prompt
large_stringlengths 34
628k
| completion
large_stringlengths 0
24.1k
| difficulty
large_stringclasses 3
values | topic
large_stringclasses 8
values | variant
large_stringclasses 11
values | language
large_stringclasses 1
value | num_functions
int64 0
100
| num_classes
int64 0
72
| code_length
int64 0
629k
| has_imports
bool 2
classes | messages
large_stringlengths 144
630k
| has_error
bool 2
classes | error_category
large_stringclasses 2
values | error_type
large_stringclasses 17
values | severity
large_stringclasses 5
values | original_id
large_stringlengths 40
40
| source_file
large_stringclasses 11
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Suggest refactoring for this Pythoncode:Python code: from django import forms from fobi.base import FormFieldPlugin, form_element_plugin_registry from .forms import HouseholdTenureForm class HouseholdTenurePlugin(FormFieldPlugin): """HouseholdTenurePlugin.""" uid = "household_tenure" name = "What year did you move into your current address?" form = HouseholdTenureForm group = "Intercept" # Group to which the plugin belongs to def get_form_field_instances(self, request=None, form_entry=None, form_element_entries=None, **kwargs): field_kwargs = { 'required': self.data.required, 'label': self.data.label, 'widget': forms.widgets.NumberInput(attrs={}), } return [(self.data.name, forms.IntegerField, field_kwargs)] form_element_plugin_registry.register(HouseholdTenurePlugin)
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
api
|
refactoring
|
Pythoncode:Python
| 1
| 1
| 854
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom django import forms\n\nfrom fobi.base import FormFieldPlugin, form_element_plugin_registry\n\nfrom .forms import HouseholdTenureForm\n\n\nclass HouseholdTenurePlugin(FormFieldPlugin):\n \"\"\"HouseholdTenurePlugin.\"\"\"\n\n uid = \"household_tenure\"\n name = \"What year did you move into your current address?\"\n form = HouseholdTenureForm\n group = \"Intercept\" # Group to which the plugin belongs to\n\n def get_form_field_instances(self, request=None, form_entry=None,\n form_element_entries=None, **kwargs):\n\n field_kwargs = {\n 'required': self.data.required,\n 'label': self.data.label,\n 'widget': forms.widgets.NumberInput(attrs={}),\n }\n\n return [(self.data.name, forms.IntegerField, field_kwargs)]\n\n\nform_element_plugin_registry.register(HouseholdTenurePlugin)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
be2cf6688bc9f36adc898b8d1394b2bd6f967ed1
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: __all__ = ['EnemyBucketWithStar', 'Nut', 'Beam', 'Enemy', 'Friend', 'Hero', 'Launcher', 'Rotor', 'SpikeyBuddy', # Complete this line 'Wizard', 'EnemyEquipedRotor', 'CyclingEnemyObject', 'Joints', 'Bomb', 'Contacts']
|
The missing line is: 'Star',
|
intermediate
|
ui
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 0
| 368
| false
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n__all__ = ['EnemyBucketWithStar',\n 'Nut',\n 'Beam',\n 'Enemy',\n 'Friend',\n 'Hero',\n 'Launcher',\n 'Rotor',\n 'SpikeyBuddy',\n # Complete this line\n 'Wizard',\n 'EnemyEquipedRotor',\n 'CyclingEnemyObject',\n 'Joints',\n 'Bomb',\n 'Contacts']"}, {"role": "assistant", "content": "The missing line is:\n 'Star',"}]
| false
| null | null | null |
076c3b7d76dce4361980237fd24f6e7d24b9f302
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: from __future__ import print_function from six.moves import range import torchvision.transforms as transforms import torch.backends.cudnn as cudnn import torch import torch.nn as nn from torch.autograd import Variable import torch.optim as optim import torchvision.utils as vutils import numpy as np import os import time from PIL import Image, ImageFont, ImageDraw from copy import deepcopy from miscc.config import cfg from miscc.utils import mkdir_p from CaptionDatasets import * from tensorboard import summary from tensorboard import FileWriter from model import G_NET, D_NET64, D_NET128, D_NET256, D_NET512, D_NET1024, INCEPTION_V3 # ################## Shared functions ################### def compute_mean_covariance(img): batch_size = img.size(0) channel_num = img.size(1) height = img.size(2) width = img.size(3) num_pixels = height * width # batch_size * channel_num * 1 * 1 mu = img.mean(2, keepdim=True).mean(3, keepdim=True) # batch_size * channel_num * num_pixels img_hat = img - mu.expand_as(img) img_hat = img_hat.view(batch_size, channel_num, num_pixels) # batch_size * num_pixels * channel_num img_hat_transpose = img_hat.transpose(1, 2) # batch_size * channel_num * channel_num covariance = torch.bmm(img_hat, img_hat_transpose) covariance = covariance / num_pixels return mu, covariance def KL_loss(mu, logvar): # -0.5 * sum(1 + log(sigma^2) - mu^2 - sigma^2) KLD_element = mu.pow(2).add_(logvar.exp()).mul_(-1).add_(1).add_(logvar) KLD = torch.mean(KLD_element).mul_(-0.5) return KLD def weights_init(m): classname = m.__class__.__name__ if classname.find('Conv') != -1: nn.init.orthogonal(m.weight.data, 1.0) elif classname.find('BatchNorm') != -1: m.weight.data.normal_(1.0, 0.02) m.bias.data.fill_(0) elif classname.find('Linear') != -1: nn.init.orthogonal(m.weight.data, 1.0) if m.bias is not None: m.bias.data.fill_(0.0) def load_params(model, new_param): for p, new_p in zip(model.parameters(), new_param): p.data.copy_(new_p) def copy_G_params(model): flatten = deepcopy(list(p.data for p in model.parameters())) return flatten def compute_inception_score(predictions, num_splits=1): # print('predictions', predictions.shape) scores = [] for i in range(num_splits): istart = i * predictions.shape[0] // num_splits iend = (i + 1) * predictions.shape[0] // num_splits part = predictions[istart:iend, :] kl = part * \ (np.log(part) - np.log(np.expand_dims(np.mean(part, 0), 0))) kl = np.mean(np.sum(kl, 1)) scores.append(np.exp(kl)) return np.mean(scores), np.std(scores) ... [15 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
database
|
refactoring
|
Pythoncode:Python
| 6
| 0
| 2,812
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom __future__ import print_function\nfrom six.moves import range\n\nimport torchvision.transforms as transforms\nimport torch.backends.cudnn as cudnn\nimport torch\nimport torch.nn as nn\nfrom torch.autograd import Variable\nimport torch.optim as optim\nimport torchvision.utils as vutils\nimport numpy as np\nimport os\nimport time\nfrom PIL import Image, ImageFont, ImageDraw\nfrom copy import deepcopy\n\nfrom miscc.config import cfg\nfrom miscc.utils import mkdir_p\n\nfrom CaptionDatasets import *\n\nfrom tensorboard import summary\nfrom tensorboard import FileWriter\n\nfrom model import G_NET, D_NET64, D_NET128, D_NET256, D_NET512, D_NET1024, INCEPTION_V3\n\n\n\n# ################## Shared functions ###################\ndef compute_mean_covariance(img):\n batch_size = img.size(0)\n channel_num = img.size(1)\n height = img.size(2)\n width = img.size(3)\n num_pixels = height * width\n\n # batch_size * channel_num * 1 * 1\n mu = img.mean(2, keepdim=True).mean(3, keepdim=True)\n\n # batch_size * channel_num * num_pixels\n img_hat = img - mu.expand_as(img)\n img_hat = img_hat.view(batch_size, channel_num, num_pixels)\n # batch_size * num_pixels * channel_num\n img_hat_transpose = img_hat.transpose(1, 2)\n # batch_size * channel_num * channel_num\n covariance = torch.bmm(img_hat, img_hat_transpose)\n covariance = covariance / num_pixels\n\n return mu, covariance\n\n\ndef KL_loss(mu, logvar):\n # -0.5 * sum(1 + log(sigma^2) - mu^2 - sigma^2)\n KLD_element = mu.pow(2).add_(logvar.exp()).mul_(-1).add_(1).add_(logvar)\n KLD = torch.mean(KLD_element).mul_(-0.5)\n return KLD\n\n\ndef weights_init(m):\n classname = m.__class__.__name__\n if classname.find('Conv') != -1:\n nn.init.orthogonal(m.weight.data, 1.0)\n elif classname.find('BatchNorm') != -1:\n m.weight.data.normal_(1.0, 0.02)\n m.bias.data.fill_(0)\n elif classname.find('Linear') != -1:\n nn.init.orthogonal(m.weight.data, 1.0)\n if m.bias is not None:\n m.bias.data.fill_(0.0)\n\n\ndef load_params(model, new_param):\n for p, new_p in zip(model.parameters(), new_param):\n p.data.copy_(new_p)\n\n\ndef copy_G_params(model):\n flatten = deepcopy(list(p.data for p in model.parameters()))\n return flatten\n\n\ndef compute_inception_score(predictions, num_splits=1):\n # print('predictions', predictions.shape)\n scores = []\n for i in range(num_splits):\n istart = i * predictions.shape[0] // num_splits\n iend = (i + 1) * predictions.shape[0] // num_splits\n part = predictions[istart:iend, :]\n kl = part * \\\n (np.log(part) - np.log(np.expand_dims(np.mean(part, 0), 0)))\n kl = np.mean(np.sum(kl, 1))\n scores.append(np.exp(kl))\n return np.mean(scores), np.std(scores)\n\n\n\n ... [15 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
076ca6ec3c064417c645687635c5d40cf01c07b7
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from bottle import TEMPLATE_PATH, route, run, template, redirect, get, post, request, response, auth_basic, Bottle, abort, error, static_file import bottle import controller from controller import dobi_parcele_za_prikaz, dobi_info_parcele, dodaj_gosta_na_rezervacijo, naredi_rezervacijo, dobi_rezervacijo_po_id, zakljuci_na_datum_in_placaj, dobi_postavke_racuna import datetime as dt def root(): redirect('/domov') @bottle.get('/domov') def index(): parcele = dobi_parcele_za_prikaz(dt.date.today()) return template("domov", parcele=parcele, hide_header_back=True) @bottle.get("/parcela/<id_parcele>") def parcela(id_parcele): 'Preverimo stanje parcele' rez, gostje = dobi_info_parcele(id_parcele, dt.date.today()) if rez is not None: stanje = "Parcela je trenutno zasedena" else: stanje = "Parcela je trenutno na voljo" return template('parcela', id_parcela=id_parcele, rezervacija=rez, stanje=stanje, gostje=gostje) @bottle.get("/naredi-rezervacijo/<id_parcele>") def nova_rezervacija(id_parcele=None): print(id_parcele) today = dt.date.today() tomorrow = today + dt.timedelta(days=1) return template('nova_rezervacija', id_parcele=id_parcele, today=today, tomorrow=tomorrow) @bottle.post("/naredi-rezervacijo") def naredi_novo_rezervacijo(): # Complete this line # Preberemo lastnosti iz forme ime = request.forms.ime#get("") priimek = request.forms.priimek#get("") emso = request.forms.emso#get("") drzava = request.forms.drzava#get("") id_parcele = request.forms.id_parcele#get("") od = request.forms.zacetek#get("") do = request.forms.konec#get("") print(ime, priimek) try: datum_od = dt.datetime.fromisoformat(od).date() datum_do = dt.datetime.fromisoformat(do).date() except Exception as e: print(e) print("Napaka pri pretvorbi datumov") return redirect("/naredi-rezervacijo") rezervacija = naredi_rezervacijo(id_parcele) dodaj_gosta_na_rezervacijo(rezervacija.id_rezervacije, { "EMSO":emso, "ime":ime, "priimek":priimek, "drzava":drzava, }, datum_od, datum_do) return redirect(f"/parcela/{id_parcele}") @bottle.get("/dodaj-gosta/<id_rezervacije>") def get_dodaj_gosta_na_rezervacijo(id_rezervacije): today = dt.date.today() tomorrow = today + dt.timedelta(days=1) rezervacija = dobi_rezervacijo_po_id(id_rezervacije) if not rezervacija: return template("error", sporocilo="Rezervacija ne obstaja!", naslov="Napaka") return template("dodajanje_gosta", id_rezervacije=id_rezervacije, today=today, tomorrow=tomorrow) @bottle.post("/dodaj-gosta-na-rezervacijo") ... [5 more functiondefs truncated] ...
|
The missing line is: " V modelu naredi novo rezervacijo in ji doda prvega gosta"
|
advanced
|
api
|
fill_in_the_blank
|
Pythoncode:Python
| 6
| 0
| 2,807
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom bottle import TEMPLATE_PATH, route, run, template, redirect, get, post, request, response, auth_basic, Bottle, abort, error, static_file\nimport bottle\nimport controller\nfrom controller import dobi_parcele_za_prikaz, dobi_info_parcele, dodaj_gosta_na_rezervacijo, naredi_rezervacijo, dobi_rezervacijo_po_id, zakljuci_na_datum_in_placaj, dobi_postavke_racuna\nimport datetime as dt\n\ndef root():\n redirect('/domov')\n\n@bottle.get('/domov')\ndef index():\n parcele = dobi_parcele_za_prikaz(dt.date.today())\n return template(\"domov\", parcele=parcele, hide_header_back=True)\n\n@bottle.get(\"/parcela/<id_parcele>\")\ndef parcela(id_parcele):\n 'Preverimo stanje parcele'\n rez, gostje = dobi_info_parcele(id_parcele, dt.date.today())\n if rez is not None:\n stanje = \"Parcela je trenutno zasedena\"\n else:\n stanje = \"Parcela je trenutno na voljo\"\n return template('parcela', id_parcela=id_parcele, rezervacija=rez, stanje=stanje, gostje=gostje)\n\n\n@bottle.get(\"/naredi-rezervacijo/<id_parcele>\")\ndef nova_rezervacija(id_parcele=None):\n print(id_parcele)\n today = dt.date.today()\n tomorrow = today + dt.timedelta(days=1)\n return template('nova_rezervacija', id_parcele=id_parcele, today=today, tomorrow=tomorrow)\n\n@bottle.post(\"/naredi-rezervacijo\")\ndef naredi_novo_rezervacijo():\n # Complete this line\n\n # Preberemo lastnosti iz forme\n ime = request.forms.ime#get(\"\")\n priimek = request.forms.priimek#get(\"\")\n emso = request.forms.emso#get(\"\")\n drzava = request.forms.drzava#get(\"\")\n id_parcele = request.forms.id_parcele#get(\"\")\n od = request.forms.zacetek#get(\"\")\n do = request.forms.konec#get(\"\")\n\n print(ime, priimek)\n\n try:\n datum_od = dt.datetime.fromisoformat(od).date()\n datum_do = dt.datetime.fromisoformat(do).date()\n except Exception as e:\n print(e)\n print(\"Napaka pri pretvorbi datumov\")\n return redirect(\"/naredi-rezervacijo\")\n \n rezervacija = naredi_rezervacijo(id_parcele)\n dodaj_gosta_na_rezervacijo(rezervacija.id_rezervacije, {\n \"EMSO\":emso,\n \"ime\":ime,\n \"priimek\":priimek,\n \"drzava\":drzava,\n }, datum_od, datum_do)\n return redirect(f\"/parcela/{id_parcele}\")\n\n@bottle.get(\"/dodaj-gosta/<id_rezervacije>\")\ndef get_dodaj_gosta_na_rezervacijo(id_rezervacije):\n today = dt.date.today()\n tomorrow = today + dt.timedelta(days=1)\n \n rezervacija = dobi_rezervacijo_po_id(id_rezervacije)\n if not rezervacija:\n return template(\"error\", sporocilo=\"Rezervacija ne obstaja!\", naslov=\"Napaka\")\n \n return template(\"dodajanje_gosta\", id_rezervacije=id_rezervacije, today=today, tomorrow=tomorrow)\n\n@bottle.post(\"/dodaj-gosta-na-rezervacijo\")\n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n \" V modelu naredi novo rezervacijo in ji doda prvega gosta\""}]
| false
| null | null | null |
076cc2a993643184f8804f5d69cb1769c80c9cee
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- """Parameter initialization for transducer RNN/Transformer parts.""" import six from espnet.nets.pytorch_backend.initialization import lecun_normal_init_parameters from espnet.nets.pytorch_backend.initialization import set_forget_bias_to_one from espnet.nets.pytorch_backend.transformer.initializer import initialize def initializer(model, args: """Initialize transducer model. Args: model (torch.nn.Module): transducer instance args (Namespace): argument Namespace containing options """ if args.dtype != "transformer": if args.etype == "transformer": initialize(model.encoder, args.transformer_init) lecun_normal_init_parameters(model.dec) else: lecun_normal_init_parameters(model) model.dec.embed.weight.data.normal_(0, 1) for l in six.moves.range(len(model.dec.decoder)): set_forget_bias_to_one(model.dec.decoder[l].bias_ih) else: if args.etype == "transformer": initialize(model, args.transformer_init) else: lecun_normal_init_parameters(model.encoder) initialize(model.decoder, args.transformer_init) Error: SyntaxError: unmatched brackets
|
Fixed Code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- """Parameter initialization for transducer RNN/Transformer parts.""" import six from espnet.nets.pytorch_backend.initialization import lecun_normal_init_parameters from espnet.nets.pytorch_backend.initialization import set_forget_bias_to_one from espnet.nets.pytorch_backend.transformer.initializer import initialize def initializer(model, args): """Initialize transducer model. Args: model (torch.nn.Module): transducer instance args (Namespace): argument Namespace containing options Explanation: Add missing ')' bracket at line 14
|
intermediate
|
database
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 1,232
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\n\"\"\"Parameter initialization for transducer RNN/Transformer parts.\"\"\"\n\nimport six\n\nfrom espnet.nets.pytorch_backend.initialization import lecun_normal_init_parameters\nfrom espnet.nets.pytorch_backend.initialization import set_forget_bias_to_one\n\nfrom espnet.nets.pytorch_backend.transformer.initializer import initialize\n\n\ndef initializer(model, args:\n \"\"\"Initialize transducer model.\n\n Args:\n model (torch.nn.Module): transducer instance\n args (Namespace): argument Namespace containing options\n\n \"\"\"\n if args.dtype != \"transformer\":\n if args.etype == \"transformer\":\n initialize(model.encoder, args.transformer_init)\n lecun_normal_init_parameters(model.dec)\n else:\n lecun_normal_init_parameters(model)\n\n model.dec.embed.weight.data.normal_(0, 1)\n\n for l in six.moves.range(len(model.dec.decoder)):\n set_forget_bias_to_one(model.dec.decoder[l].bias_ih)\n else:\n if args.etype == \"transformer\":\n initialize(model, args.transformer_init)\n else:\n lecun_normal_init_parameters(model.encoder)\n initialize(model.decoder, args.transformer_init)\n\n\n Error: SyntaxError: unmatched brackets"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\n\"\"\"Parameter initialization for transducer RNN/Transformer parts.\"\"\"\n\nimport six\n\nfrom espnet.nets.pytorch_backend.initialization import lecun_normal_init_parameters\nfrom espnet.nets.pytorch_backend.initialization import set_forget_bias_to_one\n\nfrom espnet.nets.pytorch_backend.transformer.initializer import initialize\n\n\ndef initializer(model, args):\n \"\"\"Initialize transducer model.\n\n Args:\n model (torch.nn.Module): transducer instance\n args (Namespace): argument Namespace containing options\n\n\n Explanation: Add missing ')' bracket at line 14"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
076da057376eccf60a978162dbf694687eba8ff6
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import model import numpy as np import datasetReader as df import main # Number of traces loaded T T = 1 # Generate traces traces_factory = df.DatasetFactory() traces_factory.createDataset(T) traces = traces_factory.traces P0 = np.matrix("[ .02 0;" "0 0 0.5;" "0 0 0]") P1 = np.matrix("[0.1 0 0;" "0 0.5 0;" "0 0 0.9]") M = np.matrix("[0.25 0 0;" "0 0.23 0;" "0 0 0.85]") def backward_likelihood(i, trace): N = model.N M = len( trace ) likelihoods = np.ones((N, 1)) if i < M: P = main.randomization(P0, model.uniformization_rate, trace[i][0]) # P = stored_p_values[i, :, :] likelihoods = np.multiply( P.dot( model.P1 ).dot( backward_likelihood(i+1, trace) ), model.M[:, trace[i][1]] ) if likelihoods.sum() != 0: likelihoods = likelihoods / likelihoods.sum() return likelihoods
|
Syntax Analysis: Fixes: • Add docstring to function 'backward_likelihood'
|
intermediate
|
database
|
syntax_repair
|
Pythoncode:Python
| 1
| 0
| 970
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport model\nimport numpy as np\nimport datasetReader as df\nimport main\n\n# Number of traces loaded T\nT = 1\n# Generate traces\ntraces_factory = df.DatasetFactory()\ntraces_factory.createDataset(T)\ntraces = traces_factory.traces\n\nP0 = np.matrix(\"[ .02 0;\"\n \"0 0 0.5;\"\n \"0 0 0]\")\n\nP1 = np.matrix(\"[0.1 0 0;\"\n \"0 0.5 0;\"\n \"0 0 0.9]\")\n\nM = np.matrix(\"[0.25 0 0;\"\n \"0 0.23 0;\"\n \"0 0 0.85]\")\n\n\n\ndef backward_likelihood(i, trace):\n N = model.N\n M = len( trace )\n likelihoods = np.ones((N, 1))\n\n if i < M:\n P = main.randomization(P0, model.uniformization_rate, trace[i][0])\n # P = stored_p_values[i, :, :]\n likelihoods = np.multiply(\n P.dot( model.P1 ).dot( backward_likelihood(i+1, trace) ),\n model.M[:, trace[i][1]] )\n\n if likelihoods.sum() != 0:\n likelihoods = likelihoods / likelihoods.sum()\n\n return likelihoods"}, {"role": "assistant", "content": " Syntax Analysis:\n\n\n Fixes:\n \u2022 Add docstring to function 'backward_likelihood'"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
076e350bd997dc6e64e333caef566c1b62991f65
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: #!/usr/bin/env python import vtk from vtk.util.misc import vtkGetDataRoot VTK_DATA_ROOT = vtkGetDataRoot() # Use the painter to draw using colors. # This is not a pipeline object. It will support pipeline objects. # Please do not use this object directly. imageCanvas = vtk.vtkImageCanvasSource2D() imageCanvas.SetNumberOfScalarComponents(3) imageCanvas.SetScalarTypeToUnsignedChar() imageCanvas.SetExtent(0,320,0,320,0,0) imageCanvas.SetDrawColor(0,0,0) imageCanvas.FillBox(0,511,0,511) # r, g, b imageCanvas.SetDrawColor(255,0,0) imageCanvas.FillBox(0,50,0,100) imageCanvas.SetDrawColor(128,128,0) imageCanvas.FillBox(50,100,0,100) imageCanvas.SetDrawColor(0,255,0) imageCanvas.FillBox(100,150,0,100) imageCanvas.SetDrawColor(0,128,128) imageCanvas.FillBox(150,200,0,100) imageCanvas.SetDrawColor(0,0,255) imageCanvas.FillBox(200,250,0,100) imageCanvas.SetDrawColor(128,0,128) imageCanvas.FillBox(250,300,0,100) # intensity scale imageCanvas.SetDrawColor(5,5,5) imageCanvas.FillBox(0,50,110,210) imageCanvas.SetDrawColor(55,55,55) imageCanvas.FillBox(50,100,110,210) imageCanvas.SetDrawColor(105,105,105) imageCanvas.FillBox(100,150,110,210) imageCanvas.SetDrawColor(155,155,155) imageCanvas.FillBox(150,200,110,210) imageCanvas.SetDrawColor(205,205,205) imageCanvas.FillBox(200,250,110,210) imageCanvas.SetDrawColor(255,255,255) imageCanvas.FillBox(250,300,110,210) # saturation scale imageCanvas.SetDrawColor(245,0,0) imageCanvas.FillBox(0,50,220,320) imageCanvas.SetDrawColor(213,16,16) imageCanvas.FillBox(50,100,220,320) imageCanvas.SetDrawColor(181,32,32) imageCanvas.FillBox(100,150,220,320) imageCanvas.SetDrawColor(149,48,48) imageCanvas.FillBox(150,200,220,320) imageCanvas.SetDrawColor(117,64,64) imageCanvas.FillBox(200,250,220,320) imageCanvas.SetDrawColor(85,80,80) imageCanvas.FillBox(250,300,220,320) convert = vtk.vtkImageRGBToHSV() convert.SetInputConnection(imageCanvas.GetOutputPort()) convertBack = vtk.vtkImageHSVToRGB() convertBack.SetInputConnection(convert.GetOutputPort()) cast = vtk.vtkImageCast() cast.SetInputConnection(convertBack.GetOutputPort()) cast.SetOutputScalarTypeToFloat() cast.ReleaseDataFlagOff() viewer = vtk.vtkImageViewer() viewer.SetInputConnection(convertBack.GetOutputPort()) #viewer SetInputConnection [imageCanvas GetOutputPort] viewer.SetColorWindow(256) viewer.SetColorLevel(127.5) viewer.SetSize(320,320) viewer.Render() # --- end of script --
|
Code Review: Code looks good! Consider edge cases Add comprehensive tests
|
intermediate
|
ui
|
code_review
|
Pythoncode:Python
| 0
| 0
| 2,400
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#!/usr/bin/env python\nimport vtk\nfrom vtk.util.misc import vtkGetDataRoot\nVTK_DATA_ROOT = vtkGetDataRoot()\n\n# Use the painter to draw using colors.\n# This is not a pipeline object. It will support pipeline objects.\n# Please do not use this object directly.\nimageCanvas = vtk.vtkImageCanvasSource2D()\nimageCanvas.SetNumberOfScalarComponents(3)\nimageCanvas.SetScalarTypeToUnsignedChar()\nimageCanvas.SetExtent(0,320,0,320,0,0)\nimageCanvas.SetDrawColor(0,0,0)\nimageCanvas.FillBox(0,511,0,511)\n# r, g, b\nimageCanvas.SetDrawColor(255,0,0)\nimageCanvas.FillBox(0,50,0,100)\nimageCanvas.SetDrawColor(128,128,0)\nimageCanvas.FillBox(50,100,0,100)\nimageCanvas.SetDrawColor(0,255,0)\nimageCanvas.FillBox(100,150,0,100)\nimageCanvas.SetDrawColor(0,128,128)\nimageCanvas.FillBox(150,200,0,100)\nimageCanvas.SetDrawColor(0,0,255)\nimageCanvas.FillBox(200,250,0,100)\nimageCanvas.SetDrawColor(128,0,128)\nimageCanvas.FillBox(250,300,0,100)\n# intensity scale\nimageCanvas.SetDrawColor(5,5,5)\nimageCanvas.FillBox(0,50,110,210)\nimageCanvas.SetDrawColor(55,55,55)\nimageCanvas.FillBox(50,100,110,210)\nimageCanvas.SetDrawColor(105,105,105)\nimageCanvas.FillBox(100,150,110,210)\nimageCanvas.SetDrawColor(155,155,155)\nimageCanvas.FillBox(150,200,110,210)\nimageCanvas.SetDrawColor(205,205,205)\nimageCanvas.FillBox(200,250,110,210)\nimageCanvas.SetDrawColor(255,255,255)\nimageCanvas.FillBox(250,300,110,210)\n# saturation scale\nimageCanvas.SetDrawColor(245,0,0)\nimageCanvas.FillBox(0,50,220,320)\nimageCanvas.SetDrawColor(213,16,16)\nimageCanvas.FillBox(50,100,220,320)\nimageCanvas.SetDrawColor(181,32,32)\nimageCanvas.FillBox(100,150,220,320)\nimageCanvas.SetDrawColor(149,48,48)\nimageCanvas.FillBox(150,200,220,320)\nimageCanvas.SetDrawColor(117,64,64)\nimageCanvas.FillBox(200,250,220,320)\nimageCanvas.SetDrawColor(85,80,80)\nimageCanvas.FillBox(250,300,220,320)\nconvert = vtk.vtkImageRGBToHSV()\nconvert.SetInputConnection(imageCanvas.GetOutputPort())\nconvertBack = vtk.vtkImageHSVToRGB()\nconvertBack.SetInputConnection(convert.GetOutputPort())\ncast = vtk.vtkImageCast()\ncast.SetInputConnection(convertBack.GetOutputPort())\ncast.SetOutputScalarTypeToFloat()\ncast.ReleaseDataFlagOff()\nviewer = vtk.vtkImageViewer()\nviewer.SetInputConnection(convertBack.GetOutputPort())\n#viewer SetInputConnection [imageCanvas GetOutputPort]\nviewer.SetColorWindow(256)\nviewer.SetColorLevel(127.5)\nviewer.SetSize(320,320)\nviewer.Render()\n# --- end of script --"}, {"role": "assistant", "content": " Code Review:\n\n\n Code looks good!\n Consider edge cases\n Add comprehensive tests"}]
| false
| null | null | null |
076ea8e320bea4958c4967806ffb3361e0b72568
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: import csv class echa: def werehousing(self): with open('kelas_2b/echa.csv', 'r') as csvfile: csv_reader = csv.reader(csvfile, delimiter=',') for row in csv_reader: print("menampilkan data barang:", row[0], row[1], row[2], row[3], row[4])
|
Functions: werehousing Classes: echa This code demonstrates Pythoncode:Python programming.
|
intermediate
|
oop
|
code_explanation
|
Pythoncode:Python
| 1
| 1
| 296
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport csv\n\nclass echa:\n def werehousing(self):\n with open('kelas_2b/echa.csv', 'r') as csvfile:\n csv_reader = csv.reader(csvfile, delimiter=',')\n for row in csv_reader:\n print(\"menampilkan data barang:\", row[0], row[1], row[2], row[3], row[4])"}, {"role": "assistant", "content": " Functions: werehousing\n Classes: echa\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
076eec8de4f676b9d586492c7ab7750df189a96a
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Copyright 2020 - 2021 MONAI Consortium # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import unittest from typing import Tuple import numpy as np import torch from ignite.engine import Engine from monai.handlers import SurfaceDistance def create_spherical_seg_3d( radius: float = 20.0, centre: Tuple[int, int, int] = (49, 49, 49), im_shape: Tuple[int, int, int] = (99, 99, 99 ) -> np.ndarray: """ Return a 3D image with a sphere inside. Voxel values will be 1 inside the sphere, and 0 elsewhere. Args: radius: radius of sphere (in terms of number of voxels, can be partial) centre: location of sphere centre. im_shape: shape of image to create See also: :py:meth:`~create_test_image_3d` """ # Create image image = np.zeros(im_shape, dtype=np.int32 spy, spx, spz = np.ogrid[ -centre[0] : im_shape[0] - centre[0], -centre[1] : im_shape[1] - centre[1], -centre[2] : im_shape[2] - centre[2] ] circle = (spx * spx + spy * spy + spz * spz) <= radius * radius image[circle] = 1 image[~circle] = 0 return image sampler_sphere = torch.Tensor(create_spherical_seg_3d(radius=20, centre=(20, 20, 20))).unsqueeze(0).unsqueeze(0) # test input a list of channel-first tensor sampler_sphere_gt = [torch.Tensor(create_spherical_seg_3d(radius=20, centre=(10, 20, 20))).unsqueeze(0)] sampler_sphere_zeros = torch.zeros_like(sampler_sphere) TEST_SAMPLE_1 = [sampler_sphere, sampler_sphere_gt] TEST_SAMPLE_2 = [sampler_sphere_gt, sampler_sphere_gt] TEST_SAMPLE_3 = [sampler_sphere_zeros, sampler_sphere_gt] TEST_SAMPLE_4 = [sampler_sphere_zeros, sampler_sphere_zeros] class TestHandlerSurfaceDistance(unittest.TestCase): # TODO test multi node Surface Distance def test_compute(self): sur_metric = SurfaceDistance(include_background=True) ... [2 more functiondefs truncated] ...
