n\n\n ... [1 more classdefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 14: ... [1 more classdefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
6a31701fc7c063904134f212988d1c0c79559f82
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: import base64 import os import arrow import httpx import streamlit as st import sweat from bokeh.models.widgets import Div def load_image_as_base64(image_path): with open(image_path, "rb") as f: contents = f.read() return base64.b64encode(contents).decode("utf-8") def powered_by_strava_logo(): base64_image = load_image_as_base64("./static/api_logo_pwrdBy_strava_horiz_light.png") st.markdown( f'<img src="data:image/png;base64,{base64_image}" width="100%" alt="powered by strava">', unsafe_allow_html=True, ) def authorization_url(): request = httpx.Request( method="GET", url=STRAVA_AUTHORIZATION_URL, params={ "client_id": STRAVA_CLIENT_ID, "redirect_uri": APP_URL, "response_type": "code", "approval_prompt": "auto", "scope": "activity:read_all" } ) return request.url def login_header(header=None): strava_authorization_url = authorization_url() if header == None: base = st else: col1, _, _, button = header base = button with col1: powered_by_strava_logo() base64_image = load_image_as_base64("./static/btn_strava_connectwith_orange@2x.png") base.markdown( ( f"<a href=\"{strava_authorization_url}\">" f" <img alt=\"strava login\" src=\"data:image/png;base64,{base64_image}\" width=\"100%\">" f"</a>" ), unsafe_allow_html=True, ) def logout_header(header=None): if header is None: base = st else: _, col2, _, button = header base = button with col2: powered_by_strava_logo() if base.button("Log out"): js = f"window.location.href = '{APP_URL}'" html = f"<img src onerror=\"{js}\">" div = Div(text=html) st.bokeh_chart(div) def logged_in_title(strava_auth, header=None): if header is None: base = st else: col, _, _, _ = header base = col first_name = strava_auth["athlete"]["firstname"] last_name = strava_auth["athlete"]["lastname"] col.markdown(f"*Welcome, {first_name} {last_name}!*") @st.cache(show_spinner=False, suppress_st_warning=True) def exchange_authorization_code(authorization_code): response = httpx.post( url="https://www.strava.com/oauth/token", json={ "client_id": STRAVA_CLIENT_ID, "client_secret": STRAVA_CLIENT_SECRET, "code": authorization_code, "grant_type": "authorization_code", } ) try: response.raise_for_status() except httpx.HTTPStatusError: st.error("Something went wrong while authenticating with Strava. Please reload and try again") st.experimental_set_query_params() st.stop() return strava_auth = response.json() return strava_auth ... [6 more functiondefs truncated] ...
Logical Error Analysis: Error Type: WRONG_COMPARISON Issue: Using == instead of is for None Severity: LOW Location: Line 44 Buggy code: if header == None: Should be: if header is None: Explanation: Non-pythonic comparison - works but not idiomatic Fix: Use "is/is not" for None, avoid explicit True comparison
advanced
api
logical_errors
Pythoncode:Python
7
0
2,977
true
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nimport base64\nimport os\n\nimport arrow\nimport httpx\nimport streamlit as st\nimport sweat\nfrom bokeh.models.widgets import Div\n\n\ndef load_image_as_base64(image_path):\n with open(image_path, \"rb\") as f:\n contents = f.read()\n return base64.b64encode(contents).decode(\"utf-8\")\n\n\ndef powered_by_strava_logo():\n base64_image = load_image_as_base64(\"./static/api_logo_pwrdBy_strava_horiz_light.png\")\n st.markdown(\n f'<img src=\"data:image/png;base64,{base64_image}\" width=\"100%\" alt=\"powered by strava\">',\n unsafe_allow_html=True,\n )\n\n\ndef authorization_url():\n request = httpx.Request(\n method=\"GET\",\n url=STRAVA_AUTHORIZATION_URL,\n params={\n \"client_id\": STRAVA_CLIENT_ID,\n \"redirect_uri\": APP_URL,\n \"response_type\": \"code\",\n \"approval_prompt\": \"auto\",\n \"scope\": \"activity:read_all\"\n }\n )\n\n return request.url\n\n\ndef login_header(header=None):\n strava_authorization_url = authorization_url()\n\n if header == None:\n base = st\n else:\n col1, _, _, button = header\n base = button\n\n with col1:\n powered_by_strava_logo()\n\n base64_image = load_image_as_base64(\"./static/btn_strava_connectwith_orange@2x.png\")\n base.markdown(\n (\n f\"<a href=\\\"{strava_authorization_url}\\\">\"\n f\" <img alt=\\\"strava login\\\" src=\\\"data:image/png;base64,{base64_image}\\\" width=\\\"100%\\\">\"\n f\"</a>\"\n ),\n unsafe_allow_html=True,\n )\n\n\ndef logout_header(header=None):\n if header is None:\n base = st\n else:\n _, col2, _, button = header\n base = button\n\n\n with col2:\n powered_by_strava_logo()\n\n if base.button(\"Log out\"):\n js = f\"window.location.href = '{APP_URL}'\"\n html = f\"<img src onerror=\\\"{js}\\\">\"\n div = Div(text=html)\n st.bokeh_chart(div)\n\n\ndef logged_in_title(strava_auth, header=None):\n if header is None:\n base = st\n else:\n col, _, _, _ = header\n base = col\n\n first_name = strava_auth[\"athlete\"][\"firstname\"]\n last_name = strava_auth[\"athlete\"][\"lastname\"]\n col.markdown(f\"*Welcome, {first_name} {last_name}!*\")\n\n\n@st.cache(show_spinner=False, suppress_st_warning=True)\ndef exchange_authorization_code(authorization_code):\n response = httpx.post(\n url=\"https://www.strava.com/oauth/token\",\n json={\n \"client_id\": STRAVA_CLIENT_ID,\n \"client_secret\": STRAVA_CLIENT_SECRET,\n \"code\": authorization_code,\n \"grant_type\": \"authorization_code\",\n }\n )\n try:\n response.raise_for_status()\n except httpx.HTTPStatusError:\n st.error(\"Something went wrong while authenticating with Strava. Please reload and try again\")\n st.experimental_set_query_params()\n st.stop()\n return\n\n strava_auth = response.json()\n\n return strava_auth\n\n\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_COMPARISON\n Issue: Using == instead of is for None\n Severity: LOW\n\n Location: Line 44\n\n Buggy code:\n if header == None:\n\n Should be:\n if header is None:\n\n Explanation: Non-pythonic comparison - works but not idiomatic\n Fix: Use \"is/is not\" for None, avoid explicit True comparison"}]
true
logical
WRONG_COMPARISON
LOW
6a328e84b47f7a5de237d63ba7bea1c7be663611
TheStack--python--000.parquet
Debug this Pythoncode:Python code: #!/usr/bin/env python #shamelessy stolen from: https://gitlab.com/dhj/easyufw # A thin wrapper over the thin wrapper that is ufw # Usage: # import easyufw as ufw # ufw.disable() # disable firewall # ufw.enable() # enable firewall # ufw.allow() # default allow -- allow all # ufw.allow(22) # allow port 22, any protocol # ufw.allow(22,'tcp') # allow port 22, tcp protocol # ufw.allow('22/tcp') # allow port 22, tcp protocol # ufw.allow(53,'udp') # allow port 53, udp protocol # ufw.allow(53,'udp') # allow port 53, udp protocol # ufw.deny() # default deny -- deny all # ufw.deny(22,'tcp') # deny port 22, tcp protocol # ufw.delete(22) # delete rules referencing port 22 # ufw.reset() # restore defaults # ufw.status() # return status string (default verbose=True) # ufw.run("allow 22") # directly run command as if from command line import ufw.frontend import ufw.common import gettext def _parse(actionstr): # parse commands like "allow 22", "reset", "default allow" argv = [progName] argv.extend(actionstr.split(' ')) # generate bogus argv to parse pr = parse_command(argv) return pr def run(actionstr, force=False): # run command with an explicit force argument pr = _parse(actionstr) rule = pr.data.get('rule','') # commands like reset don't have a rule iptype = pr.data.get('iptype','') return ui.do_action(pr.action,rule,iptype,force) def reset(force=True): run('reset',force=force) def enable(): ui.set_enabled(True) def disable(): ui.set_enabled(False) def allow(port=None, protocol=None): # port int; protocol str ['tcp','udp'] pp = None if port is not None: pp = "" # port and protocol