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Complete this Pythoncode:Python code: import datetime import logging import voluptuous as vol from homeassistant.components.sensor import PLATFORM_SCHEMA from homeassistant.const import CONF_PASSWORD, CONF_USERNAME import homeassistant.helpers.config_validation as cv from .const import ( CONF_PLANT_ID, ) _LOGGER = logging.getLogger(__name__)
|
MIN_TIME_BETWEEN_UPDATES = datetime.timedelta(seconds=600) PLATFORM_SCHEMA = PLATFORM_SCHEMA.extend( { vol.Required(CONF_USERNAME): cv.string, vol.Required(CONF_PASSWORD): cv.string, vol.Required(CONF_PLANT_ID): cv.string, } )
|
intermediate
|
database
|
code_completion
|
Pythoncode:Python
| 0
| 0
| 574
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport datetime\nimport logging\n\nimport voluptuous as vol\n\nfrom homeassistant.components.sensor import PLATFORM_SCHEMA\nfrom homeassistant.const import CONF_PASSWORD, CONF_USERNAME\nimport homeassistant.helpers.config_validation as cv\n\nfrom .const import (\n CONF_PLANT_ID,\n)\n\n_LOGGER = logging.getLogger(__name__)"}, {"role": "assistant", "content": "\n\nMIN_TIME_BETWEEN_UPDATES = datetime.timedelta(seconds=600)\n\nPLATFORM_SCHEMA = PLATFORM_SCHEMA.extend(\n {\n vol.Required(CONF_USERNAME): cv.string,\n vol.Required(CONF_PASSWORD): cv.string,\n vol.Required(CONF_PLANT_ID): cv.string,\n }\n)"}]
| false
| null | null | null |
ab6246c7ab7820986e2418ba286e6e0d8c06092b
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: from flask import Blueprint, redirect, render_template, request, flash, session from database import base from database.base import User from forms import UserForm, LoginForm, MyPageUserForm from flask_login import login_required, login_user, logout_user, current_user import requests def _user(): form = MyPageUserForm() q = base.db_session.query(User).filter(User.email == current_user.email) user = q.first() if request.method == 'POST': if form.validate_on_submit(): user.email = request.form['email'] user.name = request.form['name'] user.set_password(request.form['password']) user.affiliation = request.form['affiliation'] base.db_session.commit() flash('๊ทํ์ ํ์์ ๋ณด๊ฐ ์์ ๋์์ต๋๋ค.') return redirect('/auth/my_page') return render_template("my_page.html", user=user, form=form, kakao_oauth=kakao_oauth) def login_process(email, password): q = base.db_session.query(User).filter(User.email == email) user = q.first() if user: if user.authenticate(password): login_result = login_user(user) if login_result: print("์ฌ์ฉ์(์ฌ์ฉ์ ์ด๋ฉ์ผ:{0})์ ๋ก๊ทธ์ธ ์ฑ๊ณต!".format(current_user.email)) return '/'
|
else: flash('๋น๋ฐ๋ฒํธ๋ฅผ ๋ค์ ํ์ธํ์ฌ ์
๋ ฅํด์ฃผ์ธ์.') return '/auth/login' else: flash('์ด๋ฉ์ผ ๋ฐ ๋น๋ฐ๋ฒํธ๋ฅผ ๋ค์ ํ์ธํ์ฌ ์
๋ ฅํด์ฃผ์ธ์.') return '/auth/login' @auth_blueprint.route('/login', methods=['GET', 'POST']) def login(): if current_user.is_authenticated: return redirect('/') form = LoginForm() if request.method == 'POST': if form.validate_on_submit(): redirect_url = login_process(form.data['email'], form.data['password']) return redirect(redirect_url) return render_template('login.html', form=form, current_user=current_user) @auth_blueprint.route('kakao_oauth_redirect') ... [5 more functiondefs truncated] ...
|
intermediate
|
api
|
code_completion
|
Pythoncode:Python
| 3
| 0
| 1,981
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom flask import Blueprint, redirect, render_template, request, flash, session\n\nfrom database import base\nfrom database.base import User\nfrom forms import UserForm, LoginForm, MyPageUserForm\nfrom flask_login import login_required, login_user, logout_user, current_user\nimport requests\n\ndef _user():\n form = MyPageUserForm()\n\n q = base.db_session.query(User).filter(User.email == current_user.email)\n user = q.first()\n\n if request.method == 'POST':\n if form.validate_on_submit():\n user.email = request.form['email']\n user.name = request.form['name']\n user.set_password(request.form['password'])\n user.affiliation = request.form['affiliation']\n base.db_session.commit()\n flash('\uadc0\ud558\uc758 \ud68c\uc6d0\uc815\ubcf4\uac00 \uc218\uc815 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.')\n return redirect('/auth/my_page')\n\n return render_template(\"my_page.html\", user=user, form=form, kakao_oauth=kakao_oauth)\n\n\ndef login_process(email, password):\n q = base.db_session.query(User).filter(User.email == email)\n user = q.first()\n\n if user:\n if user.authenticate(password):\n login_result = login_user(user)\n if login_result:\n print(\"\uc0ac\uc6a9\uc790(\uc0ac\uc6a9\uc790 \uc774\uba54\uc77c:{0})\uc758 \ub85c\uadf8\uc778 \uc131\uacf5!\".format(current_user.email))\n return '/'"}, {"role": "assistant", "content": "\n else:\n flash('\ube44\ubc00\ubc88\ud638\ub97c \ub2e4\uc2dc \ud655\uc778\ud558\uc5ec \uc785\ub825\ud574\uc8fc\uc138\uc694.')\n return '/auth/login'\n else:\n flash('\uc774\uba54\uc77c \ubc0f \ube44\ubc00\ubc88\ud638\ub97c \ub2e4\uc2dc \ud655\uc778\ud558\uc5ec \uc785\ub825\ud574\uc8fc\uc138\uc694.')\n return '/auth/login'\n\n\n@auth_blueprint.route('/login', methods=['GET', 'POST'])\ndef login():\n if current_user.is_authenticated:\n return redirect('/')\n\n form = LoginForm()\n\n if request.method == 'POST':\n if form.validate_on_submit():\n redirect_url = login_process(form.data['email'], form.data['password'])\n return redirect(redirect_url)\n\n return render_template('login.html', form=form, current_user=current_user)\n\n\n@auth_blueprint.route('kakao_oauth_redirect')\n\n ... [5 more functiondefs truncated] ..."}]
| false
| null | null | null |
db3b69e3c4b3003f7bdcfee2a7ee4c426c44a37d
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: import matplotlib.pyplot as plt def model(): """Solve u'' = -1, u(0)=0, u'(1)=0.""" import sympy as sym x, c_0, c_1, = sym.symbols('x c_0 c_1') u_x = sym.integrate(1, (x, 0, x)) + c_0 u = sym.integrate(u_x, (x, 0, x)) + c_1 r = sym.solve([u.subs(x,0) - 0, sym.diff(u,x).subs(x, 1) - 0], [c_0, c_1]) u = u.subs(c_0, r[c_0]).subs(c_1, r[c_1]) u = sym.simplify(sym.expand(u)) return u def midpoint_rule(f, M=100000): """Integrate f(x) over [0,1] using M intervals.""" from numpy import sum, linspace dx = 1.0/M # interval length x = linspace(dx/2, 1-dx/2, M) # integration points return dx*sum(f(x)) def check_integral_b(): from numpy import pi, sin for i in range(12): exact = 2/(pi*(2*i+1)) numerical = midpoint_rule( f=lambda x: sin((2*i+1)*pi*x/2)) print(i, abs(exact - numerical)) def sine_sum(x, N): s = 0 from numpy import pi, sin, zeros u = [] # u[k] is the sum i=0,...,k k = 0 for i in range(N+1): s += - 16.0/((2*i+1)**3*pi**3)*sin((2*i+1)*pi*x/2) u.append(s.copy()) # important with copy! return u def plot_sine_sum(): from numpy import linspace x = linspace(0, 1, 501) # coordinates for plot u = sine_sum(x, N=10) u_e = 0.5*x*(x-2) N_values = 0, 1, 10 for k in N_values: plt.plot(x, u[k]) plt.plot(x, u_e) plt.legend(['N=%d' % k for k in N_values] + ['exact'], loc='upper right') plt.xlabel('$x$'); plt.ylabel('$u$') plt.savefig('tmpc.png'); plt.savefig('tmpc.pdf') def check_integral_d(): from numpy import pi, sin for i in range(24): if i % 2 == 0: exact = 2/(pi*(i+1)) elif (i-1) % 4 == 0: exact = 2*2/(pi*(i+1)) else: exact = 0 numerical = midpoint_rule( f=lambda x: sin((i+1)*pi*x/2)) print(i, abs(exact - numerical)) def check_integral_d_sympy_answer(): from numpy import pi, sin for i in range(12): exact = 2/(pi*(i+1)) numerical = midpoint_rule( f=lambda x: sin((i+1)*pi*x/2)) print(i, abs(exact - numerical)) def sine_sum_d(x, N): s = 0 from numpy import pi, sin, zeros u = [] # u[k] is the sum i=0,...,k k = 0 for i in range(N+1): if i % 2 == 0: # even i s += - 16.0/((i+1)**3*pi**3)*sin((i+1)*pi*x/2) elif (i-1) % 4 == 0: # 1, 5, 9, 13, 17 s += - 2*16.0/((i+1)**3*pi**3)*sin((i+1)*pi*x/2) else: s += 0 u.append(s.copy()) return u ... [1 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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advanced
|
machine_learning
|
refactoring
|
Pythoncode:Python
| 8
| 0
| 2,717
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport matplotlib.pyplot as plt\n\ndef model():\n \"\"\"Solve u'' = -1, u(0)=0, u'(1)=0.\"\"\"\n import sympy as sym\n x, c_0, c_1, = sym.symbols('x c_0 c_1')\n u_x = sym.integrate(1, (x, 0, x)) + c_0\n u = sym.integrate(u_x, (x, 0, x)) + c_1\n r = sym.solve([u.subs(x,0) - 0,\n sym.diff(u,x).subs(x, 1) - 0],\n [c_0, c_1])\n u = u.subs(c_0, r[c_0]).subs(c_1, r[c_1])\n u = sym.simplify(sym.expand(u))\n return u\n\ndef midpoint_rule(f, M=100000):\n \"\"\"Integrate f(x) over [0,1] using M intervals.\"\"\"\n from numpy import sum, linspace\n dx = 1.0/M # interval length\n x = linspace(dx/2, 1-dx/2, M) # integration points\n return dx*sum(f(x))\n\ndef check_integral_b():\n from numpy import pi, sin\n for i in range(12):\n exact = 2/(pi*(2*i+1))\n numerical = midpoint_rule(\n f=lambda x: sin((2*i+1)*pi*x/2))\n print(i, abs(exact - numerical))\n\ndef sine_sum(x, N):\n s = 0\n from numpy import pi, sin, zeros\n u = [] # u[k] is the sum i=0,...,k\n k = 0\n for i in range(N+1):\n s += - 16.0/((2*i+1)**3*pi**3)*sin((2*i+1)*pi*x/2)\n u.append(s.copy()) # important with copy!\n return u\n\ndef plot_sine_sum():\n from numpy import linspace\n x = linspace(0, 1, 501) # coordinates for plot\n u = sine_sum(x, N=10)\n u_e = 0.5*x*(x-2)\n N_values = 0, 1, 10\n for k in N_values:\n plt.plot(x, u[k])\n plt.plot(x, u_e)\n plt.legend(['N=%d' % k for k in N_values] + ['exact'],\n loc='upper right')\n plt.xlabel('$x$'); plt.ylabel('$u$')\n plt.savefig('tmpc.png'); plt.savefig('tmpc.pdf')\n\ndef check_integral_d():\n from numpy import pi, sin\n for i in range(24):\n if i % 2 == 0:\n exact = 2/(pi*(i+1))\n elif (i-1) % 4 == 0:\n exact = 2*2/(pi*(i+1))\n else:\n exact = 0\n numerical = midpoint_rule(\n f=lambda x: sin((i+1)*pi*x/2))\n print(i, abs(exact - numerical))\n\ndef check_integral_d_sympy_answer():\n from numpy import pi, sin\n for i in range(12):\n exact = 2/(pi*(i+1))\n numerical = midpoint_rule(\n f=lambda x: sin((i+1)*pi*x/2))\n print(i, abs(exact - numerical))\n\ndef sine_sum_d(x, N):\n s = 0\n from numpy import pi, sin, zeros\n u = [] # u[k] is the sum i=0,...,k\n k = 0\n for i in range(N+1):\n if i % 2 == 0: # even i\n s += - 16.0/((i+1)**3*pi**3)*sin((i+1)*pi*x/2)\n elif (i-1) % 4 == 0: # 1, 5, 9, 13, 17\n s += - 2*16.0/((i+1)**3*pi**3)*sin((i+1)*pi*x/2)\n else:\n s += 0\n u.append(s.copy())\n return u\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
db3d773e3532da7f969a86616e27db866a72624c