|
Error Analysis: Error Type: BROKEN_INDENTATION Error: IndentationError: unexpected indent Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 25 • Unclosed '(' at line 22 - expected ')' Fix: Fix indentation to match Python syntax rules
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 2
| 1
| 2,385
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright 2020 - 2021 MONAI Consortium\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# http://www.apache.org/licenses/LICENSE-2.0\n# Unless required by applicable law or agreed to in writing, software\n # distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport unittest\nfrom typing import Tuple\n\nimport numpy as np\nimport torch\nfrom ignite.engine import Engine\n\nfrom monai.handlers import SurfaceDistance\n\n\ndef create_spherical_seg_3d(\nradius: float = 20.0, centre: Tuple[int, int, int] = (49, 49, 49), im_shape: Tuple[int, int, int] = (99, 99, 99\n) -> np.ndarray:\n \"\"\"\n Return a 3D image with a sphere inside. Voxel values will be\n 1 inside the sphere, and 0 elsewhere.\n\n Args:\n radius: radius of sphere (in terms of number of voxels, can be partial)\n centre: location of sphere centre.\n im_shape: shape of image to create\n\n See also:\n :py:meth:`~create_test_image_3d`\n \"\"\"\n # Create image\nimage = np.zeros(im_shape, dtype=np.int32\n spy, spx, spz = np.ogrid[\n -centre[0] : im_shape[0] - centre[0], -centre[1] : im_shape[1] - centre[1], -centre[2] : im_shape[2] - centre[2]\n ]\n circle = (spx * spx + spy * spy + spz * spz) <= radius * radius\n\n image[circle] = 1\n image[~circle] = 0\n return image\n\n\nsampler_sphere = torch.Tensor(create_spherical_seg_3d(radius=20, centre=(20, 20, 20))).unsqueeze(0).unsqueeze(0)\n# test input a list of channel-first tensor\nsampler_sphere_gt = [torch.Tensor(create_spherical_seg_3d(radius=20, centre=(10, 20, 20))).unsqueeze(0)]\nsampler_sphere_zeros = torch.zeros_like(sampler_sphere)\n\nTEST_SAMPLE_1 = [sampler_sphere, sampler_sphere_gt]\nTEST_SAMPLE_2 = [sampler_sphere_gt, sampler_sphere_gt]\nTEST_SAMPLE_3 = [sampler_sphere_zeros, sampler_sphere_gt]\nTEST_SAMPLE_4 = [sampler_sphere_zeros, sampler_sphere_zeros]\n\n\nclass TestHandlerSurfaceDistance(unittest.TestCase):\n # TODO test multi node Surface Distance\n\n def test_compute(self):\n sur_metric = SurfaceDistance(include_background=True)\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: BROKEN_INDENTATION\n Error: IndentationError: unexpected indent\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 25\n \u2022 Unclosed '(' at line 22 - expected ')'\n\n Fix: Fix indentation to match Python syntax rules"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
076f84eca9f11a3725b25d5cf7a8fa60fb6dd720
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: #!/usr/bin/env python3 import sys import logging import yaml import pandas as pd import numpy as np from collections import defaultdict from sklearn.model_selection import train_test_split from sklearn.ensemble import IsolationForest from sklearn.impute import SimpleImputer from anoflows.hpo import find_best_flows from data_loading import load_data logging.getLogger().setLevel(logging.INFO) if len(sys.argv) == 1: logging.error("YAML data specification missing from the command line arguments") exit(1) spec_file = sys.argv[1] df, spec = load_data(spec_file) max_rows = min(len(df), spec.get("max_rows", 40000)) novelty_detection = spec.get("novelty", True) normal_classes = spec["normal_classes"] precision = defaultdict(list) for rounds in range(spec.get("rounds", 1)): # random sampling df = df.sample(n=max_rows, replace=False) label_col = spec["label_column"] y = df[label_col].values other = df.drop(label_col, inplace=False, axis=1) X = other.values # imputing X = SimpleImputer(copy=False).fit_transform(X) # train/test split X_train, X_test, y_train, y_test = \ train_test_split(X, y, shuffle=False, test_size=0.5) if novelty_detection: keep = np.where(np.isin(y_train, normal_classes))[0] X_train = X_train[keep, :] y_train = y_train[keep] # training #flows, loss = find_best_flows(X_train, device='cpu', n_trials=1) from anoflows.anoflow_bagging import AnoFlowBagging flows = AnoFlowBagging() flows.fit(X_train) iforest = IsolationForest().fit(X_train) # prediction pred = { "anoflows": flows.likelihood(X_test), "iforest": iforest.decision_function(X_test) } # evaluation y_true = np.where(np.isin(y_test, spec["anomaly_classes"]))[0] ref = np.zeros(len(y_test)) ref[y_true] = 1 k = len(y_true) for name, y_pred in pred.items(): anomaly_indices = y_pred.argsort()[:k] prec = ref[anomaly_indices].sum() / k logging.info("%s: %.1f%% (%d anomalies / %d rows)" % (name, 100*prec, k, len(y_test))) precision[name].append(prec) logging.info("* SUMMARY %s", spec_file) for name, prec in precision.items(): prec = 100 * np.array(prec) mean = np.mean(prec) std = np.std(prec) logging.info("%s; mean=%.1f%% std=%.1f%%" % (name, mean, std))
|
Code Review: ⚠️ Code quality: Unexpected indentation at line 22 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 41 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 65 Unexpected indentation at line 66 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 71 Unexpected indentation at line 72 Unexpected indentation at line 73 Unexpected indentation at line 78 Unexpected indentation at line 79 Unexpected indentation at line 80 Potential division by zero - add validation
|
intermediate
|
testing
|
code_review
|
Pythoncode:Python
| 0
| 0
| 2,368
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#!/usr/bin/env python3\n\nimport sys\nimport logging\nimport yaml\nimport pandas as pd\nimport numpy as np\nfrom collections import defaultdict\n\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import IsolationForest\nfrom sklearn.impute import SimpleImputer\n\nfrom anoflows.hpo import find_best_flows\n\nfrom data_loading import load_data\n\nlogging.getLogger().setLevel(logging.INFO)\n\nif len(sys.argv) == 1:\n logging.error(\"YAML data specification missing from the command line arguments\")\n exit(1)\n\nspec_file = sys.argv[1]\ndf, spec = load_data(spec_file)\nmax_rows = min(len(df), spec.get(\"max_rows\", 40000))\nnovelty_detection = spec.get(\"novelty\", True)\nnormal_classes = spec[\"normal_classes\"]\n\nprecision = defaultdict(list)\n\nfor rounds in range(spec.get(\"rounds\", 1)):\n # random sampling\n df = df.sample(n=max_rows, replace=False)\n label_col = spec[\"label_column\"]\n y = df[label_col].values\n other = df.drop(label_col, inplace=False, axis=1)\n X = other.values\n\n # imputing\n X = SimpleImputer(copy=False).fit_transform(X)\n\n # train/test split\n X_train, X_test, y_train, y_test = \\\n train_test_split(X, y, shuffle=False, test_size=0.5)\n if novelty_detection:\n keep = np.where(np.isin(y_train, normal_classes))[0]\n X_train = X_train[keep, :]\n y_train = y_train[keep]\n\n # training\n #flows, loss = find_best_flows(X_train, device='cpu', n_trials=1)\n from anoflows.anoflow_bagging import AnoFlowBagging\n flows = AnoFlowBagging()\n flows.fit(X_train)\n iforest = IsolationForest().fit(X_train)\n\n # prediction\n pred = {\n \"anoflows\": flows.likelihood(X_test),\n \"iforest\": iforest.decision_function(X_test)\n }\n\n # evaluation\n y_true = np.where(np.isin(y_test, spec[\"anomaly_classes\"]))[0]\n ref = np.zeros(len(y_test))\n ref[y_true] = 1\n k = len(y_true)\n for name, y_pred in pred.items():\n anomaly_indices = y_pred.argsort()[:k]\n prec = ref[anomaly_indices].sum() / k\n logging.info(\"%s: %.1f%% (%d anomalies / %d rows)\" % (name, 100*prec, k, len(y_test)))\n precision[name].append(prec)\n\nlogging.info(\"* SUMMARY %s\", spec_file)\nfor name, prec in precision.items():\n prec = 100 * np.array(prec)\n mean = np.mean(prec)\n std = np.std(prec)\n logging.info(\"%s; mean=%.1f%% std=%.1f%%\" % (name, mean, std))"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 22\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 41\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 65\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 71\n Unexpected indentation at line 72\n Unexpected indentation at line 73\n Unexpected indentation at line 78\n Unexpected indentation at line 79\n Unexpected indentation at line 80\n Potential division by zero - add validation"}]
| false
| null | null | null |
077018ad315b121efadde62952dbcb47369a343a
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: __all__ = ['VERSION', 'version_info'] VERSION = '1.4a1' def version_info() -> str: import platform import sys from importlib import import_module from pathlib import Path from .main import compiled optional_deps = [] for p in ('typing-extensions', 'email-validator', 'devtools'): try: import_module(p.replace('-', '_')) Error: IndentationError / Incomplete Function
|
Fixed Code: __all__ = ['VERSION', 'version_info'] VERSION = '1.4a1' def version_info() -> str: import platform import sys from importlib import import_module from pathlib import Path from .main import compiled optional_deps = [] for p in ('typing-extensions', 'email-validator', 'devtools'): try: import_module(p.replace('-', '_')) except ImportError: continue optional_deps.append(p) Explanation: Complete the function 'version_info' body and add missing return
|
intermediate
|
database
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 372
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n__all__ = ['VERSION', 'version_info']\n\nVERSION = '1.4a1'\n\n\ndef version_info() -> str:\n import platform\n import sys\n from importlib import import_module\n from pathlib import Path\n\n from .main import compiled\n\n optional_deps = []\n for p in ('typing-extensions', 'email-validator', 'devtools'):\n try:\n import_module(p.replace('-', '_'))\n\n Error: IndentationError / Incomplete Function"}, {"role": "assistant", "content": " Fixed Code:\n\n\n__all__ = ['VERSION', 'version_info']\n\nVERSION = '1.4a1'\n\n\ndef version_info() -> str:\n import platform\n import sys\n from importlib import import_module\n from pathlib import Path\n\n from .main import compiled\n\n optional_deps = []\n for p in ('typing-extensions', 'email-validator', 'devtools'):\n try:\n import_module(p.replace('-', '_'))\n except ImportError:\n continue\n optional_deps.append(p)\n\n Explanation: Complete the function 'version_info' body and add missing return"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
07702a9eb4e9374ca232b483bdbecbfbdb1917c5
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: from scheme import Structure __all__ = ('Configurable', 'Registry') class Configurable(object): """A sentry class which indicates that subclasses can establish a configuration chain.""" class Registry(object): """The unit registry.""" dependencies = {} schemas = {} units = {} @classmethod def is_configurable(cls, obj): return (obj is not Configurable and issubclass(obj, Configurable) and Configurable not in obj.__bases__) @classmethod def purge(cls): cls.schemas = {} cls.units = {} @classmethod def register_dependency(cls, dependency): token = dependency.token if not token: return if token not in cls.dependencies: cls.dependencies[token + 1] = type(dependency) if not dependency.configurable: return configuration = dependency.unit.configuration if token in cls.schemas: structure = cls.schemas[token] if configuration.required and not dependency.optional and not structure.required: structure.required = True else: schema = dependency.construct_schema(generic=True, name=token) if dependency.optional: schema = schema.clone(required=False) cls.schemas[token] = schema @classmethod def register_unit(cls, unit): cls.units[unit.identity] = unit if cls.is_configurable(unit): queue = [(unit, [unit.identity], None)] while queue: subject, tokens, dependency = queue.pop(0) if subject.configuration: token = '/'.join(tokens) if dependency: structure = dependency.construct_schema(name=token) if dependency.token and structure.required: structure = structure.clone(required=False) else: structure = subject.configuration.schema.clone(required=False, name=token) cls.schemas[token] = structure for attr, subdependency in subject.dependencies.iteritems(): queue.append((subdependency.unit, tokens + [attr], subdependency))
|
Logical Error Analysis: Error Type: OFF_BY_ONE Issue: Index or range is off by one Severity: MEDIUM Location: Line 32 Buggy code: cls.dependencies[token + 1] = type(dependency) Should be: cls.dependencies[token] = type(dependency) Explanation: Classic off-by-one error - will cause wrong iteration or index access Fix: Check loop bounds and array indices carefully
|
advanced
|
ui
|
logical_errors
|
Pythoncode:Python
| 4
| 2
| 2,323
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nfrom scheme import Structure\n\n__all__ = ('Configurable', 'Registry')\n\nclass Configurable(object):\n \"\"\"A sentry class which indicates that subclasses can establish a configuration chain.\"\"\"\n\nclass Registry(object):\n \"\"\"The unit registry.\"\"\"\n\n dependencies = {}\n schemas = {}\n units = {}\n\n @classmethod\n def is_configurable(cls, obj):\n return (obj is not Configurable and issubclass(obj, Configurable) and\n Configurable not in obj.__bases__)\n\n @classmethod\n def purge(cls):\n cls.schemas = {}\n cls.units = {}\n\n @classmethod\n def register_dependency(cls, dependency):\n token = dependency.token\n if not token:\n return\n\n if token not in cls.dependencies:\n cls.dependencies[token + 1] = type(dependency)\n if not dependency.configurable:\n return\n\n configuration = dependency.unit.configuration\n if token in cls.schemas:\n structure = cls.schemas[token]\n if configuration.required and not dependency.optional and not structure.required:\n structure.required = True\n else:\n schema = dependency.construct_schema(generic=True, name=token)\n if dependency.optional:\n schema = schema.clone(required=False)\n cls.schemas[token] = schema\n\n @classmethod\n def register_unit(cls, unit):\n cls.units[unit.identity] = unit\n if cls.is_configurable(unit):\n queue = [(unit, [unit.identity], None)]\n while queue:\n subject, tokens, dependency = queue.pop(0)\n if subject.configuration:\n token = '/'.join(tokens)\n if dependency:\n structure = dependency.construct_schema(name=token)\n if dependency.token and structure.required:\n structure = structure.clone(required=False)\n else:\n structure = subject.configuration.schema.clone(required=False,\n name=token)\n cls.schemas[token] = structure\n\n for attr, subdependency in subject.dependencies.iteritems():\n queue.append((subdependency.unit, tokens + [attr], subdependency))"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: OFF_BY_ONE\n Issue: Index or range is off by one\n Severity: MEDIUM\n\n Location: Line 32\n\n Buggy code:\n cls.dependencies[token + 1] = type(dependency)\n\n Should be:\n cls.dependencies[token] = type(dependency)\n\n Explanation: Classic off-by-one error - will cause wrong iteration or index access\n Fix: Check loop bounds and array indices carefully"}]
| true
|
logical
|
OFF_BY_ONE
|
MEDIUM
|
0770f2a922548842dd4151e55d3fc69c6cf5b84c
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from .command import * from .database import * from .entrypoint import * from .group import * from .http import * from .messaging import * from .method import * from .operation import * from .stack import * from .threads import *
|
This code demonstrates Pythoncode:Python programming.
|
intermediate
|
api
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 231
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\nfrom .command import *\nfrom .database import *\nfrom .entrypoint import *\nfrom .group import *\nfrom .http import *\nfrom .messaging import *\nfrom .method import *\nfrom .operation import *\nfrom .stack import *\nfrom .threads import *"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
07710c963c7c958684d4d5e192f36678ee929e23
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: #!/usr/bin/env python3 # # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. """Extracts random constraints from reference files.""" import argparse import random import sys from sacrebleu import extract_ngrams def get_phrase(words, index, length): assert index < len(words) - length + 1 phr = " ".join(words[index : index + length]) for phrase_index in range(index, index + length): words.pop(index) return phr def main(args): if args.seed: random.seed(args.seed) for line in sys.stdin: constraints = [] def add_constraint(constraint): constraints.append(constraint) source = line.rstrip() if "\t" in line: source, target = line.split("\t") if args.add_sos: target = f"<s> {target}" if args.add_eos: target = f"{target} </s>" if len(target.split()) >= args.len: words = [target] num = args.number choices = {} for i in range(num): if len(words) == 0: break segmentno = random.choice(range(len(words))) segment = words.pop(segmentno) tokens = segment.split() phrase_index = random.choice(range(len(tokens))) choice = " ".join( tokens[phrase_index : min(len(tokens), phrase_index + args.len)] ) for j in range( phrase_index, min(len(tokens), phrase_index + args.len) ): tokens.pop(phrase_index) if phrase_index > 0: words.append(" ".join(tokens[0:phrase_index])) if phrase_index + 1 < len(tokens): words.append(" ".join(tokens[phrase_index:])) choices[target.find(choice)] = choice # mask out with spaces target = target.replace(choice, " " * len(choice), 1) for key in sorted(choices.keys()): add_constraint(choices[key]) print(source, *constraints, sep="\t") if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument("--number", "-n", type=int, default=1, help="number of phrases") parser.add_argument("--len", "-l", type=int, default=1, help="phrase length") parser.add_argument( "--add-sos", default=False, action="store_true", help="add <s> token" ) parser.add_argument( "--add-eos", default=False, action="store_true", help="add </s> token" ) parser.add_argument("--seed", "-s", default=0, type=int) args = parser.parse_args() Main(args)
|
Logical Error Analysis: Error Type: VARIABLE_SHADOWING Issue: Variable "phrase_index" shadows outer scope Severity: LOW Location: Line 20 Explanation: Variable name reused in nested scope - may cause confusion Fix: Use different variable name in nested scope
|
intermediate
|
testing
|
logical_errors
|
Pythoncode:Python
| 3
| 0
| 2,964
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n#!/usr/bin/env python3\n#\n# Copyright (c) Facebook, Inc. and its affiliates.\n#\n# This source code is licensed under the MIT license found in the\n# LICENSE file in the root directory of this source tree.\n\n\"\"\"Extracts random constraints from reference files.\"\"\"\n\nimport argparse\nimport random\nimport sys\n\nfrom sacrebleu import extract_ngrams\n\n\ndef get_phrase(words, index, length):\n assert index < len(words) - length + 1\n phr = \" \".join(words[index : index + length])\n for phrase_index in range(index, index + length):\n words.pop(index)\n return phr\n\n\ndef main(args):\n\n if args.seed:\n random.seed(args.seed)\n\n for line in sys.stdin:\n constraints = []\n\n def add_constraint(constraint):\n constraints.append(constraint)\n\n source = line.rstrip()\n if \"\\t\" in line:\n source, target = line.split(\"\\t\")\n if args.add_sos:\n target = f\"<s> {target}\"\n if args.add_eos:\n target = f\"{target} </s>\"\n\n if len(target.split()) >= args.len:\n words = [target]\n\n num = args.number\n\n choices = {}\n for i in range(num):\n if len(words) == 0:\n break\n segmentno = random.choice(range(len(words)))\n segment = words.pop(segmentno)\n tokens = segment.split()\n phrase_index = random.choice(range(len(tokens)))\n choice = \" \".join(\n tokens[phrase_index : min(len(tokens), phrase_index + args.len)]\n )\n for j in range(\n phrase_index, min(len(tokens), phrase_index + args.len)\n ):\n tokens.pop(phrase_index)\n if phrase_index > 0:\n words.append(\" \".join(tokens[0:phrase_index]))\n if phrase_index + 1 < len(tokens):\n words.append(\" \".join(tokens[phrase_index:]))\n choices[target.find(choice)] = choice\n\n # mask out with spaces\n target = target.replace(choice, \" \" * len(choice), 1)\n\n for key in sorted(choices.keys()):\n add_constraint(choices[key])\n\n print(source, *constraints, sep=\"\\t\")\n\n\nif __name__ == \"__main__\":\n parser = argparse.ArgumentParser()\n parser.add_argument(\"--number\", \"-n\", type=int, default=1, help=\"number of phrases\")\n parser.add_argument(\"--len\", \"-l\", type=int, default=1, help=\"phrase length\")\n parser.add_argument(\n \"--add-sos\", default=False, action=\"store_true\", help=\"add <s> token\"\n )\n parser.add_argument(\n \"--add-eos\", default=False, action=\"store_true\", help=\"add </s> token\"\n )\n parser.add_argument(\"--seed\", \"-s\", default=0, type=int)\n args = parser.parse_args()\n\n Main(args)"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: VARIABLE_SHADOWING\n Issue: Variable \"phrase_index\" shadows outer scope\n Severity: LOW\n\n Location: Line 20\n\n Explanation: Variable name reused in nested scope - may cause confusion\n Fix: Use different variable name in nested scope"}]
| true
|
logical
|
VARIABLE_SHADOWING
|
LOW
|
0771ae571980aa4669298ae5f48b1ac83a19af96
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # Copyright 2020 Alexis Lopez Zubieta # # 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. import os from .command import Command class FileError(RuntimeError): pass class File(Command): def __init__(self): super().__init__('file') self.log_stdout = False self.log_command = False def query(self, path): self._run(['file', '-b', '--exclude', 'ascii', path]) if self.return_code != 0: raise FileError('\n'.join(self.stderr)) return '\n'.join(self.stdout) def is_executable_elf(self, path): output = self.query(path) result = ('ELF' in output) and ('executable' in output) return result
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
database
|
refactoring
|
Pythoncode:Python
| 3
| 2
| 1,231
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright 2020 Alexis Lopez Zubieta\n#\n# Permission is hereby granted, free of charge, to any person obtaining a\n# copy of this software and associated documentation files (the \"Software\"),\n# to deal in the Software without restriction, including without limitation the\n# rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n# sell 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.\nimport os\n\nfrom .command import Command\n\n\nclass FileError(RuntimeError):\n pass\n\n\nclass File(Command):\n def __init__(self):\n super().__init__('file')\n self.log_stdout = False\n self.log_command = False\n\n def query(self, path):\n self._run(['file', '-b', '--exclude', 'ascii', path])\n\n if self.return_code != 0:\n raise FileError('\\n'.join(self.stderr))\n\n return '\\n'.join(self.stdout)\n\n def is_executable_elf(self, path):\n output = self.query(path)\n result = ('ELF' in output) and ('executable' in output)\n return result"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0773947b769d5f943efc051b2beaf2ee562da724
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- import argparse import csv import furl import json import re import sys from collections import defaultdict def filter_records_without_url(records: []) -> []: return [r for r in records if any(r.get("urls"))] def build_furl(url: str) -> furl.furl: try: furl_obj = furl.furl(url) if not furl_obj.host: furl_obj = furl.furl("http://" + url) return furl_obj except ValueError: return furl.furl("https://invalid-url.xyz") def determine_host(url: str) -> str: furl_obj = build_furl(url) return re.sub(r"^www[0-9]*\.", "", furl_obj.host) def build_hosts_to_urls(records: []) -> {str: {str}}: result = defaultdict(set) for record in records: for url in record.get("urls"): host = determine_host(url.get("url")) result[host].add(url.get("url")) return result def print_most_common_url_hosts(hosts_to_urls: {}, n: int): hosts = [h for h in hosts_to_urls.keys() if len(hosts_to_urls[h]) > n] hosts = sorted(hosts, key=lambda h: len(hosts_to_urls[h])) for host in hosts: print("% 6d\t%s" % (len(hosts_to_urls[host]), host)) def print_urls_for_host(hosts_to_urls: {}, host: str): urls = hosts_to_urls.get(host, []) for url in urls: print( if not any(urls): print(f"No urls for host: '{host}'", file=sys.stderr) def print_how_often_url_patterns_cooccur(records: [{}], pattern1: str, pattern2: str): # It should be ok, to only pattern match the hosts here... ids1 = {r.get("id") for r in records if record_has_matching_url(r, pattern1)} ids2 = {r.get("id") for r in records if record_has_matching_url(r, pattern2)} ids_both = ids1.intersection(ids2) for host, number in {pattern1: len(ids1), pattern2: len(ids2), "both": len(ids_both)}.items(): print(f"{host}: {number}") def record_has_matching_url(record: {}, pattern: str) -> bool: return any(record_get_urls_matching(record, pattern)) def record_get_urls_matching(record: {}, pattern: str) -> [{}]: result = [] for url in record.get("urls"): if any(re.findall(pattern, url.get("url"))): result.append(url) return result def record_remove_urls_not_matching(record: {}, pattern: str): record["urls"] = record_get_urls_matching(record, pattern) def earliest_year(year_strings: [str]) -> str: years = [] for year_s in year_strings: try: years.append(int(year_s)) except ValueError: print(f"Not a string that is a year: '{year_s}'", file=sys.stderr) continue return str(sorted(years)[0]) if any(years) else "" ... [1 more functiondefs truncated] ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 52 - expected ')' • Block at line 51 has no indented body Fixes: • Complete the expression on the last line • Add closing ')' bracket • Fix indentation to match Python syntax rules
|
advanced
|
api
|
syntax_repair
|
Pythoncode:Python
| 11
| 0
| 2,747
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\nimport argparse\nimport csv\nimport furl\nimport json\nimport re\nimport sys\n\nfrom collections import defaultdict\n\n\ndef filter_records_without_url(records: []) -> []:\n return [r for r in records if any(r.get(\"urls\"))]\n\n\ndef build_furl(url: str) -> furl.furl:\n try:\n furl_obj = furl.furl(url)\n if not furl_obj.host:\n furl_obj = furl.furl(\"http://\" + url)\n return furl_obj\n except ValueError:\n return furl.furl(\"https://invalid-url.xyz\")\n\n\ndef determine_host(url: str) -> str:\n furl_obj = build_furl(url)\n return re.sub(r\"^www[0-9]*\\.\", \"\", furl_obj.host)\n\n\n def build_hosts_to_urls(records: []) -> {str: {str}}:\n result = defaultdict(set)\n for record in records:\n for url in record.get(\"urls\"):\n host = determine_host(url.get(\"url\"))\n result[host].add(url.get(\"url\"))\n return result\n\n\ndef print_most_common_url_hosts(hosts_to_urls: {}, n: int):\n hosts = [h for h in hosts_to_urls.keys() if len(hosts_to_urls[h]) > n]\n hosts = sorted(hosts, key=lambda h: len(hosts_to_urls[h]))\n for host in hosts:\n print(\"% 6d\\t%s\" % (len(hosts_to_urls[host]), host))\n\n\ndef print_urls_for_host(hosts_to_urls: {}, host: str):\n urls = hosts_to_urls.get(host, [])\n for url in urls:\nprint(\n if not any(urls):\n print(f\"No urls for host: '{host}'\", file=sys.stderr)\n\n\ndef print_how_often_url_patterns_cooccur(records: [{}], pattern1: str, pattern2: str):\n # It should be ok, to only pattern match the hosts here...\n ids1 = {r.get(\"id\") for r in records if record_has_matching_url(r, pattern1)}\n ids2 = {r.get(\"id\") for r in records if record_has_matching_url(r, pattern2)}\n ids_both = ids1.intersection(ids2)\n for host, number in {pattern1: len(ids1), pattern2: len(ids2), \"both\": len(ids_both)}.items():\n print(f\"{host}: {number}\")\n\n\ndef record_has_matching_url(record: {}, pattern: str) -> bool:\n return any(record_get_urls_matching(record, pattern))\n\n\ndef record_get_urls_matching(record: {}, pattern: str) -> [{}]:\n result = []\n for url in record.get(\"urls\"):\n if any(re.findall(pattern, url.get(\"url\"))):\n result.append(url)\n return result\n\n\ndef record_remove_urls_not_matching(record: {}, pattern: str):\n record[\"urls\"] = record_get_urls_matching(record, pattern)\n\n\ndef earliest_year(year_strings: [str]) -> str:\n years = []\n for year_s in year_strings:\n try:\n years.append(int(year_s))\n except ValueError:\n print(f\"Not a string that is a year: '{year_s}'\", file=sys.stderr)\n continue\n return str(sorted(years)[0]) if any(years) else \"\"\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '(' at line 52 - expected ')'\n \u2022 Block at line 51 has no indented body\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing ')' bracket\n \u2022 Fix indentation to match Python syntax rules"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
0775eae440b3ed8a8de73f26dfbbc57343a6323d
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # ================================================================================================== # Copyright 2012 Twitter, Inc. # -------------------------------------------------------------------------------------------------- # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this work except in compliance with the License. # You may obtain a copy of the License in the LICENSE file, or 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. # ================================================================================================== __author__ = 'Brian Larson' from twitter.pants.targets.exportable_jvm_library import ExportableJvmLibrary class JavaAntlrLibrary(ExportableJvmLibrary): """Defines a target that builds java stubs from an Antlr grammar file.""" # Complete this line def __init__(self, name, sources, provides = None, dependencies = None, excludes = None, compiler = 'antlr3'): """name: The name of this module target, addressable via pants via the portion of the spec following the colon sources: A list of paths containing the Antlr source files this module's jar is compiled from provides: An optional Dependency object indicating the The ivy artifact to export dependencies: An optional list of Dependency objects specifying the binary (jar) dependencies of this module. excludes: An optional list of dependency exclude patterns to filter all of this module's transitive dependencies against. compiler: The name of the compiler used to compile the ANTLR files. Currently only supports 'antlr3' and 'antlr4'""" ExportableJvmLibrary.__init__(self, name, sources, provides, dependencies, excludes) self.add_labels('codegen') if compiler not in ['antlr3', 'antlr4']: raise ValueError("Illegal value for 'compiler': {}".format(compiler)) self.compiler = compiler def _as_jar_dependency(self): return ExportableJvmLibrary._as_jar_dependency(self).with_sources()
|
The missing line is:
|
advanced
|
api
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 1
| 2,578
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# ==================================================================================================\n# Copyright 2012 Twitter, Inc.\n# --------------------------------------------------------------------------------------------------\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this work except in compliance with the License.\n# You may obtain a copy of the License in the LICENSE file, or 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__author__ = 'Brian Larson'\n\nfrom twitter.pants.targets.exportable_jvm_library import ExportableJvmLibrary\n\n\nclass JavaAntlrLibrary(ExportableJvmLibrary):\n \"\"\"Defines a target that builds java stubs from an Antlr grammar file.\"\"\"\n # Complete this line\n def __init__(self,\n name,\n sources,\n provides = None,\n dependencies = None,\n excludes = None,\n compiler = 'antlr3'):\n\n \"\"\"name: The name of this module target, addressable via pants via the portion of the spec\n following the colon\n sources: A list of paths containing the Antlr source files this module's jar is compiled from\n provides: An optional Dependency object indicating the The ivy artifact to export\n dependencies: An optional list of Dependency objects specifying the binary (jar) dependencies of\n this module.\n excludes: An optional list of dependency exclude patterns to filter all of this module's\n transitive dependencies against.\n compiler: The name of the compiler used to compile the ANTLR files.\n Currently only supports 'antlr3' and 'antlr4'\"\"\"\n\n ExportableJvmLibrary.__init__(self,\n name,\n sources,\n provides,\n dependencies,\n excludes)\n self.add_labels('codegen')\n\n if compiler not in ['antlr3', 'antlr4']:\n raise ValueError(\"Illegal value for 'compiler': {}\".format(compiler))\n self.compiler = compiler\n\n def _as_jar_dependency(self):\n return ExportableJvmLibrary._as_jar_dependency(self).with_sources()"}, {"role": "assistant", "content": "The missing line is:"}]
| false
| null | null | null |
07773d417997f41786d66f2eb9103478a102aad8
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: # -*- coding: utf-8 -*- #!/usr/bin/env python # # Copyright 2018-2020 BigML # # Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. import time import json import os from datetime import datetime, timedelta from world import world from nose.tools import eq_, assert_less from bigml.api import HTTP_CREATED from bigml.api import HTTP_ACCEPTED from bigml.api import FINISHED from bigml.api import FAULTY from bigml.api import get_status from read_pca_steps import i_get_the_pca #@step(r'the pca name is "(.*)"') def i_check_pca_name(step, name): pca_name = world.pca['name'] eq_(name, pca_name) #@step(r'I create a PCA from a dataset$') def i_create_a_pca_from_dataset(step): dataset = world.dataset.get('resource') resource = world.api.create_pca(dataset, {'name': 'new PCA'}) world.status = resource['code'] eq_(world.status, HTTP_CREATED) world.location = resource['location'] world.pca = resource['object'] world.pcas.append(resource['resource']) #@step(r'I create a PCA from a dataset$') def i_create_a_pca_with_params(step, params): params = json.loads(params) dataset = world.dataset.get('resource') resource = world.api.create_pca(dataset, params) world.status = resource['code'] eq_(world.status, HTTP_CREATED) world.location = resource['location'] world.pca = resource['object'] world.pcas.append(resource['resource']) def i_create_a_pca(step): i_create_a_pca_from_dataset(step) #@step(r'I update the PCA name to "(.*)"$') def i_update_pca_name(step, name): resource = world.api.update_pca(world.pca['resource'], {'name': name}) world.status = resource['code'] eq_(world.status, HTTP_ACCEPTED) world.location = resource['location'] world.pca = resource['object'] #@step(r'I wait until the PCA status code is either (\d) or (-\d) less than (\d+)') ... [2 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 77: ... [2 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 37 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 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 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 Review syntax near the error location
|
intermediate
|
testing
|
code_review
|
Pythoncode:Python
| 5
| 0
| 2,433
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n#!/usr/bin/env python\n#\n# Copyright 2018-2020 BigML\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\n\nimport time\nimport json\nimport os\nfrom datetime import datetime, timedelta\nfrom world import world\nfrom nose.tools import eq_, assert_less\n\nfrom bigml.api import HTTP_CREATED\nfrom bigml.api import HTTP_ACCEPTED\nfrom bigml.api import FINISHED\nfrom bigml.api import FAULTY\nfrom bigml.api import get_status\n\nfrom read_pca_steps import i_get_the_pca\n\n\n#@step(r'the pca name is \"(.*)\"')\ndef i_check_pca_name(step, name):\n pca_name = world.pca['name']\n eq_(name, pca_name)\n\n#@step(r'I create a PCA from a dataset$')\ndef i_create_a_pca_from_dataset(step):\n dataset = world.dataset.get('resource')\n resource = world.api.create_pca(dataset, {'name': 'new PCA'})\n world.status = resource['code']\n eq_(world.status, HTTP_CREATED)\n world.location = resource['location']\n world.pca = resource['object']\n world.pcas.append(resource['resource'])\n\n\n#@step(r'I create a PCA from a dataset$')\ndef i_create_a_pca_with_params(step, params):\n params = json.loads(params)\n dataset = world.dataset.get('resource')\n resource = world.api.create_pca(dataset, params)\n world.status = resource['code']\n eq_(world.status, HTTP_CREATED)\n world.location = resource['location']\n world.pca = resource['object']\n world.pcas.append(resource['resource'])\n\ndef i_create_a_pca(step):\n i_create_a_pca_from_dataset(step)\n\n\n#@step(r'I update the PCA name to \"(.*)\"$')\ndef i_update_pca_name(step, name):\n resource = world.api.update_pca(world.pca['resource'],\n {'name': name})\n world.status = resource['code']\n eq_(world.status, HTTP_ACCEPTED)\n world.location = resource['location']\n world.pca = resource['object']\n\n\n#@step(r'I wait until the PCA status code is either (\\d) or (-\\d) less than (\\d+)')\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 Invalid syntax at line 77: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 37\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 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 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 Review syntax near the error location"}]
| false
| null | null | null |
0777dbaeb86425a933c2accd81e0d8dadd226bab
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: days_of_week = ['Monday','Tuesday','Wednesday','Thursday','Friday','Saturday', 'Sunday'] operation = '' options = ['Info', 'Check-in/Out', 'Edit games', 'Back'] admins = ['admin1_telegram_nickname', 'admin2_telegram_nickname'] avail_days = [] TOKEN = 'bot_token' group_id = id_of_group_chat
|
This code demonstrates Pythoncode:Python programming.
|
intermediate
|
machine_learning
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 290
| false
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\ndays_of_week = ['Monday','Tuesday','Wednesday','Thursday','Friday','Saturday', 'Sunday']\noperation = ''\noptions = ['Info', 'Check-in/Out', 'Edit games', 'Back']\nadmins = ['admin1_telegram_nickname', 'admin2_telegram_nickname']\navail_days = []\nTOKEN = 'bot_token'\ngroup_id = id_of_group_chat"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
077860d7dfef7192b10ddd84d4a9115cb45934f6
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: ''' Austin Richards 2/20/21 sandwich-maker.py uses pyinputplus to validate user input for sandwich preferences ''' import pyinputplus as ip def get_cost(food_name): '''gets the cost of items in sandwich_builder''' food_dict = { 'sourdough':1.75, 'rye':2.0, 'wheat':1.50, 'white':1.25, 'chicken':2.0, 'turkey':1.50, 'ham':2.0, 'tofu':1.25, 'cheddar':2.0, 'swiss':2.5, 'mozzarella':2.5, 'yes':0.25, # toppings return 'yes' in sandwich_builder(), so I made them all cost 0.25 'no':0 # saying no to a topping costs nothing } return food_dict[food_name] def sandwich_builder(): print('Enter your sandwich preferences below:\n') bread_prompt = 'What bread type would you like? (sourdough, rye, wheat, or white)\n' bread_type = ip.inputChoice(['sourdough', 'rye', 'wheat', 'white'], prompt=bread_prompt) protein_prompt = 'What type of protein would you like? (chicken, turkey, ham, or tofu)\n' protein_type = ip.inputChoice(['chicken', 'turkey', 'ham', 'tofu'], prompt=protein_prompt) mayo = ip.inputYesNo(prompt='Would you like mayo?\n') mustard = ip.inputYesNo(prompt='Would you like mustard?\n') tomato = ip.inputYesNo(prompt='Would you like tomato?\n') lettuce = ip.inputYesNo(prompt='Would you like lettuce?\n') like_cheese = ip.inputYesNo(prompt='Do you like cheese on your sandwich?\n') if like_cheese is 'yes': cheese_prompt = 'What kind of cheese would you like? (cheddar, swiss, mozzarella)\n' cheese_type = ip.inputChoice(['cheddar', 'swiss', 'mozzarella'], prompt=cheese_prompt) sandwich = [] cost = 0 sandwich.extend([bread_type, protein_type, cheese_type, mayo, mustard, tomato, lettuce]) for lettuce in sandwich: cost += get_cost(item) else: sandwich = [] cost = 0 sandwich.extend([bread_type, protein_type, mayo, mustard, tomato, lettuce]) for item in sandwich: cost += get_cost(item) how_many_prompt = 'How many sandwiches would you like?\n' how_many = ip.inputInt(min=1, prompt=how_many_prompt) print('\nFinal cost: ${}'.format(round(cost * how_many * 1.06, 2))) sandwich_builder()
|
Logical Error Analysis: Error Type: VARIABLE_SHADOWING Issue: Variable "lettuce" shadows outer scope Severity: LOW Location: Line 53 Explanation: Variable name reused in nested scope - may cause confusion Fix: Use different variable name in nested scope
|
intermediate
|
database
|
logical_errors
|
Pythoncode:Python
| 2
| 0
| 2,334
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n'''\nAustin Richards 2/20/21\n\nsandwich-maker.py uses pyinputplus to validate user input for sandwich preferences\n'''\nimport pyinputplus as ip\n\ndef get_cost(food_name):\n '''gets the cost of items in sandwich_builder'''\n food_dict = {\n 'sourdough':1.75, \n 'rye':2.0, \n 'wheat':1.50, \n 'white':1.25, \n 'chicken':2.0, \n 'turkey':1.50,\n 'ham':2.0,\n 'tofu':1.25,\n 'cheddar':2.0,\n 'swiss':2.5,\n 'mozzarella':2.5,\n 'yes':0.25, # toppings return 'yes' in sandwich_builder(), so I made them all cost 0.25\n 'no':0 # saying no to a topping costs nothing\n }\n\n return food_dict[food_name]\n\ndef sandwich_builder():\n\n print('Enter your sandwich preferences below:\\n')\n\n bread_prompt = 'What bread type would you like? (sourdough, rye, wheat, or white)\\n'\n bread_type = ip.inputChoice(['sourdough', 'rye', 'wheat', 'white'], prompt=bread_prompt)\n\n protein_prompt = 'What type of protein would you like? (chicken, turkey, ham, or tofu)\\n'\n protein_type = ip.inputChoice(['chicken', 'turkey', 'ham', 'tofu'], prompt=protein_prompt)\n\n mayo = ip.inputYesNo(prompt='Would you like mayo?\\n')\n mustard = ip.inputYesNo(prompt='Would you like mustard?\\n')\n tomato = ip.inputYesNo(prompt='Would you like tomato?\\n')\n lettuce = ip.inputYesNo(prompt='Would you like lettuce?\\n')\n \n like_cheese = ip.inputYesNo(prompt='Do you like cheese on your sandwich?\\n')\n\n if like_cheese is 'yes':\n cheese_prompt = 'What kind of cheese would you like? (cheddar, swiss, mozzarella)\\n'\n cheese_type = ip.inputChoice(['cheddar', 'swiss', 'mozzarella'], prompt=cheese_prompt)\n\n sandwich = []\n cost = 0\n sandwich.extend([bread_type, protein_type, cheese_type, mayo, mustard, tomato, lettuce])\n \n for lettuce in sandwich:\n cost += get_cost(item)\n\n else:\n sandwich = []\n cost = 0\n sandwich.extend([bread_type, protein_type, mayo, mustard, tomato, lettuce])\n \n for item in sandwich:\n cost += get_cost(item)\n\n\n how_many_prompt = 'How many sandwiches would you like?\\n'\n how_many = ip.inputInt(min=1, prompt=how_many_prompt)\n\n print('\\nFinal cost: ${}'.format(round(cost * how_many * 1.06, 2)))\n\nsandwich_builder()"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: VARIABLE_SHADOWING\n Issue: Variable \"lettuce\" shadows outer scope\n Severity: LOW\n\n Location: Line 53\n\n Explanation: Variable name reused in nested scope - may cause confusion\n Fix: Use different variable name in nested scope"}]
| true
|
logical
|
VARIABLE_SHADOWING
|
LOW
|
0778705078ff1aa67fe1ad3d2a88bc9581c13e09
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- ''' HeaderUpdater class test ======================== ''' import unittest from tests.testutils import print_testtitle, validate_with_fail from builder.commands.scode import SCode, SCmd from builder.containers.chapter import Chapter from builder.containers.episode import Episode from builder.containers.scene import Scene from builder.containers.story import Story from builder.core import headerupdater as hd class HeaderUpdaterTest(unittest.TestCase): @classmethod def setUpClass(cls): print_testtitle(hd.__name__, 'HeaderUpdater class') def test_instance(self): tmp = hd.HeaderUpdater() self.assertIsInstance(tmp, hd.HeaderUpdater) def test_title_of(self): data = [ # (src, expect, exp_opt) (True, Story('test',), ('test',), 1), ] def checker(src, expect, exp_opt): tmp = hd.HeaderUpdater()._title_of(src) self.assertIsInstance(tmp, SCode) self.assertEqual(tmp.cmd, SCmd.TAG_TITLE) self.assertEqual(tmp.script, expect) self.assertEqual(tmp.option, exp_opt) validate_with_fail(self, 'title_of', checker, data) def test_outline_of(self): data = [ # (src, expect) (True, Story('test',outline='apple'), ('apple',)), ] def checker(src, expect): tmp = hd.HeaderUpdater()._outline_of(src) self.assertIsInstance(tmp, SCode) self.assertEqual(tmp.cmd, SCmd.TAG_COMMENT) self.assertEqual(tmp.script, expect) validate_with_fail(self, 'outline_of', checker, data) def test_end_of(self): data = [ # (src, expect) (True, Chapter('test',), SCmd.END_CHAPTER), ] validate_with_fail(self, 'end_of', lambda src, expect: self.assertEqual( hd.HeaderUpdater()._end_of(src).cmd, expect), data)
|
Code analysis results: 🔴 Errors found: Unterminated string literal at line 2 Block at line 17 has no indented body ⚠️ Warnings: Unexpected indentation at line 20 Unexpected indentation at line 25 Unexpected indentation at line 29 Unexpected indentation at line 30 💡 Suggestions: Add closing quote at line 2 Add docstring to class 'HeaderUpdaterTest' Add docstring to function 'checker'
|
advanced
|
testing
|
debugging
|
Pythoncode:Python
| 7
| 1
| 2,021
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n'''\nHeaderUpdater class test\n========================\n'''\n\nimport unittest\nfrom tests.testutils import print_testtitle, validate_with_fail\nfrom builder.commands.scode import SCode, SCmd\nfrom builder.containers.chapter import Chapter\nfrom builder.containers.episode import Episode\nfrom builder.containers.scene import Scene\nfrom builder.containers.story import Story\nfrom builder.core import headerupdater as hd\n\n\nclass HeaderUpdaterTest(unittest.TestCase):\n\n @classmethod\n def setUpClass(cls):\n print_testtitle(hd.__name__, 'HeaderUpdater class')\n\n def test_instance(self):\n tmp = hd.HeaderUpdater()\n self.assertIsInstance(tmp, hd.HeaderUpdater)\n\n def test_title_of(self):\n data = [\n # (src, expect, exp_opt)\n (True, Story('test',), ('test',), 1),\n ]\n def checker(src, expect, exp_opt):\n tmp = hd.HeaderUpdater()._title_of(src)\n self.assertIsInstance(tmp, SCode)\n self.assertEqual(tmp.cmd, SCmd.TAG_TITLE)\n self.assertEqual(tmp.script, expect)\n self.assertEqual(tmp.option, exp_opt)\n validate_with_fail(self, 'title_of', checker, data)\n\n def test_outline_of(self):\n data = [\n # (src, expect)\n (True, Story('test',outline='apple'), ('apple',)),\n ]\n def checker(src, expect):\n tmp = hd.HeaderUpdater()._outline_of(src)\n self.assertIsInstance(tmp, SCode)\n self.assertEqual(tmp.cmd, SCmd.TAG_COMMENT)\n self.assertEqual(tmp.script, expect)\n validate_with_fail(self, 'outline_of', checker, data)\n\n def test_end_of(self):\n data = [\n # (src, expect)\n (True, Chapter('test',), SCmd.END_CHAPTER),\n ]\n validate_with_fail(self, 'end_of',\n lambda src, expect: self.assertEqual(\n hd.HeaderUpdater()._end_of(src).cmd, expect),\n data)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 2\n Block at line 17 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 20\n Unexpected indentation at line 25\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 2\n Add docstring to class 'HeaderUpdaterTest'\n Add docstring to function 'checker'"}]
| false
| null | null | null |
0778aa1b06b2fda0447a13db0a273ce1b3e6b40f
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: import numpy as np import h5py filename = "test_vlen_datasets_np_bool.h5" rows = [np.array([np.True_, np.False_]), np.array([np.True_, np.True_, np.False_])] f = h5py.File(filename, 'x') # create file, fails if exists vlen_data_type = h5py.special_dtype(vlen=np.bool_) dset = f.create_dataset("vlen_matrix", (2,), compression="gzip", compression_opts=9, fletcher32=True, dtype=vlen_data_type) for r in range(len(rows) - 1): dset[r] = rows[r] f.flush() f.close() f = h5py.File(filename, 'r') dsetr = f["vlen_matrix"] for r in range(dsetr.shape[0]): print(dsetr[r])
|
Logical Error Analysis: Error Type: OFF_BY_ONE Issue: Index or range is off by one Severity: MEDIUM Location: Line 19 Buggy code: for r in range(len(rows) - 1): Should be: for r in range(len(rows)): Explanation: Classic off-by-one error - will cause wrong iteration or index access Fix: Check loop bounds and array indices carefully
|
intermediate
|
testing
|
logical_errors
|
Pythoncode:Python
| 0
| 0
| 686
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nimport numpy as np\nimport h5py\n\nfilename = \"test_vlen_datasets_np_bool.h5\"\n\nrows = [np.array([np.True_, np.False_]),\n np.array([np.True_, np.True_, np.False_])]\n\nf = h5py.File(filename, 'x') # create file, fails if exists\n\nvlen_data_type = h5py.special_dtype(vlen=np.bool_)\ndset = f.create_dataset(\"vlen_matrix\", (2,),\n compression=\"gzip\",\n compression_opts=9,\n fletcher32=True,\n dtype=vlen_data_type)\n\n\nfor r in range(len(rows) - 1):\n dset[r] = rows[r]\n\nf.flush()\nf.close()\n\nf = h5py.File(filename, 'r')\ndsetr = f[\"vlen_matrix\"]\n\nfor r in range(dsetr.shape[0]):\n print(dsetr[r])"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: OFF_BY_ONE\n Issue: Index or range is off by one\n Severity: MEDIUM\n\n Location: Line 19\n\n Buggy code:\n for r in range(len(rows) - 1):\n\n Should be:\n for r in range(len(rows)):\n\n Explanation: Classic off-by-one error - will cause wrong iteration or index access\n Fix: Check loop bounds and array indices carefully"}]
| true
|
logical
|
OFF_BY_ONE
|
MEDIUM
|
0778ae783c1f5257a96e5e0972a23c96938e6782
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: import os, time import numpy as np import scipy.signal import scipy.misc import scipy.ndimage.filters import matplotlib.pyplot as plt import PIL from PIL import ImageDraw import angles import cv2 import SimpleITK as sitk def cvShowImage(imDisp, strName, strAnnotation='', textColor=(0, 0, 255), resizeAmount=None): if resizeAmount is not None: imDisp = cv2.resize(imDisp.copy(), None, fx=resizeAmount, fy=resizeAmount) imDisp = cv2.cvtColor(imDisp, cv2.COLOR_GRAY2RGB) if len(strAnnotation) > 0: cv2.putText(imDisp, strAnnotation, (10, 20), cv2.FONT_HERSHEY_PLAIN, 2.0, textColor, thickness=2) cv2.imshow(strName, imDisp) def cvShowColorImage(imDisp, strName, strAnnotation='', textColor=(0, 0, 255), resizeAmount=None): if resizeAmount is not None: imDisp = cv2.resize(imDisp.copy(), None, fx=resizeAmount, fy=resizeAmount) if len(strAnnotation) > 0: cv2.putText(imDisp, strAnnotation, (10, 20), cv2.FONT_HERSHEY_PLAIN, 2.0, textColor, thickness=2) cv2.imshow(strName, imDisp) def mplotShowImage(imInput): plt.imshow(imInput, cmap=plt.cm.gray) plt.grid(False) plt.xticks(()) plt.yticks(()) def normalizeArray(a): return np.single(0.0 + a - a.min()) / (a.max() - a.min()) def AddTextOnImage(imInput, strText, loc=(2, 2), color=255): imInputPIL = PIL.Image.fromarray(imInput) d = ImageDraw.Draw(imInputPIL) d.text(loc, strText, fill=color) return np.asarray(imInputPIL) def AddTextOnVideo(imVideo, strText, loc=(2, 2)): imVideoOut = np.zeros_like(imVideo) for i in range(imVideo.shape[2]): imVideoOut[:, :, i] = AddTextOnImage(imVideo[:, :, i], strText, loc) return imVideoOut def cvShowVideo(imVideo, strWindowName, waitTime=30, resizeAmount=None): if not isinstance(imVideo, list): imVideo = [imVideo] strWindowName = [strWindowName] # find max number of frames maxFrames = 0 for vid in range(len(imVideo)): if imVideo[vid].shape[-1] > maxFrames: maxFrames = imVideo[vid].shape[2] # display video blnLoop = True fid = 0 while True: for vid in range(len(imVideo)): curVideoFid = fid % imVideo[vid].shape[2] imCur = imVideo[vid][:, :, curVideoFid] # resize image if requested if resizeAmount: imCur = scipy.misc.imresize(imCur, resizeAmount) # show image cvShowImage(imCur, strWindowName[vid], '%d' % (curVideoFid + 1)) # look for "esc" key k = cv2.waitKey(waitTime) & 0xff if blnLoop: if k == 27: break elif k == ord(' '): blnLoop = False else: fid = (fid + 1) % maxFrames else: if k == 27: # escape ... [code truncated] ...