string pp += str(port) if protocol is not None: pp += '/' + protocol _allow(pp) def _allow(pp=None): # pp = port and protocol string ['22','22/tcp','53/udp'] # port without protocol includes all protocols if pp is None: run('default allow') else: run('allow ' + pp) def deny(port=None, protocol=None): # port int; protocol str ['tcp','udp'] pp = None if port is not None: pp = "" # port and protocol string pp += str(port) if protocol is not None: pp += '/' + protocol _deny(pp) def _deny(pp=None): # pp = port and protocol string if pp is None: run('default deny') else: run('deny ' + pp) def delete(port): # delete all rules by destination port while _delete(port): pass # while ports deleted re-enumerate and continue ... [2 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 37 Block at line 6 has no indented body Invalid syntax at line 94: ... [2 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 💡 Suggestions: Complete the expression on the last line Add closing quote at line 37 Review syntax near the error location
advanced
api
debugging
Pythoncode:Python
10
0
2,705
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/bin/env python\n\n#shamelessy stolen from: https://gitlab.com/dhj/easyufw\n\n# A thin wrapper over the thin wrapper that is ufw\n# Usage:\n# import easyufw as ufw\n# ufw.disable() # disable firewall\n# ufw.enable() # enable firewall\n# ufw.allow() # default allow -- allow all\n# ufw.allow(22) # allow port 22, any protocol\n# ufw.allow(22,'tcp') # allow port 22, tcp protocol\n# ufw.allow('22/tcp') # allow port 22, tcp protocol\n# ufw.allow(53,'udp') # allow port 53, udp protocol\n# ufw.allow(53,'udp') # allow port 53, udp protocol\n# ufw.deny() # default deny -- deny all\n# ufw.deny(22,'tcp') # deny port 22, tcp protocol\n# ufw.delete(22) # delete rules referencing port 22\n# ufw.reset() # restore defaults\n# ufw.status() # return status string (default verbose=True)\n# ufw.run(\"allow 22\") # directly run command as if from command line\n\nimport ufw.frontend\nimport ufw.common\nimport gettext\n\ndef _parse(actionstr):\n # parse commands like \"allow 22\", \"reset\", \"default allow\"\n argv = [progName]\n argv.extend(actionstr.split(' ')) # generate bogus argv to parse\n pr = parse_command(argv)\n return pr\n\ndef run(actionstr, force=False):\n # run command with an explicit force argument\n pr = _parse(actionstr)\n rule = pr.data.get('rule','') # commands like reset don't have a rule\n iptype = pr.data.get('iptype','')\n return ui.do_action(pr.action,rule,iptype,force)\n\ndef reset(force=True):\n run('reset',force=force)\n\ndef enable():\n ui.set_enabled(True)\n\ndef disable():\n ui.set_enabled(False)\n\ndef allow(port=None, protocol=None):\n # port int; protocol str ['tcp','udp']\n pp = None\n if port is not None:\n pp = \"\" # port and protocol string\n pp += str(port)\n\n if protocol is not None:\n pp += '/' + protocol\n\n _allow(pp)\n\ndef _allow(pp=None):\n # pp = port and protocol string ['22','22/tcp','53/udp']\n # port without protocol includes all protocols\n if pp is None:\n run('default allow')\n else:\n run('allow ' + pp)\n\ndef deny(port=None, protocol=None):\n # port int; protocol str ['tcp','udp']\n pp = None\n if port is not None:\n pp = \"\" # port and protocol string\n pp += str(port)\n\n if protocol is not None:\n pp += '/' + protocol\n\n _deny(pp)\n\ndef _deny(pp=None):\n # pp = port and protocol string\n if pp is None:\n run('default deny')\n else:\n run('deny ' + pp)\n\ndef delete(port):\n # delete all rules by destination port\n while _delete(port): pass # while ports deleted re-enumerate and continue\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 37\n Block at line 6 has no indented body\n Invalid syntax at line 94: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 37\n Review syntax near the error location"}]
false
null
null
null
6a3376e3801e88076e88946747dfd57658118979
TheStack--python--000.parquet