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TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from sklearn.mixture import GaussianMixture import operator import numpy as np import math class GMMSet: def __init__(self, gmm_order = 32): self.gmms = [] self.gmm_order = gmm_order self.y = [] def fit_new(self, x, label): self.y.append(label) gmm = GaussianMixture(self.gmm_order) gmm.fit(x) self.gmms.append(gmm) def gmm_score(self, gmm, x): return np.sum(gmm.score(x)) @staticmethod def softmax(scores: scores_sum = sum([math.exp(i) for i in scores]) score_max = math.exp(max(scores)) return round(score_max / scores_sum, 3) def predict_one(self, x): scores = [self.gmm_score(gmm, x) / len(x) for gmm in self.gmms] p = sorted(enumerate(scores), key=operator.itemgetter(1), reverse=True) p = [(str(self.y[i]), y, p[0][1] - y) for i, y in p] result = [(self.y[index], value) for (index, value) in enumerate(scores)] p = max(result, key=operator.itemgetter(1)) softmax_score = self.softmax(scores) return p[0], softmax_score def before_pickle(self): pass def after_pickle(self): pass
|
Syntax Analysis: Syntax Errors Found: โข Unclosed '(' at line 24 - expected ')' โข Block at line 6 has no indented body โข SyntaxError: '(' was never closed at line 24 Fixes: โข Add closing ')' bracket โข Review code syntax
|
advanced
|
oop
|
syntax_repair
|
Pythoncode:Python
| 7
| 1
| 1,195
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom sklearn.mixture import GaussianMixture\nimport operator\nimport numpy as np\nimport math\n\nclass GMMSet:\n\n def __init__(self, gmm_order = 32):\n self.gmms = []\n self.gmm_order = gmm_order\n self.y = []\n \n\n def fit_new(self, x, label):\n self.y.append(label)\n gmm = GaussianMixture(self.gmm_order)\n gmm.fit(x)\n self.gmms.append(gmm)\n\n def gmm_score(self, gmm, x):\n return np.sum(gmm.score(x))\n\n @staticmethod\n def softmax(scores:\n scores_sum = sum([math.exp(i) for i in scores])\n score_max = math.exp(max(scores))\n return round(score_max / scores_sum, 3)\n\n def predict_one(self, x):\n scores = [self.gmm_score(gmm, x) / len(x) for gmm in self.gmms]\n p = sorted(enumerate(scores), key=operator.itemgetter(1), reverse=True)\n p = [(str(self.y[i]), y, p[0][1] - y) for i, y in p]\n result = [(self.y[index], value) for (index, value) in enumerate(scores)]\n p = max(result, key=operator.itemgetter(1))\n softmax_score = self.softmax(scores)\n return p[0], softmax_score\n\n def before_pickle(self):\n pass\n\n def after_pickle(self):\n pass"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 24 - expected ')'\n \u2022 Block at line 6 has no indented body\n \u2022 SyntaxError: '(' was never closed at line 24\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
db3dd00adedd165108fb972c0f4e5656055ffd1d
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: def findDecision(obj): #obj[0]: Passanger, obj[1]: Time, obj[2]: Coupon, obj[3]: Gender, obj[4]: Age, obj[5]: Education, obj[6]: Occupation, obj[7]: Bar, obj[8]: Coffeehouse, obj[9]: Restaurant20to50, obj[10]: Direction_same, obj[11]: Distance # {"feature": "Age", "instances": 51, "metric_value": 0.9662, "depth": 1} if obj[4]>0: # {"feature": "Occupation", "instances": 44, "metric_value": 0.9024, "depth": 2} if obj[6]>1: # {"feature": "Bar", "instances": 33, "metric_value": 0.9834, "depth": 3} if obj[7]<=1.0: # {"feature": "Education", "instances": 22, "metric_value": 0.994, "depth": 4} if obj[5]>0: # {"feature": "Passanger", "instances": 17, "metric_value": 0.9774, "depth": 5} if obj[0]<=2: # {"feature": "Time", "instances": 11, "metric_value": 0.994, "depth": 6} if obj[1]<=2: # {"feature": "Restaurant20to50", "instances": 8, "metric_value": 0.9544, "depth": 7} if obj[9]>0.0: # {"feature": "Coffeehouse", "instances": 6, "metric_value": 0.65, "depth": 8} if obj[8]<=2.0: return 'True' elif obj[8]>2.0: return 'False' else: return 'False' elif obj[9]<=0.0: return 'False' else: return 'False' elif obj[1]>2: return 'False' else: return 'False' elif obj[0]>2: # {"feature": "Gender", "instances": 6, "metric_value": 0.65, "depth": 6} if obj[3]>0: return 'True' elif obj[3]<=0: # {"feature": "Time", "instances": 2, "metric_value": 1.0, "depth": 7} if obj[1]<=2: return 'True' elif obj[1]>2: return 'False' else: return 'False' else: return 'True' else: return 'True' elif obj[5]<=0: return 'False' else: return 'False' elif obj[7]>1.0: # {"feature": "Coupon", "instances": 11, "metric_value": 0.684, "depth": 4} if obj[2]>2: return 'True' elif obj[2]<=2: # {"feature": "Direction_same", "instances": 4, "metric_value": 1.0, "depth": 5} if obj[10]>0: return 'True' elif obj[10]<=0: return 'False' else: return 'False' else: return 'True' else: return 'True' elif obj[6]<=1: return 'True' else: return 'True' elif obj[4]<=0: # {"feature": "Passanger", "instances": 7, "metric_value": 0.5917, "depth": 2} if obj[0]>0: return 'False' elif obj[0]<=0: return 'True' else: return 'True' else: return 'False'
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Code Review: โ ๏ธ Code quality: Unexpected indentation at line 2 Unexpected indentation at line 3 Unexpected indentation at line 5 Unexpected indentation at line 7 Unexpected indentation at line 9 Unexpected indentation at line 11 Unexpected indentation at line 13 Unexpected indentation at line 15 Unexpected indentation at line 17 Unexpected indentation at line 19 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 30 Unexpected indentation at line 32 Unexpected indentation at line 34 Unexpected indentation at line 36 Unexpected indentation at line 38 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 46 Unexpected indentation at line 48 Unexpected indentation at line 50 Unexpected indentation at line 52 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 62 Unexpected indentation at line 64 Unexpected indentation at line 66 Unexpected indentation at line 67 โจ Improvements: Line 1 too long (243 chars) - break into multiple lines
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intermediate
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general
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code_review
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Pythoncode:Python
| 1
| 0
| 2,440
| false
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[{"role": "user", "content": "Review this Pythoncode:Python code:\ndef findDecision(obj): #obj[0]: Passanger, obj[1]: Time, obj[2]: Coupon, obj[3]: Gender, obj[4]: Age, obj[5]: Education, obj[6]: Occupation, obj[7]: Bar, obj[8]: Coffeehouse, obj[9]: Restaurant20to50, obj[10]: Direction_same, obj[11]: Distance\n\t# {\"feature\": \"Age\", \"instances\": 51, \"metric_value\": 0.9662, \"depth\": 1}\n\tif obj[4]>0:\n\t\t# {\"feature\": \"Occupation\", \"instances\": 44, \"metric_value\": 0.9024, \"depth\": 2}\n\t\tif obj[6]>1:\n\t\t\t# {\"feature\": \"Bar\", \"instances\": 33, \"metric_value\": 0.9834, \"depth\": 3}\n\t\t\tif obj[7]<=1.0:\n\t\t\t\t# {\"feature\": \"Education\", \"instances\": 22, \"metric_value\": 0.994, \"depth\": 4}\n\t\t\t\tif obj[5]>0:\n\t\t\t\t\t# {\"feature\": \"Passanger\", \"instances\": 17, \"metric_value\": 0.9774, \"depth\": 5}\n\t\t\t\t\tif obj[0]<=2:\n\t\t\t\t\t\t# {\"feature\": \"Time\", \"instances\": 11, \"metric_value\": 0.994, \"depth\": 6}\n\t\t\t\t\t\tif obj[1]<=2:\n\t\t\t\t\t\t\t# {\"feature\": \"Restaurant20to50\", \"instances\": 8, \"metric_value\": 0.9544, \"depth\": 7}\n\t\t\t\t\t\t\tif obj[9]>0.0:\n\t\t\t\t\t\t\t\t# {\"feature\": \"Coffeehouse\", \"instances\": 6, \"metric_value\": 0.65, \"depth\": 8}\n\t\t\t\t\t\t\t\tif obj[8]<=2.0:\n\t\t\t\t\t\t\t\t\treturn 'True'\n\t\t\t\t\t\t\t\telif obj[8]>2.0:\n\t\t\t\t\t\t\t\t\treturn 'False'\n\t\t\t\t\t\t\t\telse: return 'False'\n\t\t\t\t\t\t\telif obj[9]<=0.0:\n\t\t\t\t\t\t\t\treturn 'False'\n\t\t\t\t\t\t\telse: return 'False'\n\t\t\t\t\t\telif obj[1]>2:\n\t\t\t\t\t\t\treturn 'False'\n\t\t\t\t\t\telse: return 'False'\n\t\t\t\t\telif obj[0]>2:\n\t\t\t\t\t\t# {\"feature\": \"Gender\", \"instances\": 6, \"metric_value\": 0.65, \"depth\": 6}\n\t\t\t\t\t\tif obj[3]>0:\n\t\t\t\t\t\t\treturn 'True'\n\t\t\t\t\t\telif obj[3]<=0:\n\t\t\t\t\t\t\t# {\"feature\": \"Time\", \"instances\": 2, \"metric_value\": 1.0, \"depth\": 7}\n\t\t\t\t\t\t\tif obj[1]<=2:\n\t\t\t\t\t\t\t\treturn 'True'\n\t\t\t\t\t\t\telif obj[1]>2:\n\t\t\t\t\t\t\t\treturn 'False'\n\t\t\t\t\t\t\telse: return 'False'\n\t\t\t\t\t\telse: return 'True'\n\t\t\t\t\telse: return 'True'\n\t\t\t\telif obj[5]<=0:\n\t\t\t\t\treturn 'False'\n\t\t\t\telse: return 'False'\n\t\t\telif obj[7]>1.0:\n\t\t\t\t# {\"feature\": \"Coupon\", \"instances\": 11, \"metric_value\": 0.684, \"depth\": 4}\n\t\t\t\tif obj[2]>2:\n\t\t\t\t\treturn 'True'\n\t\t\t\telif obj[2]<=2:\n\t\t\t\t\t# {\"feature\": \"Direction_same\", \"instances\": 4, \"metric_value\": 1.0, \"depth\": 5}\n\t\t\t\t\tif obj[10]>0:\n\t\t\t\t\t\treturn 'True'\n\t\t\t\t\telif obj[10]<=0:\n\t\t\t\t\t\treturn 'False'\n\t\t\t\t\telse: return 'False'\n\t\t\t\telse: return 'True'\n\t\t\telse: return 'True'\n\t\telif obj[6]<=1:\n\t\t\treturn 'True'\n\t\telse: return 'True'\n\telif obj[4]<=0:\n\t\t# {\"feature\": \"Passanger\", \"instances\": 7, \"metric_value\": 0.5917, \"depth\": 2}\n\t\tif obj[0]>0:\n\t\t\treturn 'False'\n\t\telif obj[0]<=0:\n\t\t\treturn 'True'\n\t\telse: return 'True'\n\telse: return 'False'"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 2\n Unexpected indentation at line 3\n Unexpected indentation at line 5\n Unexpected indentation at line 7\n Unexpected indentation at line 9\n Unexpected indentation at line 11\n Unexpected indentation at line 13\n Unexpected indentation at line 15\n Unexpected indentation at line 17\n Unexpected indentation at line 19\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 30\n Unexpected indentation at line 32\n Unexpected indentation at line 34\n Unexpected indentation at line 36\n Unexpected indentation at line 38\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 41\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 46\n Unexpected indentation at line 48\n Unexpected indentation at line 50\n Unexpected indentation at line 52\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 59\n Unexpected indentation at line 60\n Unexpected indentation at line 62\n Unexpected indentation at line 64\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n\n\u2728 Improvements:\n Line 1 too long (243 chars) - break into multiple lines"}]
| false
| null | null | null |
db3df0c689b2c97c43cbf7385cac4c429ebf9bf0
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from .heatmaploss import HeatmapLoss from .offsetloss import OffsetLoss from .refineloss import RefineLoss
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This code demonstrates Pythoncode:Python programming.