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Block at line 21 has no indented body Block at line 37 has no indented body Block at line 50 has no indented body Block at line 62 has no indented body ⚠️ Warnings: Unexpected indentation at line 21 Unexpected indentation at line 25 Unexpected indentation at line 31 Unexpected indentation at line 37 💡 Suggestions: Complete the expression on the last line Fix indentation to match Python syntax rules
|
advanced
|
api
|
debugging
|
Pythoncode:Python
| 7
| 0
| 3,033
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport os, time\n\nimport numpy as np\n\nimport scipy.signal\nimport scipy.misc\nimport scipy.ndimage.filters\n\nimport matplotlib.pyplot as plt\n\nimport PIL\nfrom PIL import ImageDraw\n\nimport angles\n\nimport cv2\nimport SimpleITK as sitk\n\n\ndef cvShowImage(imDisp, strName, strAnnotation='', textColor=(0, 0, 255),\n resizeAmount=None):\n\n if resizeAmount is not None:\n imDisp = cv2.resize(imDisp.copy(), None, fx=resizeAmount,\n fy=resizeAmount)\n\n imDisp = cv2.cvtColor(imDisp, cv2.COLOR_GRAY2RGB)\n\n if len(strAnnotation) > 0:\n cv2.putText(imDisp, strAnnotation, (10, 20), cv2.FONT_HERSHEY_PLAIN,\n 2.0, textColor, thickness=2)\n\n cv2.imshow(strName, imDisp)\n\n\ndef cvShowColorImage(imDisp, strName, strAnnotation='', textColor=(0, 0, 255),\n resizeAmount=None):\n\n if resizeAmount is not None:\n imDisp = cv2.resize(imDisp.copy(), None, fx=resizeAmount,\n fy=resizeAmount)\n\n if len(strAnnotation) > 0:\n cv2.putText(imDisp, strAnnotation, (10, 20), cv2.FONT_HERSHEY_PLAIN,\n 2.0, textColor, thickness=2)\n\n cv2.imshow(strName, imDisp)\n\n\ndef mplotShowImage(imInput):\n\n plt.imshow(imInput, cmap=plt.cm.gray)\n plt.grid(False)\n plt.xticks(())\n plt.yticks(())\n\n\ndef normalizeArray(a):\n return np.single(0.0 + a - a.min()) / (a.max() - a.min())\n\n\ndef AddTextOnImage(imInput, strText, loc=(2, 2), color=255):\n\n imInputPIL = PIL.Image.fromarray(imInput)\n d = ImageDraw.Draw(imInputPIL)\n d.text(loc, strText, fill=color)\n return np.asarray(imInputPIL)\n\n\ndef AddTextOnVideo(imVideo, strText, loc=(2, 2)):\n\n imVideoOut = np.zeros_like(imVideo)\n\n for i in range(imVideo.shape[2]):\n imVideoOut[:, :, i] = AddTextOnImage(imVideo[:, :, i], strText, loc)\n\n return imVideoOut\n\n\ndef cvShowVideo(imVideo, strWindowName, waitTime=30, resizeAmount=None):\n\n if not isinstance(imVideo, list):\n imVideo = [imVideo]\n strWindowName = [strWindowName]\n\n # find max number of frames\n maxFrames = 0\n\n for vid in range(len(imVideo)):\n\n if imVideo[vid].shape[-1] > maxFrames:\n maxFrames = imVideo[vid].shape[2]\n\n # display video\n blnLoop = True\n fid = 0\n\n while True:\n\n for vid in range(len(imVideo)):\n\n curVideoFid = fid % imVideo[vid].shape[2]\n imCur = imVideo[vid][:, :, curVideoFid]\n\n # resize image if requested\n if resizeAmount:\n imCur = scipy.misc.imresize(imCur, resizeAmount)\n\n # show image\n cvShowImage(imCur, strWindowName[vid], '%d' % (curVideoFid + 1))\n\n # look for \"esc\" key\n k = cv2.waitKey(waitTime) & 0xff\n\n if blnLoop:\n\n if k == 27:\n break\n elif k == ord(' '):\n blnLoop = False\n else:\n fid = (fid + 1) % maxFrames\n\n else:\n\n if k == 27: # escape\n\n \n\n ... [code truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Block at line 21 has no indented body\n Block at line 37 has no indented body\n Block at line 50 has no indented body\n Block at line 62 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 21\n Unexpected indentation at line 25\n Unexpected indentation at line 31\n Unexpected indentation at line 37\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Fix indentation to match Python syntax rules"}]
| false
| null | null | null |
0779ab4524c7785b80eb2c94fee42447c65c7dbc
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from __future__ import absolute_import import re from email.mime.text import MIMEText from smtplib import SMTP from weasyl import define, macro EMAIL_ADDRESS = re.compile(r"^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+\Z") def normalize_address(address): """ Converts an e-mail address to a consistent representation. Returns None if the given address is not considered valid. """ address = address.strip() if not EMAIL_ADDRESS.match(address): return None local, domain = address.split("@", 1) # Complete this line return "%s@%s" % (local, domain.lower()) def send(mailto, subject, content): """Send an e-mail. `mailto` must be a normalized e-mail address to send this e-mail to. The system email will be designated as the sender. """ message = MIMEText(content.strip()) message["To"] = mailto message["From"] = macro.MACRO_EMAIL_ADDRESS message["Subject"] = subject # smtp.sendmail() only converts CR and LF (produced by MIMEText and our templates) to CRLF in Python 3. In Python 2, we need this: msg_crlf = re.sub(r"\r\n|[\r\n]", "\r\n", message.as_string()) smtp = SMTP(define.config_read_setting('host', "localhost", section='smtp')) try: smtp.sendmail( from_addr=macro.MACRO_EMAIL_ADDRESS, to_addrs=[mailto], msg=msg_crlf, ) finally: smtp.quit() define.metric('increment', 'emails')
|
The missing line is:
|
intermediate
|
database
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 0
| 1,441
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom __future__ import absolute_import\n\nimport re\nfrom email.mime.text import MIMEText\nfrom smtplib import SMTP\n\nfrom weasyl import define, macro\n\n\nEMAIL_ADDRESS = re.compile(r\"^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\\.[a-zA-Z0-9-.]+\\Z\")\n\n\ndef normalize_address(address):\n \"\"\"\n Converts an e-mail address to a consistent representation.\n Returns None if the given address is not considered valid.\n \"\"\"\n address = address.strip()\n\n if not EMAIL_ADDRESS.match(address):\n return None\n\n local, domain = address.split(\"@\", 1)\n # Complete this line\n return \"%s@%s\" % (local, domain.lower())\n\n\ndef send(mailto, subject, content):\n \"\"\"Send an e-mail.\n\n `mailto` must be a normalized e-mail address to send this e-mail to. The\n system email will be designated as the sender.\n \"\"\"\n message = MIMEText(content.strip())\n message[\"To\"] = mailto\n message[\"From\"] = macro.MACRO_EMAIL_ADDRESS\n message[\"Subject\"] = subject\n\n # smtp.sendmail() only converts CR and LF (produced by MIMEText and our templates) to CRLF in Python 3. In Python 2, we need this:\n msg_crlf = re.sub(r\"\\r\\n|[\\r\\n]\", \"\\r\\n\", message.as_string())\n\n smtp = SMTP(define.config_read_setting('host', \"localhost\", section='smtp'))\n\n try:\n smtp.sendmail(\n from_addr=macro.MACRO_EMAIL_ADDRESS,\n to_addrs=[mailto],\n msg=msg_crlf,\n )\n finally:\n smtp.quit()\n\n define.metric('increment', 'emails')"}, {"role": "assistant", "content": "The missing line is:"}]
| false
| null | null | null |
077a977fb0ed578109f21b4a8ba0c330e1e23efb
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import pytest from rdflib import Graph, Namespace, Literal from rdflib.namespace import RDF, RDFS from sphinx_probs_rdf.directives import PROBS SYS = Namespace("http://example.org/system/") @pytest.mark.sphinx( 'probs_rdf', testroot='missing',
|
confoverrides={'probs_rdf_system_prefix': str(SYS)}) def test_builder_reports_warning_for_missing_process(app, status, warning): app.builder.build_all() assert "build succeeded" not in status.getvalue() warnings = warning.getvalue().strip() assert 'WARNING: Requested child "http://example.org/system/Missing" of "http://example.org/system/ErrorMissingProcess" is not a Process' in warnings
|
intermediate
|
testing
|
code_completion
|
Pythoncode:Python
| 1
| 0
| 663
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport pytest\n\nfrom rdflib import Graph, Namespace, Literal\nfrom rdflib.namespace import RDF, RDFS\nfrom sphinx_probs_rdf.directives import PROBS\n\nSYS = Namespace(\"http://example.org/system/\")\n\n@pytest.mark.sphinx(\n 'probs_rdf', testroot='missing',"}, {"role": "assistant", "content": "\n confoverrides={'probs_rdf_system_prefix': str(SYS)})\ndef test_builder_reports_warning_for_missing_process(app, status, warning):\n app.builder.build_all()\n\n assert \"build succeeded\" not in status.getvalue()\n warnings = warning.getvalue().strip()\n assert 'WARNING: Requested child \"http://example.org/system/Missing\" of \"http://example.org/system/ErrorMissingProcess\" is not a Process' in warnings"}]
| false
| null | null | null |
077ab159d3a90c5c7c3094919ba408b1a2cadaa4
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: #analysis function for three level game def stat_analysis(c1,c2,c3): #ask question for viewing analysis of game analysis=input('\nDo you want to see your game analysis? (Yes/No) ') if analysis=='Yes': levels=['Level 1','Level 2','Level 3'] #calculating the score of levels l1_score= c1*10 l2_score= c2*10 l3_score= c3*10 level_score=[l1_score,l2_score,l3_score] #plot bar chart plt.bar(levels,level_score,color='blue',edgecolor='black') plt.title('Levelwise Scores',fontsize=16)#add title plt.xlabel('Levels')#set x-axis label plt.ylabel('Scores')#set y-axis label plt.show() print('\nDescriptive Statistics of Scores:') #find mean value print('\nMean: ',statistics.mean(level_score)) #find median value print('\nMediand: ',statistics.median(level_score)) #Mode calculation #create numPy array of values with only one mode arr_val = np.array(level_score) #find unique values in array along with their counts vals, uni_val_counts = np.unique(arr_val, return_counts=True) #find mode mode_value = np.argwhere(counts == np.max(uni_val_counts)) print('\nMode: ',vals[mode_value].flatten().tolist()) #find variance print('\nVariance: ',np.var(level_score)) #find standard deviation print('\nStandard Deviation: ',statistics.stdev(level_score)) print('\nGood Bye.See you later!!!') elif analysis=='No': print('\nGood Bye.See you later!!!') else: print('Invalid value enter') stat_analysis(c1,c2,c3)
|
Code analysis results: 🔴 Errors found: Block at line 5 has no indented body ⚠️ Warnings: Unexpected indentation at line 4 Unexpected indentation at line 5 Unexpected indentation at line 8 Unexpected indentation at line 10 💡 Suggestions: Remove debug print() at line 22 before production Remove debug print() at line 24 before production Remove debug print() at line 27 before production
|
intermediate
|
ui
|
debugging
|
Pythoncode:Python
| 1
| 0
| 1,721
| false
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#analysis function for three level game\ndef stat_analysis(c1,c2,c3):\n #ask question for viewing analysis of game\n analysis=input('\\nDo you want to see your game analysis? (Yes/No) ')\n if analysis=='Yes':\n\n levels=['Level 1','Level 2','Level 3']\n \n #calculating the score of levels\n l1_score= c1*10\n l2_score= c2*10\n l3_score= c3*10\n level_score=[l1_score,l2_score,l3_score]\n\n #plot bar chart \n plt.bar(levels,level_score,color='blue',edgecolor='black')\n plt.title('Levelwise Scores',fontsize=16)#add title\n plt.xlabel('Levels')#set x-axis label\n plt.ylabel('Scores')#set y-axis label\n plt.show()\n\n print('\\nDescriptive Statistics of Scores:')\n #find mean value\n print('\\nMean: ',statistics.mean(level_score))\n\n #find median value\n print('\\nMediand: ',statistics.median(level_score))\n\n #Mode calculation\n\n #create numPy array of values with only one mode\n arr_val = np.array(level_score)\n\n #find unique values in array along with their counts\n vals, uni_val_counts = np.unique(arr_val, return_counts=True)\n\n #find mode\n mode_value = np.argwhere(counts == np.max(uni_val_counts))\n\n print('\\nMode: ',vals[mode_value].flatten().tolist())\n\n #find variance\n print('\\nVariance: ',np.var(level_score))\n\n #find standard deviation\n print('\\nStandard Deviation: ',statistics.stdev(level_score))\n print('\\nGood Bye.See you later!!!')\n \n elif analysis=='No':\n print('\\nGood Bye.See you later!!!')\n \n else:\n print('Invalid value enter')\n stat_analysis(c1,c2,c3)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 5 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 4\n Unexpected indentation at line 5\n Unexpected indentation at line 8\n Unexpected indentation at line 10\n\n\ud83d\udca1 Suggestions:\n Remove debug print() at line 22 before production\n Remove debug print() at line 24 before production\n Remove debug print() at line 27 before production"}]
| false
| null | null | null |
077afe0d8f015a761ad56ef674705600c184e8fe
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: notice = """ Cone Demo ----------------------------------- | Copyright 2022 by Joel C. Alcarez | | [joelalcarez1975@gmail.com] | |-----------------------------------| | We make absolutely no warranty | | of any kind, expressed or implied | |-----------------------------------| | This graphics library outputs | | to a bitmap file. | ----------------------------------- """ from Python_BMP.BITMAPlib import( newBMP, centercoord, plot3Dsolid, getRGBfactors, rotvec3D, conevertandsurface, saveBMP ) import subprocess as proc from os import path def main(): print(notice) imgedt = 'mspaint' # replace with another editor if Unix rootdir = path.dirname(__file__) # get path of this script mx = my = 250 # x=y square bmp file = 'HelloCone.bmp' # some random file name as string bmp = newBMP(mx, my, 24) # RGB bmp cenpt = centercoord(bmp) # helper method to get center of a bitmap cf = getRGBfactors() # color info with presets d, translationvector = 400, [0, 0, 200] # be careful with these variables or object goes offscreen isSolid = True # toggle solid or outline showoutline = False # can show outline even if solid cf = getRGBfactors() # color list color = cf['brightyellow'] # color of solid outlinecolor = 0 # outline color rotation = rotvec3D(25,240,70) # rotation vector (x,y,z) in degrees vcen = (1,0,0) # x y z coords r = 40 # radius of cone zlen = 40 # height of cone deganglestep = 5 # how finely we tile flat surfaces around the cone obj3D = conevertandsurface(vcen, r, zlen, deganglestep)# A solid is defined by vertices and surfaces plot3Dsolid(bmp, obj3D, isSolid, color, showoutline, outlinecolor, rotation, translationvector, d, cenpt) saveBMP(file, bmp) # save file print('Saved to %s in %s\nAll done close %s to finish' % \ (file, rootdir, imgedt)) ret = proc.call([imgedt, file]) if __name__=="__main__": main()
|
Code analysis results: 🔴 Errors found: Unterminated string literal at line 1 ⚠️ Warnings: Unexpected indentation at line 2 Unexpected indentation at line 3 Unexpected indentation at line 12 Unexpected indentation at line 15 💡 Suggestions: Add closing quote at line 1 Add docstring to function 'main' Function 'main' is too long (24 statements) - consider splitting
|
intermediate
|
machine_learning
|
debugging
|
Pythoncode:Python
| 1
| 0
| 2,246
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nnotice = \"\"\"\r\n Cone Demo\r\n -----------------------------------\r\n| Copyright 2022 by Joel C. Alcarez |\r\n| [joelalcarez1975@gmail.com] |\r\n|-----------------------------------|\r\n| We make absolutely no warranty |\r\n| of any kind, expressed or implied |\r\n|-----------------------------------|\r\n| This graphics library outputs |\r\n| to a bitmap file. |\r\n -----------------------------------\r\n\"\"\"\r\nfrom Python_BMP.BITMAPlib import(\r\n newBMP,\r\n centercoord,\r\n plot3Dsolid,\r\n getRGBfactors,\r\n rotvec3D,\r\n conevertandsurface,\r\n saveBMP\r\n )\r\n\r\nimport subprocess as proc\r\nfrom os import path\r\n\r\ndef main():\r\n print(notice)\r\n imgedt = 'mspaint' # replace with another editor if Unix\r\n rootdir = path.dirname(__file__) # get path of this script\r\n mx = my = 250 # x=y square bmp\r\n file = 'HelloCone.bmp' # some random file name as string\r\n bmp = newBMP(mx, my, 24) # RGB bmp\r\n cenpt = centercoord(bmp) # helper method to get center of a bitmap\r\n cf = getRGBfactors() # color info with presets\r\n d, translationvector = 400, [0, 0, 200] # be careful with these variables or object goes offscreen\r\n isSolid = True # toggle solid or outline\r\n showoutline = False # can show outline even if solid\r\n cf = getRGBfactors() # color list\r\n color = cf['brightyellow'] # color of solid\r\n outlinecolor = 0 # outline color\r\n rotation = rotvec3D(25,240,70) # rotation vector (x,y,z) in degrees\r\n vcen = (1,0,0) # x y z coords\r\n r = 40 # radius of cone\r\n zlen = 40 # height of cone\r\n deganglestep = 5 # how finely we tile flat surfaces around the cone\r\n obj3D = conevertandsurface(vcen, r, zlen, deganglestep)# A solid is defined by vertices and surfaces\r\n plot3Dsolid(bmp, obj3D, isSolid, color,\r\n showoutline, outlinecolor,\r\n rotation, translationvector, d, cenpt)\r\n saveBMP(file, bmp) # save file\r\n print('Saved to %s in %s\\nAll done close %s to finish' % \\\r\n (file, rootdir, imgedt))\r\n ret = proc.call([imgedt, file])\r\n\r\nif __name__==\"__main__\":\r\n main()"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 1\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 2\n Unexpected indentation at line 3\n Unexpected indentation at line 12\n Unexpected indentation at line 15\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 1\n Add docstring to function 'main'\n Function 'main' is too long (24 statements) - consider splitting"}]
| false
| null | null | null |
077b64f9f341be6f03c89ac88afd5ce1383da321
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: """ Plot a training curve for the 6D data simulator of CT* """ import numpy as np import matplotlib.pyplot as plt from sklearn.preprocessing import StandardScaler from sklearn.gaussian_process import GaussianProcessRegressor from sklearn.gaussian_process.kernels import RBF, WhiteKernel, Matern from sklearn.metrics import mean_squared_error from sklearn.pipeline import Pipeline import sys sys.path.append(r'/home/andrewkirby72/phd_work/data_synthesis') from GP_machine_learning.GP_machine_learning_functions import * from regular_array_sampling.functions import regular_array_monte_carlo # create array to store results for plotting rmse = np.ones((25, 2)) noise = 0.01 # create array of sampled regular array layouts #cand_points = regular_array_monte_carlo(10000) # create testing points X_test, y_test = create_testing_points_regular(noise) n = 0 n_target = 0 n_train = 0 while n_train < 200: n_target = 100 +100*n # create training points X_train, y_train, n_train = \ create_training_points_irregular(n_target, noise) # fit GP regression and calculate rmse # Complete this line + WhiteKernel(noise_level=1e-5, noise_level_bounds=[1e-10, 1]) pipe = Pipeline([('scaler', StandardScaler()), ('gp', GaussianProcessRegressor(kernel=kernel, n_restarts_optimizer=20))]) pipe.fit(X_train, y_train) y_predict = pipe.predict(X_test) mse = mean_squared_error(y_test, y_predict) # report rmse print(n_train, np.sqrt(mse)) rmse[n, 0] = n_train rmse[n, 1] = np.sqrt(mse) n += 1 plt.scatter(rmse[:, 0], rmse[:, 1]) plt.yscale('log') plt.ylim([1e-3, 1e-1]) plt.xlim([0, 200]) plt.title('Training curve RBF - 6D 1% noise - irregular array training - max change halved') plt.ylabel('RMSE') plt.xlabel('Training points') plt.savefig('analysis/GP_machine_learning_plots/\ gp_training_curve_RBF_irregular_training_maxchangehalved_regular_testing.png')
|
The missing line is: kernel = 1.0 ** 2 * RBF(length_scale=[1., 1., 1., 1., 1., 1.]) \
|
intermediate
|
testing
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 0
| 2,001
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n\"\"\" Plot a training curve for the 6D data simulator of CT*\n\"\"\"\n\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.gaussian_process import GaussianProcessRegressor\nfrom sklearn.gaussian_process.kernels import RBF, WhiteKernel, Matern\nfrom sklearn.metrics import mean_squared_error\nfrom sklearn.pipeline import Pipeline\nimport sys\nsys.path.append(r'/home/andrewkirby72/phd_work/data_synthesis')\nfrom GP_machine_learning.GP_machine_learning_functions import *\nfrom regular_array_sampling.functions import regular_array_monte_carlo\n\n# create array to store results for plotting\nrmse = np.ones((25, 2))\nnoise = 0.01\n# create array of sampled regular array layouts\n#cand_points = regular_array_monte_carlo(10000)\n# create testing points\nX_test, y_test = create_testing_points_regular(noise)\n\nn = 0\nn_target = 0\nn_train = 0\nwhile n_train < 200:\n n_target = 100 +100*n\n\n # create training points\n X_train, y_train, n_train = \\\n create_training_points_irregular(n_target, noise)\n\n # fit GP regression and calculate rmse\n # Complete this line\n + WhiteKernel(noise_level=1e-5, noise_level_bounds=[1e-10, 1])\n pipe = Pipeline([('scaler', StandardScaler()),\n ('gp', GaussianProcessRegressor(kernel=kernel,\n n_restarts_optimizer=20))])\n pipe.fit(X_train, y_train)\n y_predict = pipe.predict(X_test)\n mse = mean_squared_error(y_test, y_predict)\n # report rmse\n print(n_train, np.sqrt(mse))\n rmse[n, 0] = n_train\n rmse[n, 1] = np.sqrt(mse)\n n += 1\n\nplt.scatter(rmse[:, 0], rmse[:, 1])\nplt.yscale('log')\nplt.ylim([1e-3, 1e-1])\nplt.xlim([0, 200])\nplt.title('Training curve RBF - 6D 1% noise - irregular array training - max change halved')\nplt.ylabel('RMSE')\nplt.xlabel('Training points')\nplt.savefig('analysis/GP_machine_learning_plots/\\\ngp_training_curve_RBF_irregular_training_maxchangehalved_regular_testing.png')"}, {"role": "assistant", "content": "The missing line is:\n kernel = 1.0 ** 2 * RBF(length_scale=[1., 1., 1., 1., 1., 1.]) \\"}]
| false
| null | null | null |
077c2964f05f1e340c5f354633e006236a1d9021
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import sqlite3 import subprocess, datetime from flask import Flask, request, session, g, redirect, url_for, \ def connect_db(): return sqlite3.connect(app.config['DATABASE']) def init_db(): """Initializes the sqlite3 database. This function must be imported and executed from the Python interpreter before the application is first run.""" with closing(connect_db()) as db: with app.open_resource('schema.sql', mode='r') as f: db.cursor().executescript(f.read()) db.commit() # Auto-open and close DB when serving requests @app.before_request def before_request(): g.db = connect_db() @app.teardown_request def teardown_request(exception): db = getattr(g, 'db', None) if db is not None: db.close() @app.route('/', methods=['GET', 'POST']) def welcome_page(): if 'username' in session and session['username']: return redirect(url_for('submit_page')) error = None if request.method == 'POST': # someone's logging in if not request.form['username'] in app.config['USERNAMES']: error = 'username' elif request.form['password'] != app.config['PASSWORD']: error = 'password' else: # successful login session['username'] = request.form['username'] flash('Hi ' + session['username'] + '!') return redirect(url_for('submit_page')) return render_template('welcome_page.html', commands=command_history(), error=error, last_record=last_record()) @app.route('/submit', methods=['GET', 'POST']) def submit_page(): error = None if not session.get('username'): abort(401) if request.method == 'POST': # command is being issued to AC user_mode = request.form['mode'] user_temperature = request.form['temperature'] validation_codes = validate_AC_command(user_mode, user_temperature) if (validation_codes['mode_error'] or validation_codes['temperature_error']): error=validation_codes else: subprocess.call(['/usr/bin/irsend','SEND_ONCE', 'lgac', validation_codes['command']]) g.db.execute('insert into commands (command, ts, user) values (?, ?, ?)', [validation_codes['command'], datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"), session['username']]) g.db.commit() flash('Command submitted') return render_template('submit_page.html', commands=command_history(), error=error, last_record=last_record()) @app.route('/logout') def logout(): session.pop('logged_in', None) flash('You were logged out') return redirect(url_for('welcome_page')) ... [3 more functiondefs truncated] ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 8 • Invalid syntax at line 4: from flask import Flask, request, session, g, redirect, url_for, \ def connect_db(): Fixes: • Complete the expression on the last line • Add closing quote at line 8 • Review syntax near the error location
|
advanced
|
api
|
syntax_repair
|
Pythoncode:Python
| 7
| 0
| 2,881
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport sqlite3\nimport subprocess, datetime\nfrom flask import Flask, request, session, g, redirect, url_for, \\\ndef connect_db():\n return sqlite3.connect(app.config['DATABASE'])\n\ndef init_db():\n \"\"\"Initializes the sqlite3 database. This function must be imported and\n executed from the Python interpreter before the application is first run.\"\"\"\n with closing(connect_db()) as db:\n with app.open_resource('schema.sql', mode='r') as f:\n db.cursor().executescript(f.read())\n db.commit()\n\n# Auto-open and close DB when serving requests\n@app.before_request\ndef before_request():\n g.db = connect_db()\n \n@app.teardown_request\ndef teardown_request(exception):\n db = getattr(g, 'db', None)\n if db is not None:\n db.close()\n \n@app.route('/', methods=['GET', 'POST'])\ndef welcome_page():\n if 'username' in session and session['username']:\n return redirect(url_for('submit_page'))\n error = None\n if request.method == 'POST': # someone's logging in\n if not request.form['username'] in app.config['USERNAMES']:\n error = 'username'\n elif request.form['password'] != app.config['PASSWORD']:\n error = 'password'\n else: # successful login\n session['username'] = request.form['username']\n flash('Hi ' + session['username'] + '!')\n return redirect(url_for('submit_page'))\n return render_template('welcome_page.html', commands=command_history(),\n error=error, last_record=last_record())\n\n@app.route('/submit', methods=['GET', 'POST'])\ndef submit_page():\n error = None\n if not session.get('username'):\n abort(401)\n if request.method == 'POST': # command is being issued to AC\n user_mode = request.form['mode']\n user_temperature = request.form['temperature']\n validation_codes = validate_AC_command(user_mode, user_temperature)\n if (validation_codes['mode_error'] or\n validation_codes['temperature_error']):\n error=validation_codes\n else:\n subprocess.call(['/usr/bin/irsend','SEND_ONCE', 'lgac',\n validation_codes['command']])\n g.db.execute('insert into commands (command, ts, user) values (?, ?, ?)',\n [validation_codes['command'],\n datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"),\n session['username']])\n g.db.commit()\n flash('Command submitted')\n return render_template('submit_page.html', commands=command_history(),\n error=error, last_record=last_record())\n\n@app.route('/logout')\ndef logout():\n session.pop('logged_in', None)\n flash('You were logged out')\n return redirect(url_for('welcome_page'))\n \n\n ... [3 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 8\n \u2022 Invalid syntax at line 4: from flask import Flask, request, session, g, redirect, url_for, \\\ndef connect_db():\n\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 8\n \u2022 Review syntax near the error location"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
077cc03c99f16d778bcf96bc07a8e66081bca025
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: """Helper functions to tests.""" import numpy as np def norm(vs: np.array) -> float: """Compute the norm of a vector.""" return np.sqrt(np.dot(vs, vs)) def create_random_matrix(size: int) -> np.array: """Create a numpy random matrix.""" return np.random.normal(size=size ** 2).reshape(size, size) def create_symmetic_matrix(size: int) -> np.array: """Create a numpy symmetric matrix.""" xs = create_random_matrix(size) return xs + xs.T def check_eigenpairs( matrix: np.ndarray, eigenvalues: np.ndarray, eigenvectors: np.ndarray) -> bool: """Check that the eigenvalue equation holds.""" for i, value in enumerate(eigenvalues): residue = np.dot( matrix, eigenvectors[:, i]) - value * eigenvectors[:, i] assert norm(residue) < 1e-8
|
Code Review: ⚠️ Code quality: Unexpected indentation at line 8 Unexpected indentation at line 13 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 26 Unexpected indentation at line 28 Unexpected indentation at line 29
|
intermediate
|
testing
|
code_review
|
Pythoncode:Python
| 4
| 0
| 818
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n\"\"\"Helper functions to tests.\"\"\"\n\nimport numpy as np\n\n\ndef norm(vs: np.array) -> float:\n \"\"\"Compute the norm of a vector.\"\"\"\n return np.sqrt(np.dot(vs, vs))\n\n\ndef create_random_matrix(size: int) -> np.array:\n \"\"\"Create a numpy random matrix.\"\"\"\n return np.random.normal(size=size ** 2).reshape(size, size)\n\n\ndef create_symmetic_matrix(size: int) -> np.array:\n \"\"\"Create a numpy symmetric matrix.\"\"\"\n xs = create_random_matrix(size)\n return xs + xs.T\n\n\ndef check_eigenpairs(\n matrix: np.ndarray, eigenvalues: np.ndarray,\n eigenvectors: np.ndarray) -> bool:\n \"\"\"Check that the eigenvalue equation holds.\"\"\"\n for i, value in enumerate(eigenvalues):\n residue = np.dot(\n matrix, eigenvectors[:, i]) - value * eigenvectors[:, i]\n assert norm(residue) < 1e-8"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 8\n Unexpected indentation at line 13\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 26\n Unexpected indentation at line 28\n Unexpected indentation at line 29"}]
| false
| null | null | null |
077cca840f68935d92c69072c7307ddde041c399
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from typing import List class Solution: def findRepeatNumber(self, nums: List[int]) -> int: # solution one: 哈希表 n = len(nums) flag = [False for i in range(n)] for i in range(n): if flag[nums[i]] == False: flag[nums[i]] = True else: return nums[i] return -1 # solution two: 排序 nums.sort( pre = nums[0] for i in range(1, len(nums)): if pre == nums[i]: return nums[i] else: pre = nums[i] return -1 # solution three: 两个萝卜一个坑 n = len(nums) for i in range(n): if nums[i] == i: continue # 有重复 elif nums[nums[i]] == nums[i]: return nums[i] # 交换 else: nums[nums[i]], nums[i] = nums[i], nums[nums[i]] return -1 if __name__ == "__main__": nums = [2, 3, 1, 0, 2, 5, 3] print(Solution().findRepeatNumber(nums))
|
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 16 - expected ')' • SyntaxError: '(' was never closed at line 16 Fixes: • Add closing ')' bracket • Review code syntax
|
advanced
|
machine_learning
|
syntax_repair
|
Pythoncode:Python
| 1
| 1
| 1,045
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom typing import List\n\nclass Solution:\n def findRepeatNumber(self, nums: List[int]) -> int:\n # solution one: \u54c8\u5e0c\u8868\n n = len(nums)\n flag = [False for i in range(n)]\n for i in range(n):\n if flag[nums[i]] == False:\n flag[nums[i]] = True\n else:\n return nums[i]\n return -1\n\n # solution two: \u6392\u5e8f\n nums.sort(\n pre = nums[0]\n for i in range(1, len(nums)):\n if pre == nums[i]:\n return nums[i]\n else:\n pre = nums[i]\n return -1\n\n # solution three: \u4e24\u4e2a\u841d\u535c\u4e00\u4e2a\u5751\n n = len(nums)\n for i in range(n):\n if nums[i] == i:\n continue\n # \u6709\u91cd\u590d\n elif nums[nums[i]] == nums[i]:\n return nums[i]\n # \u4ea4\u6362\n else:\n nums[nums[i]], nums[i] = nums[i], nums[nums[i]]\n return -1\n\nif __name__ == \"__main__\":\n nums = [2, 3, 1, 0, 2, 5, 3]\n print(Solution().findRepeatNumber(nums))"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 16 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 16\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
077e6b7b62074f7defc4bfc023b3cef03e6c40c9
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: import numpy as np import matplotlib.pyplot as plt from sklearn.model_selection import train_test_split from gwu_nn.gwu_network import GWUNetwork from gwu_nn.layers import Dense from gwu_nn.activation_layers import Sigmoid np.random.seed(8) num_obs = 8000 # Create our features to draw from two distinct 2D normal distributions x1 = np.random.multivariate_normal([0, 0], [[1, .75],[.75, 1]], num_obs) x2 = np.random.multivariate_normal([3, 8], [[1, .25],[.25, 1]], num_obs) # Stack our inputs into one feature space X = np.vstack((x1, x2)) print(X.shape) y = np.hstack((np.zeros(num_obs), np.ones(num_obs))) print(y.shape) # colors = ['red'] * num_obs + ['blue'] * num_obs # plt.figure(figsize=(12,8)) # plt.scatter(X[:, 0], X[:, 1], c = colors, alpha = 0.5) # Lets randomly split things into training and testing sets so we don't cheat X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42) # Create our model network = GWUNetwork() network.add(Dense(2, 1, True, 'sigmoid')) network.add(Sigmoid()) #network.set_loss('mse') network.compile('log_loss', 0.001) network.fit(X_train, y_train, epochs=100) from scipy.special import logit colors = ['red'] * num_obs + ['blue'] * num_obs plt.figure(figsize=(12, 8)) plt.scatter(X[:, 0], X[:, 1], c=colors, alpha=0.5) # Range of our X values start_x1 = -5 end_x1 = 7 weights = network.layers[0].weights.reshape(-1).tolist() bias = network.layers[0].bias[0][0] start_y = (bias + start_x1 * weights[0] - logit(0.5)) / - weights[1] end_y = (bias + end_x1 * weights[0] - logit(0.5)) / -weights[1] plt.plot([start_x1, end_x1], [start_y, end_y], color='grey')
|
This code demonstrates Pythoncode:Python programming.
|
intermediate
|
testing
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 1,702
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nfrom sklearn.model_selection import train_test_split\r\nfrom gwu_nn.gwu_network import GWUNetwork\r\nfrom gwu_nn.layers import Dense\r\nfrom gwu_nn.activation_layers import Sigmoid\r\n\r\nnp.random.seed(8)\r\nnum_obs = 8000\r\n\r\n# Create our features to draw from two distinct 2D normal distributions\r\nx1 = np.random.multivariate_normal([0, 0], [[1, .75],[.75, 1]], num_obs)\r\nx2 = np.random.multivariate_normal([3, 8], [[1, .25],[.25, 1]], num_obs)\r\n\r\n# Stack our inputs into one feature space\r\nX = np.vstack((x1, x2))\r\nprint(X.shape)\r\n\r\ny = np.hstack((np.zeros(num_obs), np.ones(num_obs)))\r\nprint(y.shape)\r\n\r\n\r\n# colors = ['red'] * num_obs + ['blue'] * num_obs\r\n# plt.figure(figsize=(12,8))\r\n# plt.scatter(X[:, 0], X[:, 1], c = colors, alpha = 0.5)\r\n\r\n# Lets randomly split things into training and testing sets so we don't cheat\r\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)\r\n\r\n# Create our model\r\nnetwork = GWUNetwork()\r\nnetwork.add(Dense(2, 1, True, 'sigmoid'))\r\nnetwork.add(Sigmoid())\r\n#network.set_loss('mse')\r\nnetwork.compile('log_loss', 0.001)\r\nnetwork.fit(X_train, y_train, epochs=100)\r\n\r\n\r\n\r\n\r\nfrom scipy.special import logit\r\n\r\ncolors = ['red'] * num_obs + ['blue'] * num_obs\r\nplt.figure(figsize=(12, 8))\r\nplt.scatter(X[:, 0], X[:, 1], c=colors, alpha=0.5)\r\n\r\n# Range of our X values\r\nstart_x1 = -5\r\nend_x1 = 7\r\n\r\nweights = network.layers[0].weights.reshape(-1).tolist()\r\nbias = network.layers[0].bias[0][0]\r\nstart_y = (bias + start_x1 * weights[0] - logit(0.5)) / - weights[1]\r\nend_y = (bias + end_x1 * weights[0] - logit(0.5)) / -weights[1]\r\nplt.plot([start_x1, end_x1], [start_y, end_y], color='grey')"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
07800b91cf15e2b3fdf48ab87571db57cf0566dc
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: import itertools as it import numpy as np import mdtraj as md from progressbar import ProgressBar from scattering.utils.utils import get_dt from scattering.utils.constants import get_form_factor ... [2 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 12: ... [2 more functiondefs truncated] ... ✨ Improvements: Complete the expression on the last line Review syntax near the error location
|
intermediate
|
database
|
code_review
|
Pythoncode:Python
| 0
| 0
| 246
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport itertools as it\n\nimport numpy as np\nimport mdtraj as md\nfrom progressbar import ProgressBar\n\nfrom scattering.utils.utils import get_dt\nfrom scattering.utils.constants import get_form_factor\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 Invalid syntax at line 12: ... [2 more functiondefs truncated] ...\n\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
07806fd3652fda3f2cbc32b699b1c68679d17f6c
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- # nn_benchmark # author - Quentin Ducasse # https://github.com/QDucasse # quentin.ducasse@ensta-bretagne.org from __future__ import absolute_import __all__ = ["lenet","lenet5","quant_lenet5", "quant_cnv", "quant_tfc", "mobilenetv1","quant_mobilenetv1", "vggnet", "quant_vggnet",
|
Syntax Analysis: Syntax Errors Found: • Unclosed '[' at line 10 - expected ']' • SyntaxError: '[' was never closed at line 10 Fixes: • Add closing ']' bracket • Review code syntax
|
intermediate
|
api
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 340
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n# nn_benchmark\n# author - Quentin Ducasse\n# https://github.com/QDucasse\n# quentin.ducasse@ensta-bretagne.org\n\nfrom __future__ import absolute_import\n\n__all__ = [\"lenet\",\"lenet5\",\"quant_lenet5\",\n \"quant_cnv\", \"quant_tfc\",\n \"mobilenetv1\",\"quant_mobilenetv1\",\n \"vggnet\", \"quant_vggnet\","}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '[' at line 10 - expected ']'\n \u2022 SyntaxError: '[' was never closed at line 10\n\n Fixes:\n \u2022 Add closing ']' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
07807421fe3926d24423bc71ab071f0fe56cfec8
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: #pylint:disable=no-member import cv2 as cv import numpy as np img = cv.imread('/Users/webileapp/Desktop/niharika_files/projects/opencv_course_master/Resources/Photos/cats.jpg') cv.imshow('Cats', img) # blank = np.zeros(img.shape[:2, dtype='uint8') cv.imshow('Blank', blank) gray = cv.cvtColor(img, cv.COLOR_BGR2GRAY) cv.imshow('Gray', gray) # blur = cv.GaussianBlur(gray, (5,5), cv.BORDER_DEFAULT) cv.imshow('Blur', blur) canny = cv.Canny(blur, 125, 175) cv.imshow('Canny Edges', canny) # ret, thresh = cv.threshold(gray, 125, 255, cv.THRESH_BINARY) cv.imshow('Thresh', thresh) # contours, hierarchies = cv.findContours(canny, cv.RETR_LIST, cv.CHAIN_APPROX_SIMPLE) print(f'{len(contours)} contour(s) found!') # cv.drawContours(blank, contours, -1, (200,120,100), 1) cv.imshow('Contours Drawn', blank) cv.waitKey(0)
|
Syntax Analysis: Syntax Errors Found: • Unmatched closing bracket ')' at line 9 • Unclosed '(' at line 9 - expected ')' • Unclosed '[' at line 9 - expected ']' Fixes: • Add closing ')' bracket • Add closing ']' bracket • Check opening and closing brackets
|
intermediate
|
ui
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 819
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#pylint:disable=no-member\n\nimport cv2 as cv\nimport numpy as np\n\nimg = cv.imread('/Users/webileapp/Desktop/niharika_files/projects/opencv_course_master/Resources/Photos/cats.jpg')\ncv.imshow('Cats', img)\n#\nblank = np.zeros(img.shape[:2, dtype='uint8')\ncv.imshow('Blank', blank)\n\ngray = cv.cvtColor(img, cv.COLOR_BGR2GRAY)\ncv.imshow('Gray', gray)\n#\nblur = cv.GaussianBlur(gray, (5,5), cv.BORDER_DEFAULT)\ncv.imshow('Blur', blur)\n\ncanny = cv.Canny(blur, 125, 175)\ncv.imshow('Canny Edges', canny)\n#\nret, thresh = cv.threshold(gray, 125, 255, cv.THRESH_BINARY)\ncv.imshow('Thresh', thresh)\n#\ncontours, hierarchies = cv.findContours(canny, cv.RETR_LIST, cv.CHAIN_APPROX_SIMPLE)\nprint(f'{len(contours)} contour(s) found!')\n#\ncv.drawContours(blank, contours, -1, (200,120,100), 1)\ncv.imshow('Contours Drawn', blank)\n\ncv.waitKey(0)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unmatched closing bracket ')' at line 9\n \u2022 Unclosed '(' at line 9 - expected ')'\n \u2022 Unclosed '[' at line 9 - expected ']'\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Add closing ']' bracket\n \u2022 Check opening and closing brackets"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
078077ca30c799c1dd1930850adac76494c46916
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # Copyright (c) 2022, Juve and contributors # For license information, please see license.txt # import frappe from frappe.model.document import Document class Practitioner(Document): def before_save(self): self.practitioner_full_name = f'{self.first_name} {self.second_name or ""}'
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
database
|
refactoring
|
Pythoncode:Python
| 1
| 1
| 287
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright (c) 2022, Juve and contributors\n# For license information, please see license.txt\n\n# import frappe\nfrom frappe.model.document import Document\n\nclass Practitioner(Document):\n\tdef before_save(self):\n\t\tself.practitioner_full_name = f'{self.first_name} {self.second_name or \"\"}'"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0780e5ec41de515a271f19ff0412527f1e12bd8f
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import sys from os import path import urllib; from urllib.request import urlretrieve from subprocess import call def install_hooks(directory): checkstyleUrl = 'https://github.com/checkstyle/checkstyle/releases/download/checkstyle-8.36.1/checkstyle-8.36.1-all.jar' preCommitUrl = 'https://gist.githubusercontent.com/EdotJ/d512826d5b4fd3e6cdc285b9236511b2/raw/43e5087ed173fd03aab640b0b3db22f11319c623/pre-commit' checkstyleName = checkstyleUrl.split('/')[len(checkstyleUrl.split('/')) - 1] basePath = path.abspath(directory) print("Downloading checkstyle to %s..." % basePath + "/.git/hooks/" + checkstyleName) urlretrieve(checkstyleUrl, basePath + "/.git/hooks/" + checkstyleName) print("Downloading pre-commit script to %s" % basePath + "/.git/hooks/pre-commit") urlretrieve(preCommitUrl, basePath + "/.git/hooks/pre-commit") with open(basePath + '/.git/config', 'a+') as gitConfig: if ("[checkstyle]" not in gitConfig.read()): print("Adding git configurations to .git/config") gitConfig.write("[checkstyle]\n") gitConfig.write("jar = %s\n" % (basePath + "/.git/hooks/" + checkstyleName)) gitConfig.write("checkfile = %s\n" % (basePath + "/checkstyle_config.xml")) print("Changing permissions for pre-commit. Has to run as root, enter password plz") call(["sudo", "chmod", "+x", (basePath + "/.git/hooks/pre-commit")]
|
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 22 - expected ')' • SyntaxError: '(' was never closed at line 22 Fixes: • Add closing ')' bracket • Review code syntax
|
intermediate
|
api
|
syntax_repair
|
Pythoncode:Python
| 1
| 0
| 1,418
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport sys\nfrom os import path\nimport urllib; from urllib.request import urlretrieve\nfrom subprocess import call\n\ndef install_hooks(directory):\n checkstyleUrl = 'https://github.com/checkstyle/checkstyle/releases/download/checkstyle-8.36.1/checkstyle-8.36.1-all.jar'\n preCommitUrl = 'https://gist.githubusercontent.com/EdotJ/d512826d5b4fd3e6cdc285b9236511b2/raw/43e5087ed173fd03aab640b0b3db22f11319c623/pre-commit'\n checkstyleName = checkstyleUrl.split('/')[len(checkstyleUrl.split('/')) - 1]\n basePath = path.abspath(directory)\n print(\"Downloading checkstyle to %s...\" % basePath + \"/.git/hooks/\" + checkstyleName)\n urlretrieve(checkstyleUrl, basePath + \"/.git/hooks/\" + checkstyleName)\n print(\"Downloading pre-commit script to %s\" % basePath + \"/.git/hooks/pre-commit\")\n urlretrieve(preCommitUrl, basePath + \"/.git/hooks/pre-commit\")\n with open(basePath + '/.git/config', 'a+') as gitConfig:\n if (\"[checkstyle]\" not in gitConfig.read()):\n print(\"Adding git configurations to .git/config\")\n gitConfig.write(\"[checkstyle]\\n\")\n gitConfig.write(\"jar = %s\\n\" % (basePath + \"/.git/hooks/\" + checkstyleName))\n gitConfig.write(\"checkfile = %s\\n\" % (basePath + \"/checkstyle_config.xml\"))\n print(\"Changing permissions for pre-commit. Has to run as root, enter password plz\")\n call([\"sudo\", \"chmod\", \"+x\", (basePath + \"/.git/hooks/pre-commit\")]"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 22 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 22\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
07827562174365b2eae2774f05f5a4b7e0a35d24
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: class MicroServer(object): """Small web server.""" def __init__(self): """Initializes the class and configures the paths and the Jinja2 environment so it can find and render pages.""" if self.static_root is None: self.static_root = 'static' if self.templates_root is None: self.templates_root = 'templates' if self.routes is None: self.routes = {} # Set up the paths and environment for Jinja. This is how it finds the templates. self.template_path = os.path.join(os.path.dirname(__file__), self.templates_root) self.env = Environment(autoescape=True, loader=FileSystemLoader(self.template_path)) # Figure out what directory the server is running it as save the path. # The path will be used later to find the site's resources. self.current_dir = os.path.dirname(os.path.realpath(__file__)) def __call__(self, environ, start_response): ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: """This method is called by the HTTPServer when there is a request to be handled.""" # Create the WebOb Request and Response objects for # used to read the request and write the response.
|
advanced
|
api
|
incomplete_code
|
Pythoncode:Python
| 3
| 1
| 979
| false
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nclass MicroServer(object):\n \"\"\"Small web server.\"\"\"\n\n def __init__(self):\n \"\"\"Initializes the class and configures the paths\n and the Jinja2 environment so it can find and render pages.\"\"\"\n\n if self.static_root is None:\n self.static_root = 'static'\n\n if self.templates_root is None:\n self.templates_root = 'templates'\n\n if self.routes is None:\n self.routes = {}\n\n # Set up the paths and environment for Jinja. This is how it finds the templates.\n self.template_path = os.path.join(os.path.dirname(__file__), self.templates_root)\n self.env = Environment(autoescape=True, loader=FileSystemLoader(self.template_path))\n\n # Figure out what directory the server is running it as save the path.\n # The path will be used later to find the site's resources.\n self.current_dir = os.path.dirname(os.path.realpath(__file__))\n\n\n def __call__(self, environ, start_response):\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 \"\"\"This method is called by the HTTPServer when\n there is a request to be handled.\"\"\"\n\n # Create the WebOb Request and Response objects for\n # used to read the request and write the response."}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
078375b28d8a3c360255f33574ef015988b175c4
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import logging from django.core import mail from django.conf import settings from django.core.management.base import BaseCommand import amo.utils from users.models import UserProfile log = logging.getLogger('z.mailer') FROM = settings.DEFAULT_FROM_EMAIL class Command(BaseCommand): help = "Send the email for bug 662571" def handle(self, *args, **options): sendmail() def sendmail(): addrs = set(UserProfile.objects.values_list('email', flat=True) # whoa .filter(addons__versions__files__jetpack_version__isnull=False)) log.info('There are %d emails to send.' % len(addrs)) count = 0 for addr in addrs: count += 1 try: mail.send_mail(SUBJECT, MSG, FROM, [addr]) log.info('%s. DONE: %s' % (count, addr)) except Exception, e: log.info('%s. FAIL: %s (%s)' % (count, addr, e)) SUBJECT = 'Instructions for Automatic Upgrade to Add-on SDK 1.0' MSG = """\ Hello Mozilla Add-ons Developer! With the final version of the Add-on SDK only a week away, we wanted to get in touch with all add-on developers who have existing SDK-based (Jetpack) add-ons. We would like you to know that going forward AMO will be auto-updating add-ons with new versions of the Add-on SDK upon release. To ensure that your add-on(s) are auto-updated with the 1.0 final version of the SDK, we would ask that you download the latest release candidate build - https://ftp.mozilla.org/pub/mozilla.org/labs/jetpack/addon-sdk-1.0rc2.tar.gz, https://ftp.mozilla.org/pub/mozilla.org/labs/jetpack/addon-sdk-1.0rc2.zip - and update your add-on(s) on AMO. After the 1.0 release, we will scan our add-ons database and automatically upgrade any SDK-based add-ons we find that are using verions 1.0RC2 or greater to the 1.0 final version of the SDK. Any add-ons we find using versions of the SDK below 1.0RC2 will not be auto-updated and you will need to upgrade them to the 1.0 version of the SDK manually. Thank you for participating in the early stages of the Add-on SDK's development. Feedback and engagement from developers like you are the foundations for success in our open source community! Sincerely, The Mozilla Add-ons Team """
|
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 37 • SyntaxError: multiple exception types must be parenthesized at line 32 Fixes: • Add closing quote at line 37 • Review code syntax
|
advanced
|
testing
|
syntax_repair
|
Pythoncode:Python
| 2
| 1
| 2,238
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport logging\n\nfrom django.core import mail\nfrom django.conf import settings\nfrom django.core.management.base import BaseCommand\n\nimport amo.utils\nfrom users.models import UserProfile\n\nlog = logging.getLogger('z.mailer')\nFROM = settings.DEFAULT_FROM_EMAIL\n\n\nclass Command(BaseCommand):\n help = \"Send the email for bug 662571\"\n\n def handle(self, *args, **options):\n sendmail()\n\n\ndef sendmail():\n addrs = set(UserProfile.objects.values_list('email', flat=True)\n # whoa\n .filter(addons__versions__files__jetpack_version__isnull=False))\n log.info('There are %d emails to send.' % len(addrs))\n count = 0\n for addr in addrs:\n count += 1\n try:\n mail.send_mail(SUBJECT, MSG, FROM, [addr])\n log.info('%s. DONE: %s' % (count, addr))\n except Exception, e:\n log.info('%s. FAIL: %s (%s)' % (count, addr, e))\n\n\nSUBJECT = 'Instructions for Automatic Upgrade to Add-on SDK 1.0'\nMSG = \"\"\"\\\nHello Mozilla Add-ons Developer!\n\nWith the final version of the Add-on SDK only a week away, we wanted to\nget in touch with all add-on developers who have existing SDK-based\n(Jetpack) add-ons. We would like you to know that going forward AMO\n will be auto-updating add-ons with new versions of the Add-on SDK upon\nrelease.\n\nTo ensure that your add-on(s) are auto-updated with the 1.0 final\nversion of the SDK, we would ask that you download the latest release\n candidate build -\nhttps://ftp.mozilla.org/pub/mozilla.org/labs/jetpack/addon-sdk-1.0rc2.tar.gz,\nhttps://ftp.mozilla.org/pub/mozilla.org/labs/jetpack/addon-sdk-1.0rc2.zip\n- and update your add-on(s) on AMO. After the 1.0 release, we will scan\nour add-ons database and automatically upgrade any SDK-based add-ons we\nfind that are using verions 1.0RC2 or greater to the 1.0 final version\nof the SDK. Any add-ons we find using versions of the SDK below 1.0RC2\nwill not be auto-updated and you will need to upgrade them to the 1.0\nversion of the SDK manually.\n\nThank you for participating in the early stages of the Add-on SDK's\ndevelopment. Feedback and engagement from developers like you are the\nfoundations for success in our open source community!\n\nSincerely,\nThe Mozilla Add-ons Team\n\"\"\""}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 37\n \u2022 SyntaxError: multiple exception types must be parenthesized at line 32\n\n Fixes:\n \u2022 Add closing quote at line 37\n \u2022 Review code syntax"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
0784261b13ef0cb016c21f71e6bc994a164d136e
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: # Licensed under a 3-clause BSD style license - see LICENSE.rst def _make_cache_key(times, targets): """ Make a unique key to reference this combination of ``times`` and ``targets``. Often, we wish to store expensive calculations for a combination of ``targets`` and ``times`` in a cache on an ``observer``` object. This routine will provide an appropriate, hashable, key to store these calculations in a dictionary. Parameters ---------- times : `~astropy.time.Time` Array of times on which to test the constraint. targets : `~astropy.coordinates.SkyCoord` Target or list of targets. Returns ------- cache_key : tuple A hashable tuple for use as a cache key """ # make a tuple from times try: timekey = tuple(times.jd) + times.shape except BaseException: # must be scalar timekey = (times.jd,) # make hashable thing from targets coords try: if hasattr(targets, 'frame'): # treat as a SkyCoord object. Accessing the longitude # attribute of the frame data should be unique and is # quicker than accessing the ra attribute. targkey = tuple(targets.frame.data.lon.value.ravel()) + targets.shape else: # assume targets is a string. targkey = (targets,) except BaseException: targkey = (targets.frame.data.lon,) return timekey + targkey ... [56 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 3 Invalid syntax at line 44: ... [56 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 4 Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 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 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 33 Unexpected indentation at line 34 Unexpected indentation at line 35 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 40 ✨ Improvements: Complete the expression on the last line Add closing quote at line 3 Review syntax near the error location
|
intermediate
|
testing
|
code_review
|
Pythoncode:Python
| 1
| 0
| 1,513
| false
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Licensed under a 3-clause BSD style license - see LICENSE.rst\ndef _make_cache_key(times, targets):\n \"\"\"\n Make a unique key to reference this combination of ``times`` and ``targets``.\n\n Often, we wish to store expensive calculations for a combination of\n ``targets`` and ``times`` in a cache on an ``observer``` object. This\n routine will provide an appropriate, hashable, key to store these\n calculations in a dictionary.\n\n Parameters\n ----------\n times : `~astropy.time.Time`\n Array of times on which to test the constraint.\n targets : `~astropy.coordinates.SkyCoord`\n Target or list of targets.\n\n Returns\n -------\n cache_key : tuple\n A hashable tuple for use as a cache key\n \"\"\"\n # make a tuple from times\n try:\n timekey = tuple(times.jd) + times.shape\n except BaseException: # must be scalar\n timekey = (times.jd,)\n # make hashable thing from targets coords\n try:\n if hasattr(targets, 'frame'):\n # treat as a SkyCoord object. Accessing the longitude\n # attribute of the frame data should be unique and is\n # quicker than accessing the ra attribute.\n targkey = tuple(targets.frame.data.lon.value.ravel()) + targets.shape\n else:\n # assume targets is a string.\n targkey = (targets,)\n except BaseException:\n targkey = (targets.frame.data.lon,)\n return timekey + targkey\n\n\n\n ... [56 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 3\n Invalid syntax at line 44: ... [56 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 4\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 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 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 33\n Unexpected indentation at line 34\n Unexpected indentation at line 35\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 40\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 3\n Review syntax near the error location"}]
| false
| null | null | null |
07851008cd92498c823e9a48b615278bda99bf7d
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from django.contrib import messages from django.contrib.auth.decorators import login_required from django.core.paginator import Paginator, PageNotAnInteger, EmptyPage from django.core.urlresolvers import reverse from django.shortcuts import render from django.http import HttpResponseRedirect from core.models import Post, Category, Tag from backend.forms import PostForm, CategoryForm, TagForm # Create your views here. def index(request): context = {} context['nav_active'] = 'index' return render(request, 'backend/index.html', context) @login_required() def posts(request): context = {} context['nav_active'] = 'posts' post_list = Post.objects.all() paginator = Paginator(list(reversed(post_list)), 10) page = request.GET.get('page') try: posts = paginator.page(page) except PageNotAnInteger: posts = paginator.page(1) except EmptyPage: posts = paginator.page(paginator.num_pages) context['posts'] = posts return render(request, 'backend/posts.html', context) @login_requi
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Invalid syntax at line 40: @login_requi Fix: Complete the truncated code structure
|
advanced
|
api
|
error_detection
|
Pythoncode:Python
| 6
| 0
| 1,063
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom django.contrib import messages\nfrom django.contrib.auth.decorators import login_required\nfrom django.core.paginator import Paginator, PageNotAnInteger, EmptyPage\nfrom django.core.urlresolvers import reverse\nfrom django.shortcuts import render\nfrom django.http import HttpResponseRedirect\n\nfrom core.models import Post, Category, Tag\nfrom backend.forms import PostForm, CategoryForm, TagForm\n\n# Create your views here.\ndef index(request):\n context = {}\n context['nav_active'] = 'index'\n\n return render(request, 'backend/index.html', context)\n\n@login_required()\ndef posts(request):\n context = {}\n context['nav_active'] = 'posts'\n\n post_list = Post.objects.all()\n\n paginator = Paginator(list(reversed(post_list)), 10)\n\n page = request.GET.get('page')\n\n try:\n posts = paginator.page(page)\n except PageNotAnInteger:\n posts = paginator.page(1)\n except EmptyPage:\n posts = paginator.page(paginator.num_pages)\n\n context['posts'] = posts\n\n return render(request, 'backend/posts.html', context)\n\n@login_requi"}, {"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 40: @login_requi\n\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
078516b1582562801fbf63851c5ac10efbd5d833
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import dataclasses import io import multiprocessing as _mp import uuid import zipfile from concurrent.futures import Future from multiprocessing.connection import Connection from typing import List, Optional, Tuple import numpy from tiktorch import log from tiktorch.rpc import Shutdown from tiktorch.rpc import mp as _mp_rpc from tiktorch.rpc.mp import MPServer from tiktorch.server.reader import eval_model_zip from .backend import base from .rpc_interface import IRPCModelSession @dataclasses.dataclass class ModelInfo: # TODO: Test for model info name: str input_axes: str output_axes: str valid_shapes: List[List[Tuple[str, int]]] halo: List[Tuple[str, int]] offset: List[Tuple[str, int]] scale: List[Tuple[str, float]] class ModelSessionProcess(IRPCModelSession): def __init__(self, model_zip: bytes, devices: List[str]) -> None: with zipfile.ZipFile(io.BytesIO(model_zip)) as model_file: self._model = eval_model_zip(model_file, devices) self._datasets = {} self._worker = base.SessionBackend(self._model) def forward(self, input_tensor: numpy.ndarray) -> Future: res = self._worker.forward(input_tensor) return res def create_dataset(self, mean, stddev): id_ = uuid.uuid4().hex self._datasets[id_] = {"mean": mean, "stddev": stddev} return id_ def get_model_info(self) -> ModelInfo: return ModelInfo( self._model.name, self._model.input_axes, self._model.output_axes, valid_shapes=[self._model.input_shape], halo=self._model.halo, scale=self._model.scale,
|
offset=self._model.offset, ) def shutdown(self) -> Shutdown: self._worker.shutdown() return Shutdown() def _run_model_session_process( conn: Connection, model_zip: bytes, devices: List[str], log_queue: Optional[_mp.Queue] = None ): try: # from: https://github.com/pytorch/pytorch/issues/973#issuecomment-346405667 import resource rlimit = resource.getrlimit(resource.RLIMIT_NOFILE) resource.setrlimit(resource.RLIMIT_NOFILE, (4096, rlimit[1])) except ModuleNotFoundError: pass # probably running on windows if log_queue: log.configure(log_queue) session_proc = ModelSessionProcess(model_zip, devices) srv = MPServer(session_proc, conn) srv.listen() def start_model_session_process( model_zip: bytes, devices: List[str], log_queue: Optional[_mp.Queue] = None ) -> Tuple[_mp.Process, IRPCModelSession]: client_conn, server_conn = _mp.Pipe() proc = _mp.Process( target=_run_model_session_process, name="ModelSessionProcess", kwargs={"conn": server_conn, "devices": devices, "log_queue": log_queue, "model_zip": model_zip}, ) proc.start() return proc, _mp_rpc.create_client(IRPCModelSession, client_conn)
|
advanced
|
testing
|
code_completion
|
Pythoncode:Python
| 7
| 2
| 2,953
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport dataclasses\nimport io\nimport multiprocessing as _mp\nimport uuid\nimport zipfile\nfrom concurrent.futures import Future\nfrom multiprocessing.connection import Connection\nfrom typing import List, Optional, Tuple\n\nimport numpy\n\nfrom tiktorch import log\nfrom tiktorch.rpc import Shutdown\nfrom tiktorch.rpc import mp as _mp_rpc\nfrom tiktorch.rpc.mp import MPServer\nfrom tiktorch.server.reader import eval_model_zip\n\nfrom .backend import base\nfrom .rpc_interface import IRPCModelSession\n\n\n@dataclasses.dataclass\nclass ModelInfo:\n # TODO: Test for model info\n name: str\n input_axes: str\n output_axes: str\n valid_shapes: List[List[Tuple[str, int]]]\n halo: List[Tuple[str, int]]\n offset: List[Tuple[str, int]]\n scale: List[Tuple[str, float]]\n\n\nclass ModelSessionProcess(IRPCModelSession):\n def __init__(self, model_zip: bytes, devices: List[str]) -> None:\n with zipfile.ZipFile(io.BytesIO(model_zip)) as model_file:\n self._model = eval_model_zip(model_file, devices)\n\n self._datasets = {}\n self._worker = base.SessionBackend(self._model)\n\n def forward(self, input_tensor: numpy.ndarray) -> Future:\n res = self._worker.forward(input_tensor)\n return res\n\n def create_dataset(self, mean, stddev):\n id_ = uuid.uuid4().hex\n self._datasets[id_] = {\"mean\": mean, \"stddev\": stddev}\n return id_\n\n def get_model_info(self) -> ModelInfo:\n return ModelInfo(\n self._model.name,\n self._model.input_axes,\n self._model.output_axes,\n valid_shapes=[self._model.input_shape],\n halo=self._model.halo,\n scale=self._model.scale,"}, {"role": "assistant", "content": "\n offset=self._model.offset,\n )\n\n def shutdown(self) -> Shutdown:\n self._worker.shutdown()\n return Shutdown()\n\n\ndef _run_model_session_process(\n conn: Connection, model_zip: bytes, devices: List[str], log_queue: Optional[_mp.Queue] = None\n):\n try:\n # from: https://github.com/pytorch/pytorch/issues/973#issuecomment-346405667\n import resource\n\n rlimit = resource.getrlimit(resource.RLIMIT_NOFILE)\n resource.setrlimit(resource.RLIMIT_NOFILE, (4096, rlimit[1]))\n except ModuleNotFoundError:\n pass # probably running on windows\n\n if log_queue:\n log.configure(log_queue)\n\n session_proc = ModelSessionProcess(model_zip, devices)\n srv = MPServer(session_proc, conn)\n srv.listen()\n\n\ndef start_model_session_process(\n model_zip: bytes, devices: List[str], log_queue: Optional[_mp.Queue] = None\n) -> Tuple[_mp.Process, IRPCModelSession]:\n client_conn, server_conn = _mp.Pipe()\n proc = _mp.Process(\n target=_run_model_session_process,\n name=\"ModelSessionProcess\",\n kwargs={\"conn\": server_conn, \"devices\": devices, \"log_queue\": log_queue, \"model_zip\": model_zip},\n )\n proc.start()\n return proc, _mp_rpc.create_client(IRPCModelSession, client_conn)"}]
| false
| null | null | null |
0785423db820435be27b39e1842db52b66a25a8e
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: from openpype.modules.ftrack.lib import BaseEvent from openpype.modules.ftrack.lib.avalon_sync import CUST_ATTR_ID_KEY from openpype.modules.ftrack.event_handlers_server.event_sync_to_avalon import ( SyncToAvalonEvent ) class DelAvalonIdFromNew(BaseEvent): ''' This event removes AvalonId from custom attributes of new entities Result: - 'Copy->Pasted' entities won't have same AvalonID as source entity Priority of this event must be less than SyncToAvalon event ''' priority = SyncToAvalonEvent.priority - 1 ignore_me = True def launch(self, session, event): created = [] entities = event['data']['entities'] for entity in entities: try: entity_id = entity['entityId'] if entity.get('action', None) = 'add': id_dict = entity['changes']['id'] if id_dict['new'] is not None and id_dict['old'] is None: created.append(id_dict['new']) elif ( entity.get('action', None) == 'update' and CUST_ATTR_ID_KEY in entity['keys'] and entity_id in created ): ftrack_entity = session.get( self._get_entity_type(entity), entity_id ) cust_attrs = ftrack_entity["custom_attributes"] if cust_attrs[CUST_ATTR_ID_KEY]: cust_attrs[CUST_ATTR_ID_KEY] = "" session.commit() except Exception: session.rollback() continue def register(session): '''Register plugin. Called when used as an plugin.''' DelAvalonIdFromNew(session).register()
|
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Assignment instead of comparison Severity: CRITICAL Location: Line 26 Buggy code: if entity.get('action', None) = 'add': Should be: if entity.get('action', None) == 'add': Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
|
advanced
|
oop
|
logical_errors
|
Pythoncode:Python
| 2
| 1
| 1,815
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nfrom openpype.modules.ftrack.lib import BaseEvent\nfrom openpype.modules.ftrack.lib.avalon_sync import CUST_ATTR_ID_KEY\nfrom openpype.modules.ftrack.event_handlers_server.event_sync_to_avalon import (\n SyncToAvalonEvent\n)\n\n\nclass DelAvalonIdFromNew(BaseEvent):\n '''\n This event removes AvalonId from custom attributes of new entities\n Result:\n - 'Copy->Pasted' entities won't have same AvalonID as source entity\n\n Priority of this event must be less than SyncToAvalon event\n '''\n priority = SyncToAvalonEvent.priority - 1\n ignore_me = True\n\n def launch(self, session, event):\n created = []\n entities = event['data']['entities']\n for entity in entities:\n try:\n entity_id = entity['entityId']\n\n if entity.get('action', None) = 'add':\n id_dict = entity['changes']['id']\n\n if id_dict['new'] is not None and id_dict['old'] is None:\n created.append(id_dict['new'])\n\n elif (\n entity.get('action', None) == 'update' and\n CUST_ATTR_ID_KEY in entity['keys'] and\n entity_id in created\n ):\n ftrack_entity = session.get(\n self._get_entity_type(entity),\n entity_id\n )\n\n cust_attrs = ftrack_entity[\"custom_attributes\"]\n if cust_attrs[CUST_ATTR_ID_KEY]:\n cust_attrs[CUST_ATTR_ID_KEY] = \"\"\n session.commit()\n\n except Exception:\n session.rollback()\n continue\n\n\ndef register(session):\n '''Register plugin. Called when used as an plugin.'''\n DelAvalonIdFromNew(session).register()"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Issue: Assignment instead of comparison\n Severity: CRITICAL\n\n Location: Line 26\n\n Buggy code:\n if entity.get('action', None) = 'add':\n\n Should be:\n if entity.get('action', None) == 'add':\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
| true
|
logical
|
WRONG_OPERATOR
|
CRITICAL
|
078596cc2ee665e19eee2250f95d62feca0bd3b2
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: import unittest import tests.settings_mock as settings_mock from tests.activity.classes_mock import FakeLogger from workflow.workflow_IngestAcceptedSubmission import workflow_IngestAcceptedSubmission class TestWorkflowIngestAcceptedSubmission(unittest.TestCase): def setUp(self): self.workflow = workflow_IngestAcceptedSubmission( settings_mock, FakeLogger(), None, None, None, None ) def test_init(self): self.assertEqual(self.workflow.name, "IngestAcceptedSubmission")
|
Functions: setUp, test_init Classes: TestWorkflowIngestAcceptedSubmission This code demonstrates Pythoncode:Python programming.
|
advanced
|
testing
|
code_explanation
|
Pythoncode:Python
| 2
| 1
| 518
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport unittest\nimport tests.settings_mock as settings_mock\nfrom tests.activity.classes_mock import FakeLogger\nfrom workflow.workflow_IngestAcceptedSubmission import workflow_IngestAcceptedSubmission\n\n\nclass TestWorkflowIngestAcceptedSubmission(unittest.TestCase):\n def setUp(self):\n self.workflow = workflow_IngestAcceptedSubmission(\n settings_mock, FakeLogger(), None, None, None, None\n )\n\n def test_init(self):\n self.assertEqual(self.workflow.name, \"IngestAcceptedSubmission\")"}, {"role": "assistant", "content": " Functions: setUp, test_init\n Classes: TestWorkflowIngestAcceptedSubmission\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0785a9ecd33b25242a059e89ddfae1ca8b3c0298
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from urllib import urlencode import urlparse from django.shortcuts import Http404, redirect from django.contrib.auth.views import logout from django.contrib import messages from django.core.urlresolvers import reverse from django.contrib.auth.decorators import login_required from vumi.utils import load_class_by_string from go.base.utils import vumi_api def token(request, token): # We only need the redis manager here, but it's saner to get a whole # vumi_api and not worry about all the setup magic. api = vumi_api() token_data = api.token_manager.get(token) if not token_data: raise Http404 user_id = int(token_data['user_id']) redirect_to = token_data['redirect_to'] system_token = token_data['system_token'] # If we're authorized and we're the same user_id then redirect to # where we need to be if not user_id or request.user.id == user_id: path, _, qs = redirect_to.partition('?') params = urlparse.parse_qs(qs) # since the token can be custom we prepend the size of the user_token # to the token being forwarded so the view handling the `redirect_to` # can lookup the token and verify the system token. params.update({'token': '%s-%s%s' % (len(token), token, system_token)}) return redirect('%s?%s' % (path, urlencode(params))) # If we got here then we need authentication and the user's either not # logged in or is logged in with a wrong account. if request.user.is_authenticated(): logout(request) messages.info(request, 'Wrong account for this token.') return redirect('%s?%s' % (reverse('auth_login'), urlencode({ 'next': reverse('token', kwargs={'token': token}), }))) @login_required def token_task(request): api = request.user_api.api token = request.GET.get('token') token_data = api.token_manager.verify_get(token) if not token_data: raise Http404 params = token_data['extra_params'] callback_name = params['callback_name'] callback_args = params['callback_args'] callback_kwargs = params['callback_kwargs'] return_to = params['return_to'] message = params['message'] message_level = params['message_level'] callback = load_class_by_string(callback_name) callback(*callback_args, **callback_kwargs) messages.add_message(request, message_level, message) return redirect(return_to)
|
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 16 Fixes: • Add closing quote at line 16 • Add docstring to function 'token' • Add docstring to function 'token_task'
|
intermediate
|
api
|
syntax_repair
|
Pythoncode:Python
| 2
| 0
| 2,436
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom urllib import urlencode\nimport urlparse\n\nfrom django.shortcuts import Http404, redirect\nfrom django.contrib.auth.views import logout\nfrom django.contrib import messages\nfrom django.core.urlresolvers import reverse\nfrom django.contrib.auth.decorators import login_required\n\nfrom vumi.utils import load_class_by_string\n\nfrom go.base.utils import vumi_api\n\n\ndef token(request, token):\n # We only need the redis manager here, but it's saner to get a whole\n # vumi_api and not worry about all the setup magic.\n api = vumi_api()\n token_data = api.token_manager.get(token)\n if not token_data:\n raise Http404\n\n user_id = int(token_data['user_id'])\n redirect_to = token_data['redirect_to']\n system_token = token_data['system_token']\n\n # If we're authorized and we're the same user_id then redirect to\n # where we need to be\n if not user_id or request.user.id == user_id:\n path, _, qs = redirect_to.partition('?')\n params = urlparse.parse_qs(qs)\n # since the token can be custom we prepend the size of the user_token\n # to the token being forwarded so the view handling the `redirect_to`\n # can lookup the token and verify the system token.\n params.update({'token': '%s-%s%s' % (len(token), token, system_token)})\n return redirect('%s?%s' % (path, urlencode(params)))\n\n # If we got here then we need authentication and the user's either not\n # logged in or is logged in with a wrong account.\n if request.user.is_authenticated():\n logout(request)\n messages.info(request, 'Wrong account for this token.')\n return redirect('%s?%s' % (reverse('auth_login'), urlencode({\n 'next': reverse('token', kwargs={'token': token}),\n })))\n\n\n@login_required\ndef token_task(request):\n api = request.user_api.api\n\n token = request.GET.get('token')\n token_data = api.token_manager.verify_get(token)\n if not token_data:\n raise Http404\n\n params = token_data['extra_params']\n callback_name = params['callback_name']\n callback_args = params['callback_args']\n callback_kwargs = params['callback_kwargs']\n return_to = params['return_to']\n message = params['message']\n message_level = params['message_level']\n\n callback = load_class_by_string(callback_name)\n callback(*callback_args, **callback_kwargs)\n messages.add_message(request, message_level, message)\n return redirect(return_to)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 16\n\n Fixes:\n \u2022 Add closing quote at line 16\n \u2022 Add docstring to function 'token'\n \u2022 Add docstring to function 'token_task'"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
078638d293ec315b963165f9210a9060b0e09180
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: from typogrify.filters import amp, caps, initial_quotes, smartypants, titlecase, typogrify, widont, TypogrifyError from functools import wraps from django.conf import settings from django import template from django.utils.safestring import mark_safe from django.utils.encoding import force_unicode register = template.Library() def make_safe(f): """ A function wrapper to make typogrify play nice with django's unicode support. """ @wraps(f) def wrapper(text): text = force_unicode(text) f.is_safe = True out = text try: out = f(text) except TypogrifyError, e: if settings.DEBUG: raise e return text return mark_safe(out) wrapper.is_safe = True return wrapper register.filter('amp', make_safe(amp)) register.filter('caps', make_safe(caps)) register.filter('initial_quotes', make_safe(initial_quotes)) register.filter('smartypants', make_safe(smartypants)) register.filter('titlecase', make_safe(titlecase)) register.filter('typogrify', make_safe(typogrify)) register.filter('widont', make_safe(widont))
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
machine_learning
|
refactoring
|
Pythoncode:Python
| 2
| 0
| 1,142
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom typogrify.filters import amp, caps, initial_quotes, smartypants, titlecase, typogrify, widont, TypogrifyError\nfrom functools import wraps\nfrom django.conf import settings\nfrom django import template\nfrom django.utils.safestring import mark_safe\nfrom django.utils.encoding import force_unicode\n\n\nregister = template.Library()\n\n\ndef make_safe(f):\n \"\"\"\n A function wrapper to make typogrify play nice with django's\n unicode support.\n\n \"\"\"\n @wraps(f)\n def wrapper(text):\n text = force_unicode(text)\n f.is_safe = True\n out = text\n try:\n out = f(text)\n except TypogrifyError, e:\n if settings.DEBUG:\n raise e\n return text\n return mark_safe(out)\n wrapper.is_safe = True\n return wrapper\n\n\nregister.filter('amp', make_safe(amp))\nregister.filter('caps', make_safe(caps))\nregister.filter('initial_quotes', make_safe(initial_quotes))\nregister.filter('smartypants', make_safe(smartypants))\nregister.filter('titlecase', make_safe(titlecase))\nregister.filter('typogrify', make_safe(typogrify))\nregister.filter('widont', make_safe(widont))"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
078810f30530e12e24a60251c7822cc072db8c3d
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: ... [2 more functiondefs truncated] ...