|
beginner
|
general
|
code_explanation
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Pythoncode:Python
| 0
| 0
| 106
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom .heatmaploss import HeatmapLoss\nfrom .offsetloss import OffsetLoss\nfrom .refineloss import RefineLoss"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
db3fb84bca4d1b9ce63dca5f602d76eb7650bd3f
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: from typing import Sequence from eth.constants import ZERO_HASH32 from eth_typing import Hash32 import ssz from ssz.sedes import Vector, bytes32 from eth2.configs import Eth2Config from .defaults import default_tuple, default_tuple_of_size class HistoricalBatch(ssz.Serializable): fields = [("block_roots", Vector(bytes32, 1)), ("state_roots", Vector(bytes32, 1))] def __init__( self, *, block_roots: Sequence[Hash32] = default_tuple, state_roots: Sequence[Hash32] = default_tuple, config: Eth2Config = None ) -> None: if config: # try to provide sane defaults if block_roots == default_tuple: block_roots = default_tuple_of_size( config.SLOTS_PER_HISTORICAL_ROOT, ZERO_HASH32 ) if state_roots == default_tuple: state_roots = default_tuple_of_size( config.SLOTS_PER_HISTORICAL_ROOT, ZERO_HASH32 ) super().__init__(block_roots=block_roots, state_roots=state_roots)
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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advanced
|
oop
|
refactoring
|
Pythoncode:Python
| 1
| 1
| 1,080
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom typing import Sequence\n\nfrom eth.constants import ZERO_HASH32\nfrom eth_typing import Hash32\nimport ssz\nfrom ssz.sedes import Vector, bytes32\n\nfrom eth2.configs import Eth2Config\n\nfrom .defaults import default_tuple, default_tuple_of_size\n\n\nclass HistoricalBatch(ssz.Serializable):\n\n fields = [(\"block_roots\", Vector(bytes32, 1)), (\"state_roots\", Vector(bytes32, 1))]\n\n def __init__(\n self,\n *,\n block_roots: Sequence[Hash32] = default_tuple,\n state_roots: Sequence[Hash32] = default_tuple,\n config: Eth2Config = None\n ) -> None:\n if config:\n # try to provide sane defaults\n if block_roots == default_tuple:\n block_roots = default_tuple_of_size(\n config.SLOTS_PER_HISTORICAL_ROOT, ZERO_HASH32\n )\n if state_roots == default_tuple:\n state_roots = default_tuple_of_size(\n config.SLOTS_PER_HISTORICAL_ROOT, ZERO_HASH32\n )\n\n super().__init__(block_roots=block_roots, state_roots=state_roots)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
db40a9951b31f74580005898f3f6b78a4f2c461b
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import os from pydantic import BaseSettings class Settings(BaseSettings): DEBUG: bool
|
DATABASE_URL: str class Config: env_file = os.getenv("CONFIG_FILE", ".env")
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beginner
|
database
|
code_completion
|
Pythoncode:Python
| 0
| 2
| 186
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport os\n\nfrom pydantic import BaseSettings\n\n\nclass Settings(BaseSettings):\n DEBUG: bool"}, {"role": "assistant", "content": "\n DATABASE_URL: str\n\n class Config:\n env_file = os.getenv(\"CONFIG_FILE\", \".env\")"}]
| false
| null | null | null |
db42ec903108c18c60147d1092a12cae13582379
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import numpy as np import xarray as xr def create_bathymetry_from_land_mask(land_mask: xr.DataArray) -> xr.DataArray: """Method: identifies the lower depth bound of the Error: SyntaxError: unterminated string literal
|
Fixed Code: import numpy as np import xarray as xr def create_bathymetry_from_land_mask(land_mask: xr.DataArray) -> xr.DataArray: """Method: identifies the lower depth bound of the shallowest ocean cell (non-null) in each vertical grid column. :param land_mask: dimensions {time, depth, lat, lon}, boloean array, True where cell is land""" assert np.all(land_mask.depth <= 0), "depth coordinate must be positive up" assert np.all( np.diff(land_mask.depth) > 0 Explanation: Close the string literal with matching quote
|
intermediate
|
testing
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 175
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport numpy as np\nimport xarray as xr\n\n\ndef create_bathymetry_from_land_mask(land_mask: xr.DataArray) -> xr.DataArray:\n \"\"\"Method: identifies the lower depth bound of the \n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport numpy as np\nimport xarray as xr\n\n\ndef create_bathymetry_from_land_mask(land_mask: xr.DataArray) -> xr.DataArray:\n \"\"\"Method: identifies the lower depth bound of the shallowest\n ocean cell (non-null) in each vertical grid column.\n :param land_mask: dimensions {time, depth, lat, lon}, boloean array, True where cell is land\"\"\"\n assert np.all(land_mask.depth <= 0), \"depth coordinate must be positive up\"\n assert np.all(\n np.diff(land_mask.depth) > 0\n\n Explanation: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
db434cf2f9b45ff5f3690a75cc12bde4fd9cb6aa
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: """ A simple python module for converting kilometers to miles or vice versa. So simple that it doesn't even have any dependencies. """ def kilometers_to_miles(dist_in_km): """ Actually does the conversion of distance from km to mi. PARAMETERS -------- dist_in_km: float A distance in kilometers. RETURNS ------- dist_in_mi: float The same distance converted to miles. """ return (dist_in_km)/1.609344 def miles_to_kilometers(dist_in_mi): """ Actually does the conversion of distance from mi to km. PARAMETERS ---------- dist_in_mi: float A distance to miles. RETURNS ------- dist_in_km: float The same distance converted to kilometers. """ return (dist_in_mi)*1.609344
|
Code Review: โ Critical issues: Unterminated string literal at line 1 โ ๏ธ Code quality: Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 35 Unexpected indentation at line 36 Unexpected indentation at line 37 Unexpected indentation at line 38 Potential division by zero - add validation โจ Improvements: Add closing quote at line 1
|
intermediate
|
general
|
code_review
|
Pythoncode:Python
| 2
| 0
| 712
| false
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n\"\"\"\nA simple python module for converting kilometers to miles or vice versa.\nSo simple that it doesn't even have any dependencies.\n\"\"\"\n\ndef kilometers_to_miles(dist_in_km):\n\t\"\"\"\n\tActually does the conversion of distance from km to mi.\n\t\n\tPARAMETERS\n\t--------\n\tdist_in_km: float\n\t\tA distance in kilometers.\n\t\n\tRETURNS\t\n\t-------\n\tdist_in_mi: float\n\t\tThe same distance converted to miles.\n\t\"\"\"\n\n\t\n\treturn (dist_in_km)/1.609344\n\n\ndef miles_to_kilometers(dist_in_mi):\n\t\"\"\"\n\tActually does the conversion of distance from mi to km.\n\t\n\tPARAMETERS\n\t----------\n\tdist_in_mi: float\n\t\tA distance to miles.\n\n\tRETURNS\n\t-------\n\tdist_in_km: float\n\t\tThe same distance converted to kilometers.\n\t\"\"\"\n\n\treturn (dist_in_mi)*1.609344"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 1\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\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 Potential division by zero - add validation\n\n\u2728 Improvements:\n Add closing quote at line 1"}]
| false
| null | null | null |
db446d4b90633693172c23acd329f858502b3ec2
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: # -*- coding: utf-8 -*- from __future__ import unicode_literals import itertools as it from django.db import models, migrations def convert_status(apps, schema_editor): ''' Migrate Visit.skipped and ScheduledPhoneCall.skipped -> status (pending,missed,deleted,attended) ''' Visit = apps.get_model("contacts","Visit") ScheduledPhoneCall = apps.get_model("contacts","ScheduledPhoneCall") for obj in it.chain(Visit.objects.all(), ScheduledPhoneCall.objects.all()): if obj.skipped is None: ... code continues ...
|
Completion: Missing: If block is incomplete - body missing To complete: โข Add body to If block or use 'pass' statement Example continuation: obj.status = 'pending' elif obj.skipped == False: obj.status = 'attended' elif obj.skipped == True: obj.status = 'missed'
|
advanced
|
machine_learning
|
incomplete_code
|
Pythoncode:Python
| 2
| 1
| 525
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom __future__ import unicode_literals\nimport itertools as it\n\nfrom django.db import models, migrations\n\ndef convert_status(apps, schema_editor):\n ''' Migrate Visit.skipped and ScheduledPhoneCall.skipped -> status\n (pending,missed,deleted,attended)\n '''\n\n Visit = apps.get_model(\"contacts\",\"Visit\")\n ScheduledPhoneCall = apps.get_model(\"contacts\",\"ScheduledPhoneCall\")\n\n for obj in it.chain(Visit.objects.all(), ScheduledPhoneCall.objects.all()):\n if obj.skipped is None:\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: If block is incomplete - body missing\n\n To complete:\n \u2022 Add body to If block or use 'pass' statement\n\n Example continuation:\n obj.status = 'pending'\n elif obj.skipped == False:\n obj.status = 'attended'\n elif obj.skipped == True:\n obj.status = 'missed'"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
db44a6bdcd485ae98f0bcb11e91bddb17022662f
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import os import sys from datetime import time import unittest sys.path.append( os.path.dirname( os.path.dirname(os.path.join("..", "..", "..", os.path.dirname("__file__"))) ) ) from core.controller import BaseTimeRangeController class TestTimeRangeController(unittest.TestCase): def test_time_range(self): start_at = time(10, 0, 0) end_at = time(12, 0, 0) time_range_controller = BaseTimeRangeController(start_at, end_at) time_now = time(11, 0, 0) time_range_controller.set_current Error: SyntaxError / EOF
|
Fixed Code: import os import sys from datetime import time import unittest sys.path.append( os.path.dirname( os.path.dirname(os.path.join("..", "..", "..", os.path.dirname("__file__"))) ) ) from core.controller import BaseTimeRangeController class TestTimeRangeController(unittest.TestCase): def test_time_range(self): start_at = time(10, 0, 0) end_at = time(12, 0, 0) time_range_controller = BaseTimeRangeController(start_at, end_at) time_now = time(11, 0, 0) Explanation: Complete the truncated code structure
|
advanced
|
testing
|
error_fixing
|
Pythoncode:Python
| 1
| 1
| 546
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport os\nimport sys\nfrom datetime import time\nimport unittest\n\nsys.path.append(\n os.path.dirname(\n os.path.dirname(os.path.join(\"..\", \"..\", \"..\", os.path.dirname(\"__file__\")))\n )\n)\nfrom core.controller import BaseTimeRangeController\n\n\nclass TestTimeRangeController(unittest.TestCase):\n def test_time_range(self):\n start_at = time(10, 0, 0)\n end_at = time(12, 0, 0)\n time_range_controller = BaseTimeRangeController(start_at, end_at)\n\n time_now = time(11, 0, 0)\n time_range_controller.set_current\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport os\nimport sys\nfrom datetime import time\nimport unittest\n\nsys.path.append(\n os.path.dirname(\n os.path.dirname(os.path.join(\"..\", \"..\", \"..\", os.path.dirname(\"__file__\")))\n )\n)\nfrom core.controller import BaseTimeRangeController\n\n\nclass TestTimeRangeController(unittest.TestCase):\n def test_time_range(self):\n start_at = time(10, 0, 0)\n end_at = time(12, 0, 0)\n time_range_controller = BaseTimeRangeController(start_at, end_at)\n\n time_now = time(11, 0, 0)\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db4545f1a4dfa83103a39912add856795ff6a347
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from gtts import gTTS as ttos from pydub import AudioSegment import os def generate_mp3 (segments, fade_ms, speech_gain, comment_fade_ms, language = "en", output_file_name = "generated_program_sound") : def apply_comments (exercise_audio, segment) : new_exercise_audio = exercise_audio for comment in segment.comments : comment_audio = comment["comment_audio"] comment_time_ms = comment["second"]*1000 + comment["minute"]*60000 part_01 = new_exercise_audio[comment_time_ms:comment_time_ms+len(comment_audio)+comment_fade_ms*2]
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
intermediate
|
machine_learning
|
error_detection
|
Pythoncode:Python
| 2
| 0
| 592
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom gtts import gTTS as ttos\nfrom pydub import AudioSegment\nimport os\n\ndef generate_mp3 (segments, fade_ms, speech_gain, comment_fade_ms, language = \"en\", output_file_name = \"generated_program_sound\") :\n def apply_comments (exercise_audio, segment) :\n new_exercise_audio = exercise_audio\n\n for comment in segment.comments :\n comment_audio = comment[\"comment_audio\"]\n comment_time_ms = comment[\"second\"]*1000 + comment[\"minute\"]*60000\n part_01 = new_exercise_audio[comment_time_ms:comment_time_ms+len(comment_audio)+comment_fade_ms*2]"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db45d8bc1a8d49e33721d418ba06b6f827c48c0b
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from __future__ import absolute_import from relaax.server.parameter_server import parameter_server_base from relaax.server.common import session from . import ddpg_model class ParameterServer(parameter_server_base.ParameterServerBase): def init_session(self): self.session = session.Session(ddpg_model.SharedParameters()) self.session.op_initialize() self.session.op_init_target_weights()
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
advanced
|
machine_learning
|
error_detection
|
Pythoncode:Python
| 4
| 1
| 420
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom __future__ import absolute_import\nfrom relaax.server.parameter_server import parameter_server_base\nfrom relaax.server.common import session\n\nfrom . import ddpg_model\n\n\nclass ParameterServer(parameter_server_base.ParameterServerBase):\n def init_session(self):\n self.session = session.Session(ddpg_model.SharedParameters())\n self.session.op_initialize()\n self.session.op_init_target_weights()"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db4793142f42cba39f558b2249770456a14a7e8a
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- import json import os import pyminifier ... [2 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
beginner
|
general
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 115
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n\nimport json\nimport os\n\nimport pyminifier\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
db49fa274fd584b7dd27d84ca85b94655d65a8a2
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: from rtlsdr import RtlSdr from contextlib import closing from matplotlib import pyplot as plt import numpy as np from scipy.signal import spectrogram, windows from scipy import signal from skimage.io import imsave, imread from datetime import datetime import json import os from tqdm import tqdm import time from queue import Queue import asyncio from pathlib import Path import warnings def split_images(dir="sdr_captures/specs_raw"): jpgs = list(Path(dir).rglob('*.jpg')) pngs = list(Path(dir).rglob('*.png')) img_files = pngs + jpgs img_files = list(filter(lambda x: 'chk' not in str(x), img_files)) for img_file in tqdm(img_files, desc="splitting images"): im = imread(img_file) shp = list(im.shape) shp = list(filter(lambda x: x != 1, shp)) shp = np.array(shp) dim_to_slide_over = shp.argmax() win_size = shp[shp.argmin()] im_size = shp[dim_to_slide_over] for start in range(0, im_size, win_size): stop = start + win_size if stop >= im_size: break if dim_to_slide_over == 0: chunk = im[start:stop, :] elif dim_to_slide_over == 1: chunk = im[:, start:stop] file_out = str( Path(img_file).with_suffix(f".chk_{start}_{stop}.png")) imsave(file_out, chunk) # y -- spectrogram, nf by nt array # dbf -- Dynamic range of the spectrum def adjust_dyn_range(x, mx=3, mn=10, rel_to=np.median): r = rel_to(x) zmax = r+mx zmin = r-mn x[x<zmin] = zmin x[x>zmax] = zmax return x def to_spec(y, fs, fc, NFFT=1024, dbf=60, nperseg=128, normalize=True): #w = windows.hamming(nperseg) #window = signal.kaiser(nperseg, beta=14) f, t, y = spectrogram(y, detrend=None, noverlap=int(nperseg/2), nfft=NFFT, fs=fs) y = np.fft.fftshift(y, axes=0) if normalize: #y = norm_spectrum(y) y = np.sqrt(np.power(y.real, 2) + np.power(y.imag, 2)) y = 20 * np.log10(np.abs(y)/ np.abs(y).max()) y = np.abs(y) y = y / y.max() return y from sklearn.preprocessing import MinMaxScaler, StandardScaler ... [13 more functiondefs truncated] ...
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Code Review: โ Critical issues: Code truncated in middle of expression - unexpected EOF Block at line 57 has no indented body Invalid syntax at line 78: ... [13 more functiondefs truncated] ... โ ๏ธ Code quality: Unexpected indentation at line 20 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 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 34 Unexpected indentation at line 36 Unexpected indentation at line 38 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 42 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 60 Unexpected indentation at line 61 Unexpected indentation at line 65 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 70 โจ Improvements: Complete the expression on the last line Review syntax near the error location
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intermediate
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database
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code_review
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Pythoncode:Python
| 3
| 0
| 2,242
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom rtlsdr import RtlSdr\nfrom contextlib import closing\nfrom matplotlib import pyplot as plt\nimport numpy as np\nfrom scipy.signal import spectrogram, windows\nfrom scipy import signal\nfrom skimage.io import imsave, imread\nfrom datetime import datetime\nimport json\nimport os\nfrom tqdm import tqdm\nimport time\nfrom queue import Queue\nimport asyncio\nfrom pathlib import Path\nimport warnings\n\ndef split_images(dir=\"sdr_captures/specs_raw\"):\n jpgs = list(Path(dir).rglob('*.jpg'))\n pngs = list(Path(dir).rglob('*.png'))\n\n img_files = pngs + jpgs\n img_files = list(filter(lambda x: 'chk' not in str(x), img_files))\n for img_file in tqdm(img_files, desc=\"splitting images\"):\n im = imread(img_file)\n shp = list(im.shape)\n shp = list(filter(lambda x: x != 1, shp))\n shp = np.array(shp)\n dim_to_slide_over = shp.argmax()\n win_size = shp[shp.argmin()]\n im_size = shp[dim_to_slide_over]\n for start in range(0, im_size, win_size):\n stop = start + win_size\n if stop >= im_size:\n break\n if dim_to_slide_over == 0:\n chunk = im[start:stop, :]\n elif dim_to_slide_over == 1:\n chunk = im[:, start:stop]\n file_out = str(\n Path(img_file).with_suffix(f\".chk_{start}_{stop}.png\"))\n imsave(file_out, chunk)\n\n\n# y -- spectrogram, nf by nt array\n# dbf -- Dynamic range of the spectrum\n\ndef adjust_dyn_range(x, mx=3, mn=10, rel_to=np.median):\n r = rel_to(x)\n zmax = r+mx\n zmin = r-mn\n x[x<zmin] = zmin\n x[x>zmax] = zmax\n return x\n\n\ndef to_spec(y, fs, fc, NFFT=1024, dbf=60, nperseg=128, normalize=True):\n\n #w = windows.hamming(nperseg)\n #window = signal.kaiser(nperseg, beta=14)\n \n f, t, y = spectrogram(y, detrend=None, noverlap=int(nperseg/2), nfft=NFFT, fs=fs)\n\n y = np.fft.fftshift(y, axes=0)\n if normalize:\n #y = norm_spectrum(y)\n y = np.sqrt(np.power(y.real, 2) + np.power(y.imag, 2))\n y = 20 * np.log10(np.abs(y)/ np.abs(y).max())\n y = np.abs(y)\n y = y / y.max()\n\n \n return y\n\nfrom sklearn.preprocessing import MinMaxScaler, StandardScaler\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 Block at line 57 has no indented body\n Invalid syntax at line 78: ... [13 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 20\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 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 34\n Unexpected indentation at line 36\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 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 60\n Unexpected indentation at line 61\n Unexpected indentation at line 65\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
db4a6abf2a3e16936115e864f7caf11878e6ba2c
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TheStack--python--000.parquet
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Complete this incomplete Pythoncode:Python code: from __future__ import print_function import argparse import os import torch import torch.nn as nn import torch.nn.functional as F from torch.autograd import Variable from torchvision import datasets, transforms from tqdm import tqdm from pyromancy import pyromq from pyromancy.losses import LossGroup, NegativeLogLikelihood from pyromancy.metrics import MetricGroup, Accuracy from pyromancy.subscribers import LogSubscriber def parse_args(): # Training settings parser = argparse.ArgumentParser(description='PyTorch MNIST Example') parser.add_argument('--batch-size', type=int, default=64, metavar='N', help='input batch size for training (default: 64)') parser.add_argument('--epochs', type=int, default=10, metavar='N', help='number of epochs to train (default: 10)') parser.add_argument('--lr', type=float, default=0.01, metavar='LR', help='learning rate (default: 0.01)') parser.add_argument('--momentum', type=float, default=0.5, metavar='M', help='SGD momentum (default: 0. ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: โข Complete the truncated code structure Example continuation: parser.add_argument('--weight-decay', default=1e-4, type=float) parser.add_argument('--grad-clip-norm', default=10.0, type=float)
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advanced
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database
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incomplete_code
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Pythoncode:Python
| 3
| 1
| 1,108
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom __future__ import print_function\n\nimport argparse\nimport os\n\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nfrom torch.autograd import Variable\nfrom torchvision import datasets, transforms\nfrom tqdm import tqdm\n\nfrom pyromancy import pyromq\nfrom pyromancy.losses import LossGroup, NegativeLogLikelihood\nfrom pyromancy.metrics import MetricGroup, Accuracy\nfrom pyromancy.subscribers import LogSubscriber\n\n\ndef parse_args():\n # Training settings\n parser = argparse.ArgumentParser(description='PyTorch MNIST Example')\n parser.add_argument('--batch-size', type=int, default=64, metavar='N',\n help='input batch size for training (default: 64)')\n\n parser.add_argument('--epochs', type=int, default=10, metavar='N',\n help='number of epochs to train (default: 10)')\n\n parser.add_argument('--lr', type=float, default=0.01, metavar='LR',\n help='learning rate (default: 0.01)')\n\n parser.add_argument('--momentum', type=float, default=0.5, metavar='M',\n help='SGD momentum (default: 0.\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 parser.add_argument('--weight-decay', default=1e-4, type=float)\n\n parser.add_argument('--grad-clip-norm', default=10.0, type=float)"}]
| true
|
syntax
|
HARD_CUT
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CRITICAL
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db4a91969cbd0645d892f196740aa9b468c864c7
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TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: #!/usr/bin/env python import os import copy import json import numpy as np import selfdrive.messaging as messaging from selfdrive.locationd.calibration_helpers import Calibration from selfdrive.swaglog import cloudlog from common.params import Params from common.transformations.model import model_height from common.transformations.camera import view_frame_from_device_frame, get_view_frame_from_road_frame, \ eon_intrinsics, get_calib_from_vp, H, W MPH_TO_MS = 0.44704 MIN_SPEED_FILTER = 15 * MPH_TO_MS MAX_YAW_RATE_FILTER = np.radians(2) # per second INPUTS_NEEDED = 300 # allow to update VP every so many frames INPUTS_WANTED = 600 # We want a little bit more than we need for stability WRITE_CYCLES = 400 # write every 400 cycles VP_INIT = np.array([W/2., H/2.]) # These validity corners were chosen by looking at 1000 # and taking most extreme cases with some margin. VP_VALIDITY_CORNERS = np.array([[W//2 - 150, 280], [W//2 + 150, 540]]) DEBUG = os.getenv("DEBUG") is not None def is_calibration_valid(vp): return vp[0] > VP_VALIDITY_CORNERS[0,0] and vp[0] <= VP_VALIDITY_CORNERS[1,0] and \ vp[1] > VP_VALIDITY_CORNERS[0,1] and vp[1] < VP_VALIDITY_CORNERS[1,1] class Calibrator(object): def __init__(self, param_put=False): self.param_put = param_put self.vp = copy.copy(VP_INIT) self.vps = [] self.cal_status = Calibration.UNCALIBRATED self.write_counter = 0 self.just_calibrated = False self.params = Params() calibration_params = self.params.get("CalibrationParams") if calibration_params: try: calibration_params = json.loads(calibration_params) self.vp = np.array(calibration_params["vanishing_point"]) self.vps = np.tile(self.vp, (calibration_params['valid_points'], 1)).tolist() self.update_status() except Exception: cloudlog.exception("CalibrationParams file found but error encountered") def update_status(self): start_status = self.cal_status if len(self.vps) < INPUTS_NEEDED: self.cal_status = Calibration.UNCALIBRATED else: self.cal_status = Calibration.CALIBRATED if is_calibration_valid(self.vp) else Calibration.INVALID end_status = self.cal_status self.just_calibrated = False if start_status == Calibration.UNCALIBRATED and end_status == Calibration.CALIBRATED: self.just_calibrated = True def handle_cam_odom(self, log): trans, rot = log.trans, log.rot if np.linalg.norm(trans) > MIN_SPEED_FILTER and abs(rot[2]) < MAX_YAW_RATE_FILTER: new_vp = eon_intrinsics.dot(view_frame_from_device_frame.dot(trans)) new_vp = new_vp[:2]/new_vp[2] self.vps.append(new_vp) self.vps = self.vps[-INPUTS_WANTED:] self.vp = np.mean(self.vps, axis=0) self.update_status() self.write_counter += 1 if self.param_put and (self.write_counter % WRITE_CYCLES == 0 or self.just_calibrated): cal_params = {"vanishing_point": list(sel ... [code truncated] ...
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Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Wrong inequality operator Severity: CRITICAL Location: Line 29 Buggy code: return vp[0] > VP_VALIDITY_CORNERS[0,0] and vp[0] <= VP_VALIDITY_CORNERS[1,0] and \ Should be: return vp[0] > VP_VALIDITY_CORNERS[0,0] and vp[0] < VP_VALIDITY_CORNERS[1,0] and \ Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
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advanced
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database
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logical_errors
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Pythoncode:Python
| 4
| 1
| 3,034
| true
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[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n#!/usr/bin/env python\nimport os\nimport copy\nimport json\nimport numpy as np\nimport selfdrive.messaging as messaging\nfrom selfdrive.locationd.calibration_helpers import Calibration\nfrom selfdrive.swaglog import cloudlog\nfrom common.params import Params\nfrom common.transformations.model import model_height\nfrom common.transformations.camera import view_frame_from_device_frame, get_view_frame_from_road_frame, \\\n eon_intrinsics, get_calib_from_vp, H, W\n\nMPH_TO_MS = 0.44704\nMIN_SPEED_FILTER = 15 * MPH_TO_MS\nMAX_YAW_RATE_FILTER = np.radians(2) # per second\nINPUTS_NEEDED = 300 # allow to update VP every so many frames\nINPUTS_WANTED = 600 # We want a little bit more than we need for stability\nWRITE_CYCLES = 400 # write every 400 cycles\nVP_INIT = np.array([W/2., H/2.])\n\n# These validity corners were chosen by looking at 1000\n# and taking most extreme cases with some margin.\nVP_VALIDITY_CORNERS = np.array([[W//2 - 150, 280], [W//2 + 150, 540]])\nDEBUG = os.getenv(\"DEBUG\") is not None\n\n\ndef is_calibration_valid(vp):\n return vp[0] > VP_VALIDITY_CORNERS[0,0] and vp[0] <= VP_VALIDITY_CORNERS[1,0] and \\\n vp[1] > VP_VALIDITY_CORNERS[0,1] and vp[1] < VP_VALIDITY_CORNERS[1,1]\n\n\nclass Calibrator(object):\n def __init__(self, param_put=False):\n self.param_put = param_put\n self.vp = copy.copy(VP_INIT)\n self.vps = []\n self.cal_status = Calibration.UNCALIBRATED\n self.write_counter = 0\n self.just_calibrated = False\n self.params = Params()\n calibration_params = self.params.get(\"CalibrationParams\")\n if calibration_params:\n try:\n calibration_params = json.loads(calibration_params)\n self.vp = np.array(calibration_params[\"vanishing_point\"])\n self.vps = np.tile(self.vp, (calibration_params['valid_points'], 1)).tolist()\n self.update_status()\n except Exception:\n cloudlog.exception(\"CalibrationParams file found but error encountered\")\n\n\n def update_status(self):\n start_status = self.cal_status\n if len(self.vps) < INPUTS_NEEDED:\n self.cal_status = Calibration.UNCALIBRATED\n else:\n self.cal_status = Calibration.CALIBRATED if is_calibration_valid(self.vp) else Calibration.INVALID\n end_status = self.cal_status\n\n self.just_calibrated = False\n if start_status == Calibration.UNCALIBRATED and end_status == Calibration.CALIBRATED:\n self.just_calibrated = True\n\n def handle_cam_odom(self, log):\n trans, rot = log.trans, log.rot\n if np.linalg.norm(trans) > MIN_SPEED_FILTER and abs(rot[2]) < MAX_YAW_RATE_FILTER:\n new_vp = eon_intrinsics.dot(view_frame_from_device_frame.dot(trans))\n new_vp = new_vp[:2]/new_vp[2]\n self.vps.append(new_vp)\n self.vps = self.vps[-INPUTS_WANTED:]\n self.vp = np.mean(self.vps, axis=0)\n self.update_status()\n self.write_counter += 1\n if self.param_put and (self.write_counter % WRITE_CYCLES == 0 or self.just_calibrated):\n cal_params = {\"vanishing_point\": list(sel\n\n ... [code truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Issue: Wrong inequality operator\n Severity: CRITICAL\n\n Location: Line 29\n\n Buggy code:\n return vp[0] > VP_VALIDITY_CORNERS[0,0] and vp[0] <= VP_VALIDITY_CORNERS[1,0] and \\\n\n Should be:\n return vp[0] > VP_VALIDITY_CORNERS[0,0] and vp[0] < VP_VALIDITY_CORNERS[1,0] and \\\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
| true
|
logical
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WRONG_OPERATOR
|
CRITICAL
|
db4b0c2266fee61af6dfa6c16082c9e18c028c39
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TheStack--python--000.parquet
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Review this Pythoncode:Python code: import argparse import copy import logging import sys from dataclasses import dataclass from datetime import datetime, timedelta from slack_sdk import WebClient from typing import Dict, Optional, List import pytz from hunter import config from hunter.attributes import get_back_links from hunter.config import ConfigError, Config from hunter.data_selector import DataSelector from hunter.grafana import GrafanaError, Grafana, Annotation from hunter.graphite import GraphiteError from hunter.importer import DataImportError, Importers from hunter.report import Report from hunter.series import ( class HunterError(Exception): message: str class Hunter: __conf: Config __importers: Importers __grafana: Optional[Grafana] __slack: Optional[SlackNotifier] def __init__(self, conf: Config): self.__conf = conf self.__importers = Importers(conf) self.__grafana = None self.__slack = self.__maybe_create_slack_notifier() def list_tests(self, group_names: Optional[List[str]]): if group_names is not None: test_names = [] for group_name in group_names: group = self.__conf.test_groups.get(group_name) if group is None: raise HunterError(f"Test group not found: {group_name}") test_names += (t.name for t in group) else: test_names = self.__conf.tests for test_name in sorted(test_names): print(test_name) def list_test_groups(self): for group_name in sorted(self.__conf.test_groups): print(group_name) def get_test(self, test_name: str) -> TestConfig: test = self.__conf.tests.get(test_name) if test is None: raise HunterError(f"Test not found {test_name}") return test def get_tests(self, *names: str) -> List[TestConfig]: tests = [] for name in names: group = self.__conf.test_groups.get(name) if group is not None: tests += group else: test = self.__conf.tests.get(name) if test is not None: tests.append(test) else: raise HunterError(f"Test or group not found: {name}") return tests def list_metrics(self, test: TestConfig): importer = self.__importers.get(test) for metric_name in importer.fetch_all_metric_names(test): print(metric_name) ... [13 more functiondefs truncated] ...