|
Error Analysis: Error Type: UNKNOWN Error: Unknown error Detected Errors: • Code truncated in middle of expression - unexpected EOF • Invalid syntax at line 2: ... [2 more functiondefs truncated] ...
|
beginner
|
general
|
error_detection
|
Pythoncode:Python
| 0
| 0
| 47
| false
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: UNKNOWN\n Error: Unknown error\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Invalid syntax at line 2: ... [2 more functiondefs truncated] ..."}]
| true
|
syntax
|
UNKNOWN
|
UNKNOWN
|
0789092717eaaad8fa74b92820df7d2a61d9ba9b
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. """ test pretrained models """ from __future__ import print_function import mxnet as mx from common import find_mxnet, modelzoo from score import score result = VAL_DATA + 1 # BUG: using before init VAL_DATA='data/val-5k-256.rec' def download_data(): return mx.test_utils.download( 'http://data.mxnet.io/data/val-5k-256.rec', VAL_DATA) def test_imagenet1k_resnet(**kwargs): models = ['imagenet1k-resnet-50', 'imagenet1k-resnet-152'] accs = [.77, .78] for (m, g) in zip(models, accs): acc = mx.metric.create('acc') (speed,) = score(model=m, data_val=VAL_DATA, rgb_mean='0,0,0', metrics=acc, **kwargs) r = acc.get()[1] print('Tested %s, acc = %f, speed = %f img/sec' % (m, r, speed)) assert r > g and r < g + .1 def test_imagenet1k_inception_bn(**kwargs): acc = mx.metric.create('acc') m = 'imagenet1k-inception-bn' g = 0.75 (speed,) = score(model=m, data_val=VAL_DATA, rgb_mean='123.68,116.779,103.939', metrics=acc, **kwargs) r = acc.get()[1] print('Tested %s acc = %f, speed = %f img/sec' % (m, r, speed)) assert r > g and r < g + .1 if __name__ == '__main__': gpus = mx.test_utils.list_gpus() assert len(gpus) > 0 batch_size = 16 * len(gpus) gpus = ','.join([str(i) for i in gpus]) kwargs = {'gpus':gpus, 'batch_size':batch_size, 'max_num_examples':500} download_data() test_imagenet1k_resnet(**kwargs) test_imagenet1k_inception_bn(**kwargs)
|
Error Analysis: Error Type: UNINITIALIZED_VAR Error: UNINITIALIZED_VAR Detected Errors: • Unterminated string literal at line 18 Fix: Initialize variable before using it
|
intermediate
|
testing
|
error_detection
|
Pythoncode:Python
| 3
| 0
| 2,327
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Licensed to the Apache Software Foundation (ASF) under one\n# or more contributor license agreements. See the NOTICE file\n# distributed with this work for additional information\n# regarding copyright ownership. The ASF licenses this file\n# to you under the Apache License, Version 2.0 (the\n# \"License\"); you may not use this file except in compliance\n# with the License. You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing,\n# software distributed under the License is distributed on an\n# \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n# KIND, either express or implied. See the License for the\n# specific language governing permissions and limitations\n# under the License.\n\n\"\"\"\ntest pretrained models\n\"\"\"\nfrom __future__ import print_function\nimport mxnet as mx\nfrom common import find_mxnet, modelzoo\nfrom score import score\n\nresult = VAL_DATA + 1 # BUG: using before init\nVAL_DATA='data/val-5k-256.rec'\ndef download_data():\n return mx.test_utils.download(\n 'http://data.mxnet.io/data/val-5k-256.rec', VAL_DATA)\n\ndef test_imagenet1k_resnet(**kwargs):\n models = ['imagenet1k-resnet-50', 'imagenet1k-resnet-152']\n accs = [.77, .78]\n for (m, g) in zip(models, accs):\n acc = mx.metric.create('acc')\n (speed,) = score(model=m, data_val=VAL_DATA,\n rgb_mean='0,0,0', metrics=acc, **kwargs)\n r = acc.get()[1]\n print('Tested %s, acc = %f, speed = %f img/sec' % (m, r, speed))\n assert r > g and r < g + .1\n\ndef test_imagenet1k_inception_bn(**kwargs):\n acc = mx.metric.create('acc')\n m = 'imagenet1k-inception-bn'\n g = 0.75\n (speed,) = score(model=m,\n data_val=VAL_DATA,\n rgb_mean='123.68,116.779,103.939', metrics=acc, **kwargs)\n r = acc.get()[1]\n print('Tested %s acc = %f, speed = %f img/sec' % (m, r, speed))\n assert r > g and r < g + .1\n\nif __name__ == '__main__':\n gpus = mx.test_utils.list_gpus()\n assert len(gpus) > 0\n batch_size = 16 * len(gpus)\n gpus = ','.join([str(i) for i in gpus])\n\n kwargs = {'gpus':gpus, 'batch_size':batch_size, 'max_num_examples':500}\n download_data()\n test_imagenet1k_resnet(**kwargs)\n test_imagenet1k_inception_bn(**kwargs)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: UNINITIALIZED_VAR\n Error: UNINITIALIZED_VAR\n\n Detected Errors:\n \u2022 Unterminated string literal at line 18\n\n Fix: Initialize variable before using it"}]
| true
|
logical
|
UNINITIALIZED_VAR
|
CRITICAL
|
0789c9270fff78d0b163f2215a2a6a958e9cdb11
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # (c) Copyright [2018-2022] Micro Focus or one of its affiliates. # 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. # # |_ |~) _ _| _ /~\ _ |. # |_)\/ |_)(_|(_|| \_/|_|(_||| # / # ____________ ______ # / __ `\ / / # | \/ / / / # |______ / / / # |____/ / / # _____________ / / # \ / / / # \ / / / # \_______/ / / # ______ / / # \ / / / # \ / / / # \/ / / # / / # / / # \ / # \ / # \/ # _ # \ / _ __|_. _ _ |_) # \/ (/_| | |(_(_|| \/ # / # VerticaPy is a Python library with scikit-like functionality for conducting # data science projects on data stored in Vertica, taking advantage Vertica’s # Complete this line # entire data science life cycle, uses a ‘pipeline’ mechanism to sequentialize # data transformation operations, and offers beautiful graphical options. # # VerticaPy aims to do all of the above. The idea is simple: instead of moving # data around for processing, VerticaPy brings the logic to the data. # # # Modules # # Standard Python Modules import math, re, decimal, warnings, datetime from collections.abc import Iterable from typing import Union # VerticaPy Modules import verticapy from verticapy.utilities import * from verticapy.toolbox import * from verticapy.errors import * ## # # __ __ ______ ______ __ __ __ __ __ __ __ # /\ \ / / /\ ___\ /\ __ \ /\ \ /\ \/\ \ /\ "-./ \ /\ "-.\ \ # \ \ \'/ \ \ \____ \ \ \/\ \ \ \ \____ \ \ \_\ \ \ \ \-./\ \ \ \ \-. \ # \ \__| \ \_____\ \ \_____\ \ \_____\ \ \_____\ \ \_\ \ \_\ \ \_\\"\_\ # \/_/ \/_____/ \/_____/ \/_____/ \/_____/ \/_/ \/_/ \/_/ \/_/ # # # ---# ... [85 more classdefs truncated] ...
|
The missing line is: # speed and built-in analytics and machine learning features. It supports the
|
intermediate
|
api
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 0
| 2,669
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# (c) Copyright [2018-2022] Micro Focus or one of its affiliates.\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# |_)\\/ |_)(_|(_|| \\_/|_|(_|||\n# /\n# ____________ ______\n# / __ `\\ / /\n# | \\/ / / /\n# |______ / / /\n# |____/ / /\n# _____________ / /\n# \\ / / /\n# \\ / / /\n# \\_______/ / /\n# ______ / /\n# \\ / / /\n# \\ / / /\n# \\/ / /\n# / /\n# / /\n# \\ /\n# \\ /\n# \\/\n# _\n# \\ / _ __|_. _ _ |_)\n# \\/ (/_| | |(_(_|| \\/\n# /\n# VerticaPy is a Python library with scikit-like functionality for conducting\n# data science projects on data stored in Vertica, taking advantage Vertica\u2019s\n # Complete this line\n# entire data science life cycle, uses a \u2018pipeline\u2019 mechanism to sequentialize\n# data transformation operations, and offers beautiful graphical options.\n#\n# VerticaPy aims to do all of the above. The idea is simple: instead of moving\n# data around for processing, VerticaPy brings the logic to the data.\n#\n#\n# Modules\n#\n# Standard Python Modules\nimport math, re, decimal, warnings, datetime\nfrom collections.abc import Iterable\nfrom typing import Union\n\n# VerticaPy Modules\nimport verticapy\nfrom verticapy.utilities import *\nfrom verticapy.toolbox import *\nfrom verticapy.errors import *\n\n##\n#\n# __ __ ______ ______ __ __ __ __ __ __ __\n# /\\ \\ / / /\\ ___\\ /\\ __ \\ /\\ \\ /\\ \\/\\ \\ /\\ \"-./ \\ /\\ \"-.\\ \\\n# \\ \\ \\'/ \\ \\ \\____ \\ \\ \\/\\ \\ \\ \\ \\____ \\ \\ \\_\\ \\ \\ \\ \\-./\\ \\ \\ \\ \\-. \\\n# \\ \\__| \\ \\_____\\ \\ \\_____\\ \\ \\_____\\ \\ \\_____\\ \\ \\_\\ \\ \\_\\ \\ \\_\\\\\"\\_\\\n# \\/_/ \\/_____/ \\/_____/ \\/_____/ \\/_____/ \\/_/ \\/_/ \\/_/ \\/_/\n#\n#\n# ---#\n\n ... [85 more classdefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n# speed and built-in analytics and machine learning features. It supports the"}]
| false
| null | null | null |
078a7ff149f5f6902b3df48444c9f900c3b57349
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- def after_request(response): for query in get_debug_queries(): if query.duration >= current_app.config['PROJECT_SLOW_DB_QUERY_TIME']: current_app.logger.warning( 'Slow query: %s\nParameters: %s\nDuration: %fs\nContext: %s\n' % (query.statement, query.parameters, query.duration, query.context)) return response @book.route('/', methods=['GET', 'POST']) def index(): # books=BookMain.get_all_book() query = BookMain.query page = request.args.get('page', 1, type=int) pagination = query.order_by(cast(BookMain.id, db.Integer)).paginate( page, per_page=current_app.config['PROJECT_BOOKS_PER_PAGE'], error_out=False) books = pagination.items return render_template('book/index.html',books=books,pagination=pagination) # @book.route('/list/', methods=['GET', 'POST']) # def list_book(): # """ # # :param field: col name # :param order: asc or desc # :return: renew query # """ # books = BookMain.get_all_book() # return render_template('book/list_book.html',books=books) @book.route("/list") def list_book(): """List users with DataTables <= 1.10.x.""" return render_template('book/list_book.html') @book.route('/data', methods=['GET', 'POST']) def data(): """Return server side data.""" # defining columns # - explicitly cast date to string, so string searching the date # will search a date formatted equal to how it is presented # in the table columns = [ # ColumnDT(cast(BookMain.id, db.Integer)), ColumnDT(BookMain.id), ColumnDT(BookMain.isbn), ColumnDT(BookMain.title_short), ColumnDT(BookMain.title), ColumnDT(BookMain.catalogue), ColumnDT(BookMain.cutter), ColumnDT(BookMain.pub_year), ColumnDT(BookMain.copy_info) # ColumnDT(BookMain.get_link), # ColumnDT(BookMain.note), # ColumnDT(BookMain.reprint), # ColumnDT(BookMain.removed), # ColumnDT(BookMain.keepsite) ] # defining the initial query depending on your purpose query = db.session.query().select_from(BookMain) # GET parameters params = request.args.to_dict() # instantiating a DataTable for the query and table needed rowTable = DataTables(params, query, columns) # returns what is needed by DataTable return jsonify(rowTable.output_result()) @book.route('/get/<int:id>', methods=['GET', 'POST']) def get_book(): return f"Hello book index : {id}" @book.route('/post/', methods=['GET', 'POST']) ... [4 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 26 Block at line 25 has no indented body Invalid syntax at line 88: ... [4 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 38 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 66 Unexpected indentation at line 70 Unexpected indentation at line 74 Unexpected indentation at line 77 ✨ Improvements: Complete the expression on the last line Add closing quote at line 26 Review syntax near the error location
|
intermediate
|
api
|
code_review
|
Pythoncode:Python
| 5
| 0
| 2,705
| false
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\ndef after_request(response):\n for query in get_debug_queries():\n if query.duration >= current_app.config['PROJECT_SLOW_DB_QUERY_TIME']:\n current_app.logger.warning(\n 'Slow query: %s\\nParameters: %s\\nDuration: %fs\\nContext: %s\\n'\n % (query.statement, query.parameters, query.duration,\n query.context))\n return response\n\n\n@book.route('/', methods=['GET', 'POST'])\ndef index():\n # books=BookMain.get_all_book()\n query = BookMain.query\n page = request.args.get('page', 1, type=int)\n pagination = query.order_by(cast(BookMain.id, db.Integer)).paginate(\n page, per_page=current_app.config['PROJECT_BOOKS_PER_PAGE'],\n error_out=False)\n books = pagination.items\n return render_template('book/index.html',books=books,pagination=pagination)\n\n# @book.route('/list/', methods=['GET', 'POST'])\n# def list_book():\n# \"\"\"\n#\n# :param field: col name\n# :param order: asc or desc\n# :return: renew query\n# \"\"\"\n# books = BookMain.get_all_book()\n# return render_template('book/list_book.html',books=books)\n\n@book.route(\"/list\")\ndef list_book():\n \"\"\"List users with DataTables <= 1.10.x.\"\"\"\n return render_template('book/list_book.html')\n\n\n@book.route('/data', methods=['GET', 'POST'])\ndef data():\n \"\"\"Return server side data.\"\"\"\n # defining columns\n # - explicitly cast date to string, so string searching the date\n # will search a date formatted equal to how it is presented\n # in the table\n columns = [\n # ColumnDT(cast(BookMain.id, db.Integer)),\n ColumnDT(BookMain.id),\n ColumnDT(BookMain.isbn),\n ColumnDT(BookMain.title_short),\n ColumnDT(BookMain.title),\n ColumnDT(BookMain.catalogue),\n ColumnDT(BookMain.cutter),\n ColumnDT(BookMain.pub_year),\n ColumnDT(BookMain.copy_info)\n # ColumnDT(BookMain.get_link),\n # ColumnDT(BookMain.note),\n # ColumnDT(BookMain.reprint),\n # ColumnDT(BookMain.removed),\n # ColumnDT(BookMain.keepsite)\n ]\n\n # defining the initial query depending on your purpose\n query = db.session.query().select_from(BookMain)\n\n\n # GET parameters\n params = request.args.to_dict()\n\n\n # instantiating a DataTable for the query and table needed\n rowTable = DataTables(params, query, columns)\n\n # returns what is needed by DataTable\n return jsonify(rowTable.output_result())\n\n\n\n@book.route('/get/<int:id>', methods=['GET', 'POST'])\ndef get_book():\n return f\"Hello book index : {id}\"\n\n\n@book.route('/post/', methods=['GET', 'POST'])\n\n ... [4 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 26\n Block at line 25 has no indented body\n Invalid syntax at line 88: ... [4 more functiondefs truncated] ...\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 Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 38\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 66\n Unexpected indentation at line 70\n Unexpected indentation at line 74\n Unexpected indentation at line 77\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 26\n Review syntax near the error location"}]
| false
| null | null | null |
078a84b6d5f9b27e924368e0c1490273227caf78
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from enum import Enum class content_type(Enum): # https://www.iana.org/assignments/media-types/media-types.xhtml css = 'text/css' gif = 'image/gif' htm = 'text/html' html = 'text/html' ico = 'image/bmp' jpg = 'image/jpeg' Error: SyntaxError / EOF
|
Fixed Code: from enum import Enum class content_type(Enum): # https://www.iana.org/assignments/media-types/media-types.xhtml css = 'text/css' gif = 'image/gif' htm = 'text/html' html = 'text/html' ico = 'image/bmp' jpg = 'image/jpeg' jpeg = 'image/jpeg' js = 'application/javascript' png = 'image/png' txt = 'text/plain; charset=us-ascii' json = 'application/json' svg = 'image/svg+xml' Explanation: Complete the truncated code structure
|
intermediate
|
api
|
error_fixing
|
Pythoncode:Python
| 0
| 1
| 254
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom enum import Enum\n\n\nclass content_type(Enum):\n # https://www.iana.org/assignments/media-types/media-types.xhtml\n css = 'text/css'\n gif = 'image/gif'\n htm = 'text/html'\n html = 'text/html'\n ico = 'image/bmp'\n jpg = 'image/jpeg'\n \n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom enum import Enum\n\n\nclass content_type(Enum):\n # https://www.iana.org/assignments/media-types/media-types.xhtml\n css = 'text/css'\n gif = 'image/gif'\n htm = 'text/html'\n html = 'text/html'\n ico = 'image/bmp'\n jpg = 'image/jpeg'\n jpeg = 'image/jpeg'\n js = 'application/javascript'\n png = 'image/png'\n txt = 'text/plain; charset=us-ascii'\n json = 'application/json'\n svg = 'image/svg+xml'\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
078ba56d9b68af88a26ed1e2d4bb4466a1a8bcb9
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- __author__ = """Hendrix Demers""" __email__ = 'hendrix.demers@mail.mcgill.ca' __version__ = '0.1.0'
|
Code analysis results: No critical issues found Consider adding unit tests Add inline comments for complex logic
|
beginner
|
machine_learning
|
debugging
|
Pythoncode:Python
| 0
| 0
| 125
| false
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n__author__ = \"\"\"Hendrix Demers\"\"\"\n__email__ = 'hendrix.demers@mail.mcgill.ca'\n__version__ = '0.1.0'"}, {"role": "assistant", "content": " Code analysis results:\n\n\n No critical issues found\n\n Consider adding unit tests\n Add inline comments for complex logic"}]
| false
| null | null | null |
078c924330df0f8ffe4dba08335fcd4ca824b7c3
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: import os import logging from tempfile import mkstemp, mkdtemp from shutil import rmtree from zipfile import ZipFile, ZIP_DEFLATED from datetime import datetime from boto.s3.connection import S3Connection from boto.s3.key import Key def setup_logging(**kwargs): """Convenience function for setting up some sane logging defaults""" opts = dict(LOGGING_DEFAULTS.items() + kwargs.items()) logging.basicConfig(**opts) class ZipBackup(object): """ A compressed ZIP file backup Note: large inclusion operations can sometimes take time as files are compressed on the fly. This prevents all the files being copied to a temporary location (and using unnecessary extra space) and storing up the need for a potentially large compression at the end. """ def __init__(self, name): self.name = name _, self._path = mkstemp() logger.debug("Created temporary file %s" % self._path) def __enter__(self): return self def __exit__(self, type, value, traceback): self.close() def close(self): os.remove(self._path) logger.debug("Removed temporary file %s" % self._path) def include_directory(self, path, preserve_paths=False, name=None): """Add the contents of a directory to the backup""" path = os.path.abspath(path) logger.debug("Adding directory %s" % path) with ZipFile(self._path, 'a', ZIP_DEFLATED, allowZip64=True) as zipfile: for base,dirs,files in os.walk(path): logger.debug("Walking directory %s" % path) for file in files: filename = os.path.join(base, file) try: zipfile.write(filename, self._get_filename_for_archive( path, filename, preserve_paths, name)) logger.info("Added file %s" % filename) except: logger.warn("Could not add file %s" % file, exc_info=True) logger.debug("Finished directory %s" % path) def save_to_s3(self, bucket, access_key, secret_key, **kwargs): """Save the backup to Amazon S3""" logger.info("Saving to S3 in '%s' bucket" % bucket) conn = S3Connection(access_key, secret_key, **kwargs) bucket = conn.get_bucket(bucket) key = Key(bucket) key.key = '%s_%s.zip' % \ (self.name, datetime.now().strftime("%Y%m%d%H%M%S")) key.set_contents_from_filename(self._path) logger.info("Saving to S3 done %s" % key.key) def include_new_dir(self, name): """Add a new empty directory to the backup""" return BackupIncludedDirectory(name, self) ... [6 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 17 Block at line 15 has no indented body Invalid syntax at line 75: ... [6 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 18 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 33 Unexpected indentation at line 36 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 48 Unexpected indentation at line 50 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 66 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 72 Unexpected indentation at line 73 ✨ Improvements: Complete the expression on the last line Add closing quote at line 17 Review syntax near the error location
|
advanced
|
oop
|
code_review
|
Pythoncode:Python
| 8
| 1
| 2,844
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport os\nimport logging\nfrom tempfile import mkstemp, mkdtemp\nfrom shutil import rmtree\nfrom zipfile import ZipFile, ZIP_DEFLATED\nfrom datetime import datetime\nfrom boto.s3.connection import S3Connection\nfrom boto.s3.key import Key\n\ndef setup_logging(**kwargs):\n \"\"\"Convenience function for setting up some sane logging defaults\"\"\"\n opts = dict(LOGGING_DEFAULTS.items() + kwargs.items())\n logging.basicConfig(**opts)\n\nclass ZipBackup(object):\n\n \"\"\"\n A compressed ZIP file backup\n\n Note: large inclusion operations can sometimes take time as files \n are compressed on the fly. This prevents all the files being copied \n to a temporary location (and using unnecessary extra space) and \n storing up the need for a potentially large compression at the end.\n \"\"\"\n\n def __init__(self, name):\n self.name = name\n _, self._path = mkstemp()\n logger.debug(\"Created temporary file %s\" % self._path)\n \n def __enter__(self):\n return self\n \n def __exit__(self, type, value, traceback):\n self.close()\n \n def close(self):\n os.remove(self._path)\n logger.debug(\"Removed temporary file %s\" % self._path)\n \n def include_directory(self, path, preserve_paths=False, name=None):\n \"\"\"Add the contents of a directory to the backup\"\"\"\n path = os.path.abspath(path)\n logger.debug(\"Adding directory %s\" % path)\n with ZipFile(self._path, 'a', ZIP_DEFLATED, allowZip64=True) as zipfile:\n for base,dirs,files in os.walk(path):\n logger.debug(\"Walking directory %s\" % path)\n for file in files:\n filename = os.path.join(base, file)\n try:\n zipfile.write(filename,\n self._get_filename_for_archive(\n path, filename, preserve_paths, name))\n logger.info(\"Added file %s\" % filename)\n except:\n logger.warn(\"Could not add file %s\" % file, exc_info=True)\n logger.debug(\"Finished directory %s\" % path)\n \n def save_to_s3(self, bucket, access_key, secret_key, **kwargs):\n \"\"\"Save the backup to Amazon S3\"\"\"\n logger.info(\"Saving to S3 in '%s' bucket\" % bucket)\n conn = S3Connection(access_key, secret_key, **kwargs)\n bucket = conn.get_bucket(bucket)\n key = Key(bucket)\n key.key = '%s_%s.zip' % \\\n (self.name, datetime.now().strftime(\"%Y%m%d%H%M%S\"))\n key.set_contents_from_filename(self._path)\n logger.info(\"Saving to S3 done %s\" % key.key)\n\n def include_new_dir(self, name):\n \"\"\"Add a new empty directory to the backup\"\"\"\n return BackupIncludedDirectory(name, self)\n \n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 17\n Block at line 15 has no indented body\n Invalid syntax at line 75: ... [6 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 18\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 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 33\n Unexpected indentation at line 36\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 48\n Unexpected indentation at line 50\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 57\n Unexpected indentation at line 58\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 72\n Unexpected indentation at line 73\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 17\n Review syntax near the error location"}]
| false
| null | null | null |
078df566472a507b372dad23be527536aa2fa29f
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # Generated by Django 2.0.2 on 2019-03-08 13:03 from django.db import migrations, models class Migration(migrations.Migration): initial = True dependencies = [ ] operations = [ migrations.CreateModel( name='Delivery', fields=[ ('create_time', models.DateTimeField(auto_now_add=True, verbose_name='创建时间')), # Complete this line ('is_delete', models.BooleanField(default=False, verbose_name='删除标记')), ('id', models.AutoField(primary_key=True, serialize=False, verbose_name='投递ID')), ('delivery_status', models.CharField(choices=[('DD', '待定'), ('YQ', '邀请面试'), ('WJ', '婉拒')], default='DD', max_length=2, verbose_name='投递状态')), ], options={ 'verbose_name': '面试', 'verbose_name_plural': '面试', }, ), ]
|
The missing line is: ('update_time', models.DateTimeField(auto_now=True, verbose_name='更新时间')),
|
advanced
|
machine_learning
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 1
| 963
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Generated by Django 2.0.2 on 2019-03-08 13:03\n\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n initial = True\n\n dependencies = [\n ]\n\n operations = [\n migrations.CreateModel(\n name='Delivery',\n fields=[\n ('create_time', models.DateTimeField(auto_now_add=True, verbose_name='\u521b\u5efa\u65f6\u95f4')),\n # Complete this line\n ('is_delete', models.BooleanField(default=False, verbose_name='\u5220\u9664\u6807\u8bb0')),\n ('id', models.AutoField(primary_key=True, serialize=False, verbose_name='\u6295\u9012ID')),\n ('delivery_status', models.CharField(choices=[('DD', '\u5f85\u5b9a'), ('YQ', '\u9080\u8bf7\u9762\u8bd5'), ('WJ', '\u5a49\u62d2')], default='DD', max_length=2, verbose_name='\u6295\u9012\u72b6\u6001')),\n ],\n options={\n 'verbose_name': '\u9762\u8bd5',\n 'verbose_name_plural': '\u9762\u8bd5',\n },\n ),\n ]"}, {"role": "assistant", "content": "The missing line is:\n ('update_time', models.DateTimeField(auto_now=True, verbose_name='\u66f4\u65b0\u65f6\u95f4')),"}]
| false
| null | null | null |
078eac42052a5c2213460643ce82f3d54d3402ee
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: #!/usr/bin/env python3 def date_time(time): months = ["January", "February", "March", "April", "May", "June", "July", "August", "September", "October", "November", "December"] hour, minute = int(time[11:13]), int(time[14:16]) return f"{int(time[0:2])} {months[int(time[3:5])-1]} {time[6:10]} year {hour} hour{'s' if hour!=1 else ''} {minute} minute{'s' if minute!=1 else ''}"
|
if __name__ == '__main__': print(date_time("01.01.2018 00:00")) assert date_time("01.01.2018 00:00") == "1 January 2018 year 0 hours 0 minutes" assert date_time("04.08.1984 08:15") == "4 August 1984 year 8 hours 15 minutes" assert date_time("17.12.1990 07:42") == "17 December 1990 year 7 hours 42 minutes"
|
intermediate
|
testing
|
code_completion
|
Pythoncode:Python
| 1
| 0
| 721
| false
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python3\n\ndef date_time(time):\n months = [\"January\", \"February\", \"March\", \"April\", \"May\", \"June\",\n \"July\", \"August\", \"September\", \"October\", \"November\", \"December\"]\n hour, minute = int(time[11:13]), int(time[14:16])\n return f\"{int(time[0:2])} {months[int(time[3:5])-1]} {time[6:10]} year {hour} hour{'s' if hour!=1 else ''} {minute} minute{'s' if minute!=1 else ''}\""}, {"role": "assistant", "content": "\nif __name__ == '__main__':\n print(date_time(\"01.01.2018 00:00\"))\n assert date_time(\"01.01.2018 00:00\") == \"1 January 2018 year 0 hours 0 minutes\"\n assert date_time(\"04.08.1984 08:15\") == \"4 August 1984 year 8 hours 15 minutes\"\n assert date_time(\"17.12.1990 07:42\") == \"17 December 1990 year 7 hours 42 minutes\""}]
| false
| null | null | null |
078f93641653dd1d0323ab98d96a9fc89761a30c
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Copyright (c) 2017, Neil Booth # # All rights reserved. # # The MIT License (MIT) # # 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. class Peer: # Protocol version ATTRS = ('host', 'features', # metadata 'source', 'ip_addr', 'last_good', 'last_try', 'try_count') FEATURES = ('pruning', 'server_version', 'protocol_min', 'protocol_max', 'ssl_port', 'tcp_port') # This should be set by the applica
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 13 has no indented body • Block at line 26 has no indented body Fix: Complete the truncated code structure
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 1
| 1
| 1,478
| false
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright (c) 2017, Neil Booth\n#\n# All rights reserved.\n#\n# The MIT License (MIT)\n#\n# Permission is hereby granted, free of charge, to any person obtaining\n# a copy of this software and associated documentation files (the\n# \"Software\"), to deal in the Software without restriction, including\n# without limitation the rights to use, copy, modify, merge, publish,\n# distribute, sublicense, and/or sell copies of the Software, and to\n# permit persons to whom the Software is furnished to do so, subject to\n# the following conditions:\n#\n# The above copyright notice and this permission notice shall be\n# included in all copies or substantial portions of the Software.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND,\n# EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF\n# MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND\n# NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE\n# LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION\n# OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION\n# WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\nclass Peer:\n\n # Protocol version\n ATTRS = ('host', 'features',\n # metadata\n 'source', 'ip_addr',\n 'last_good', 'last_try', 'try_count')\n FEATURES = ('pruning', 'server_version', 'protocol_min', 'protocol_max',\n 'ssl_port', 'tcp_port')\n # This should be set by the applica"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 13 has no indented body\n \u2022 Block at line 26 has no indented body\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
078fda9e491f07fc6685fbdf4be7377dd5f3e4a3
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: """Test deCONZ diagnostics.""" from unittest.mock import patch from pydeconz.websocket import STATE_RUNNING from homeassistant.const import Platform from .test_gateway import DECONZ_CONFIG, setup_deconz_integration from tests.components.diagnostics import get_diagnostics_for_config_entry async def test_entry_diagnostics( hass, hass_client, aioclient_mock, mock_deconz_websocket ): """Test config entry diagnostics.""" config_entry = await setup_deconz_integration(hass, aioclient_mock) await mock_deconz_websocket(state=STATE_RUNNING) await hass.async_block_till_done() with patch(
|
Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Unclosed '(' at line 23 - expected ')' • SyntaxError: '(' was never closed at line 23 Fix: Add body to With block or use 'pass' statement
|
intermediate
|
testing
|
error_detection
|
Pythoncode:Python
| 0
| 0
| 616
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\"\"\"Test deCONZ diagnostics.\"\"\"\n\nfrom unittest.mock import patch\n\nfrom pydeconz.websocket import STATE_RUNNING\n\nfrom homeassistant.const import Platform\n\nfrom .test_gateway import DECONZ_CONFIG, setup_deconz_integration\n\nfrom tests.components.diagnostics import get_diagnostics_for_config_entry\n\n\nasync def test_entry_diagnostics(\n hass, hass_client, aioclient_mock, mock_deconz_websocket\n):\n \"\"\"Test config entry diagnostics.\"\"\"\n config_entry = await setup_deconz_integration(hass, aioclient_mock)\n\n await mock_deconz_websocket(state=STATE_RUNNING)\n await hass.async_block_till_done()\n\n with patch("}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_BLOCK\n Error: IndentationError / Expected indented block\n\n Detected Errors:\n \u2022 Unclosed '(' at line 23 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 23\n\n Fix: Add body to With block or use 'pass' statement"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
078fed475eb9a6e7954859be5858da011d4c522e
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: # Copyright 2019 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. class CellList: """Stores the spatial partition of a system into a cell list. See cell_list(...) for details on the construction / specification. Cell list buffers all have a common shape, S, where * `S = [cell_count_x, cell_count_y, cell_capacity]` * `S = [cell_count_x, cell_count_y, cell_count_z, cell_capacity]` in two- and three-dimensions respectively. It is assumed that each cell has the same capacity. Attributes: position_buffer: An ndarray of floating point positions with shape S + [spatial_dimension]. id_buffer: An ndarray of int32 particle ids of shape S. Note that empty slots are specified by id = N where N is the number of particles in the system. kwarg_buffers: A dictionary of ndarrays of shape S + [.... This contains side data placed into the cell list. """ position_buffer: Array id_buffer: Array kwarg_buffers: Dict[str, Array] ... [32 more functiondefs truncated] ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 16 • Unclosed '[' at line 31 - expected ']' Fixes: • Complete the expression on the last line • Add closing quote at line 16 • Add closing ']' bracket
|
advanced
|
api
|
syntax_repair
|
Pythoncode:Python
| 0
| 1
| 1,545
| false
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Copyright 2019 Google LLC\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# https://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nclass CellList:\n \"\"\"Stores the spatial partition of a system into a cell list.\n\n See cell_list(...) for details on the construction / specification.\n Cell list buffers all have a common shape, S, where\n * `S = [cell_count_x, cell_count_y, cell_capacity]`\n * `S = [cell_count_x, cell_count_y, cell_count_z, cell_capacity]`\n in two- and three-dimensions respectively. It is assumed that each cell has\n the same capacity.\n\n Attributes:\n position_buffer: An ndarray of floating point positions with shape\n S + [spatial_dimension].\n id_buffer: An ndarray of int32 particle ids of shape S. Note that empty\n slots are specified by id = N where N is the number of particles in the\n system.\n kwarg_buffers: A dictionary of ndarrays of shape S + [.... This contains\n side data placed into the cell list.\n \"\"\"\n position_buffer: Array\n id_buffer: Array\n kwarg_buffers: Dict[str, Array]\n\n\n\n ... [32 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 16\n \u2022 Unclosed '[' at line 31 - expected ']'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 16\n \u2022 Add closing ']' bracket"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
079020088d5707b9fc6c67fde0c7358e446490f2
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: """Run from rhucrl_experiments.evaluate folder.""" import socket from lsf_runner import init_runner, make_commands from rhucrl_experiments.evaluate.utilities import ENVIRONMENTS RARL_DIR = "../../runs/RARLAgent" ZERO_SUM_DIR = "../../runs/ZeroSumAgent" SCRIPT = "evaluate_mass_change.py" EXPERIMENTS = { "supermodularity": {"algorithm": "RARL_MF", "base-dir": RARL_DIR}, "shallow": {"algorithm": "RHUCRL", "base-dir": ZERO_SUM_DIR}, "greedy": {"algorithm": "RHUCRL", "base-dir": ZERO_SUM_DIR}, "lazy": {"algorithm": "HUCRL", "base-dir": RARL_DIR}, }.get(socket.gethostname(), {"algorithm": "RARL", "base-dir": RARL_DIR}) runner = init_runner("EvaluateMassChange.", num_threads=4) for seed in [0, 1, 2, 3, 4]: base_args = {"num-runs": 10, "seed": seed} base_args.update(**EXPERIMENTS) commands = make_commands( SCRIPT, base_args=base_args, common_hyper_args={"environment": ENVIRONMENTS} ) runner.run_batch(commands)
|
Code Review: ⚠️ Code quality: Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 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
|
intermediate
|
general
|
code_review
|
Pythoncode:Python
| 0
| 0
| 964
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n\"\"\"Run from rhucrl_experiments.evaluate folder.\"\"\"\nimport socket\n\nfrom lsf_runner import init_runner, make_commands\n\nfrom rhucrl_experiments.evaluate.utilities import ENVIRONMENTS\n\nRARL_DIR = \"../../runs/RARLAgent\"\nZERO_SUM_DIR = \"../../runs/ZeroSumAgent\"\nSCRIPT = \"evaluate_mass_change.py\"\nEXPERIMENTS = {\n \"supermodularity\": {\"algorithm\": \"RARL_MF\", \"base-dir\": RARL_DIR},\n \"shallow\": {\"algorithm\": \"RHUCRL\", \"base-dir\": ZERO_SUM_DIR},\n \"greedy\": {\"algorithm\": \"RHUCRL\", \"base-dir\": ZERO_SUM_DIR},\n \"lazy\": {\"algorithm\": \"HUCRL\", \"base-dir\": RARL_DIR},\n}.get(socket.gethostname(), {\"algorithm\": \"RARL\", \"base-dir\": RARL_DIR})\n\nrunner = init_runner(\"EvaluateMassChange.\", num_threads=4)\nfor seed in [0, 1, 2, 3, 4]:\n base_args = {\"num-runs\": 10, \"seed\": seed}\n base_args.update(**EXPERIMENTS)\n commands = make_commands(\n SCRIPT, base_args=base_args, common_hyper_args={\"environment\": ENVIRONMENTS}\n )\n runner.run_batch(commands)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 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"}]
| false
| null | null | null |
0790c876aeebfd734072b2709676f53a6053af06
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from __future__ import absolute_import import six from rest_framework.response import Response from sentry.api.bases.project import ProjectEndpoint from sentry.models import TagKey, TagKeyStatus class ProjectTagsEndpoint(ProjectEndpoint): def get(self, request, project): tag_keys = TagKey.objects.filter( project=project, status=TagKeyStatus.VISIBLE, ) data = [] for tag_key in tag_keys: data.append({ 'id': six.text_type(tag_key.id), 'key': TagKey.get_standardized_key(tag_key.key), 'name': tag_key.get_label(), 'uniqueValues': tag_key.values_seen, }) return Response(data)
|
Functions: get Classes: ProjectTagsEndpoint This code demonstrates Pythoncode:Python programming.