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Code Review: โ Critical issues: Code truncated in middle of expression - unexpected EOF Unclosed '(' at line 21 - expected ')' SyntaxError: '(' was never closed at line 21 โ ๏ธ Code quality: Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 34 Unexpected indentation at line 35 Unexpected indentation at line 36 Unexpected indentation at line 41 Unexpected indentation at line 43 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 58 Unexpected indentation at line 60 Unexpected indentation at line 64 Unexpected indentation at line 66 Unexpected indentation at line 68 Unexpected indentation at line 70 Unexpected indentation at line 72 Unexpected indentation at line 74 Unexpected indentation at line 78 โจ Improvements: Complete the expression on the last line Add closing ')' bracket Review code syntax
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advanced
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testing
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code_review
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Pythoncode:Python
| 6
| 2
| 2,561
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport argparse\nimport copy\nimport logging\nimport sys\nfrom dataclasses import dataclass\nfrom datetime import datetime, timedelta\nfrom slack_sdk import WebClient\nfrom typing import Dict, Optional, List\n\nimport pytz\n\nfrom hunter import config\nfrom hunter.attributes import get_back_links\nfrom hunter.config import ConfigError, Config\nfrom hunter.data_selector import DataSelector\n\nfrom hunter.grafana import GrafanaError, Grafana, Annotation\nfrom hunter.graphite import GraphiteError\nfrom hunter.importer import DataImportError, Importers\nfrom hunter.report import Report\nfrom hunter.series import (\nclass HunterError(Exception):\n message: str\n\n\nclass Hunter:\n __conf: Config\n __importers: Importers\n __grafana: Optional[Grafana]\n __slack: Optional[SlackNotifier]\n\n def __init__(self, conf: Config):\n self.__conf = conf\n self.__importers = Importers(conf)\n self.__grafana = None\n self.__slack = self.__maybe_create_slack_notifier()\n\n def list_tests(self, group_names: Optional[List[str]]):\n if group_names is not None:\n test_names = []\n for group_name in group_names:\n group = self.__conf.test_groups.get(group_name)\n if group is None:\n raise HunterError(f\"Test group not found: {group_name}\")\n test_names += (t.name for t in group)\n else:\n test_names = self.__conf.tests\n\n for test_name in sorted(test_names):\n print(test_name)\n\n def list_test_groups(self):\n for group_name in sorted(self.__conf.test_groups):\n print(group_name)\n\n def get_test(self, test_name: str) -> TestConfig:\n test = self.__conf.tests.get(test_name)\n if test is None:\n raise HunterError(f\"Test not found {test_name}\")\n return test\n\n def get_tests(self, *names: str) -> List[TestConfig]:\n tests = []\n for name in names:\n group = self.__conf.test_groups.get(name)\n if group is not None:\n tests += group\n else:\n test = self.__conf.tests.get(name)\n if test is not None:\n tests.append(test)\n else:\n raise HunterError(f\"Test or group not found: {name}\")\n return tests\n\n def list_metrics(self, test: TestConfig):\n importer = self.__importers.get(test)\n for metric_name in importer.fetch_all_metric_names(test):\n print(metric_name)\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 Unclosed '(' at line 21 - expected ')'\n SyntaxError: '(' was never closed at line 21\n\n\u26a0\ufe0f Code quality:\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 35\n Unexpected indentation at line 36\n Unexpected indentation at line 41\n Unexpected indentation at line 43\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 58\n Unexpected indentation at line 60\n Unexpected indentation at line 64\n Unexpected indentation at line 66\n Unexpected indentation at line 68\n Unexpected indentation at line 70\n Unexpected indentation at line 72\n Unexpected indentation at line 74\n Unexpected indentation at line 78\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing ')' bracket\n Review code syntax"}]
| false
| null | null | null |
db4b58f91ffeef6d5055943e105969fe3018f79e
|
TheStack--python--000.parquet
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Explain this Pythoncode:Python code: # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. # -*- coding: utf-8 -*- # # Configuration file for the Sphinx documentation builder. import os import sys import shutil # Check these extensions were installed. import sphinx_gallery.gen_gallery # The package should be installed in a virtual environment. import onnxruntime # The documentation requires two extensions available at: # https://github.com/xadupre/sphinx-docfx-yaml # https://github.com/xadupre/sphinx-docfx-markdown import sphinx_modern_theme # -- Project information ----------------------------------------------------- def setup(app): # Placeholder to initialize the folder before # generating the documentation. app.add_stylesheet('_static/gallery.css') # download examples for the documentation this = os.path.abspath(os.path.dirname(__file__)) dest = os.path.join(this, "model.onnx") if not os.path.exists(dest): import urllib.request url = 'https://raw.githubusercontent.com/onnx/onnx/master/onnx/backend/test/data/node/test_sigmoid/model.onnx' urllib.request.urlretrieve(url, dest) loc = os.path.split(dest)[-1] if not os.path.exists(loc): import shutil shutil.copy(dest, loc) return app
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Functions: setup This code demonstrates Pythoncode:Python programming.
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intermediate
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testing
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code_explanation
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Pythoncode:Python
| 1
| 0
| 1,295
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright (c) Microsoft Corporation. All rights reserved.\n# Licensed under the MIT License.\n\n# -*- coding: utf-8 -*-\n#\n# Configuration file for the Sphinx documentation builder.\n\nimport os\nimport sys\nimport shutil\n# Check these extensions were installed.\nimport sphinx_gallery.gen_gallery\n# The package should be installed in a virtual environment.\nimport onnxruntime\n# The documentation requires two extensions available at:\n# https://github.com/xadupre/sphinx-docfx-yaml\n# https://github.com/xadupre/sphinx-docfx-markdown\nimport sphinx_modern_theme\n\n\n# -- Project information -----------------------------------------------------\n\ndef setup(app):\n # Placeholder to initialize the folder before\n # generating the documentation.\n app.add_stylesheet('_static/gallery.css')\n \n # download examples for the documentation\n this = os.path.abspath(os.path.dirname(__file__))\n dest = os.path.join(this, \"model.onnx\")\n if not os.path.exists(dest):\n import urllib.request\n url = 'https://raw.githubusercontent.com/onnx/onnx/master/onnx/backend/test/data/node/test_sigmoid/model.onnx'\n urllib.request.urlretrieve(url, dest)\n loc = os.path.split(dest)[-1]\n if not os.path.exists(loc):\n import shutil\n shutil.copy(dest, loc)\n return app"}, {"role": "assistant", "content": " Functions: setup\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
db4c9fb7ae81031adc5833740cfc20ab17a83afb
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TheStack--python--000.parquet
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Debug this Pythoncode:Python code: """Traffic simulator code.""" import sys from os import path from traffic_sim.analysis import TrafficExperiment from traffic_sim.console import console if not __package__: _path = path.realpath(path.abspath(__file__)) sys.path.insert(0, path.dirname(path.dirname(_path))) def main(): """Run code from CLI.""" console.log('traffic sim') num_trials = 30 ex = TrafficExperiment( experiments=100, trials=num_trials, rows=10, cols=10, epochs=10, ) ex.run() ex.analyze() if __name__ == '__main__': main()
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Code analysis results: โ ๏ธ Warnings: Unexpected indentation at line 11 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18
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intermediate
|
machine_learning
|
debugging
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Pythoncode:Python
| 1
| 0
| 586
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\"\"\"Traffic simulator code.\"\"\"\n\nimport sys\nfrom os import path\n\nfrom traffic_sim.analysis import TrafficExperiment\nfrom traffic_sim.console import console\n\nif not __package__:\n _path = path.realpath(path.abspath(__file__))\n sys.path.insert(0, path.dirname(path.dirname(_path)))\n\n\ndef main():\n \"\"\"Run code from CLI.\"\"\"\n console.log('traffic sim')\n num_trials = 30\n ex = TrafficExperiment(\n experiments=100,\n trials=num_trials,\n rows=10,\n cols=10,\n epochs=10,\n )\n ex.run()\n ex.analyze()\n\n\nif __name__ == '__main__':\n main()"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 11\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18"}]
| false
| null | null | null |
db4cd73478117d82a5229f15076b8071351fd162
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TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: #! /usr/bin/env python # -*- coding: UTF-8 -*- from __future__ import division,print_function,absolute_import,unicode_literals import sys import os os.chdir(sys.path[0]) sys.path.append('/mnt/sda2/github/TSF1KEV/TSFpy') from TSF_io import * #from TSF_Forth import * from TSF_shuffle import * from TSF_match import * from TSF_calc import * from TSF_time import * TSF_Forth_init(TSF_io_argvs(),[TSF_shuffle_Initwords,TSF_match_Initwords,TSF_calc_Initwords,TSF_time_Initwords]) TSF_Forth_setTSF("TSF_Tab-Separated-Forth:", "\t".join(["UTF-8","#TSF_encoding","200","#TSF_calcPR","N-Fibonacci:","#TSF_this","0","#TSF_fin."]), TSF_style="T") TSF_Forth_setTSF("N-Fibonacci:", "\t".join(["TSF_argvs:","#TSF_cloneargvs","TSF_argvs:","#TSF_lenthe","[0]Z[Fibcount:0]~[TSF_argvs:0]","#TSF_calcDC","Fibcount:","0","#TSF_pokethe","Fibonacci:","#TSF_this"]), TSF_style="T") TSF_Forth_setTSF("Fibonacci:", "\t".join(["[Fibcount:1]Z1~[Fibcount:1]","#TSF_calcDC","((2&(([0]+3)*[0]+2)^)/((2&(2*[0]+2)^)-(2&([0]+1)^)-1)\\1)#(2&([0]+1)^)","#TSF_calcDC","1","#TSF_echoN","[Fibcount:1]+1","#TSF_calcDC","Fibcount:","1","#TSF_pokethe","Fibjump:","[Fibcount:0]-([Fibcount:1]+1)o0~1","#TSF_calcDC","#TSF_peekthe","#TSF_this"]), TSF_style="T") TSF_Forth_setTSF("Fibcount:", "\t".join(["20","-1"]), TSF_style="T") TSF_Forth_setTSF("Fibjump:", "\t".join(["Fibonacci:","#exit"]), TSF_style="T") TSF_Forth_addfin(TSF_io_argvs()) TSF_Forth_argvsleftcut(TSF_io_argvs(),1) TSF_Forth_run()
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
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general
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refactoring
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Pythoncode:Python
| 0
| 0
| 1,500
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#! /usr/bin/env python\n# -*- coding: UTF-8 -*-\nfrom __future__ import division,print_function,absolute_import,unicode_literals\n\nimport sys\nimport os\nos.chdir(sys.path[0])\nsys.path.append('/mnt/sda2/github/TSF1KEV/TSFpy')\nfrom TSF_io import *\n#from TSF_Forth import *\nfrom TSF_shuffle import *\nfrom TSF_match import *\nfrom TSF_calc import *\nfrom TSF_time import *\n\nTSF_Forth_init(TSF_io_argvs(),[TSF_shuffle_Initwords,TSF_match_Initwords,TSF_calc_Initwords,TSF_time_Initwords])\n\nTSF_Forth_setTSF(\"TSF_Tab-Separated-Forth:\",\n \"\\t\".join([\"UTF-8\",\"#TSF_encoding\",\"200\",\"#TSF_calcPR\",\"N-Fibonacci:\",\"#TSF_this\",\"0\",\"#TSF_fin.\"]),\n TSF_style=\"T\")\nTSF_Forth_setTSF(\"N-Fibonacci:\",\n \"\\t\".join([\"TSF_argvs:\",\"#TSF_cloneargvs\",\"TSF_argvs:\",\"#TSF_lenthe\",\"[0]Z[Fibcount:0]~[TSF_argvs:0]\",\"#TSF_calcDC\",\"Fibcount:\",\"0\",\"#TSF_pokethe\",\"Fibonacci:\",\"#TSF_this\"]),\n TSF_style=\"T\")\nTSF_Forth_setTSF(\"Fibonacci:\",\n \"\\t\".join([\"[Fibcount:1]Z1~[Fibcount:1]\",\"#TSF_calcDC\",\"((2&(([0]+3)*[0]+2)^)/((2&(2*[0]+2)^)-(2&([0]+1)^)-1)\\\\1)#(2&([0]+1)^)\",\"#TSF_calcDC\",\"1\",\"#TSF_echoN\",\"[Fibcount:1]+1\",\"#TSF_calcDC\",\"Fibcount:\",\"1\",\"#TSF_pokethe\",\"Fibjump:\",\"[Fibcount:0]-([Fibcount:1]+1)o0~1\",\"#TSF_calcDC\",\"#TSF_peekthe\",\"#TSF_this\"]),\n TSF_style=\"T\")\nTSF_Forth_setTSF(\"Fibcount:\",\n \"\\t\".join([\"20\",\"-1\"]),\n TSF_style=\"T\")\nTSF_Forth_setTSF(\"Fibjump:\",\n \"\\t\".join([\"Fibonacci:\",\"#exit\"]),\n TSF_style=\"T\")\n\nTSF_Forth_addfin(TSF_io_argvs())\nTSF_Forth_argvsleftcut(TSF_io_argvs(),1)\nTSF_Forth_run()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
db4d954b047874012d94933f5000302aa9b31037
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: #!/usr/bin/python # -*- coding: UTF-8 -*- import re import sys, getopt import glob import os def process_files(inputdir, outputdir): os.chdir(inputdir) enex_notes = [] output_filename = 'Tomboy2Evernote.enex' i = 0 for file in glob.glob("*.note"): note_file_path = inputdir + '/' + file note_body = open(note_file_path, 'r').read() title = get_title(note_body) html_note_body = get_html_body(note_body) created_date = tomboy_to_enex_date(get_created_date(note_body)) updated_date = tomboy_to_enex_date(get_updated_date(note_body)) enex_notes.append(make_enex(title, html_note_body, created_date, updated_date)) i += 1 multi_enex_body = make_multi_enex(enex_notes) save_to_file(outputdir, output_filename, multi_enex_body) print "Exported notes count: " + `i` print "Evernote file location: " + outputdir + "/" + output_filename def get_title(note_body): title_regex = re.compile("<title>(.+?)</title>") matches = title_regex.search(note_body); if matches: return matches.group(1) else: return "No Title" def get_created_date(note_body): created_date_regex = re.compile("<create-date>(.+?)</create-date>") matches = created_date_regex.search(note_body); if matches: return matches.group(1) else: return "No Created Date" def get_updated_date(note_body): updated_date_regex = re.compile("<last-change-date>(.+?)</last-change-date>") matches = updated_date_regex.search(note_body); if matches: return matches.group(1) else: return "No Updated Date"
|
def tomboy_to_enex_date(tomboy_date): return re.sub(r"^([0-9]{4})-([0-9]{2})-([0-9]{2})T([0-9]{2}):([0-9]{2}):([0-9]{2}).*", r"\1\2\3T\4\5\6Z", tomboy_date) def get_html_body(note_body): new_line = 'ยฌBRยฌ' xml_tag = r"<(\/?)[a-zA-Z0-9_\-:]+>" start_xml_tag = r"<[a-zA-Z0-9_\-:]+>" # make note body a one liner note_body = note_body.replace('\n', new_line) # get content note_body = re.sub(r".*<note-content.+?>(.+?)</note-content>.*", r"\1", note_body) # strip title until new_line or start_xml_tag note_body = re.sub(r"^(.+?)(" + start_xml_tag + "|" + new_line + ")", r"\2", note_body) # strip first two new lines, even if prefixed with an xml tag tag = re.match("^" + start_xml_tag, note_body) if tag != None: note_body = re.sub(r"^" + start_xml_tag, r"", note_body) note_body = re.sub(r"^(" + new_line + "){1,2}", r"", note_body) if tag != None: note_body = tag.group(0) + note_body # links note_body = re.sub(r"<link:internal>(.+?)</link:internal>", r"\1", note_body) note_body = re.sub(r"<link:broken>(.+?)</link:broken>", r"\1", note_body) p = re.compile(r"(<link:url>(.+?)</link:url>)") for m in p.finditer(note_body): if re.search(r"^([a-zA-Z0-9\._%+\-]+@(?:[a-zA-Z0-9\-]+\.)+[a-zA-Z]{2,10}|https?://.+)$", m.group ... [code truncated] ...
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advanced
|
api
|
code_completion
|
Pythoncode:Python
| 6
| 0
| 3,033
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/python\n# -*- coding: UTF-8 -*-\n\nimport re\nimport sys, getopt\nimport glob\nimport os\n\n\ndef process_files(inputdir, outputdir):\n os.chdir(inputdir)\n enex_notes = []\n output_filename = 'Tomboy2Evernote.enex'\n i = 0\n for file in glob.glob(\"*.note\"):\n note_file_path = inputdir + '/' + file\n note_body = open(note_file_path, 'r').read()\n title = get_title(note_body)\n html_note_body = get_html_body(note_body)\n created_date = tomboy_to_enex_date(get_created_date(note_body))\n updated_date = tomboy_to_enex_date(get_updated_date(note_body))\n enex_notes.append(make_enex(title, html_note_body, created_date, updated_date))\n i += 1\n multi_enex_body = make_multi_enex(enex_notes)\n save_to_file(outputdir, output_filename, multi_enex_body)\n print \"Exported notes count: \" + `i`\n print \"Evernote file location: \" + outputdir + \"/\" + output_filename\n\n\ndef get_title(note_body):\n title_regex = re.compile(\"<title>(.+?)</title>\")\n matches = title_regex.search(note_body);\n if matches:\n return matches.group(1)\n else:\n return \"No Title\"\n\n\ndef get_created_date(note_body):\n created_date_regex = re.compile(\"<create-date>(.+?)</create-date>\")\n matches = created_date_regex.search(note_body);\n if matches:\n return matches.group(1)\n else:\n return \"No Created Date\"\n\ndef get_updated_date(note_body):\n updated_date_regex = re.compile(\"<last-change-date>(.+?)</last-change-date>\")\n matches = updated_date_regex.search(note_body);\n if matches:\n return matches.group(1)\n else:\n return \"No Updated Date\""}, {"role": "assistant", "content": "\n\ndef tomboy_to_enex_date(tomboy_date):\n return re.sub(r\"^([0-9]{4})-([0-9]{2})-([0-9]{2})T([0-9]{2}):([0-9]{2}):([0-9]{2}).*\", r\"\\1\\2\\3T\\4\\5\\6Z\",\n tomboy_date)\n\n\ndef get_html_body(note_body):\n new_line = '\u00acBR\u00ac'\n xml_tag = r\"<(\\/?)[a-zA-Z0-9_\\-:]+>\"\n start_xml_tag = r\"<[a-zA-Z0-9_\\-:]+>\"\n\n # make note body a one liner\n note_body = note_body.replace('\\n', new_line)\n\n # get content\n note_body = re.sub(r\".*<note-content.+?>(.+?)</note-content>.*\", r\"\\1\", note_body)\n\n # strip title until new_line or start_xml_tag\n note_body = re.sub(r\"^(.+?)(\" + start_xml_tag + \"|\" + new_line + \")\", r\"\\2\", note_body)\n\n # strip first two new lines, even if prefixed with an xml tag\n tag = re.match(\"^\" + start_xml_tag, note_body)\n if tag != None:\n note_body = re.sub(r\"^\" + start_xml_tag, r\"\", note_body)\n note_body = re.sub(r\"^(\" + new_line + \"){1,2}\", r\"\", note_body)\n if tag != None:\n note_body = tag.group(0) + note_body\n\n # links\n note_body = re.sub(r\"<link:internal>(.+?)</link:internal>\", r\"\\1\", note_body)\n note_body = re.sub(r\"<link:broken>(.+?)</link:broken>\", r\"\\1\", note_body)\n\n p = re.compile(r\"(<link:url>(.+?)</link:url>)\")\n for m in p.finditer(note_body):\n if re.search(r\"^([a-zA-Z0-9\\._%+\\-]+@(?:[a-zA-Z0-9\\-]+\\.)+[a-zA-Z]{2,10}|https?://.+)$\", m.group\n\n ... [code truncated] ..."}]
| false
| null | null | null |
db4dff7ffc5831999b457d95fed00095a9bee6b8
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TheStack--python--000.parquet
|
Review this Pythoncode:Python code: from pyatool import PYAToolkit # ไธชๆงๅ็ๅฝๆฐ้่ฆtoolkitๅฝขๅ๏ผๅณไฝฟไธ้่ฆไฝฟ็จ def test_b(toolkit): return 'i am test_b, running on {}'.format(toolkit.device_id) # ๅฐ่ฃ
adbๅฝไปคๆไธบๆนๆณ PYAToolkit.bind_cmd(func_name='test_a', command='shell pm list package | grep google') # ๆ่
็ปๅฎไธชๆงๅ็ๅฝๆฐ PYAToolkit.bind_func(real_func=test_b) # ๆฏๅฆ้่ฆlog PYAToolkit.switch_logger(True) # ๅๅงๅ d = PYAToolkit('123456F') assert d.is_connected() # ๅฎไนๆฏๆ่ฟ็จๆงๅถ๏ผ่ฟไธๅค็จณๅฎ๏ผๆไธๆจ่ # d = PYAToolkit('123456F', mode='remote') # ๅทฒ็ป็ปๅฎ็ๆนๆณ็ดๆฅ่ฐ็จๅณๅฏ result = d.test_a() # ๅฏ่ฝ็่พๅบ # package:com.google.android.webview # ไธชๆงๅๅฝๆฐไนไธๆ ท result = d.test_b() # i am test_b, running on 123456F # ไนๅฏไปฅ้่ฟ `std` ๆ `standard_func` ่ฐ็จ๏ผไผๆไปฃ็ ่ชๅจ่กฅๅ
จ๏ผๆฏ่พๆนไพฟ๏ผ # ไป
้ๆ ๅๅบ๏ผ่ชๅทฑๆๅฑ็ๅบๅชๆฏๆ็ดๆฅ่ฐ็จ d.std.get_current_activity(toolkit=d) # ่ทๅๆๆๅทฒ็ปๆณจๅ็ๅฝๆฐ all_functions = d.current_function() print(all_functions) # ไธ้ขๅไธพๆๆๆ ๅๅฝๆฐ็ไฝฟ็จๆนๆณ๏ผๆไปปไฝ้ฎ้ขๆฌข่ฟๅ้ฆๆ่ชๅทฑๆน # ๆๅฐๅบๆบๅจid๏ผไป
ไพๆต่ฏ็จ d.hello_world() # ๅฑ็คบๆๆๅทฒๅฎ่ฃ
็ๅ
installed_package = d.show_package() # ๆ ้กถๆดปๅจๅ current_activity_name = d.get_current_activity() # ๅฎ่ฃ
ๆๅฎapk๏ผๆฏๆurlไธpath๏ผ๏ผไพๅญ้็ๅฎ่ฃ
ๅฏ่ฝๆฏ่พไน
ๅ ไธบๆฏไปgithubไธ็๏ผๅฏไปฅ่ชๅทฑๆน d.install_from(url=r'https://github.com/williamfzc/simhand2/releases/download/v0.1.2/app-debug.apk') # d.install_from(path=r'/Users/admin/some_path/some_apk.apk') # ๆฃๆตๅ
ๆฏๅฆๅทฒๅฎ่ฃ
target_package_name = 'com.github.williamfzc.simhand2' is_installed = d.is_installed(package_name=target_package_name) # ๆธ
็็ผๅญ d.clean_cache(target_package_name) if is_installed: d.uninstall(target_package_name) # ่ทๅๆๆบip local_address = d.get_ip_address() print(local_address) # ๅๆขwifi็ถๆ d.switch_wifi(False) # ๅๆข้ฃ่กๆจกๅผ d.switch_airplane(True) d.switch_airplane(False) d.switch_wifi(True) # ๅๆข่พๅ
ฅๆณ d.set_ime('com.sohu.inputmethod.sogouoem/.SogouIME') # push and pull d.push('./README.md', '/sdcard/') d.pull('/sdcard/README.md', './haha.md') # send keyevent d.input_key_event(26) d.input_key_event(26) # swipe d.swipe(500, 1200, 500, 200) # click d.click(200, 200)
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Code Review: โจ Improvements: Remove debug print() at line 39 before production Remove debug print() at line 66 before production Code looks good! Consider edge cases Add comprehensive tests
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intermediate
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testing
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code_review
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Pythoncode:Python
| 1
| 0
| 1,873
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom pyatool import PYAToolkit\n\n\n# \u4e2a\u6027\u5316\u7684\u51fd\u6570\u9700\u8981toolkit\u5f62\u53c2\uff0c\u5373\u4f7f\u4e0d\u9700\u8981\u4f7f\u7528\ndef test_b(toolkit):\n return 'i am test_b, running on {}'.format(toolkit.device_id)\n\n\n# \u5c01\u88c5adb\u547d\u4ee4\u6210\u4e3a\u65b9\u6cd5\nPYAToolkit.bind_cmd(func_name='test_a', command='shell pm list package | grep google')\n# \u6216\u8005\u7ed1\u5b9a\u4e2a\u6027\u5316\u7684\u51fd\u6570\nPYAToolkit.bind_func(real_func=test_b)\n\n# \u662f\u5426\u9700\u8981log\nPYAToolkit.switch_logger(True)\n\n# \u521d\u59cb\u5316\nd = PYAToolkit('123456F')\nassert d.is_connected()\n\n# \u5b83\u4e5f\u652f\u6301\u8fdc\u7a0b\u63a7\u5236\uff08\u8fd8\u4e0d\u591f\u7a33\u5b9a\uff0c\u6682\u4e0d\u63a8\u8350\n# d = PYAToolkit('123456F', mode='remote')\n\n# \u5df2\u7ecf\u7ed1\u5b9a\u7684\u65b9\u6cd5\u76f4\u63a5\u8c03\u7528\u5373\u53ef\nresult = d.test_a()\n# \u53ef\u80fd\u7684\u8f93\u51fa\n# package:com.google.android.webview\n\n# \u4e2a\u6027\u5316\u51fd\u6570\u4e5f\u4e00\u6837\nresult = d.test_b()\n# i am test_b, running on 123456F\n\n# \u4e5f\u53ef\u4ee5\u901a\u8fc7 `std` \u6216 `standard_func` \u8c03\u7528\uff08\u4f1a\u6709\u4ee3\u7801\u81ea\u52a8\u8865\u5168\uff0c\u6bd4\u8f83\u65b9\u4fbf\uff09\n# \u4ec5\u9650\u6807\u51c6\u5e93\uff0c\u81ea\u5df1\u62d3\u5c55\u7684\u5e93\u53ea\u652f\u6301\u76f4\u63a5\u8c03\u7528\nd.std.get_current_activity(toolkit=d)\n\n# \u83b7\u53d6\u6240\u6709\u5df2\u7ecf\u6ce8\u518c\u7684\u51fd\u6570\nall_functions = d.current_function()\nprint(all_functions)\n\n# \u4e0b\u9762\u5217\u4e3e\u6240\u6709\u6807\u51c6\u51fd\u6570\u7684\u4f7f\u7528\u65b9\u6cd5\uff0c\u6709\u4efb\u4f55\u95ee\u9898\u6b22\u8fce\u53cd\u9988\u6216\u81ea\u5df1\u6539\n# \u6253\u5370\u51fa\u673a\u5668id\uff0c\u4ec5\u4f9b\u6d4b\u8bd5\u7528\nd.hello_world()\n\n# \u5c55\u793a\u6240\u6709\u5df2\u5b89\u88c5\u7684\u5305\ninstalled_package = d.show_package()\n\n# \u6808\u9876\u6d3b\u52a8\u540d\ncurrent_activity_name = d.get_current_activity()\n\n# \u5b89\u88c5\u6307\u5b9aapk\uff08\u652f\u6301url\u4e0epath\uff09\uff0c\u4f8b\u5b50\u91cc\u7684\u5b89\u88c5\u53ef\u80fd\u6bd4\u8f83\u4e45\u56e0\u4e3a\u662f\u4ecegithub\u4e0b\u7684\uff0c\u53ef\u4ee5\u81ea\u5df1\u6539\nd.install_from(url=r'https://github.com/williamfzc/simhand2/releases/download/v0.1.2/app-debug.apk')\n# d.install_from(path=r'/Users/admin/some_path/some_apk.apk')\n\n# \u68c0\u6d4b\u5305\u662f\u5426\u5df2\u5b89\u88c5\ntarget_package_name = 'com.github.williamfzc.simhand2'\nis_installed = d.is_installed(package_name=target_package_name)\n\n# \u6e05\u7406\u7f13\u5b58\nd.clean_cache(target_package_name)\nif is_installed:\n d.uninstall(target_package_name)\n\n# \u83b7\u53d6\u624b\u673aip\nlocal_address = d.get_ip_address()\nprint(local_address)\n\n# \u5207\u6362wifi\u72b6\u6001\nd.switch_wifi(False)\n# \u5207\u6362\u98de\u884c\u6a21\u5f0f\nd.switch_airplane(True)\nd.switch_airplane(False)\nd.switch_wifi(True)\n\n# \u5207\u6362\u8f93\u5165\u6cd5\nd.set_ime('com.sohu.inputmethod.sogouoem/.SogouIME')\n\n# push and pull\nd.push('./README.md', '/sdcard/')\nd.pull('/sdcard/README.md', './haha.md')\n\n# send keyevent\nd.input_key_event(26)\nd.input_key_event(26)\n\n# swipe\nd.swipe(500, 1200, 500, 200)\n# click\nd.click(200, 200)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u2728 Improvements:\n Remove debug print() at line 39 before production\n Remove debug print() at line 66 before production\n\n Code looks good!\n Consider edge cases\n Add comprehensive tests"}]
| false
| null | null | null |
db4e4eef4ddc738259fac8554c6c1cde5bc457e8