|
advanced
|
api
|
code_explanation
|
Pythoncode:Python
| 1
| 1
| 739
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom __future__ import absolute_import\n\nimport six\n\nfrom rest_framework.response import Response\n\nfrom sentry.api.bases.project import ProjectEndpoint\nfrom sentry.models import TagKey, TagKeyStatus\n\n\nclass ProjectTagsEndpoint(ProjectEndpoint):\n def get(self, request, project):\n tag_keys = TagKey.objects.filter(\n project=project,\n status=TagKeyStatus.VISIBLE,\n )\n\n data = []\n for tag_key in tag_keys:\n data.append({\n 'id': six.text_type(tag_key.id),\n 'key': TagKey.get_standardized_key(tag_key.key),\n 'name': tag_key.get_label(),\n 'uniqueValues': tag_key.values_seen,\n })\n\n return Response(data)"}, {"role": "assistant", "content": " Functions: get\n Classes: ProjectTagsEndpoint\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
07915aac7804509d8daa27f0a06836f1ec42314d
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: from __future__ import print_function # For Py2/3 compatibility import async_eel import random import asyncio loop = asyncio.get_event_loop() @async_eel.expose async def py_random(): return random.random() async def print_num(n): """callback of js_random""" print('Got this from Javascript:', n) async def main(): try: async_eel.init('web')
|
await async_eel.start('callbacks.html', size=(400, 300)) # Call Javascript function, and pass explicit callback function await async_eel.js_random()(print_num) # Do the same with an inline callback await async_eel.js_random()(lambda n: print('2Got this from Javascript:', n)) except Exception: import traceback traceback.print_exc() if __name__ == '__main__': asyncio.run_coroutine_threadsafe(main(), loop) loop.run_forever()
|
intermediate
|
machine_learning
|
code_completion
|
Pythoncode:Python
| 0
| 0
| 871
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom __future__ import print_function\t# For Py2/3 compatibility\nimport async_eel\nimport random\nimport asyncio\n\n\nloop = asyncio.get_event_loop()\n\n\n@async_eel.expose\nasync def py_random():\n return random.random()\n\n\nasync def print_num(n):\n \"\"\"callback of js_random\"\"\"\n print('Got this from Javascript:', n)\n\n\nasync def main():\n try:\n async_eel.init('web')"}, {"role": "assistant", "content": "\n await async_eel.start('callbacks.html', size=(400, 300))\n\n # Call Javascript function, and pass explicit callback function\n await async_eel.js_random()(print_num)\n\n # Do the same with an inline callback\n await async_eel.js_random()(lambda n: print('2Got this from Javascript:', n))\n except Exception:\n import traceback\n traceback.print_exc()\n\n\nif __name__ == '__main__':\n asyncio.run_coroutine_threadsafe(main(), loop)\n loop.run_forever()"}]
| false
| null | null | null |
07919b5c6e89a71c84a3a15315c4e1b2767495ce
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # coding=utf-8 """ Access methods for indexing datasets & products. """ import logging from datacube.config import LocalConfig from datacube.drivers import index_driver_by_name, index_drivers from .index import Index _LOG = logging.getLogger(__name__) def index_connect(local_config=None, application_name=None, validate_connection=True): # type: (LocalConfig, str, bool) -> Index """ Create a Data Cube Index that can connect to a PostgreSQL server It contains all the required connection parameters, but doesn't actually check that the server is available. :param application_name: A short, alphanumeric name to identify this application. :param datacube.config.LocalConfig local_config: Config object to use. (optional) :param validate_connection: Validate database connection and schema immediately :rtype: datacube.index.index.Index :raises datacube.drivers.postgres._connections.IndexSetupError: """ if local_config is None: local_config = LocalConfig.find() driver_name = local_config.get('index_driver', 'default') index_driver = index_driver_by_name(driver_name) if not index_driver: raise RuntimeError( "No index driver found for %r. %s available: %s" % ( driver_name, len(index_drivers()), ', '.join(index_drivers()) ) ) return index_driver.connect_to_index(local_config, application_name=application_name, validate_connection=validate_connection)
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
database
|
refactoring
|
Pythoncode:Python
| 1
| 0
| 1,578
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# coding=utf-8\n\"\"\"\nAccess methods for indexing datasets & products.\n\"\"\"\n\nimport logging\n\nfrom datacube.config import LocalConfig\nfrom datacube.drivers import index_driver_by_name, index_drivers\nfrom .index import Index\n\n_LOG = logging.getLogger(__name__)\n\n\ndef index_connect(local_config=None, application_name=None, validate_connection=True):\n # type: (LocalConfig, str, bool) -> Index\n \"\"\"\n Create a Data Cube Index that can connect to a PostgreSQL server\n\n It contains all the required connection parameters, but doesn't actually\n check that the server is available.\n\n :param application_name: A short, alphanumeric name to identify this application.\n :param datacube.config.LocalConfig local_config: Config object to use. (optional)\n :param validate_connection: Validate database connection and schema immediately\n :rtype: datacube.index.index.Index\n :raises datacube.drivers.postgres._connections.IndexSetupError:\n \"\"\"\n if local_config is None:\n local_config = LocalConfig.find()\n\n driver_name = local_config.get('index_driver', 'default')\n index_driver = index_driver_by_name(driver_name)\n if not index_driver:\n raise RuntimeError(\n \"No index driver found for %r. %s available: %s\" % (\n driver_name, len(index_drivers()), ', '.join(index_drivers())\n )\n )\n\n return index_driver.connect_to_index(local_config,\n application_name=application_name,\n validate_connection=validate_connection)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
079304ab36eaaab974694a2714de62dfde9010a0
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/env python3 # # load_message.py - takes a single email or mbox formatted # file on stdin or in a file and reads it into the database. # import os import sys from optparse import OptionParser from configparser import ConfigParser import psycopg2 from lib.storage import ArchivesParserStorage from lib.mbox import MailboxBreakupParser from lib.exception import IgnorableException from lib.log import log, opstatus from lib.varnish import VarnishPurger ... [1 more functiondefs truncated ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '[' at line 23 - expected ']' • Invalid syntax at line 23: ... [1 more functiondefs truncated ... Fixes: • Complete the expression on the last line • Add closing ']' bracket • Review syntax near the error location
|
intermediate
|
database
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 513
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n#\n# load_message.py - takes a single email or mbox formatted\n# file on stdin or in a file and reads it into the database.\n#\n\nimport os\nimport sys\n\nfrom optparse import OptionParser\nfrom configparser import ConfigParser\n\nimport psycopg2\n\nfrom lib.storage import ArchivesParserStorage\nfrom lib.mbox import MailboxBreakupParser\nfrom lib.exception import IgnorableException\nfrom lib.log import log, opstatus\nfrom lib.varnish import VarnishPurger\n\n\n\n ... [1 more functiondefs truncated ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '[' at line 23 - expected ']'\n \u2022 Invalid syntax at line 23: ... [1 more functiondefs truncated ...\n\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing ']' bracket\n \u2022 Review syntax near the error location"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
079480b6c82dd74c78bc4155e46e5d2906c6b673
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: # -*- coding: utf-8 -*- # Generated by Django 1.11.29 on 2020-03-10 14:30 from __future__ import unicode_literals from django.db import migrations, models import django.db.models.deletion class Migration(migrations.Migration): dependencies = [ ('shop', '0008_auto_20200310_1134'), ] operations = [ migrations.RemoveField( model_name='category', name='id', ), migrations.AlterField( model_name='category', name='name', field=models.CharField(db_index=True, max_length=200, primary_key=True, serialize=False), ), migrations.AlterField( model_name='product', name='type1', field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='products', to='shop.Type1'), ), ]
|
Code Review: ❌ Critical issues: Block at line 9 has no indented body ⚠️ Code quality: Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 ✨ Improvements: Add docstring to class 'Migration' Line 28 too long (123 chars) - break into multiple lines
|
advanced
|
machine_learning
|
code_review
|
Pythoncode:Python
| 0
| 1
| 860
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Generated by Django 1.11.29 on 2020-03-10 14:30\nfrom __future__ import unicode_literals\n\nfrom django.db import migrations, models\nimport django.db.models.deletion\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('shop', '0008_auto_20200310_1134'),\n ]\n\n operations = [\n migrations.RemoveField(\n model_name='category',\n name='id',\n ),\n migrations.AlterField(\n model_name='category',\n name='name',\n field=models.CharField(db_index=True, max_length=200, primary_key=True, serialize=False),\n ),\n migrations.AlterField(\n model_name='product',\n name='type1',\n field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='products', to='shop.Type1'),\n ),\n ]"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Block at line 9 has no indented body\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n\n\u2728 Improvements:\n Add docstring to class 'Migration'\n Line 28 too long (123 chars) - break into multiple lines"}]
| false
| null | null | null |
079486c9e4c55ef02a54afabc6964be8635f9540
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: from dataset.baseset import BaseSet import random, cv2 import numpy as np class iNaturalist(BaseSet): def __init__(self, mode='train', cfg=None, transform=None): super(iNaturalist, self).__init__(mode, cfg, transform) random.seed(0) self.class_dict = self._get_class_dict() def __getitem__(self, index): if self.cfg.TRAIN.SAMPLER.TYPE == "weighted sampler" and self.mode == 'train': assert self.cfg.TRAIN.SAMPLER.WEIGHTED_SAMPLER.TYPE in ["balance", 'square', 'progressive'] if self.cfg.TRAIN.SAMPLER.WEIGHTED_SAMPLER.TYPE == "balance": sample_class = random.randint(0, self.num_classes - 1) elif self.cfg.TRAIN.SAMPLER.WEIGHTED_SAMPLER.TYPE == "square": sample_class = np.random.choice(np.arange(self.num_classes), p=self.square_p) else: sample_class = np.random.choice(np.arange(self.num_classes), p=self.progress_p) sample_indexes = self.class_dict[sample_class] index = random.choice(sample_indexes) now_info = self.data[index] img = self._get_image(now_info) image = self.transform(img) meta = dict() image_label = now_info['category_id'] # 0-index ... code continues ...
|
Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation:
|
advanced
|
testing
|
incomplete_code
|
Pythoncode:Python
| 2
| 1
| 1,310
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom dataset.baseset import BaseSet\r\nimport random, cv2\r\nimport numpy as np\r\n\r\n\r\nclass iNaturalist(BaseSet):\r\n def __init__(self, mode='train', cfg=None, transform=None):\r\n super(iNaturalist, self).__init__(mode, cfg, transform)\r\n random.seed(0)\r\n self.class_dict = self._get_class_dict()\r\n\r\n def __getitem__(self, index):\r\n if self.cfg.TRAIN.SAMPLER.TYPE == \"weighted sampler\" and self.mode == 'train':\r\n assert self.cfg.TRAIN.SAMPLER.WEIGHTED_SAMPLER.TYPE in [\"balance\", 'square', 'progressive']\r\n if self.cfg.TRAIN.SAMPLER.WEIGHTED_SAMPLER.TYPE == \"balance\":\r\n sample_class = random.randint(0, self.num_classes - 1)\r\n elif self.cfg.TRAIN.SAMPLER.WEIGHTED_SAMPLER.TYPE == \"square\":\r\n sample_class = np.random.choice(np.arange(self.num_classes), p=self.square_p)\r\n else:\r\n sample_class = np.random.choice(np.arange(self.num_classes), p=self.progress_p)\r\n sample_indexes = self.class_dict[sample_class]\r\n index = random.choice(sample_indexes)\r\n now_info = self.data[index]\r\n img = self._get_image(now_info)\r\n image = self.transform(img)\r\n meta = dict()\r\n image_label = now_info['category_id'] # 0-index\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\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
|
079607c3763787747e103898caecb5035367fd71
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- import mock from nose.tools import * # noqa (PEP8 asserts) import hmac import hashlib from StringIO import StringIO from django.core.exceptions import ValidationError from django.db import IntegrityError import furl from framework.auth import get_or_create_user from framework.auth.core import Auth from osf.models import OSFUser, AbstractNode from addons.wiki.models import WikiVersion from osf.exceptions import BlacklistedEmailError from website import settings from website.conferences import views from website.conferences import utils, message from website.util import api_url_for, web_url_for from tests.base import OsfTestCase, fake from osf_tests.factories import ConferenceFactory, ProjectFactory, UserFactory def assert_absolute(url): parsed_domain = furl.furl(settings.DOMAIN) parsed_url = furl.furl(url) assert_equal(parsed_domain.host, parsed_url.host) def assert_equal_urls(first, second): parsed_first = furl.furl(first) parsed_first.port = None parsed_second = furl.furl(second) parsed_second.port = None assert_equal(parsed_first, parsed_second) def create_fake_conference_nodes(n, conference): nodes = [] for i in range(n): node = ProjectFactory(is_public=True) conference.submissions.add(node) node.save() nodes.append(node) return nodes def create_fake_conference_nodes_bad_data(conference, n, bad_n, endpoint): nodes = [] for i in range(n): node = ProjectFactory(is_public=True) conference.submissions.add(node) # inject bad data if i < bad_n: # Delete only contributor node.contributor_set.filter(user=node.contributors.first()).delete() node.save() nodes.append(node) return nodes class TestConferenceUtils(OsfTestCase): def test_get_or_create_user_exists(self): user = UserFactory() fetched, created = get_or_create_user(user.fullname, user.username, is_spam=True) assert_false(created) assert_equal(user._id, fetched._id) assert_false('is_spam' in fetched.system_tags) def test_get_or_create_user_not_exists(self): fullname = 'Roger Taylor' username = 'roger@queen.com' fetched, created = get_or_create_user(fullname, username, is_spam=False) fetched.save() # in order to access m2m fields, e.g. tags assert_true(created) assert_equal(fetched.fullname, fullname) assert_equal(fetched.username, username) assert_false('is_spam' in fetched.system_tags) ... [55 more functiondefs truncated] ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Block at line 65 has no indented body • IndentationError at line 8 Fixes: • Complete the expression on the last line • Fix indentation to match Python syntax rules
|
advanced
|
testing
|
syntax_repair
|
Pythoncode:Python
| 6
| 1
| 2,644
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\nimport mock\nfrom nose.tools import * # noqa (PEP8 asserts)\n\nimport hmac\nimport hashlib\n from StringIO import StringIO\n\nfrom django.core.exceptions import ValidationError\nfrom django.db import IntegrityError\nimport furl\n\nfrom framework.auth import get_or_create_user\nfrom framework.auth.core import Auth\n\nfrom osf.models import OSFUser, AbstractNode\nfrom addons.wiki.models import WikiVersion\nfrom osf.exceptions import BlacklistedEmailError\nfrom website import settings\nfrom website.conferences import views\nfrom website.conferences import utils, message\nfrom website.util import api_url_for, web_url_for\n\nfrom tests.base import OsfTestCase, fake\nfrom osf_tests.factories import ConferenceFactory, ProjectFactory, UserFactory\n\n\ndef assert_absolute(url):\n parsed_domain = furl.furl(settings.DOMAIN)\n parsed_url = furl.furl(url)\n assert_equal(parsed_domain.host, parsed_url.host)\n\n\n def assert_equal_urls(first, second):\n parsed_first = furl.furl(first)\n parsed_first.port = None\n parsed_second = furl.furl(second)\n parsed_second.port = None\n assert_equal(parsed_first, parsed_second)\n\n\ndef create_fake_conference_nodes(n, conference):\n nodes = []\n for i in range(n):\n node = ProjectFactory(is_public=True)\n conference.submissions.add(node)\n node.save()\n nodes.append(node)\n return nodes\n\ndef create_fake_conference_nodes_bad_data(conference, n, bad_n, endpoint):\n nodes = []\n for i in range(n):\n node = ProjectFactory(is_public=True)\n conference.submissions.add(node)\n # inject bad data\n if i < bad_n:\n # Delete only contributor\n node.contributor_set.filter(user=node.contributors.first()).delete()\n node.save()\n nodes.append(node)\n return nodes\n\nclass TestConferenceUtils(OsfTestCase):\n\n def test_get_or_create_user_exists(self):\n user = UserFactory()\n fetched, created = get_or_create_user(user.fullname, user.username, is_spam=True)\n assert_false(created)\n assert_equal(user._id, fetched._id)\n assert_false('is_spam' in fetched.system_tags)\n\n def test_get_or_create_user_not_exists(self):\n fullname = 'Roger Taylor'\n username = 'roger@queen.com'\n fetched, created = get_or_create_user(fullname, username, is_spam=False)\n fetched.save() # in order to access m2m fields, e.g. tags\n assert_true(created)\n assert_equal(fetched.fullname, fullname)\n assert_equal(fetched.username, username)\n assert_false('is_spam' in fetched.system_tags)\n\n\n ... [55 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 Block at line 65 has no indented body\n \u2022 IndentationError at line 8\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Fix indentation to match Python syntax rules"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
079659eddea08dcb5566544e99167b54c9eb8c33
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import socketserver import socket import sys import threading import json import queue import time import datetime import traceback class TCPServer(socketserver.ThreadingMixIn, socketserver.TCPServer): def server_bind(self): self.socket.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1) self.socket.bind(self.server_address) class Listener(threading.Thread): def run(self): kwargs = self._kwargs print("Listener: Started: %s" % kwargs) Handler = self._kwargs["handler"] server = self._kwargs["server"] class Server(socketserver.BaseRequestHandler): def handle(self): print("Listener: Connection request received: %s" % kwargs) Handler(server, self.request) self.server = TCPServer((kwargs["host"], kwargs["port"]), Server) self.server.serve_forever() def stop(self): self.server.shutdown() self.server.server_close() class Connector(threading.Thread): def __init__(self, *arg, **kw): self.is_stopping = False threading.Thread.__init__(self, *arg, **kw) def run(self): print("Connector: Started: %s" % self._kwargs) while not self.is_stopping: sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: try: sock.connect((self._kwargs["host"], self._kwargs["port"])) print("Connector: Connected: %s" % self._kwargs) self._kwargs["handler"](self._kwargs["server"], sock) except Exception as e: print(e) traceback.print_exc() finally: sock.close() # Complete this line def stop(self): self.is_stopping = True class Handler(object): encoding = "utf-8" binary = False filemode = "r" def __init__(self, server, conn): self.server = server self.conn = conn self.makefile() self.handle() def makefile(self): args = {"mode": self.filemode + ["", "b"][self.binary]} if not self.binary: args["encoding"] = self.encoding self.file = self.conn.makefile(**args) def handle(self): """self.conn is a socket object, self.file a file wrapper for that socket""" def __hash__(self): return id(self) class ReceiveHandler(Handler): filemode = "r" class SendHandler(Handler): filemode = "w" class Server(object): def __init__(self, handlers): self.handlers = handlers self.config = None self.servers = {} ... [4 more functiondefs truncated] ...
|
The missing line is: time.sleep(1)
|
advanced
|
api
|
fill_in_the_blank
|
Pythoncode:Python
| 12
| 8
| 2,747
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport socketserver\nimport socket\nimport sys\nimport threading\nimport json\nimport queue\nimport time\nimport datetime\nimport traceback\n\nclass TCPServer(socketserver.ThreadingMixIn, socketserver.TCPServer):\n def server_bind(self):\n self.socket.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)\n self.socket.bind(self.server_address)\n \nclass Listener(threading.Thread):\n def run(self):\n kwargs = self._kwargs\n print(\"Listener: Started: %s\" % kwargs)\n Handler = self._kwargs[\"handler\"]\n server = self._kwargs[\"server\"]\n class Server(socketserver.BaseRequestHandler):\n def handle(self):\n print(\"Listener: Connection request received: %s\" % kwargs)\n Handler(server, self.request)\n self.server = TCPServer((kwargs[\"host\"], kwargs[\"port\"]), Server)\n self.server.serve_forever()\n\n def stop(self):\n self.server.shutdown()\n self.server.server_close()\n \nclass Connector(threading.Thread):\n def __init__(self, *arg, **kw):\n self.is_stopping = False\n threading.Thread.__init__(self, *arg, **kw)\n def run(self):\n print(\"Connector: Started: %s\" % self._kwargs)\n while not self.is_stopping:\n sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n try:\n try:\n sock.connect((self._kwargs[\"host\"], self._kwargs[\"port\"]))\n print(\"Connector: Connected: %s\" % self._kwargs)\n self._kwargs[\"handler\"](self._kwargs[\"server\"], sock)\n except Exception as e:\n print(e)\n traceback.print_exc()\n finally:\n sock.close()\n # Complete this line\n def stop(self):\n self.is_stopping = True\n \nclass Handler(object):\n encoding = \"utf-8\"\n binary = False\n filemode = \"r\"\n \n def __init__(self, server, conn):\n self.server = server\n self.conn = conn\n self.makefile()\n self.handle()\n \n def makefile(self):\n args = {\"mode\": self.filemode + [\"\", \"b\"][self.binary]}\n if not self.binary:\n args[\"encoding\"] = self.encoding\n self.file = self.conn.makefile(**args)\n \n def handle(self):\n \"\"\"self.conn is a socket object, self.file a file wrapper for that\n socket\"\"\"\n\n def __hash__(self):\n return id(self)\n\nclass ReceiveHandler(Handler):\n filemode = \"r\"\n \nclass SendHandler(Handler):\n filemode = \"w\"\n \n\nclass Server(object):\n def __init__(self, handlers):\n self.handlers = handlers\n self.config = None\n self.servers = {}\n\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n time.sleep(1)"}]
| false
| null | null | null |
079711a016ea4fa9510f792cc6a93c56f3a684e5
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # -*- coding: ascii -*- import sys import json ... [1 more functiondefs truncated] ...
|
This code demonstrates Pythoncode:Python programming.
|
beginner
|
general
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 99
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: ascii -*-\r\nimport sys\r\nimport json\r\n\r\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0797199eb44c9067c6481782c2b094efbd8e10a6
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # 随机6位密码 a-zA-Z0-9下划线 import random source = '' lower_char = [chr(x) for x in range(ord('a'), ord('z') + 1)] upper_char = [chr(x) for x in range(ord('A'), ord('Z') + 1)] number_char = [chr(x) for x in range(ord('0'), ord('9') + 1)] source += "".join(lower_char) source += "".join(upper_char) source += "".join(number_char) source += "_" print(source) # 随机取出20位字符串，包括下划线 while True: s = "".join(random.sample(source, 20)) if '_' in s: print(s) break
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
general
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 475
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# \u968f\u673a6\u4f4d\u5bc6\u7801 a-zA-Z0-9\u4e0b\u5212\u7ebf\nimport random\n\nsource = ''\nlower_char = [chr(x) for x in range(ord('a'), ord('z') + 1)]\nupper_char = [chr(x) for x in range(ord('A'), ord('Z') + 1)]\nnumber_char = [chr(x) for x in range(ord('0'), ord('9') + 1)]\nsource += \"\".join(lower_char)\nsource += \"\".join(upper_char)\nsource += \"\".join(number_char)\nsource += \"_\"\nprint(source)\n\n# \u968f\u673a\u53d6\u51fa20\u4f4d\u5b57\u7b26\u4e32\uff0c\u5305\u62ec\u4e0b\u5212\u7ebf\nwhile True:\n s = \"\".join(random.sample(source, 20))\n if '_' in s:\n print(s)\n break"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0797927e3d7bde5eb907276662251361ce156da5
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from django.test import TestCase from rest_framework.test import APIRequestFactory from .models import GBIC, GBICType from .views import GBICListViewSet # Create your tests here. class GBICTest(TestCase): def test_gbic_view_set(self): request = APIRequestFactory().get("") gbic_detail = GBICListViewSet.as_view(actions={'get': 'retrieve'}) gbic_type_test = GBICType.objects.create(description='muito_bom') gbic_test = GBIC.objects.create( serial='showdaxuxa', patrimony_number='666', gbic_type=gbic_type_test ) response = gbic_detail(request, pk=gbic_test.pk) # Complete this line def test_deleted_gbic_view_set(self): request = APIRequestFactory().get("") gbic_detail = GBICListViewSet.as_view(actions={'get': 'retrieve'}) gbic_type_test = GBICType.objects.create(description='muitoruim') gbic_test = GBIC.objects.create( serial='showdomilhao', patrimony_number='777', gbic_type=gbic_type_test ) gbic_test.delete() response = gbic_detail(request, pk=gbic_test.pk) self.assertEqual(response.status_code, 404)
|
The missing line is: self.assertEqual(response.status_code, 200)
|
advanced
|
testing
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 1
| 1,237
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom django.test import TestCase\nfrom rest_framework.test import APIRequestFactory\nfrom .models import GBIC, GBICType\nfrom .views import GBICListViewSet\n\n\n# Create your tests here.\nclass GBICTest(TestCase):\n\n def test_gbic_view_set(self):\n request = APIRequestFactory().get(\"\")\n gbic_detail = GBICListViewSet.as_view(actions={'get': 'retrieve'})\n gbic_type_test = GBICType.objects.create(description='muito_bom')\n gbic_test = GBIC.objects.create(\n serial='showdaxuxa',\n patrimony_number='666',\n gbic_type=gbic_type_test\n )\n response = gbic_detail(request, pk=gbic_test.pk)\n # Complete this line\n\n\n def test_deleted_gbic_view_set(self):\n request = APIRequestFactory().get(\"\")\n gbic_detail = GBICListViewSet.as_view(actions={'get': 'retrieve'})\n gbic_type_test = GBICType.objects.create(description='muitoruim')\n gbic_test = GBIC.objects.create(\n serial='showdomilhao',\n patrimony_number='777',\n gbic_type=gbic_type_test\n )\n gbic_test.delete()\n response = gbic_detail(request, pk=gbic_test.pk)\n self.assertEqual(response.status_code, 404)"}, {"role": "assistant", "content": "The missing line is:\n self.assertEqual(response.status_code, 200)"}]
| false
| null | null | null |
0799d6264b46d419f66659960f9e80e3239bdd1c
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import inspect from typing import List, Union, Set, Any import numpy as np from fruits.cache import Cache, CoquantileCache from fruits.scope import force_input_shape, FitTransform from fruits.core.callback import AbstractCallback from fruits.signature.iss import SignatureCalculator, CachePlan from fruits.words.word import Word from fruits.sieving.abstract import FeatureSieve from fruits.preparation.abstract import DataPreparateur class Fruit: """Feature Extractor using iterated sums. A Fruit consists of a number of :class:`~fruits.core.fruit.FruitBranch` objects. At the end of the pipeline, each branch returns their own features and they will be concatenated by this class. A simple example (using two branches): .. code-block:: python fruit = fruits.Fruit("My Fruit") # optional: add preparateurs for preprocessing fruit.add(fruits.preparation.INC) # add words for iterated sums calculation fruit.add(fruits.words.creation.simplewords_by_weight(4)) # choose sieves fruit.add(fruits.sieving.PPV(0.5)) fruit.add(fruits.sieving.END) # add a new branch without INC fruit.fork() fruit.add(fruits.words.creation.simplewords_by_weight(4)) fruit.add(fruits.sieving.PPV(0.5)) fruit.add(fruits.sieving.END) # configure the fruit fruit.configure(mode="extended") # fit the fruit on a time series dataset fruit.fit(X_train) # transform the dataset X_train_transformed = fruit.transform(X_train) X_test_tranformed = fruit.transform(X_test) # use the transformed results (features) in a classifier ...
|
The ``fruit`` above will result in ``2*8*2=32`` features per time series. """ def __init__(self, name: str = ""): self.name: str = name # list of FruitBranches self._branches: List[FruitBranch] = [] # pointer for the current branch index self._cbi: int = 0 self._fitted: bool = False @property def name(self) -> str: """Simple identifier for the Fruit object.""" return self._name @name.setter def name(self, name: str): self._name = name def fork(self, branch: "FruitBranch" = None): """Adds a new branch to the pipeline. If none is given, an empty FruitBranch will be created and switched to. :type branch: FruitBranch, optional """ if branch is None: branch = FruitBranch() self._branches.append(branch) self._cbi = len(self._branches) - 1 self._fitted = False ... [37 more functiondefs truncated] ...
|
advanced
|
testing
|
code_completion
|
Pythoncode:Python
| 4
| 1
| 2,716
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport inspect\nfrom typing import List, Union, Set, Any\n\nimport numpy as np\n\nfrom fruits.cache import Cache, CoquantileCache\nfrom fruits.scope import force_input_shape, FitTransform\nfrom fruits.core.callback import AbstractCallback\nfrom fruits.signature.iss import SignatureCalculator, CachePlan\nfrom fruits.words.word import Word\nfrom fruits.sieving.abstract import FeatureSieve\nfrom fruits.preparation.abstract import DataPreparateur\n\n\nclass Fruit:\n \"\"\"Feature Extractor using iterated sums.\n\n A Fruit consists of a number of\n :class:`~fruits.core.fruit.FruitBranch` objects.\n At the end of the pipeline, each branch returns their own features\n and they will be concatenated by this class.\n\n A simple example (using two branches):\n\n .. code-block:: python\n\n fruit = fruits.Fruit(\"My Fruit\")\n # optional: add preparateurs for preprocessing\n fruit.add(fruits.preparation.INC)\n # add words for iterated sums calculation\n fruit.add(fruits.words.creation.simplewords_by_weight(4))\n # choose sieves\n fruit.add(fruits.sieving.PPV(0.5))\n fruit.add(fruits.sieving.END)\n\n # add a new branch without INC\n fruit.fork()\n fruit.add(fruits.words.creation.simplewords_by_weight(4))\n fruit.add(fruits.sieving.PPV(0.5))\n fruit.add(fruits.sieving.END)\n\n # configure the fruit\n fruit.configure(mode=\"extended\")\n\n # fit the fruit on a time series dataset\n fruit.fit(X_train)\n # transform the dataset\n X_train_transformed = fruit.transform(X_train)\n X_test_tranformed = fruit.transform(X_test)\n\n # use the transformed results (features) in a classifier\n ..."}, {"role": "assistant", "content": "\n\n The ``fruit`` above will result in ``2*8*2=32`` features per time\n series.\n \"\"\"\n\n def __init__(self, name: str = \"\"):\n self.name: str = name\n # list of FruitBranches\n self._branches: List[FruitBranch] = []\n # pointer for the current branch index\n self._cbi: int = 0\n self._fitted: bool = False\n\n @property\n def name(self) -> str:\n \"\"\"Simple identifier for the Fruit object.\"\"\"\n return self._name\n\n @name.setter\n def name(self, name: str):\n self._name = name\n\n def fork(self, branch: \"FruitBranch\" = None):\n \"\"\"Adds a new branch to the pipeline. If none is given, an\n empty FruitBranch will be created and switched to.\n\n :type branch: FruitBranch, optional\n \"\"\"\n if branch is None:\n branch = FruitBranch()\n self._branches.append(branch)\n self._cbi = len(self._branches) - 1\n self._fitted = False\n\n\n ... [37 more functiondefs truncated] ..."}]
| false
| null | null | null |
079a7acf6ad24d3b711dca5d0ee7ae05fdfe00c0
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import os import argparse import subprocess import socket import sys import click from django.core.management import execute_from_command_line from workoutizer.settings import WORKOUTIZER_DIR, WORKOUTIZER_DB_PATH, TRACKS_DIR from workoutizer import __version__ def cli(): pass @click.command(help='Mandatory command to initialize workoutizer. This fetches the static files, creates the database ' 'and applies the required migrations.') def init(): _build_home() execute_from_command_line(["manage.py", "collectstatic", "--noinput"]) execute_from_command_line(["manage.py", "migrate"]) execute_from_command_line(["manage.py", "check"]) click.echo(f"database and track files are stored in: {WORKOUTIZER_DIR}") @click.option('--ip', default="", help=url_help) @click.option('--product_id', help="product ip of your device", required=True) @click.option('--vendor_id', help="vendor ip of your device", required=True) @click.command(help='Configure Raspberry Pi to auto mount devices. Passing vendor and product id is required. Passing ' f'the local ip address and port is optionally. E.g.: {example_rpi_cmd}') def setup_rpi(ip, vendor_id, product_id): if not ip: ip = _get_local_ip_address() answer = input(f"Are you sure you want to setup your Raspberry Pi?\n\n" f"This will copy the required udev rule and systemd service file\n" f"to your system to enable automated mounting of your device.\n" f"This might take a while...\n\n" f"Start setup? [Y/n] ") if answer.lower() == 'y': click.echo(f"installing ansible...") _pip_install('ansible==2.9.10' click.echo(f"starting setup using ansible...") _setup_rpi( vendor_id=vendor_id, product_id=product_id, ip_port=f"{ip}:8000" ) _run_ansible(playbook='install_packages.yml') click.echo(f"Successfully configured to automatically mount your device when plugged in. Note: These changes " f"require a system restart to take effect.") else: click.echo(f"Aborted.") @click.argument('url', default="") @click.command(help="Run workoutizer. Passing the local ip address and port is optionally. In case of no ip address " "being passed, it will be determined automatically. Usage, e.g.: 'wkz run 0.0.0.0:8000'.") def run(url): if not url: url = f"{_get_local_ip_address()}:8000" execute_from_command_line(["manage.py", "runserver", url]) @click.argument('url', default="") @click.command(help='Configure workoutizer to run as systemd service. Passing the local ip address and port is ' 'optionally. In case of no ip address being passed, it will be determined automatically.') ... [15 more functiondefs truncated] ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 42 - expected ')' • SyntaxError: '(' was never closed at line 42 Fixes: • Complete the expression on the last line • Add closing ')' bracket • Review code syntax
|
intermediate
|
database
|
syntax_repair
|
Pythoncode:Python
| 4
| 0
| 2,910
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport os\nimport argparse\nimport subprocess\nimport socket\nimport sys\n\nimport click\nfrom django.core.management import execute_from_command_line\n\nfrom workoutizer.settings import WORKOUTIZER_DIR, WORKOUTIZER_DB_PATH, TRACKS_DIR\nfrom workoutizer import __version__\n\ndef cli():\n pass\n\n\n@click.command(help='Mandatory command to initialize workoutizer. This fetches the static files, creates the database '\n 'and applies the required migrations.')\ndef init():\n _build_home()\n execute_from_command_line([\"manage.py\", \"collectstatic\", \"--noinput\"])\n execute_from_command_line([\"manage.py\", \"migrate\"])\n execute_from_command_line([\"manage.py\", \"check\"])\n click.echo(f\"database and track files are stored in: {WORKOUTIZER_DIR}\")\n\n\n@click.option('--ip', default=\"\", help=url_help)\n@click.option('--product_id', help=\"product ip of your device\", required=True)\n@click.option('--vendor_id', help=\"vendor ip of your device\", required=True)\n@click.command(help='Configure Raspberry Pi to auto mount devices. Passing vendor and product id is required. Passing '\n f'the local ip address and port is optionally. E.g.: {example_rpi_cmd}')\ndef setup_rpi(ip, vendor_id, product_id):\n if not ip:\n ip = _get_local_ip_address()\n answer = input(f\"Are you sure you want to setup your Raspberry Pi?\\n\\n\"\n f\"This will copy the required udev rule and systemd service file\\n\"\n f\"to your system to enable automated mounting of your device.\\n\"\n f\"This might take a while...\\n\\n\"\n f\"Start setup? [Y/n] \")\n if answer.lower() == 'y':\n click.echo(f\"installing ansible...\")\n _pip_install('ansible==2.9.10'\n click.echo(f\"starting setup using ansible...\")\n _setup_rpi(\n vendor_id=vendor_id,\n product_id=product_id,\n ip_port=f\"{ip}:8000\"\n )\n _run_ansible(playbook='install_packages.yml')\n click.echo(f\"Successfully configured to automatically mount your device when plugged in. Note: These changes \"\n f\"require a system restart to take effect.\")\n else:\n click.echo(f\"Aborted.\")\n\n\n@click.argument('url', default=\"\")\n@click.command(help=\"Run workoutizer. Passing the local ip address and port is optionally. In case of no ip address \"\n \"being passed, it will be determined automatically. Usage, e.g.: 'wkz run 0.0.0.0:8000'.\")\ndef run(url):\n if not url:\n url = f\"{_get_local_ip_address()}:8000\"\n execute_from_command_line([\"manage.py\", \"runserver\", url])\n\n\n@click.argument('url', default=\"\")\n@click.command(help='Configure workoutizer to run as systemd service. Passing the local ip address and port is '\n 'optionally. In case of no ip address being passed, it will be determined automatically.')\n\n ... [15 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '(' at line 42 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 42\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
079c6865019ab91124c781c2644155172081ba8b
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: def trim_adapters(fastq_files, dirs, config): QUALITY_CUTOFF = 5 to_trim = _get_sequences_to_trim(config) resources = config_utils.get_resources("AlienTrimmer", config) try: jarpath = config_utils.get_program("AlienTrimmer", config, "dir") # fall back on Cutadapt if AlienTrimmer is not installed # XXX: remove after it has been live for a while except: return trim_read_through(fastq_files, dirs, config) jarfile = config_utils.get_jar("AlienTrimmer", jarpath) jvm_opts = " ".join(resources.get("jvm_opts", ["-Xms750m", "-Xmx2g"])) base_cmd = ("java -jar {jvm_opts} {jarfile} -k 10 ") fastq1 = fastq_files[0] supplied_quality_format = _get_quality_format(config) cores = config["algorithm"].get("num_cores", 0) out_files = _get_read_through_trimmed_outfiles(fastq_files, dirs) fastq1_out = out_files[0] if supplied_quality_format == "illumina": quality_flag = QUALITY_FLAGS[QUALITY_CUTOFF][0] else: quality_flag = QUALITY_FLAGS[QUALITY_CUTOFF][1] quality_flag = '-q ' + quality_flag if len(fastq_files) == 1: if file_exists(fastq1_out): return [fastq1_out] base_cmd += ("-i {fastq1} -o {tx_fastq1_out} -c {temp_file} " "{quality_flag}") message = "Trimming %s from %s with AlienTrimmer." % (to_trim, fastq1) else: fastq2 = fastq_files[1] fastq2_out = out_files[1] if all(map(file_exists, [fastq1_out, fastq2_out])): return [fastq1_out, fastq2_out] base_cmd += ("-if {fastq1} -ir {fastq2} -of {tx_fastq1_out} " "-or {tx_fastq2_out} -c {temp_file} {quality_flag}") message = ("Trimming %s from %s and %s with AlienTrimmer." % (to_trim, fastq1, fastq2)) with tempfile.NamedTemporaryFile(delete=False) as temp: temp_file = temp.name for adapter in to_trim: temp.write(adapter + "\n") temp.close() if len(fastq_files) == 1: with file_transaction(fastq1_out) as tx_fastq1_out: do.run(base_cmd.format(**locals()), message) return [fastq1_out] else: with file_transaction([fastq1_out, fastq2_out]) as tx_out_files: tx_fastq1_out = tx_out_files[0] tx_fastq2_out = tx_out_files[1] do.run(base_cmd.format(**locals()), message) return [fastq1_out, fastq2_out] ... [8 more functiondefs truncated] ...