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- from __future__ import absolute_import, print_function, division from six.moves import xrange, zip import tensorflow as tf from .tensor import Tensor class Graph(object): """The class for defining computational graph.""" def __init__(self, loss=None, modules=None, inputs=None, outputs=None, monitors=None): self._loss = loss self._modules = modules if modules is not None else [] self._inputs = inputs self._outputs = outputs self._monitors = monitors self._check_arguments(loss, modules, inputs, outputs, monitors) def _check_arguments(self, loss, modules, inputs, outputs, monitors): """Verify the arguments.""" if loss is not None and not isinstance(loss, Tensor): raise Exception("loss must be a tensor") if modules is not None and not isinstance(modules, list): raise Exception("modules must be a list") if inputs is not None and not self._check_type(inputs): raise Exception("input must be a tensor/list/dict") if outputs is not None and not self._check_type(outputs): raise Exception("output must be a tensor/list/dict") if monitors is not None and not isinstance(monitors, dict): raise Exception("monitors must be a dict") def _check_type(self, obj): """Check whether the type is either a tensor or list or dict""" return isinstance(obj, Tensor) or isinstance(obj, list) or isinstance(obj, dict) @property def loss(self): return self._loss @property def modules(self): @property def inputs(self): return self._inputs Error: Logic Error / Incomplete Statement
|
Fixed Code: #!/usr/bin/env python # -*- coding: utf-8 -*- from __future__ import absolute_import, print_function, division from six.moves import xrange, zip import tensorflow as tf from .tensor import Tensor class Graph(object): """The class for defining computational graph.""" def __init__(self, loss=None, modules=None, inputs=None, outputs=None, monitors=None): self._loss = loss self._modules = modules if modules is not None else [] self._inputs = inputs self._outputs = outputs self._monitors = monitors self._check_arguments(loss, modules, inputs, outputs, monitors) Explanation: Add return statement to function
|
advanced
|
machine_learning
|
error_fixing
|
Pythoncode:Python
| 6
| 1
| 1,762
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\nfrom __future__ import absolute_import, print_function, division\nfrom six.moves import xrange, zip\n\nimport tensorflow as tf\nfrom .tensor import Tensor\n\nclass Graph(object):\n \"\"\"The class for defining computational graph.\"\"\"\n \n def __init__(self, loss=None, modules=None, inputs=None, outputs=None, monitors=None):\n self._loss = loss\n self._modules = modules if modules is not None else []\n self._inputs = inputs\n self._outputs = outputs\n self._monitors = monitors\n self._check_arguments(loss, modules, inputs, outputs, monitors)\n \n def _check_arguments(self, loss, modules, inputs, outputs, monitors):\n \"\"\"Verify the arguments.\"\"\"\n if loss is not None and not isinstance(loss, Tensor):\n raise Exception(\"loss must be a tensor\")\n if modules is not None and not isinstance(modules, list):\n raise Exception(\"modules must be a list\")\n if inputs is not None and not self._check_type(inputs):\n raise Exception(\"input must be a tensor/list/dict\")\n if outputs is not None and not self._check_type(outputs):\n raise Exception(\"output must be a tensor/list/dict\")\n if monitors is not None and not isinstance(monitors, dict):\n raise Exception(\"monitors must be a dict\")\n \n def _check_type(self, obj):\n \"\"\"Check whether the type is either a tensor or list or dict\"\"\"\n return isinstance(obj, Tensor) or isinstance(obj, list) or isinstance(obj, dict)\n \n @property\n def loss(self):\n return self._loss\n \n @property\n def modules(self):\n \n @property\n def inputs(self):\n return self._inputs\n \n \n \n \n \n\n\n Error: Logic Error / Incomplete Statement"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\nfrom __future__ import absolute_import, print_function, division\nfrom six.moves import xrange, zip\n\nimport tensorflow as tf\nfrom .tensor import Tensor\n\nclass Graph(object):\n \"\"\"The class for defining computational graph.\"\"\"\n \n def __init__(self, loss=None, modules=None, inputs=None, outputs=None, monitors=None):\n self._loss = loss\n self._modules = modules if modules is not None else []\n self._inputs = inputs\n self._outputs = outputs\n self._monitors = monitors\n self._check_arguments(loss, modules, inputs, outputs, monitors)\n \n\n Explanation: Add return statement to function"}]
| true
|
syntax
|
INCOMPLETE_LOGIC
|
MEDIUM
|
db4f84187c639afbc8e53e791899d9a207e520b3
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: class Segment: """ These are going to represent the outer segments and the mysteries they hold. The segments will be adjacent to 2 outer nodes """ def __init__(self, name: str): """ Initialize the segment, keeping a place for the right left outer vertices to which it is adjacent :param name: How we will reference this segment. In this implementation, it is expected to be a negative integer """ self.leftOuter = None self.rightOuter = None self.name = name def getName(self) -> str: """ Return the name we gave to this segment. :return: name """ return self.name def getLeftOuter(self): """ Return the outer node to the left of this segment with respect to the origin :return: leftOuter """ return self.leftOuter def getRightOuter(self): """ Return the outer node to the right of this segment with respect to the origin :return: rightOuter """ return self.rightOuter def setLeftOuter(self, left): """ Set the outer node to the left of this segment with respect to the origin Also, set left's right segment to this segment. :param left: A outer node object to be referenced as this segment's left outer node :return: None """ self.leftOuter = left if left.getRightSegment() is None: left.setRightSegment(self) def setRightOuter(self, right): """ Set the outer node to the right of this segment with respect to the origin Also, set right's left segment to this segment. :param right: A outer node object to be referenced as this segment's right outer node :return: None """ self.rightOuter = right if right.getLeftSegment() is None: right.setLeftSegment(self) def isValidObject(self) -> bool: """ Checks to see if this segment has been full initialized. :return: valid returns true if it has both the left and right outer nodes set """ if (self.leftOuter is None) or (self.rightOuter is None): return False return True def toString(self) -> str: """ Returns a formatted string of the left and right outer nodes this is associated with :return: Description string """ return 'left Outer: ' + self.leftOuter.getName() + '\nright Outer: ' + self.rightOuter.getName() class Outer: """ Class to represent the outer vertices that are adjacent to an inner vertex and 2 outer segments """ ... [26 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
database
|
refactoring
|
Pythoncode:Python
| 8
| 2
| 2,728
| false
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nclass Segment:\n \"\"\"\n These are going to represent the outer segments and the mysteries they hold.\n The segments will be adjacent to 2 outer nodes\n \"\"\"\n\n def __init__(self, name: str):\n \"\"\"\n Initialize the segment, keeping a place for the right left outer vertices to which it is adjacent\n :param name: How we will reference this segment. In this implementation, it is expected to be a negative integer\n \"\"\"\n self.leftOuter = None\n self.rightOuter = None\n self.name = name\n\n def getName(self) -> str:\n \"\"\"\n Return the name we gave to this segment.\n :return: name\n \"\"\"\n return self.name\n\n def getLeftOuter(self):\n \"\"\"\n Return the outer node to the left of this segment with respect to the origin\n :return: leftOuter\n \"\"\"\n return self.leftOuter\n\n def getRightOuter(self):\n \"\"\"\n Return the outer node to the right of this segment with respect to the origin\n :return: rightOuter\n \"\"\"\n return self.rightOuter\n\n def setLeftOuter(self, left):\n \"\"\"\n Set the outer node to the left of this segment with respect to the origin\n Also, set left's right segment to this segment.\n :param left: A outer node object to be referenced as this segment's left outer node\n :return: None\n \"\"\"\n self.leftOuter = left\n if left.getRightSegment() is None:\n left.setRightSegment(self)\n\n def setRightOuter(self, right):\n \"\"\"\n Set the outer node to the right of this segment with respect to the origin\n Also, set right's left segment to this segment.\n :param right: A outer node object to be referenced as this segment's right outer node\n :return: None\n \"\"\"\n self.rightOuter = right\n if right.getLeftSegment() is None:\n right.setLeftSegment(self)\n\n def isValidObject(self) -> bool:\n \"\"\"\n Checks to see if this segment has been full initialized.\n :return: valid returns true if it has both the left and right outer nodes set\n \"\"\"\n if (self.leftOuter is None) or (self.rightOuter is None):\n return False\n return True\n\n def toString(self) -> str:\n \"\"\"\n Returns a formatted string of the left and right outer nodes this is associated with\n :return: Description string\n \"\"\"\n return 'left Outer: ' + self.leftOuter.getName() + '\\nright Outer: ' + self.rightOuter.getName()\n\n\nclass Outer:\n \"\"\"\n Class to represent the outer vertices that are adjacent to an inner vertex and 2 outer segments\n \"\"\"\n\n\n ... [26 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
db5061768015e77516d7fdac7ebe34947ba071f8
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import random import argparse import numpy as np import pandas as pd import os import time import string import torch import torch.nn as nn import torch.nn.functional as F from torch.utils.data import DataLoader from tqdm import tqdm from model import WideResnet from cifar import get_train_loader, get_val_loader from label_guessor import LabelGuessor from lr_scheduler import WarmupCosineLrScheduler from ema import EMA import utils ## ar
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
intermediate
|
machine_learning
|
error_detection
|
Pythoncode:Python
| 1
| 0
| 442
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport random\nimport argparse\nimport numpy as np\nimport pandas as pd\nimport os\nimport time\nimport string\n\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nfrom torch.utils.data import DataLoader\nfrom tqdm import tqdm\nfrom model import WideResnet\nfrom cifar import get_train_loader, get_val_loader\nfrom label_guessor import LabelGuessor\nfrom lr_scheduler import WarmupCosineLrScheduler\nfrom ema import EMA\nimport utils\n\n## ar"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db51ec07d8e04f942c3e7a0e0c331ea715cd23c8
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: import pandas as pd import numpy as np import seaborn as sns import matplotlib.pyplot as plt def initialize_weights_and_bias(dimension): w = np.full((dimension,1), 0.01) # init 0.01 b = np.zeros(1) return w,b def sigmoid(n): y_hat = 1 / (1 + np.exp(-n)) return y_hat # %% def forward_backward_propagation(w,b,x_train,y_train): # forward propagation z = np.dot(w.T,x_train) + b #y_train = y_train.T.reshape(-1,1) y_hat = sigmoid(z) loss = -(y_train*np.log(y_hat)+(1-y_train)*np.log(1-y_hat)) cost = (np.sum(loss))/x_train.shape[1] # x_train.shape[1] is for scaling # Once cost is calculated, forward prop. is completed. # backward propagation derivative_weight = (np.dot(x_train,((y_hat-y_train).T)))/x_train.shape[1] # x_train.shape[1] is for scaling derivative_bias = np.sum(y_hat-y_train)/x_train.shape[1] # x_train.shape[1] is for scaling # x_train.shape[1] = 426 gradients = {"derivative_weight": derivative_weight,"derivative_bias": derivative_bias} return cost,gradients # Updating(learning) parameters def update(w, b, x_train, y_train, learning_rate,number_of_iteration): cost_list = [] cost_list2 = [] index = [] # updating(learning) parameters is number_of_iterarion times for i in range(number_of_iteration): # make forward and backward propagation and find cost and gradients cost,gradients = forward_backward_propagation(w,b,x_train,y_train) cost_list.append(cost) # lets update w = w - learning_rate * gradients["derivative_weight"] b = b - learning_rate * gradients["derivative_bias"] if i % 100 == 0: # that's arbitrary, you can set it differently cost_list2.append(cost) index.append(i) print ("Cost after iteration %i: %f" %(i, cost)) # we update(learn) parameters weights and bias parameters = {"weight": w,"bias": b} plt.plot(index,cost_list2) plt.xticks(index,rotation='vertical') plt.xlabel("Number of Iteration") plt.ylabel("Cost") plt.legend() plt.show() return parameters, gradients, cost_list # prediction def predict(w,b,x_test): # x_test is a input for forward propagation z = sigmoid(np.dot(w.T,x_test)+b) Y_prediction = np.zeros((1,x_test.shape[1])) # if z is bigger than 0.5, our prediction is one - true (y_hat=1), # if z is smaller than 0.5, our prediction is sign zero - false (y_hat=0), for i in range(z.shape[1]): if z[0,i]<= 0.5: Y_prediction[0,i] = 0 else: Y_prediction[0,i] = 1 return Y_prediction #implementing logistic regression ... [1 more functiondefs truncated] ...