|
Functions: trim_adapters This code demonstrates Pythoncode:Python programming.
|
intermediate
|
database
|
code_explanation
|
Pythoncode:Python
| 1
| 0
| 2,489
| false
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\ndef trim_adapters(fastq_files, dirs, config):\n QUALITY_CUTOFF = 5\n to_trim = _get_sequences_to_trim(config)\n resources = config_utils.get_resources(\"AlienTrimmer\", config)\n try:\n jarpath = config_utils.get_program(\"AlienTrimmer\", config, \"dir\")\n # fall back on Cutadapt if AlienTrimmer is not installed\n # XXX: remove after it has been live for a while\n except:\n return trim_read_through(fastq_files, dirs, config)\n jarfile = config_utils.get_jar(\"AlienTrimmer\", jarpath)\n jvm_opts = \" \".join(resources.get(\"jvm_opts\", [\"-Xms750m\", \"-Xmx2g\"]))\n base_cmd = (\"java -jar {jvm_opts} {jarfile} -k 10 \")\n fastq1 = fastq_files[0]\n supplied_quality_format = _get_quality_format(config)\n cores = config[\"algorithm\"].get(\"num_cores\", 0)\n out_files = _get_read_through_trimmed_outfiles(fastq_files, dirs)\n fastq1_out = out_files[0]\n if supplied_quality_format == \"illumina\":\n quality_flag = QUALITY_FLAGS[QUALITY_CUTOFF][0]\n else:\n quality_flag = QUALITY_FLAGS[QUALITY_CUTOFF][1]\n quality_flag = '-q ' + quality_flag\n if len(fastq_files) == 1:\n if file_exists(fastq1_out):\n return [fastq1_out]\n base_cmd += (\"-i {fastq1} -o {tx_fastq1_out} -c {temp_file} \"\n \"{quality_flag}\")\n message = \"Trimming %s from %s with AlienTrimmer.\" % (to_trim, fastq1)\n else:\n fastq2 = fastq_files[1]\n fastq2_out = out_files[1]\n if all(map(file_exists, [fastq1_out, fastq2_out])):\n return [fastq1_out, fastq2_out]\n base_cmd += (\"-if {fastq1} -ir {fastq2} -of {tx_fastq1_out} \"\n \"-or {tx_fastq2_out} -c {temp_file} {quality_flag}\")\n message = (\"Trimming %s from %s and %s with AlienTrimmer.\"\n % (to_trim, fastq1, fastq2))\n with tempfile.NamedTemporaryFile(delete=False) as temp:\n temp_file = temp.name\n for adapter in to_trim:\n temp.write(adapter + \"\\n\")\n temp.close()\n\n\n if len(fastq_files) == 1:\n with file_transaction(fastq1_out) as tx_fastq1_out:\n do.run(base_cmd.format(**locals()), message)\n return [fastq1_out]\n else:\n with file_transaction([fastq1_out, fastq2_out]) as tx_out_files:\n tx_fastq1_out = tx_out_files[0]\n tx_fastq2_out = tx_out_files[1]\n do.run(base_cmd.format(**locals()), message)\n return [fastq1_out, fastq2_out]\n\n\n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: trim_adapters\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
079ca32a831e991e4272d56b55460b5a2a9b338e
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: from rest_framework.response import Response from rest_framework.views import APIView from django.shortcuts import get_object_or_404 from dashboard.models import projects from .models import AnalysisConfig, SolverResults, SolverProgress, DockerLogs from rest_framework.parsers import FormParser, JSONParser, MultiPartParser, FileUploadParser from rest_framework import status import docker import os import json from zipfile import ZipFile from django.http import HttpResponse from threading import Thread from time import sleep from datetime import datetime class solverConfig(APIView): parser_classes = [FormParser, MultiPartParser] def get(self, request, *args, **kwargs): """ return a list of entries within a given category """ project = get_object_or_404(projects, id=kwargs['project_id']) category = request.query_params.get('category') parentConfig = AnalysisConfig.objects.get(project=project) jsonHelper = json.loads(parentConfig.config) if category in jsonHelper: return Response(data=jsonHelper[category], status=status.HTTP_200_OK) else: return Response(data="The category {} does not exist".format(category), status=status.HTTP_204_NO_CONTENT) def post(self, request, *args, **kwargs): """ create a new category for solver configuration """ project = get_object_or_404(projects, id=kwargs['project_id']) data = request.data.dict() category = request.query_params.get('category') parentConfig = AnalysisConfig.objects.get(project=project) jsonHelper = json.loads(parentConfig.config) # if request does not contain a name if not "Name" in data: return Response(data="Please provide a 'Name' for the entry", status=400) # if there is no category similar to the user request if category not in jsonHelper: jsonHelper[category] = [] jsonHelper[category].append(data) # check if the entry with the same name exists elif not list(filter(lambda name: name["Name"] == data["Name"], jsonHelper[category])): jsonHelper[category].append(data) else: return Response(data="an entry with the same name exists", status=400) parentConfig.config = json.dumps(jsonHelper) parentConfig.save() return Response(data=jsonHelper[category], status=status.HTTP_201_CREATED) ... [18 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
api
|
refactoring
|
Pythoncode:Python
| 2
| 1
| 2,533
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom rest_framework.response import Response\nfrom rest_framework.views import APIView\nfrom django.shortcuts import get_object_or_404\nfrom dashboard.models import projects\nfrom .models import AnalysisConfig, SolverResults, SolverProgress, DockerLogs\nfrom rest_framework.parsers import FormParser, JSONParser, MultiPartParser, FileUploadParser\nfrom rest_framework import status\nimport docker\nimport os\nimport json\nfrom zipfile import ZipFile\nfrom django.http import HttpResponse\nfrom threading import Thread\nfrom time import sleep\nfrom datetime import datetime\n\nclass solverConfig(APIView):\n\n parser_classes = [FormParser, MultiPartParser]\n\n\n def get(self, request, *args, **kwargs):\n \"\"\"\n return a list of entries within a given category\n \"\"\"\n project = get_object_or_404(projects, id=kwargs['project_id'])\n category = request.query_params.get('category')\n parentConfig = AnalysisConfig.objects.get(project=project)\n jsonHelper = json.loads(parentConfig.config)\n\n if category in jsonHelper:\n return Response(data=jsonHelper[category], status=status.HTTP_200_OK)\n else:\n return Response(data=\"The category {} does not exist\".format(category), status=status.HTTP_204_NO_CONTENT)\n\n def post(self, request, *args, **kwargs):\n \"\"\"\n create a new category for solver configuration\n \"\"\"\n project = get_object_or_404(projects, id=kwargs['project_id'])\n data = request.data.dict()\n category = request.query_params.get('category')\n parentConfig = AnalysisConfig.objects.get(project=project)\n jsonHelper = json.loads(parentConfig.config)\n\n # if request does not contain a name\n if not \"Name\" in data:\n return Response(data=\"Please provide a 'Name' for the entry\", status=400)\n\n # if there is no category similar to the user request\n if category not in jsonHelper:\n jsonHelper[category] = []\n jsonHelper[category].append(data)\n\n # check if the entry with the same name exists\n elif not list(filter(lambda name: name[\"Name\"] == data[\"Name\"], jsonHelper[category])):\n jsonHelper[category].append(data)\n else:\n return Response(data=\"an entry with the same name exists\", status=400)\n\n parentConfig.config = json.dumps(jsonHelper)\n parentConfig.save()\n return Response(data=jsonHelper[category], status=status.HTTP_201_CREATED)\n\n\n ... [18 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
079cc8e3750a72f04c77d4be145f9892cc269784
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: # coding: utf-8 """``AppFS`` opener definition. """ from __future__ import absolute_import from __future__ import print_function from __future__ import unicode_literals from .base import Opener from .errors import OpenerError from ..subfs import ClosingSubFS from .. import appfs class AppFSOpener(Opener): """``AppFS`` opener. """ protocols = [ 'userdata', 'userconf', 'sitedata', 'siteconf', 'usercache', 'userlog' ] _protocol_mapping = { 'userdata': appfs.UserDataFS, 'userconf': appfs.UserConfigFS, 'sitedata': appfs.SiteDataFS, 'siteconf': appfs.SiteConfigFS, 'usercache': appfs.UserCacheFS, 'userlog': appfs.UserLogFS } def open_fs(self
|
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 2 • Unclosed '(' at line 37 - expected ')' • SyntaxError: '(' was never closed at line 37 Fixes: • Add closing quote at line 2 • Add closing ')' bracket • Review code syntax
|
advanced
|
machine_learning
|
syntax_repair
|
Pythoncode:Python
| 1
| 1
| 773
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# coding: utf-8\n\"\"\"``AppFS`` opener definition.\n\"\"\"\n\nfrom __future__ import absolute_import\nfrom __future__ import print_function\nfrom __future__ import unicode_literals\n\nfrom .base import Opener\nfrom .errors import OpenerError\nfrom ..subfs import ClosingSubFS\nfrom .. import appfs\n\n\nclass AppFSOpener(Opener):\n \"\"\"``AppFS`` opener.\n \"\"\"\n\n protocols = [\n 'userdata',\n 'userconf',\n 'sitedata',\n 'siteconf',\n 'usercache',\n 'userlog'\n ]\n\n _protocol_mapping = {\n 'userdata': appfs.UserDataFS,\n 'userconf': appfs.UserConfigFS,\n 'sitedata': appfs.SiteDataFS,\n 'siteconf': appfs.SiteConfigFS,\n 'usercache': appfs.UserCacheFS,\n 'userlog': appfs.UserLogFS\n }\n\n def open_fs(self"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 2\n \u2022 Unclosed '(' at line 37 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 37\n\n Fixes:\n \u2022 Add closing quote at line 2\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
079d837b78456fbc7dc57dde76430c107de0f8b2
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: import numpy as np from sklearn.metrics import fbeta_score, roc_curve, auc, confusion_matrix from sklearn.decomposition import PCA from sklearn import random_projection from sklearn import svm from sklearn.ensemble import IsolationForest import matplotlib.pyplot as plt from keras.layers import Dense, Input, Dropout from keras.models import Model from keras import regularizers from keras.models import Sequential from keras.optimizers import Adam from keras.regularizers import l2 from sklearn.ensemble import RandomForestClassifier from sklearn.ensemble import AdaBoostClassifier import xgboost as xgb def one_class_svm(x_train, x_test, x_attacks, svm_results): # SVM Hyper-parameters nus = [0.01] gammas = ['auto'] dimensions = [int(i*x_test.shape[1]) for i in [0.25, 0.35, 0.5, 0.75, 0.9, 1]] dimensions = list(filter(lambda x: x > 0, dimensions)) for n in dimensions: x_reduced_pca, test_reduced_pca, attack_reduced_pca = reduce_dimensionality(n, x_train, x_test, 'PCA', attack=x_attacks) for nu in nus: for gamma in gammas: # Fit classifier with PCA reduced data classifier = svm.OneClassSVM(kernel='rbf', gamma=gamma, nu=nu, cache_size=7000) classifier.fit(x_reduced_pca) fb, area, tnr, tpr_train, tpr_test = unsupervised_evaluation(classifier, x_reduced_pca, test_reduced_pca, attack_reduced_pca) svm_results = svm_results.append({'nu': nu, 'gamma': gamma, 'n_components': n, 'TPR_train': tpr_train, 'TPR_test': tpr_test, 'TNR': tnr, 'model': 'svm', 'auc': area, 'f_beta': fb, 'projection': 'PCA'}, ignore_index=True) # Fit classifier with RP reduced data classifier = svm.OneClassSVM(kernel='rbf', gamma=gamma, nu=nu, cache_size=7000) classifier.fit(x_train) fb, area, tnr, tpr_train, tpr_test = unsupervised_evaluation(classifier, x_train, x_test, x_attacks) svm_results = svm_results.append({'nu': nu, 'gamma': gamma, 'n_components': x_test.shape[1], 'TPR_train': tpr_train, 'TPR_test': tpr_test, 'TNR': tnr, 'model': 'svm', 'auc': area, 'f_beta': fb, 'projection': 'None'}, ignore_index=True) return svm_results ... [14 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
testing
|
refactoring
|
Pythoncode:Python
| 1
| 0
| 2,873
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport numpy as np\nfrom sklearn.metrics import fbeta_score, roc_curve, auc, confusion_matrix\nfrom sklearn.decomposition import PCA\nfrom sklearn import random_projection\nfrom sklearn import svm\nfrom sklearn.ensemble import IsolationForest\nimport matplotlib.pyplot as plt\nfrom keras.layers import Dense, Input, Dropout\nfrom keras.models import Model\nfrom keras import regularizers\nfrom keras.models import Sequential\nfrom keras.optimizers import Adam\nfrom keras.regularizers import l2\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.ensemble import AdaBoostClassifier\nimport xgboost as xgb\n\n\ndef one_class_svm(x_train, x_test, x_attacks, svm_results):\n\n # SVM Hyper-parameters\n nus = [0.01]\n gammas = ['auto']\n dimensions = [int(i*x_test.shape[1]) for i in [0.25, 0.35, 0.5, 0.75, 0.9, 1]]\n dimensions = list(filter(lambda x: x > 0, dimensions))\n\n for n in dimensions:\n\n x_reduced_pca, test_reduced_pca, attack_reduced_pca = reduce_dimensionality(n, x_train, x_test, 'PCA',\n attack=x_attacks)\n \n for nu in nus:\n for gamma in gammas:\n\n # Fit classifier with PCA reduced data\n classifier = svm.OneClassSVM(kernel='rbf', gamma=gamma, nu=nu, cache_size=7000)\n classifier.fit(x_reduced_pca)\n fb, area, tnr, tpr_train, tpr_test = unsupervised_evaluation(classifier, x_reduced_pca,\n test_reduced_pca,\n attack_reduced_pca)\n\n svm_results = svm_results.append({'nu': nu, 'gamma': gamma, 'n_components': n, 'TPR_train': tpr_train,\n 'TPR_test': tpr_test, 'TNR': tnr, 'model': 'svm', 'auc': area,\n 'f_beta': fb, 'projection': 'PCA'}, ignore_index=True)\n\n # Fit classifier with RP reduced data\n classifier = svm.OneClassSVM(kernel='rbf', gamma=gamma, nu=nu, cache_size=7000)\n\n \n classifier.fit(x_train)\n fb, area, tnr, tpr_train, tpr_test = unsupervised_evaluation(classifier, x_train,\n x_test, x_attacks)\n\n svm_results = svm_results.append({'nu': nu, 'gamma': gamma, 'n_components': x_test.shape[1],\n 'TPR_train': tpr_train,\n 'TPR_test': tpr_test, 'TNR': tnr, 'model': 'svm', 'auc': area,\n 'f_beta': fb, 'projection': 'None'}, ignore_index=True)\n\n return svm_results\n\n\n\n ... [14 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
079e4e7b1369d32d29e2b328e164f3c7bb362e85
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # encoding: utf-8 import unittest import os import sys sys.path.append(os.getcwd()) from notifo import Notifo, send_message class TestNotifyUser(unittest.TestCase): def setUp(self): self.provider = "test_provider" self.provider_banned = "test_provider_msg_banned" self.user = "test_user" self.sender = "test_user2" self.banned = "test_user_banned" self.banned_token = "x128302fd34a60bf7e5670d003d858e6fb06ce6bf" self.sender_token = "x633a05b18f7f65bf461ffb3900c6eb70eaafb0ed" self.provider_token = "74515bc044df6594fbdb761b12a42f8028e14588" self.provider_banned_token = "e34e447385fb4ff9084204cba19731d29c2afd78" self.user_token = "xbb8b3cba22a5f3d64fd404a07e84cdbb0c3566e5" def test_message(self): res = send_message(self.sender, self.sender_token, to=self.user, msg="foo test") self.assertEqual(2201, res["response_code"]) def test_message_with_object(self): res = Notifo(self.sender, self.sender_token).send_message( to=self.user, msg="foo test") self.assertEqual(2201, res["response_code"]) def test_message_banned(self): res = send_message(self.banned, self.banned_token, to=self.user, msg="foo test") self.assertEqual(403, res["response_code"]) def test_message_provider(self): res = send_message(self.provider, self.provider_token, to=self.user, msg="foo test") self.assertEqual(2201, res["response_code"]) def test_message_provider_banned(self): res = send_message(self.provider_banned, self.provider_banned_token, to=self.user, msg="foo test") self.assertEqual(403, res["response_code"]) if __name__ == '__main__': unittest.main()
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
testing
|
refactoring
|
Pythoncode:Python
| 6
| 1
| 1,896
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# encoding: utf-8\nimport unittest\nimport os\nimport sys\nsys.path.append(os.getcwd())\nfrom notifo import Notifo, send_message\n\nclass TestNotifyUser(unittest.TestCase):\n\n def setUp(self):\n self.provider = \"test_provider\"\n self.provider_banned = \"test_provider_msg_banned\"\n self.user = \"test_user\"\n self.sender = \"test_user2\"\n self.banned = \"test_user_banned\"\n self.banned_token = \"x128302fd34a60bf7e5670d003d858e6fb06ce6bf\"\n self.sender_token = \"x633a05b18f7f65bf461ffb3900c6eb70eaafb0ed\"\n self.provider_token = \"74515bc044df6594fbdb761b12a42f8028e14588\"\n self.provider_banned_token = \"e34e447385fb4ff9084204cba19731d29c2afd78\"\n self.user_token = \"xbb8b3cba22a5f3d64fd404a07e84cdbb0c3566e5\"\n\n def test_message(self):\n res = send_message(self.sender, self.sender_token,\n to=self.user, msg=\"foo test\")\n self.assertEqual(2201, res[\"response_code\"])\n\n def test_message_with_object(self):\n res = Notifo(self.sender, self.sender_token).send_message(\n to=self.user, msg=\"foo test\")\n self.assertEqual(2201, res[\"response_code\"])\n\n def test_message_banned(self):\n res = send_message(self.banned, self.banned_token,\n to=self.user, msg=\"foo test\")\n self.assertEqual(403, res[\"response_code\"])\n\n def test_message_provider(self):\n res = send_message(self.provider, self.provider_token,\n to=self.user, msg=\"foo test\")\n self.assertEqual(2201, res[\"response_code\"])\n\n def test_message_provider_banned(self):\n res = send_message(self.provider_banned, self.provider_banned_token,\n to=self.user, msg=\"foo test\")\n self.assertEqual(403, res[\"response_code\"])\n\nif __name__ == '__main__':\n unittest.main()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
07a0528abcb6666cfcae1ee1c6cb300b86de98df
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- # import numpy as np import .Selection as Sel import .Exploration as Exp import .CatUtils as CU #----------------------------------------------------------------------------------------- def GaussWin (Dis, Sig): return np.exp(-(Dis**2)/(Sig**2.)) #----------------------------------------------------------------------------------------- def SmoothMFD (Db, a, Wkt, Window=GaussWin, Par=50., Delta=0.1, SphereGrid=False, Box=[], Buffer=[], Grid=[], Threshold=-100, Unwrap=False, ZeroRates=False): if Par <= 0: Par = np.inf # Catalogue selection DbS = Sel.AreaSelect(Db, Wkt, Owrite=0, Buffer=Buffer, Unwrap=Unwrap) x,y,z = Exp.GetHypocenter(DbS) # Creating the mesh grid P = CU.Polygon() P.Load(Wkt) # Unwrapping coordinates if Unwrap: x = [i if i > 0. else i+360. for i in x] P.Unwrap() if Grid: XY = [G for G in Grid if P.IsInside(G[0], G[1])] else: if SphereGrid: XY = P.SphereGrid(Delta=Delta, Unwrap=Unwrap) else: XY = P.CartGrid(Dx=Delta, Dy=Delta, Bounds=Box) Win = [] for xyP in XY: Win.append(0) for xyE in zip(x,y): Dis = CU.WgsDistance(xyP[1], xyP[0], xyE[1], xyE[0]) Win[-1] += Window(Dis, Par) # Scaling and normalising the rates Norm = np.sum(Win) A = []; X = []; Y = [] for I,W in enumerate(Win): aT = -np.inf if Norm > 0. and W > 0.: aT = a + np.log10(W/Norm) if aT < Threshold: # Filter below threshold aT = -np.inf if ZeroRates: A.append(aT) X.append(XY[I][0]) Y.append(XY[I][1]) else: if aT > -np.inf: A.append(aT) X.append(XY[I][0]) Y.append(XY[I][1]) if Unwrap: # Wrap back longitudes X = [x if x < 180. else x-360. for x in X] return X, Y, A
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
database
|
refactoring
|
Pythoncode:Python
| 2
| 0
| 1,931
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n#\n\nimport numpy as np\n\nimport .Selection as Sel\nimport .Exploration as Exp\nimport .CatUtils as CU\n\n#-----------------------------------------------------------------------------------------\n\ndef GaussWin (Dis, Sig):\n\n return np.exp(-(Dis**2)/(Sig**2.))\n\n#-----------------------------------------------------------------------------------------\n\ndef SmoothMFD (Db, a, Wkt, Window=GaussWin, Par=50.,\n Delta=0.1, SphereGrid=False,\n Box=[], Buffer=[], Grid=[],\n Threshold=-100, Unwrap=False,\n ZeroRates=False):\n\n if Par <= 0:\n Par = np.inf\n\n # Catalogue selection\n DbS = Sel.AreaSelect(Db, Wkt, Owrite=0, Buffer=Buffer, Unwrap=Unwrap)\n x,y,z = Exp.GetHypocenter(DbS)\n\n # Creating the mesh grid\n P = CU.Polygon()\n P.Load(Wkt)\n\n # Unwrapping coordinates\n if Unwrap:\n x = [i if i > 0. else i+360. for i in x]\n P.Unwrap()\n\n if Grid:\n XY = [G for G in Grid if P.IsInside(G[0], G[1])]\n else:\n if SphereGrid:\n XY = P.SphereGrid(Delta=Delta, Unwrap=Unwrap)\n else:\n XY = P.CartGrid(Dx=Delta, Dy=Delta, Bounds=Box)\n\n Win = []\n for xyP in XY:\n Win.append(0)\n for xyE in zip(x,y):\n Dis = CU.WgsDistance(xyP[1], xyP[0], xyE[1], xyE[0])\n Win[-1] += Window(Dis, Par)\n\n # Scaling and normalising the rates\n Norm = np.sum(Win)\n\n A = []; X = []; Y = []\n for I,W in enumerate(Win):\n\n aT = -np.inf\n if Norm > 0. and W > 0.:\n aT = a + np.log10(W/Norm)\n if aT < Threshold:\n # Filter below threshold\n aT = -np.inf\n\n if ZeroRates:\n A.append(aT)\n X.append(XY[I][0])\n Y.append(XY[I][1])\n else:\n if aT > -np.inf:\n A.append(aT)\n X.append(XY[I][0])\n Y.append(XY[I][1])\n\n if Unwrap:\n # Wrap back longitudes\n X = [x if x < 180. else x-360. for x in X]\n\n return X, Y, A"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
07a0beb6aad78f79be93a859fb255e52020dee2b
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: from typing import List from presidio_analyzer import EntityRecognizer, RecognizerResult, AnalysisExplanation from presidio_analyzer.nlp_engine import NlpArtifacts from hebsafeharbor.common.terms_recognizer import TermsRecognizer class LexiconBasedRecognizer(EntityRecognizer): """ A class which extends the EntityRecognizer (@Presidio) and recognize entities based on a lexicon """ DEFAULT_CONFIDENCE_LEVEL = 0.7 # expected confidence level for this recognizer def __init__(self, name: str, supported_entity: str, phrase_list: List[str], supported_language: str = "he", allowed_prepositions: List[str] = None): """ Initializes Hebrew LexiconBasedRecognizer :param name: recognizer's name :param supported_entity: entity type to be associated with the entities recognized by the lexicon based recognizer :param phrase_list: lexicon's phrases :param supported_language: the language that the recognizer supports. Hebrew is the default :param allowed_prepositions: prepositions that allowed to be recognized as part of the entity (in addition to the lexicon phrase itself). Empty list (which means prepositions are not allowed) is the default """ super().__init__(name=name, supported_entities=[supported_entity], supported_language=supported_language) self.terms_recognizer = TermsRecognizer(phrase_list) self.allowed_prepositions = allowed_prepositions if allowed_prepositions else [] def load(self) -> None: """No loading is required.""" pass def analyze( self, text: str, entities: List[str], nlp_artifacts: NlpArtifacts ) -> List[RecognizerResult]: """ Recognize entities based on lexicon :param text: text for recognition :param entities: supported entities :param nlp_artifacts: artifacts of the nlp engine :return list of entities recognized based on the lexicon """ results = [] terms_offsets = self.terms_recognizer(text, prefixes=self.allowed_prepositions) # Iterate over the Automaton offsets and create Recognizer result for each of them for start_offset, length in terms_offsets: result = RecognizerResult( entity_type=self.supported_entities[0], start=start_offset, end=start_offset + length, score=self.DEFAULT_CONFIDENCE_LEVEL, analysis_explanation=AnalysisExplanation(self.name, self.DEFAULT_CONFIDENCE_LEVEL), recognition_metadata={RecognizerResult.RECOGNIZER_NAME_KEY: self.name} ) results.append(result) return results
|
Code Review: ❌ Critical issues: Unterminated string literal at line 9 ⚠️ Code quality: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 16 Unexpected indentation at line 18 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 34 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 51 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 ✨ Improvements: Add closing quote at line 9
|
advanced
|
ui
|
code_review
|
Pythoncode:Python
| 3
| 1
| 2,759
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom typing import List\nfrom presidio_analyzer import EntityRecognizer, RecognizerResult, AnalysisExplanation\nfrom presidio_analyzer.nlp_engine import NlpArtifacts\n\nfrom hebsafeharbor.common.terms_recognizer import TermsRecognizer\n\n\nclass LexiconBasedRecognizer(EntityRecognizer):\n \"\"\"\n A class which extends the EntityRecognizer (@Presidio) and recognize entities based on a lexicon\n \"\"\"\n\n DEFAULT_CONFIDENCE_LEVEL = 0.7 # expected confidence level for this recognizer\n\n def __init__(self, name: str, supported_entity: str, phrase_list: List[str], supported_language: str = \"he\",\n allowed_prepositions: List[str] = None):\n \"\"\"\n Initializes Hebrew LexiconBasedRecognizer\n\n :param name: recognizer's name\n :param supported_entity: entity type to be associated with the entities recognized by the lexicon based\n recognizer\n :param phrase_list: lexicon's phrases\n :param supported_language: the language that the recognizer supports. Hebrew is the default\n :param allowed_prepositions: prepositions that allowed to be recognized as part of the entity (in addition to\n the lexicon phrase itself). Empty list (which means prepositions are not allowed) is the default\n \"\"\"\n super().__init__(name=name, supported_entities=[supported_entity], supported_language=supported_language)\n self.terms_recognizer = TermsRecognizer(phrase_list)\n self.allowed_prepositions = allowed_prepositions if allowed_prepositions else []\n\n def load(self) -> None:\n \"\"\"No loading is required.\"\"\"\n pass\n\n def analyze(\n self, text: str, entities: List[str], nlp_artifacts: NlpArtifacts\n ) -> List[RecognizerResult]:\n \"\"\"\n Recognize entities based on lexicon\n :param text: text for recognition\n :param entities: supported entities\n :param nlp_artifacts: artifacts of the nlp engine\n :return list of entities recognized based on the lexicon\n \"\"\"\n results = []\n\n terms_offsets = self.terms_recognizer(text, prefixes=self.allowed_prepositions)\n\n # Iterate over the Automaton offsets and create Recognizer result for each of them\n for start_offset, length in terms_offsets:\n result = RecognizerResult(\n entity_type=self.supported_entities[0],\n start=start_offset,\n end=start_offset + length,\n score=self.DEFAULT_CONFIDENCE_LEVEL,\n analysis_explanation=AnalysisExplanation(self.name, self.DEFAULT_CONFIDENCE_LEVEL),\n recognition_metadata={RecognizerResult.RECOGNIZER_NAME_KEY: self.name}\n )\n results.append(result)\n\n return results"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 9\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 16\n Unexpected indentation at line 18\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 34\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 42\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 51\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\n\u2728 Improvements:\n Add closing quote at line 9"}]
| false
| null | null | null |
07a14721d51acde99d2ac0e4f6c8f439015ceb27
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: # encoding: utf-8 # # Copyright (C) 2018 ycmd contributors # # This file is part of ycmd. # # ycmd 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. # # ycmd is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with ycmd. If not, see <http://www.gnu.org/licenses/>. from __future__ import absolute_import from __future__ import unicode_literals from __future__ import print_function from __future__ import division from hamcrest.core.base_matcher import BaseMatcher from hamcrest import ( assert_that, def Subcommands_DefinedSubcommands_test( app ): file_path = PathToTestFile( 'GoTo_Clang_ZeroBasedLineAndColumn_test.cc' ) RunAfterInitialized( app, { 'request': { 'completer_target': 'filetype_default', 'line_num': 10, 'column_num': 3, 'filetype': 'objcpp', 'filepath': file_path }, 'expect': { 'response': requests.codes.ok, 'data': contains( *sorted( [ 'ExecuteCommand', 'FixIt', 'Format', 'GetDoc', 'GetDocImprecise', ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: 'GetTypeImprecise', 'GoTo', 'GoToDeclaration', 'GoToDefinition', 'GoToImprecise',
|
intermediate
|
testing
|
incomplete_code
|
Pythoncode:Python
| 2
| 0
| 1,594
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# encoding: utf-8\n#\n# Copyright (C) 2018 ycmd contributors\n#\n# This file is part of ycmd.\n#\n# ycmd is free software: you can redistribute it and/or modify\n# it under the terms of the GNU General Public License as published by\n# the Free Software Foundation, either version 3 of the License, or\n# (at your option) any later version.\n#\n# ycmd is distributed in the hope that it will be useful,\n# but WITHOUT ANY WARRANTY; without even the implied warranty of\n# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n# GNU General Public License for more details.\n#\n# You should have received a copy of the GNU General Public License\n# along with ycmd. If not, see <http://www.gnu.org/licenses/>.\n\nfrom __future__ import absolute_import\nfrom __future__ import unicode_literals\nfrom __future__ import print_function\nfrom __future__ import division\n\nfrom hamcrest.core.base_matcher import BaseMatcher\nfrom hamcrest import ( assert_that,\ndef Subcommands_DefinedSubcommands_test( app ):\n file_path = PathToTestFile( 'GoTo_Clang_ZeroBasedLineAndColumn_test.cc' )\n RunAfterInitialized( app, {\n 'request': {\n 'completer_target': 'filetype_default',\n 'line_num': 10,\n 'column_num': 3,\n 'filetype': 'objcpp',\n 'filepath': file_path\n },\n 'expect': {\n 'response': requests.codes.ok,\n 'data': contains( *sorted( [ 'ExecuteCommand',\n 'FixIt',\n 'Format',\n 'GetDoc',\n 'GetDocImprecise',\n \n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n 'GetTypeImprecise',\n 'GoTo',\n 'GoToDeclaration',\n 'GoToDefinition',\n 'GoToImprecise',"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
07a42ef8c15bd224503fc4a06fa31dab2756c605
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: """ Config class containing all the settings for running sentiment scoring tool """ import jsonpickle class Config(object): """Container for sentiment scoring tool settings. """ def __init__(self): """Initializes the Config instance. """ #Elasticsearch settings self.elasticsearch_host = "" self.elasticsearch_verify_certs = False self.elasticsearch_index_name = "" self.elasticsearch_batch_size = 500 self.elasticsearch_timeout_secs = 30 #Processing settings self.sentiment_modelpath = "" self.sentiment_max_seq_length = 512 self.sleep_idle_secs = 5 self.sleep_not_idle_secs = 0.01 self.log_level = "ERROR" @staticmethod def load(filepath):
|
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 1 • IndentationError at line 30 Fixes: • Add closing quote at line 1 • Fix indentation to match Python syntax rules
|
advanced
|
machine_learning
|
syntax_repair
|
Pythoncode:Python
| 2
| 1
| 781
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n\"\"\"\nConfig class containing all the settings for running sentiment scoring tool\n\"\"\"\n\nimport jsonpickle\n\nclass Config(object):\n \"\"\"Container for sentiment scoring tool settings.\n\n \"\"\"\n def __init__(self):\n \"\"\"Initializes the Config instance.\n \"\"\"\n #Elasticsearch settings\n self.elasticsearch_host = \"\"\n self.elasticsearch_verify_certs = False\n self.elasticsearch_index_name = \"\"\n self.elasticsearch_batch_size = 500\n self.elasticsearch_timeout_secs = 30\n\n #Processing settings\n self.sentiment_modelpath = \"\"\n self.sentiment_max_seq_length = 512\n self.sleep_idle_secs = 5\n self.sleep_not_idle_secs = 0.01\n self.log_level = \"ERROR\"\n\n @staticmethod\n def load(filepath):"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 1\n \u2022 IndentationError at line 30\n\n Fixes:\n \u2022 Add closing quote at line 1\n \u2022 Fix indentation to match Python syntax rules"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
07a4651e3c80a36d3030fc52e231138dba1e43c1
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: # Copyright 2020 Huawei Technologies Co., Ltd # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== def test_invert_py(plot=False): """ Test Invert python op """ logger.info("Test Invert Python op") # Original Images data_set = ds.ImageFolderDataset(dataset_dir=DATA_DIR, shuffle=False) transforms_original = mindspore.dataset.transforms.py_transforms.Compose([F.Decode(), F.Resize((224, 224)), F.ToTensor()]) ds_original = data_set.map(operations=transforms_original, input_columns="image") ds_original = ds_original.batch(512) for idx, (image, _) in enumerate(ds_original): if idx == 0: images_original = np.transpose(image.asnumpy(), (0, 2, 3, 1)) else: images_original = np.append(images_original, np.transpose(image.asnumpy(), (0, 2, 3, 1)), axis=0) # Color Inverted Images data_set = ds.ImageFolderDataset(dataset_dir=DATA_DIR, shuffle=False)
|
transforms_invert = mindspore.dataset.transforms.py_transforms.Compose([F.Decode(), F.Resize((224, 224)), F.Invert(), F.ToTensor()]) ds_invert = data_set.map(operations=transforms_invert, input_columns="image") ds_invert = ds_invert.batch(512) for idx, (image, _) in enumerate(ds_invert): if idx == 0: images_invert = np.transpose(image.asnumpy(), (0, 2, 3, 1)) else: images_invert = np.append(images_invert, np.transpose(image.asnumpy(), (0, 2, 3, 1)), axis=0) num_samples = images_original.shape[0] mse = np.zeros(num_samples) for i in range(num_samples): mse[i] = np.mean((images_invert[i] - images_original[i]) ** 2) logger.info("MSE= {}".format(str(np.mean(mse)))) if plot: visualize_list(images_original, images_invert) ... [5 more functiondefs truncated] ...
|
intermediate
|
testing
|
code_completion
|
Pythoncode:Python
| 1
| 0
| 2,925
| false
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# Copyright 2020 Huawei Technologies Co., Ltd\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# ==============================================================================\ndef test_invert_py(plot=False):\n \"\"\"\n Test Invert python op\n \"\"\"\n logger.info(\"Test Invert Python op\")\n\n # Original Images\n data_set = ds.ImageFolderDataset(dataset_dir=DATA_DIR, shuffle=False)\n\n transforms_original = mindspore.dataset.transforms.py_transforms.Compose([F.Decode(),\n F.Resize((224, 224)),\n F.ToTensor()])\n\n ds_original = data_set.map(operations=transforms_original, input_columns=\"image\")\n\n ds_original = ds_original.batch(512)\n\n for idx, (image, _) in enumerate(ds_original):\n if idx == 0:\n images_original = np.transpose(image.asnumpy(), (0, 2, 3, 1))\n else:\n images_original = np.append(images_original,\n np.transpose(image.asnumpy(), (0, 2, 3, 1)),\n axis=0)\n\n # Color Inverted Images\n data_set = ds.ImageFolderDataset(dataset_dir=DATA_DIR, shuffle=False)"}, {"role": "assistant", "content": "\n transforms_invert = mindspore.dataset.transforms.py_transforms.Compose([F.Decode(),\n F.Resize((224, 224)),\n F.Invert(),\n F.ToTensor()])\n\n ds_invert = data_set.map(operations=transforms_invert, input_columns=\"image\")\n\n ds_invert = ds_invert.batch(512)\n\n for idx, (image, _) in enumerate(ds_invert):\n if idx == 0:\n images_invert = np.transpose(image.asnumpy(), (0, 2, 3, 1))\n else:\n images_invert = np.append(images_invert,\n np.transpose(image.asnumpy(), (0, 2, 3, 1)),\n axis=0)\n\n num_samples = images_original.shape[0]\n mse = np.zeros(num_samples)\n for i in range(num_samples):\n mse[i] = np.mean((images_invert[i] - images_original[i]) ** 2)\n logger.info(\"MSE= {}\".format(str(np.mean(mse))))\n\n if plot:\n visualize_list(images_original, images_invert)\n\n\n\n ... [5 more functiondefs truncated] ..."}]
| false
| null | null | null |
07a4d5bc6f7dc36e1d1fd72f273d7cc3af846e4b
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from parameterized import parameterized from numpy.testing import TestCase from .. import candy class TestCollectCandies(TestCase): @parameterized.expand( [(5, 5, 12, [[2, 1, 1, 1, 1], [2, 2, 1, 1, 1], [1, 2, 1, 1, 1], [2, 2, 1, 1, 3], [2, 2, 2, 2, 2]])] ) def test_candy(self, n, m, t, candies): collector = candy.CollectCandies(n, m, t, candies) for pos, expected in [[(1, 1), [(0, 1), (2, 1), (1, 0), (1, 2)]], [(0, 0), [(1, 0), (0, 1)]], [(4, 4), [(3, 4), (4, 3)]]]: self.assertListEqual( collector.get_next_positions(pos), expected + [pos]) self.assertEqual(collector.get_max_sum(), 27)
|
Functions: test_candy Classes: TestCollectCandies This code demonstrates Pythoncode:Python programming.
|
advanced
|
testing
|
code_explanation
|
Pythoncode:Python
| 1
| 1
| 748
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom parameterized import parameterized\nfrom numpy.testing import TestCase\n\nfrom .. import candy\n\n\nclass TestCollectCandies(TestCase):\n @parameterized.expand(\n [(5, 5, 12,\n [[2, 1, 1, 1, 1], [2, 2, 1, 1, 1], [1, 2, 1, 1, 1],\n [2, 2, 1, 1, 3], [2, 2, 2, 2, 2]])]\n )\n def test_candy(self, n, m, t, candies):\n collector = candy.CollectCandies(n, m, t, candies)\n for pos, expected in [[(1, 1), [(0, 1), (2, 1), (1, 0), (1, 2)]],\n [(0, 0), [(1, 0), (0, 1)]],\n [(4, 4), [(3, 4), (4, 3)]]]:\n self.assertListEqual(\n collector.get_next_positions(pos), expected + [pos])\n self.assertEqual(collector.get_max_sum(), 27)"}, {"role": "assistant", "content": " Functions: test_candy\n Classes: TestCollectCandies\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
07a4fdcadf45ca16af301e1936af3cd96dd967fd
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import time import subprocess import os print os.uname() if not os.uname()[0].startswith("Darw"): import pygame pygame.mixer.init() # Plays a song def p
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 5 Fix: Complete the truncated code structure
|
intermediate
|
data_processing
|
error_detection
|
Pythoncode:Python
| 1
| 0
| 160
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport time\nimport subprocess\nimport os\n\nprint os.uname()\nif not os.uname()[0].startswith(\"Darw\"):\n\timport pygame\n\tpygame.mixer.init()\n\n# Plays a song \ndef p"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 5\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
07a6ea2e95247eb4360055919661bfab2c787424
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: from __future__ import absolute_import, unicode_literals, print_function import mock import unittest import d43_aws_tools as aws_tools from boto3.dynamodb.conditions import Attr class DynamoDBHandlerTests(unittest.TestCase): @classmethod def setUpClass(cls): with mock.patch("d43_aws_tools.dynamodb_handler.boto3", mock.MagicMock()): cls.handler = aws_tools.dynamodb_handler.DynamoDBHandler("table_name") cls.handler.table = mock.MagicMock() def setUp(self): self.handler.table.reset_mock() def test_get_item(self): """Test a successful invocation of `get_item`.""" expected = dict(field1="1", field2="2") self.handler.table.get_item.return_value = { "Item": expected } self.assertEqual(self.handler.get_item("key"), expected) def test_get_item_malformed(self): """Test an unsuccessful invocation of `get_item`.""" self.handler.table.get_item.return_value = { "TheWrongKey": dict(field1="1", field2="2") } self.assertIsNone(self.handler.get_item("key")) def test_insert_item(self): """Test a successful invocation of `insert_item`.""" data = dict(x="x", y="y", three=3) self.handler.insert_item(data) self.handler.table.put_item.assert_called_once_with(Item=data) def test_update_item(self): """Test a successful invocation of `update_item`.""" key = {"id": 1} data = {"age": 40, "name": "John Doe"} self.handler.update_item(key, data) self.handler.table.update_item.assert_called_once() _, kwargs = self.handler.table.update_item.call_args self.assertIn("Key", kwargs) self.assertEqual(kwargs["Key"], key) self.assertIn("UpdateExpression", kwargs) # ignore whitespace and order of assignments expr = kwargs["UpdateExpression"].replace(" ", "") self.assertTrue(expr.startswith("SET")) self.assertIn("age=:age", expr) self.assertIn("#item_name=:name", expr) self.assertIn("ExpressionAttributeValues", kwargs) self.assertEqual(kwargs["ExpressionAttributeValues"], {":age": 40, ":name": "John Doe"}) self.assertIn("ExpressionAttributeNames", kwargs) self.assertEqual(kwargs["ExpressionAttributeNames"], {"#item_name": "name"}) def test_delete_item(self): """Test a successful invocation of `delete_item`.""" key = {"id": 1234} self.handler.delete_item(key) self.handler.table.delete_item.assert_called_once_with(Key=key) ... [3 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Block at line 7 has no indented body Invalid syntax at line 72: ... [3 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 10 Unexpected indentation at line 13 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 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 35 Unexpected indentation at line 36 Unexpected indentation at line 37 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 48 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 69 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
|
advanced
|
testing
|
code_review
|
Pythoncode:Python
| 7
| 1
| 2,700
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom __future__ import absolute_import, unicode_literals, print_function\nimport mock\nimport unittest\nimport d43_aws_tools as aws_tools\nfrom boto3.dynamodb.conditions import Attr\n\nclass DynamoDBHandlerTests(unittest.TestCase):\n\n @classmethod\n def setUpClass(cls):\n with mock.patch(\"d43_aws_tools.dynamodb_handler.boto3\", mock.MagicMock()):\n cls.handler = aws_tools.dynamodb_handler.DynamoDBHandler(\"table_name\")\n cls.handler.table = mock.MagicMock()\n\n def setUp(self):\n self.handler.table.reset_mock()\n\n def test_get_item(self):\n \"\"\"Test a successful invocation of `get_item`.\"\"\"\n expected = dict(field1=\"1\", field2=\"2\")\n self.handler.table.get_item.return_value = {\n \"Item\": expected\n }\n self.assertEqual(self.handler.get_item(\"key\"), expected)\n\n def test_get_item_malformed(self):\n \"\"\"Test an unsuccessful invocation of `get_item`.\"\"\"\n self.handler.table.get_item.return_value = {\n \"TheWrongKey\": dict(field1=\"1\", field2=\"2\")\n }\n self.assertIsNone(self.handler.get_item(\"key\"))\n\n def test_insert_item(self):\n \"\"\"Test a successful invocation of `insert_item`.\"\"\"\n data = dict(x=\"x\", y=\"y\", three=3)\n self.handler.insert_item(data)\n self.handler.table.put_item.assert_called_once_with(Item=data)\n\n def test_update_item(self):\n \"\"\"Test a successful invocation of `update_item`.\"\"\"\n key = {\"id\": 1}\n data = {\"age\": 40, \"name\": \"John Doe\"}\n self.handler.update_item(key, data)\n self.handler.table.update_item.assert_called_once()\n _, kwargs = self.handler.table.update_item.call_args\n\n self.assertIn(\"Key\", kwargs)\n self.assertEqual(kwargs[\"Key\"], key)\n\n self.assertIn(\"UpdateExpression\", kwargs)\n # ignore whitespace and order of assignments\n expr = kwargs[\"UpdateExpression\"].replace(\" \", \"\")\n self.assertTrue(expr.startswith(\"SET\"))\n self.assertIn(\"age=:age\", expr)\n self.assertIn(\"#item_name=:name\", expr)\n\n self.assertIn(\"ExpressionAttributeValues\", kwargs)\n self.assertEqual(kwargs[\"ExpressionAttributeValues\"],\n {\":age\": 40, \":name\": \"John Doe\"})\n\n self.assertIn(\"ExpressionAttributeNames\", kwargs)\n self.assertEqual(kwargs[\"ExpressionAttributeNames\"],\n {\"#item_name\": \"name\"})\n\n def test_delete_item(self):\n \"\"\"Test a successful invocation of `delete_item`.\"\"\"\n key = {\"id\": 1234}\n self.handler.delete_item(key)\n self.handler.table.delete_item.assert_called_once_with(Key=key)\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Block at line 7 has no indented body\n Invalid syntax at line 72: ... [3 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 10\n Unexpected indentation at line 13\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 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 35\n Unexpected indentation at line 36\n Unexpected indentation at line 37\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 48\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
07a74f63c4315c5c81ce34abcbe9eb4483cc9b1f
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from dash import Dash, html, dcc import plotly.express as px import pandas as pd app = Dash(__name__) server = app.server # assume you have a "long-form" data frame # see https://plotly.com/python/px-arguments/ for more options df = pd.DataFrame({ "Fruit": ["Apples", "Oranges", "Bananas", "Apples", "Oranges", "Bananas"], "Amount": [4, 1, 2, 2, 4, 5], "City": ["SF", "SF", "SF", "Montreal", "Montreal", "Montreal"] }) fig = px.bar(df, x="Fruit", y="Amount", color="City", barmode="group") app.layout = html.Div(children=[ Error: SyntaxError / EOF
|
Fixed Code: from dash import Dash, html, dcc import plotly.express as px import pandas as pd app = Dash(__name__) server = app.server # assume you have a "long-form" data frame # see https://plotly.com/python/px-arguments/ for more options df = pd.DataFrame({ "Fruit": ["Apples", "Oranges", "Bananas", "Apples", "Oranges", "Bananas"], "Amount": [4, 1, 2, 2, 4, 5], "City": ["SF", "SF", "SF", "Montreal", "Montreal", "Montreal"] }) fig = px.bar(df, x="Fruit", y="Amount", color="City", barmode="group") app.layout = html.Div(children=[ html.H1(children='Hello Dash'), Explanation: Complete the truncated code structure
|
intermediate
|
api
|
error_fixing
|
Pythoncode:Python
| 0
| 0
| 538
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom dash import Dash, html, dcc\nimport plotly.express as px\nimport pandas as pd\n\napp = Dash(__name__)\nserver = app.server\n\n# assume you have a \"long-form\" data frame\n# see https://plotly.com/python/px-arguments/ for more options\ndf = pd.DataFrame({\n \"Fruit\": [\"Apples\", \"Oranges\", \"Bananas\", \"Apples\", \"Oranges\", \"Bananas\"],\n \"Amount\": [4, 1, 2, 2, 4, 5],\n \"City\": [\"SF\", \"SF\", \"SF\", \"Montreal\", \"Montreal\", \"Montreal\"]\n})\n\nfig = px.bar(df, x=\"Fruit\", y=\"Amount\", color=\"City\", barmode=\"group\")\n\napp.layout = html.Div(children=[\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom dash import Dash, html, dcc\nimport plotly.express as px\nimport pandas as pd\n\napp = Dash(__name__)\nserver = app.server\n\n# assume you have a \"long-form\" data frame\n# see https://plotly.com/python/px-arguments/ for more options\ndf = pd.DataFrame({\n \"Fruit\": [\"Apples\", \"Oranges\", \"Bananas\", \"Apples\", \"Oranges\", \"Bananas\"],\n \"Amount\": [4, 1, 2, 2, 4, 5],\n \"City\": [\"SF\", \"SF\", \"SF\", \"Montreal\", \"Montreal\", \"Montreal\"]\n})\n\nfig = px.bar(df, x=\"Fruit\", y=\"Amount\", color=\"City\", barmode=\"group\")\n\napp.layout = html.Div(children=[\n html.H1(children='Hello Dash'),\n\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
07a75032397b40d87190a129b70b4805e05f8c42
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: # pypi import six # local from ...lib import db as lib_db from ...lib import utils from ...model import objects as model_objects from ...model import utils as model_utils from . import formhandling # ============================================================================== def decode_args(getcreate_args): """ support for Python2/3 """ if six.PY3: for (k, v) in list(getcreate_args.items()): if isinstance(v, bytes): getcreate_args[k] = v.decode("utf8") return getcreate_args # standardized mapping for `model_utils.DomainsChallenged` to a formStash DOMAINS_CHALLENGED_FIELDS = { "http-01": "domain_names_http01", "dns-01": "domain_names_dns01", } class AcmeAccountUploadParser(object): """ An AcmeAccount may be uploaded multiple ways: * a single PEM file * an intra-associated three file triplet from a Certbot installation This parser operates on a validated FormEncode results object (via `pyramid_formencode_classic`) """ # overwritten in __init__ getcreate_args = None formStash = None # tracked acme_account_provider_id = None account_key_pem = None le_meta_jsons = None le_pkey_jsons = None le_reg_jsons = None private_key_cycle_id = None private_key_technology_id = None upload_type = None # pem OR letsencrypt def __init__(self, formStash): self.formStash = formStash self.getcreate_args = {} ... [13 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 16 Invalid syntax at line 60: ... [13 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 23 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 35 Unexpected indentation at line 37 Unexpected indentation at line 40 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 57 ✨ Improvements: Complete the expression on the last line Add closing quote at line 16 Review syntax near the error location
|
advanced
|
api
|
code_review
|
Pythoncode:Python
| 2
| 1
| 1,527
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# pypi\nimport six\n\n# local\nfrom ...lib import db as lib_db\nfrom ...lib import utils\nfrom ...model import objects as model_objects\nfrom ...model import utils as model_utils\nfrom . import formhandling\n\n\n# ==============================================================================\n\n\ndef decode_args(getcreate_args):\n \"\"\"\n support for Python2/3\n \"\"\"\n if six.PY3:\n for (k, v) in list(getcreate_args.items()):\n if isinstance(v, bytes):\n getcreate_args[k] = v.decode(\"utf8\")\n return getcreate_args\n\n\n# standardized mapping for `model_utils.DomainsChallenged` to a formStash\nDOMAINS_CHALLENGED_FIELDS = {\n \"http-01\": \"domain_names_http01\",\n \"dns-01\": \"domain_names_dns01\",\n}\n\n\nclass AcmeAccountUploadParser(object):\n \"\"\"\n An AcmeAccount may be uploaded multiple ways:\n * a single PEM file\n * an intra-associated three file triplet from a Certbot installation\n\n This parser operates on a validated FormEncode results object (via `pyramid_formencode_classic`)\n \"\"\"\n\n # overwritten in __init__\n getcreate_args = None\n formStash = None\n # tracked\n acme_account_provider_id = None\n account_key_pem = None\n le_meta_jsons = None\n le_pkey_jsons = None\n le_reg_jsons = None\n private_key_cycle_id = None\n private_key_technology_id = None\n upload_type = None # pem OR letsencrypt\n\n def __init__(self, formStash):\n self.formStash = formStash\n self.getcreate_args = {}\n\n\n ... [13 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 16\n Invalid syntax at line 60: ... [13 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 23\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 35\n Unexpected indentation at line 37\n Unexpected indentation at line 40\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 57\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 16\n Review syntax near the error location"}]
| false
| null | null | null |
07a86aa8bb5513e6175425568029999ed308c9e2
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # # Copyright 2020–2021 Xilinx, 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. # import numpy as np from math import * import random ... [1 more functiondefs truncated] ...
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 21: ... [1 more functiondefs truncated] ... 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
|
intermediate
|
api
|
debugging
|
Pythoncode:Python
| 0
| 0
| 685
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#\n# Copyright 2020\u20132021 Xilinx, 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#\nimport numpy as np\nfrom math import *\nimport random\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 21: ... [1 more functiondefs truncated] ...\n\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
07a919ed87f13258649cbf2c9c6e2971a4de419e
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: item1='phone' item1_price = 100 item1_quantity = 5 item1_price_total = item1_price * item1_quantity print(type(item1)) # str print(type(item1_price)) # int print(type(item1_quantity)) # int print(type(item1_price_total)) # int # output: # <class 'str'> # <class 'int'> # <class 'int'> #
|
Syntax Analysis: Syntax Errors Found: • Block at line 13 has no indented body Fixes: • Remove debug print() at line 6 before production • Remove debug print() at line 7 before production • Remove debug print() at line 8 before production
|
intermediate
|
oop
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 343
| false
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nitem1='phone'\nitem1_price = 100\nitem1_quantity = 5\nitem1_price_total = item1_price * item1_quantity\n\nprint(type(item1)) # str\nprint(type(item1_price)) # int\nprint(type(item1_quantity)) # int\nprint(type(item1_price_total)) # int\n\n\n\n# output:\n# <class 'str'>\n# <class 'int'>\n# <class 'int'>\n#"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Block at line 13 has no indented body\n\n Fixes:\n \u2022 Remove debug print() at line 6 before production\n \u2022 Remove debug print() at line 7 before production\n \u2022 Remove debug print() at line 8 before production"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
07aa6fe145a48bc2b3e22c3ee731584817a386ba
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: _base_ = "./FlowNet512_1.5AugCosyAAEGray_NoiseRandom_AggressiveR_ClipGrad_fxfy1_Dtw01_LogDz_PM10_Flat_Pbr_01_02MasterChefCan.py" OUTPUT_DIR = "output/deepim/ycbvPbrSO/FlowNet512_1.5AugCosyAAEGray_NoiseRandom_AggressiveR_ClipGrad_fxfy1_Dtw01_LogDz_PM10_Flat_ycbvPbr_SO/16_36WoodBlock" DATASETS = dict(TRAIN=("ycbv_036_wood_block_train_pbr",))
|
This code demonstrates Pythoncode:Python programming.
|
intermediate
|
machine_learning
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 342
| false
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n_base_ = \"./FlowNet512_1.5AugCosyAAEGray_NoiseRandom_AggressiveR_ClipGrad_fxfy1_Dtw01_LogDz_PM10_Flat_Pbr_01_02MasterChefCan.py\"\nOUTPUT_DIR = \"output/deepim/ycbvPbrSO/FlowNet512_1.5AugCosyAAEGray_NoiseRandom_AggressiveR_ClipGrad_fxfy1_Dtw01_LogDz_PM10_Flat_ycbvPbr_SO/16_36WoodBlock\"\nDATASETS = dict(TRAIN=(\"ycbv_036_wood_block_train_pbr\",))"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
07ab77d7eb12a86186be6ca7c7efa3f2eb65e7be
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: from .columns import OC from .paging import get_page, select_page, process_args from .results import serialize_bookmark, unserialize_bookmark, Page, Paging __all__ = [ 'OC', 'get_page', 'select_page', 'serialize_bookmark', 'unserialize_bookmark', 'Page', 'Paging', 'process_args' ]
|
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10
|
intermediate
|
data_processing
|
debugging
|
Pythoncode:Python
| 0
| 0
| 316
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\nfrom .columns import OC\nfrom .paging import get_page, select_page, process_args\nfrom .results import serialize_bookmark, unserialize_bookmark, Page, Paging\n\n__all__ = [\n 'OC',\n 'get_page',\n 'select_page',\n 'serialize_bookmark',\n 'unserialize_bookmark',\n 'Page',\n 'Paging',\n 'process_args'\n]"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 10"}]
| false
| null | null | null |
07abd88c1750bfa23ce141be4914e78e9e578d95
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # coding=utf-8 # Copyright 2022 The Google Research Authors. # # 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 SimpleNetwork(tf.keras.Model): """Locally Connected Network.""" ... [2 more functiondefs truncated] ...
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 20: ... [2 more functiondefs truncated] ... 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
|
advanced
|
api
|
debugging
|
Pythoncode:Python
| 0
| 1
| 728
| false
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# coding=utf-8\n# Copyright 2022 The Google Research Authors.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nclass SimpleNetwork(tf.keras.Model):\n \"\"\"Locally Connected Network.\"\"\"\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 20: ... [2 more functiondefs truncated] ...\n\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
07abdc1f2ef1ad7ab554d9cccaa9f73782091369
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # SPDX-FileCopyrightText: 2021 ladyada for Adafruit Industries # SPDX-License-Identifier: MIT import time import board import busio from adafruit_icm20x import ICM20948 cycles = 200 i2c = busio.I2C(board.SCL, board.SDA) icm = ICM20948(i2c) # Cycle between two data rates # Best viewed in the Mu serial plotter where you can see how # the data rate affects the resolution of the data while True: # Complete this line print("Data Rate:", icm.gyro_data_rate) time.sleep(2) for i in range(cycles): print(icm.gyro) icm.gyro_data_rate_divisor = 255 # maximum print("Data Rate:", icm.gyro_data_rate) time.sleep(2) for i in range(cycles): print(icm.gyro)
|
The missing line is: icm.gyro_data_rate_divisor = 0 # minimum
|
intermediate
|
ui
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 0
| 721
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# SPDX-FileCopyrightText: 2021 ladyada for Adafruit Industries\n# SPDX-License-Identifier: MIT\n\nimport time\nimport board\nimport busio\nfrom adafruit_icm20x import ICM20948\n\ncycles = 200\ni2c = busio.I2C(board.SCL, board.SDA)\nicm = ICM20948(i2c)\n\n# Cycle between two data rates\n# Best viewed in the Mu serial plotter where you can see how\n# the data rate affects the resolution of the data\nwhile True:\n # Complete this line\n print(\"Data Rate:\", icm.gyro_data_rate)\n time.sleep(2)\n for i in range(cycles):\n print(icm.gyro)\n\n icm.gyro_data_rate_divisor = 255 # maximum\n print(\"Data Rate:\", icm.gyro_data_rate)\n time.sleep(2)\n for i in range(cycles):\n print(icm.gyro)"}, {"role": "assistant", "content": "The missing line is:\n icm.gyro_data_rate_divisor = 0 # minimum"}]
| false
| null | null | null |
07ad506b318b0e47d29c2d5e943847cb809ea5ef
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: a = int(input()) while a: for x in range(a-1): out = '*' + ' ' * (a-x-2) + '*' + ' ' * (a-x-2) + '*' print(out.center(2*a-1)) print('*' * (2 * a - 1))
|
for x in range(a-1): out = '*' + ' ' * x + '*' + ' ' * x + '*' print(out.center(2*a-1)) a = int(input())
|
intermediate
|
general
|
code_completion
|
Pythoncode:Python
| 0
| 0
| 304
| false
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\na = int(input())\nwhile a:\n for x in range(a-1):\n out = '*' + ' ' * (a-x-2) + '*' + ' ' * (a-x-2) + '*'\n print(out.center(2*a-1))\n print('*' * (2 * a - 1))"}, {"role": "assistant", "content": "\n for x in range(a-1):\n out = '*' + ' ' * x + '*' + ' ' * x + '*'\n print(out.center(2*a-1))\n a = int(input())"}]
| false
| null | null | null |
07afa89bd7f7b951972777c2099542dd2fbf96da
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: import datetime import json import os from pathlib import Path from types import SimpleNamespace from typing import List from typing import NamedTuple, Union, Optional, Callable from uuid import uuid3, NAMESPACE_DNS from dateutil.parser import parse class PathDetails(NamedTuple): path: Path event_id: Optional[int] camera_id: Optional[int] timestamp: datetime.datetime camera_name: str is_image: bool is_lowres: bool class Event(SimpleNamespace): event_id: str timestamp: Union[datetime.datetime, str] camera_name: str high_res_image_path: str low_res_image_path: str high_res_video_path: str low_res_video_path: str def get_sorted_paths(path: Path) -> List[Path]: return sorted(Path(path).iterdir(), key=os.path.getmtime) def format_timestamp_for_go(timestamp: Union[datetime.datetime, str]) -> str: if isinstance(timestamp, str): timestamp = parse(timestamp) us = timestamp.strftime("%f") tz_raw = timestamp.strftime("%z") tz = "{}:{}".format(tz_raw[0:3], tz_raw[3:]) return timestamp.strftime(f"%Y-%m-%dT%H:%M:%S.{us}00{tz}") def parse_paths(paths: List[Path], tzinfo: datetime.tzinfo, parse_method: Callable) -> List[PathDetails]: return [ y for y in [parse_method(path=x, tzinfo=tzinfo) for x in paths if x is not None] if y is not None ] ... [6 more functiondefs truncated] ...
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 57: ... [6 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 17 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
|
advanced
|
database
|
debugging
|
Pythoncode:Python
| 3
| 2
| 1,427
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport datetime\nimport json\nimport os\nfrom pathlib import Path\nfrom types import SimpleNamespace\nfrom typing import List\nfrom typing import NamedTuple, Union, Optional, Callable\nfrom uuid import uuid3, NAMESPACE_DNS\n\nfrom dateutil.parser import parse\n\nclass PathDetails(NamedTuple):\n path: Path\n event_id: Optional[int]\n camera_id: Optional[int]\n timestamp: datetime.datetime\n camera_name: str\n is_image: bool\n is_lowres: bool\n\n\nclass Event(SimpleNamespace):\n event_id: str\n timestamp: Union[datetime.datetime, str]\n camera_name: str\n high_res_image_path: str\n low_res_image_path: str\n high_res_video_path: str\n low_res_video_path: str\n\n\ndef get_sorted_paths(path: Path) -> List[Path]:\n return sorted(Path(path).iterdir(), key=os.path.getmtime)\n\n\ndef format_timestamp_for_go(timestamp: Union[datetime.datetime, str]) -> str:\n if isinstance(timestamp, str):\n timestamp = parse(timestamp)\n\n us = timestamp.strftime(\"%f\")\n\n tz_raw = timestamp.strftime(\"%z\")\n tz = \"{}:{}\".format(tz_raw[0:3], tz_raw[3:])\n\n return timestamp.strftime(f\"%Y-%m-%dT%H:%M:%S.{us}00{tz}\")\n\n\ndef parse_paths(paths: List[Path], tzinfo: datetime.tzinfo, parse_method: Callable) -> List[PathDetails]:\n return [\n y\n for y in [parse_method(path=x, tzinfo=tzinfo) for x in paths if x is not None]\n if y is not None\n ]\n\n\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 57: ... [6 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
07afdc77d12fe88ab48cead7329435544528b522
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Generated by Django 2.2.1 on 2019-09-27 14:23 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('schoolio', '0004_auto_20190927_0405'), ] operations = [ migrations.AlterField( model_name='student_assessment', name='assessment_mark', field=models.IntegerField(blank=True, null=True), ), migrations.AlterField(
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unclosed '[' at line 12 - expected ']' • Unclosed '(' at line 18 - expected ')' • Block at line 6 has no indented body Fix: Complete the truncated code structure
|
advanced
|
machine_learning
|
error_detection
|
Pythoncode:Python
| 0
| 1
| 443
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Generated by Django 2.2.1 on 2019-09-27 14:23\n\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('schoolio', '0004_auto_20190927_0405'),\n ]\n\n operations = [\n migrations.AlterField(\n model_name='student_assessment',\n name='assessment_mark',\n field=models.IntegerField(blank=True, null=True),\n ),\n migrations.AlterField("}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '[' at line 12 - expected ']'\n \u2022 Unclosed '(' at line 18 - expected ')'\n \u2022 Block at line 6 has no indented body\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
07b0911062690c0f062a5b15420ab76dd3a0ddb5
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: class Dataset: _data = None _first_text_col = 'text' _second_text_col = None _label_col = 'label' def __init__(self): self._idx = 0 if self._data is None: raise Exception('Dataset is not loaded') def __iter__(self): return self def __next__(self): if self._idx >= len(self._data): raise StopIteration else: item = self._data.iloc[self._idx] self._idx += 1 if self._second_text_col: return item[self._first_text_col], item[self._second_text_col], int(item[self._label_col]) else: return item[self._first_text_col], int(item[self._label_col]) def __getitem__(self, item): if isinstance(item, int): item = self._data.iloc[item] if self._second_text_col: return item[self._first_text_col], item[self._second_text_col], int(item[self._label_col]) else: return item[self._first_text_col], int(item[self._label_col]) elif isinstance(item, slice: start = item.start if item.start else 0 stop = item.stop if item.stop else len(self._data) step = item.step if item.step else 1 items = self._data.iloc[start:stop:step] if self._second_text_col: return [(item[self._first_text_col], item[self._second_text_col], int(item[self._label_col])) for _, item in items.iterrows()] else: return [(item[self._first_text_col], int(item[self._label_col])) for _, item in items.iterrows()] else: raise KeyError def __str__(self): return str(self._data)
|
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unclosed '(' at line 35 - expected ')' • Invalid syntax at line 35: elif isinstance(item, slice: Fix: Add missing ')' bracket at line 35
|
advanced
|
machine_learning
|
error_detection
|
Pythoncode:Python
| 5
| 1
| 1,732
| false
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass Dataset:\n _data = None\n _first_text_col = 'text'\n _second_text_col = None\n _label_col = 'label'\n\n def __init__(self):\n self._idx = 0\n if self._data is None:\n raise Exception('Dataset is not loaded')\n\n def __iter__(self):\n return self\n\n def __next__(self):\n if self._idx >= len(self._data):\n raise StopIteration\n else:\n item = self._data.iloc[self._idx]\n self._idx += 1\n\n if self._second_text_col:\n return item[self._first_text_col], item[self._second_text_col], int(item[self._label_col])\n else:\n return item[self._first_text_col], int(item[self._label_col])\n\n def __getitem__(self, item):\n if isinstance(item, int):\n item = self._data.iloc[item]\n\n if self._second_text_col:\n return item[self._first_text_col], item[self._second_text_col], int(item[self._label_col])\n else:\n return item[self._first_text_col], int(item[self._label_col])\n elif isinstance(item, slice:\n start = item.start if item.start else 0\n stop = item.stop if item.stop else len(self._data)\n step = item.step if item.step else 1\n\n items = self._data.iloc[start:stop:step]\n\n if self._second_text_col:\n return [(item[self._first_text_col], item[self._second_text_col], int(item[self._label_col])) for _, item in items.iterrows()]\n else:\n return [(item[self._first_text_col], int(item[self._label_col])) for _, item in items.iterrows()]\n else:\n raise KeyError\n\n def __str__(self):\n return str(self._data)"}, {"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 35 - expected ')'\n \u2022 Invalid syntax at line 35: elif isinstance(item, slice:\n\n\n Fix: Add missing ')' bracket at line 35"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
07b3b408f0f9c7313a3971b858fbe6beb4247623
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: #!/usr/bin/env python3 # This Source Code Form is subject to the terms of the MIT # License. If a copy of the same was not distributed with this # file, You can obtain one at # https://github.com/akhilpandey95/scholarlyimpact/blob/master/LICENSE. import os import csv import glob import json import requests import subprocess import numpy as np import pandas as pd from tqdm import tqdm from ast import literal_eval from fp.fp import FreeProxy from torrequest import TorRequest from scholarly import scholarly from collections import Counter, OrderedDict from operator import attrgetter # class definition for Rate limiting class RateLimiter: """ Class object for putting a rate limit on the number of requests made Parameters ---------- No arguments Returns ------- Nothing """ def __init__(self, maxRate=5, timeUnit=1): self.timeUnit = timeUnit self.deque = deque(maxlen=maxRate) def __call__(self): if self.deque.maxlen == len(self.deque): cTime = time.time() if cTime - self.deque[0] > self.timeUnit: self.deque.append(cTime) return False else: return True self.deque.append(time.time()) return False # function for obtaining the citations using the dimensions web url def get_gs_citations_web(title): """ Use the google scholar web URL and requests API to obtain the citations for a given title of a scholarly article Parameters ---------- arg1 | title: str The title of a scholarly article Returns ------- Dictionary dict """ while True: try: # call the lumproxy object scholarly.use_lum_proxy() # make the query query = scholarly.search_pubs(title) # come out break except Exception as e: # come out and try again break # return the response dict return next(query) # function for assigning new IP address ... [5 more functiondefs truncated] ...
|
Functions: __init__, __call__, get_gs_citations_web Classes: RateLimiter This code demonstrates Pythoncode:Python programming.
|
advanced
|
api
|
code_explanation
|
Pythoncode:Python
| 3
| 1
| 2,122
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python3\n\n# This Source Code Form is subject to the terms of the MIT\n# License. If a copy of the same was not distributed with this\n# file, You can obtain one at\n# https://github.com/akhilpandey95/scholarlyimpact/blob/master/LICENSE.\n\nimport os\nimport csv\nimport glob\nimport json\nimport requests\nimport subprocess\nimport numpy as np\nimport pandas as pd\nfrom tqdm import tqdm\nfrom ast import literal_eval\nfrom fp.fp import FreeProxy\nfrom torrequest import TorRequest\nfrom scholarly import scholarly\nfrom collections import Counter, OrderedDict\nfrom operator import attrgetter\n\n# class definition for Rate limiting\nclass RateLimiter:\n \"\"\"\n Class object for putting a rate limit on the\n number of requests made\n Parameters\n ----------\n No arguments\n Returns\n -------\n Nothing\n \"\"\"\n def __init__(self, maxRate=5, timeUnit=1):\n self.timeUnit = timeUnit\n self.deque = deque(maxlen=maxRate)\n\n def __call__(self):\n if self.deque.maxlen == len(self.deque):\n cTime = time.time()\n if cTime - self.deque[0] > self.timeUnit:\n self.deque.append(cTime)\n return False\n else:\n return True\n self.deque.append(time.time())\n return False\n\n\n# function for obtaining the citations using the dimensions web url\ndef get_gs_citations_web(title):\n \"\"\"\n Use the google scholar web URL and requests API to obtain the citations\n for a given title of a scholarly article\n Parameters\n ----------\n arg1 | title: str\n The title of a scholarly article\n Returns\n -------\n Dictionary\n dict\n \"\"\"\n while True:\n try:\n # call the lumproxy object\n scholarly.use_lum_proxy()\n\n # make the query\n query = scholarly.search_pubs(title)\n\n # come out\n break\n except Exception as e:\n # come out and try again\n break\n\n # return the response dict\n return next(query)\n\n# function for assigning new IP address\n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__, __call__, get_gs_citations_web\n Classes: RateLimiter\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
07b47bbb8eb7acb013788dd5e04ca55c384f4c1f
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: #Copyright ReportLab Europe Ltd. 2000-2012 #see license.txt for license details #history http://www.reportlab.co.uk/cgi-bin/viewcvs.cgi/public/reportlab/trunk/reportlab/pdfgen/pathobject.py class PDFPathObject: """Represents a graphic path. There are certain 'modes' to PDF drawing, and making a separate object to expose Path operations ensures they are completed with no run-time overhead. Ask the Canvas for a PDFPath with getNewPathObject(); moveto/lineto/ curveto wherever you want; add whole shapes; and then add it back into the canvas with one of the relevant operators. Path objects are probably not long, so we pack onto one line the code argument allows a canvas to get the operatiosn appended directly so avoiding the final getCode """ def __init__(self,code=None): self._code = (code,[])[code is None] self._code_append = self._init_code_append def _init_code_append(self,c): assert c.endswith(' m') or c.endswith(' re'), 'path must start with a moveto or rect' code_append = self._code.append code_append('n') code_append(c) self._code_append = code_append def getCode(self): "pack onto one line; used internally" return ' '.join(self._code) def moveTo(self, x, y): self._code_append('%s m' % fp_str(x,y)) def lineTo(self, x, y): self._code_append('%s l' % fp_str(x,y)) def curveTo(self, x1, y1, x2, y2, x3, y3): self._code_append('%s c' % fp_str(x1, y1, x2, y2, x3, y3)) def arc(self, x1,y1, x2,y2, startAng=0, extent=90): """Contributed to piddlePDF by Robert Kern, 28/7/99. Draw a partial ellipse inscribed within the rectangle x1,y1,x2,y2, starting at startAng degrees and covering extent degrees. Angles start with 0 to the right (+x) and increase counter-clockwise. These should have x1<x2 and y1<y2. ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: The algorithm is an elliptical generalization of the formulae in Jim Fitzsimmon's TeX tutorial <URL: http://www.tinaja.com/bezarc1.pdf>.""" self._curves(pdfgeom.bezierArc(x1,y1, x2,y2, startAng, extent))
|
advanced
|
testing
|
incomplete_code
|
Pythoncode:Python
| 11
| 1
| 1,936
| false
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#Copyright ReportLab Europe Ltd. 2000-2012\n#see license.txt for license details\n#history http://www.reportlab.co.uk/cgi-bin/viewcvs.cgi/public/reportlab/trunk/reportlab/pdfgen/pathobject.py\nclass PDFPathObject:\n \"\"\"Represents a graphic path. There are certain 'modes' to PDF\n drawing, and making a separate object to expose Path operations\n ensures they are completed with no run-time overhead. Ask\n the Canvas for a PDFPath with getNewPathObject(); moveto/lineto/\n curveto wherever you want; add whole shapes; and then add it back\n into the canvas with one of the relevant operators.\n\n Path objects are probably not long, so we pack onto one line\n\n the code argument allows a canvas to get the operatiosn appended directly so\n avoiding the final getCode\n \"\"\"\n def __init__(self,code=None):\n self._code = (code,[])[code is None]\n self._code_append = self._init_code_append\n\n def _init_code_append(self,c):\n assert c.endswith(' m') or c.endswith(' re'), 'path must start with a moveto or rect'\n code_append = self._code.append\n code_append('n')\n code_append(c)\n self._code_append = code_append\n\n def getCode(self):\n \"pack onto one line; used internally\"\n return ' '.join(self._code)\n\n def moveTo(self, x, y):\n self._code_append('%s m' % fp_str(x,y))\n\n def lineTo(self, x, y):\n self._code_append('%s l' % fp_str(x,y))\n\n def curveTo(self, x1, y1, x2, y2, x3, y3):\n self._code_append('%s c' % fp_str(x1, y1, x2, y2, x3, y3))\n\n def arc(self, x1,y1, x2,y2, startAng=0, extent=90):\n \"\"\"Contributed to piddlePDF by Robert Kern, 28/7/99.\n Draw a partial ellipse inscribed within the rectangle x1,y1,x2,y2,\n starting at startAng degrees and covering extent degrees. Angles\n start with 0 to the right (+x) and increase counter-clockwise.\n These should have x1<x2 and y1<y2.\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 The algorithm is an elliptical generalization of the formulae in\n Jim Fitzsimmon's TeX tutorial <URL: http://www.tinaja.com/bezarc1.pdf>.\"\"\"\n\n self._curves(pdfgeom.bezierArc(x1,y1, x2,y2, startAng, extent))"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
07b56e4319a20d96b921852eb21d1c92a5f276de
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import wikipedia import re import TCPclient as client WORDS = ["WIKIPEDIA","SEARCH","INFORMATION"] def handle(text,mic,profile): # SEARCH ON WIKIPEDIA # ny = wikipedia.summary("New York",sentences=3); # mic.say("%s"% ny) #mic.say("What you want to search about") #text = mic.activeListen() print "entering wiki term" text = client.grab_input() while text.upper()=="WIKIPEDIA": print "entering while" Error: SyntaxError / EOF
|
Fixed Code: import wikipedia import re import TCPclient as client WORDS = ["WIKIPEDIA","SEARCH","INFORMATION"] def handle(text,mic,profile): # SEARCH ON WIKIPEDIA # ny = wikipedia.summary("New York",sentences=3); # mic.say("%s"% ny) #mic.say("What you want to search about") #text = mic.activeListen() print "entering wiki term" text = client.grab_input() while text.upper()=="WIKIPEDIA": print "entering while" text = client.grab_input() Explanation: Complete the truncated code structure
|
intermediate
|
database
|
error_fixing
|
Pythoncode:Python
| 2
| 0
| 431
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport wikipedia\nimport re\nimport TCPclient as client\n\nWORDS = [\"WIKIPEDIA\",\"SEARCH\",\"INFORMATION\"]\n\ndef handle(text,mic,profile):\n \n\n# SEARCH ON WIKIPEDIA\t\n#\tny = wikipedia.summary(\"New York\",sentences=3);\n#\tmic.say(\"%s\"% ny)\n\t\n\t#mic.say(\"What you want to search about\")\n\t#text = mic.activeListen()\n\tprint \"entering wiki term\"\n text = client.grab_input()\n\twhile text.upper()==\"WIKIPEDIA\":\n print \"entering while\"\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport wikipedia\nimport re\nimport TCPclient as client\n\nWORDS = [\"WIKIPEDIA\",\"SEARCH\",\"INFORMATION\"]\n\ndef handle(text,mic,profile):\n \n\n# SEARCH ON WIKIPEDIA\t\n#\tny = wikipedia.summary(\"New York\",sentences=3);\n#\tmic.say(\"%s\"% ny)\n\t\n\t#mic.say(\"What you want to search about\")\n\t#text = mic.activeListen()\n\tprint \"entering wiki term\"\n text = client.grab_input()\n\twhile text.upper()==\"WIKIPEDIA\":\n print \"entering while\"\n\t text = client.grab_input()\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
07b58dc361c480dc7628924d4fba99b729151138
|
TheStack--python--000.parquet
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.