|
Code analysis results: ๐ด Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 45 Invalid syntax at line 77: ... [1 more functiondefs truncated] ... โ ๏ธ Warnings: Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 13 Unexpected indentation at line 18 ๐ก Suggestions: Complete the expression on the last line Add closing quote at line 45 Review syntax near the error location
|
intermediate
|
testing
|
debugging
|
Pythoncode:Python
| 5
| 0
| 2,731
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport pandas as pd\nimport numpy as np\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n\ndef initialize_weights_and_bias(dimension):\n w = np.full((dimension,1), 0.01) # init 0.01\n b = np.zeros(1)\n return w,b\n\ndef sigmoid(n):\n y_hat = 1 / (1 + np.exp(-n))\n return y_hat\n\n# %% \ndef forward_backward_propagation(w,b,x_train,y_train):\n # forward propagation\n z = np.dot(w.T,x_train) + b\n #y_train = y_train.T.reshape(-1,1)\n y_hat = sigmoid(z)\n loss = -(y_train*np.log(y_hat)+(1-y_train)*np.log(1-y_hat))\n cost = (np.sum(loss))/x_train.shape[1] # x_train.shape[1] is for scaling\n # Once cost is calculated, forward prop. is completed.\n \n # backward propagation\n derivative_weight = (np.dot(x_train,((y_hat-y_train).T)))/x_train.shape[1] # x_train.shape[1] is for scaling\n derivative_bias = np.sum(y_hat-y_train)/x_train.shape[1] # x_train.shape[1] is for scaling\n # x_train.shape[1] = 426\n gradients = {\"derivative_weight\": derivative_weight,\"derivative_bias\": derivative_bias}\n return cost,gradients\n\n# Updating(learning) parameters\ndef update(w, b, x_train, y_train, learning_rate,number_of_iteration):\n cost_list = []\n cost_list2 = []\n index = []\n # updating(learning) parameters is number_of_iterarion times\n for i in range(number_of_iteration):\n # make forward and backward propagation and find cost and gradients\n cost,gradients = forward_backward_propagation(w,b,x_train,y_train)\n cost_list.append(cost)\n # lets update\n w = w - learning_rate * gradients[\"derivative_weight\"]\n b = b - learning_rate * gradients[\"derivative_bias\"]\n if i % 100 == 0: # that's arbitrary, you can set it differently\n cost_list2.append(cost)\n index.append(i)\n print (\"Cost after iteration %i: %f\" %(i, cost))\n # we update(learn) parameters weights and bias\n parameters = {\"weight\": w,\"bias\": b}\n \n plt.plot(index,cost_list2)\n plt.xticks(index,rotation='vertical')\n plt.xlabel(\"Number of Iteration\")\n plt.ylabel(\"Cost\")\n plt.legend()\n plt.show()\n return parameters, gradients, cost_list\n\n# prediction\ndef predict(w,b,x_test):\n # x_test is a input for forward propagation\n z = sigmoid(np.dot(w.T,x_test)+b)\n Y_prediction = np.zeros((1,x_test.shape[1]))\n # if z is bigger than 0.5, our prediction is one - true (y_hat=1),\n # if z is smaller than 0.5, our prediction is sign zero - false (y_hat=0),\n for i in range(z.shape[1]):\n if z[0,i]<= 0.5:\n Y_prediction[0,i] = 0\n else:\n Y_prediction[0,i] = 1\n\n return Y_prediction\n\n#implementing logistic regression\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 45\n Invalid syntax at line 77: ... [1 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 13\n Unexpected indentation at line 18\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 45\n Review syntax near the error location"}]
| false
| null | null | null |
db52db9f4875bf2abe871f56389adc2f255c93ca
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: import os import numpy as np import torch import argparse from hparams import create_hparams from model import lcm from train import load_model from torch.utils.data import DataLoader from reader import TextMelIDLoader, TextMelIDCollate, id2sp from inference_utils import plot_data parser = argparse.ArgumentParser() parser.add_argument('-c', '--checkpoint_path', type=str, help='directory to save checkpoints') parser.add_argument('--hparams', type=str, required=False, help='comma separated name=value pairs') args = parser.parse_args() checkpoint_path=args.checkpoint_path hparams = create_hparams(args.hparams) model = load_model(hparams) model.load_state_dict(torch.load(checkpoint_path)['state_dict'], strict=False) _ = model.eval() def gen_embedding(speaker): training_list = hparams.training_list train_set_A = TextMelIDLoader(training_list, hparams.mel_mean_std, hparams.speaker_A, hparams.speaker_B, shuffle=False,pids=[speaker]) collate_fn = TextMelIDCollate(lcm(hparams.n_frames_per_step_encoder, hparams.n_frames_per_step_decoder)) train_loader_A = DataLoader(train_set_A, num_workers=1, shuffle=False, sampler=None, batch_size=1, pin_memory=False, drop_last=True, collate_fn=collate_fn) with torch.no_grad(): speaker_embeddings = [] for i,batch in enumerate(train_loader_A): #print i x, y = model.parse_batch(batch) text_input_padded, mel_padded, text_lengths, mel_lengths, speaker_id = x speaker_id, speaker_embedding = model.speaker_encoder.inference(mel_padded) speaker_embedding = speaker_embedding.data.cpu().numpy() speaker_embeddings.append(speaker_embedding) speaker_embeddings = np.vstack(speaker_embeddings) print(speaker_embeddings.shape) if not os.path.exists('outdir/embeddings'): os.makedirs('outdir/embeddings') np.save('outdir/embeddings/%s.npy'%speaker, speaker_embeddings) plot_data([speaker_embeddings], 'outdir/embeddings/%s.pdf'%speaker) print('Generating embedding of %s ...'%hparams.speaker_A) gen_embedding(hparams.speaker_A) print('Generating embedding of %s ...'%hparams.speaker_B) gen_embedding(hparams.speaker_B)
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Code analysis results: ๐ด Errors found: Block at line 29 has no indented body Block at line 45 has no indented body Dangerous use of eval()/exec() at line 26 - security risk โ ๏ธ Warnings: Unexpected indentation at line 15 Unexpected indentation at line 17 Unexpected indentation at line 34 Unexpected indentation at line 35 ๐ก Suggestions: Add docstring to function 'gen_embedding' Unused variable '_' at line 26 Remove debug print() at line 60 before production
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intermediate
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ui
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debugging
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Pythoncode:Python
| 1
| 0
| 2,446
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport os\nimport numpy as np\nimport torch\nimport argparse\n\nfrom hparams import create_hparams\nfrom model import lcm\nfrom train import load_model\nfrom torch.utils.data import DataLoader\nfrom reader import TextMelIDLoader, TextMelIDCollate, id2sp\nfrom inference_utils import plot_data\n\nparser = argparse.ArgumentParser()\nparser.add_argument('-c', '--checkpoint_path', type=str,\n help='directory to save checkpoints')\nparser.add_argument('--hparams', type=str,\n required=False, help='comma separated name=value pairs')\nargs = parser.parse_args()\n\ncheckpoint_path=args.checkpoint_path\n\nhparams = create_hparams(args.hparams)\n\nmodel = load_model(hparams)\nmodel.load_state_dict(torch.load(checkpoint_path)['state_dict'], strict=False)\n_ = model.eval()\n\n\ndef gen_embedding(speaker):\n\n training_list = hparams.training_list\n\n train_set_A = TextMelIDLoader(training_list, hparams.mel_mean_std, hparams.speaker_A,\n hparams.speaker_B, \n shuffle=False,pids=[speaker])\n \n collate_fn = TextMelIDCollate(lcm(hparams.n_frames_per_step_encoder,\n hparams.n_frames_per_step_decoder))\n\n train_loader_A = DataLoader(train_set_A, num_workers=1, shuffle=False,\n sampler=None,\n batch_size=1, pin_memory=False,\n drop_last=True, collate_fn=collate_fn)\n\n with torch.no_grad():\n\n speaker_embeddings = []\n\n for i,batch in enumerate(train_loader_A):\n #print i\n x, y = model.parse_batch(batch)\n text_input_padded, mel_padded, text_lengths, mel_lengths, speaker_id = x\n speaker_id, speaker_embedding = model.speaker_encoder.inference(mel_padded)\n\n speaker_embedding = speaker_embedding.data.cpu().numpy()\n speaker_embeddings.append(speaker_embedding)\n\n speaker_embeddings = np.vstack(speaker_embeddings)\n \n print(speaker_embeddings.shape)\n if not os.path.exists('outdir/embeddings'):\n os.makedirs('outdir/embeddings')\n \n np.save('outdir/embeddings/%s.npy'%speaker, speaker_embeddings)\n plot_data([speaker_embeddings], \n 'outdir/embeddings/%s.pdf'%speaker)\n\n\nprint('Generating embedding of %s ...'%hparams.speaker_A)\ngen_embedding(hparams.speaker_A)\n\nprint('Generating embedding of %s ...'%hparams.speaker_B)\ngen_embedding(hparams.speaker_B)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 29 has no indented body\n Block at line 45 has no indented body\n Dangerous use of eval()/exec() at line 26 - security risk\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 15\n Unexpected indentation at line 17\n Unexpected indentation at line 34\n Unexpected indentation at line 35\n\n\ud83d\udca1 Suggestions:\n Add docstring to function 'gen_embedding'\n Unused variable '_' at line 26\n Remove debug print() at line 60 before production"}]
| false
| null | null | null |
db5470b1f6ebd8cb49e975c2e7b8774a4d607820
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TheStack--python--000.parquet
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Repair the syntax errors in this Pythoncode:Python code: # Generated by Django 3.1.2 on 2020-11-29 13:25 import dalme_app.models._templates from django.conf import settings from django.db import migrations, models import django.db.models.deletion import django_currentuser.middleware import uuid import wagtail.search.index ... [1 more classdefs truncated ...
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Syntax Analysis: Syntax Errors Found: โข Code truncated in middle of expression - unexpected EOF โข Unclosed '[' at line 13 - expected ']' โข Invalid syntax at line 13: ... [1 more classdefs truncated ... Fixes: โข Complete the expression on the last line โข Add closing ']' bracket โข Review syntax near the error location
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intermediate
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ui
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syntax_repair
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Pythoncode:Python
| 0
| 0
| 313
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Generated by Django 3.1.2 on 2020-11-29 13:25\n\nimport dalme_app.models._templates\nfrom django.conf import settings\nfrom django.db import migrations, models\nimport django.db.models.deletion\nimport django_currentuser.middleware\nimport uuid\nimport wagtail.search.index\n\n\n\n ... [1 more classdefs 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 13 - expected ']'\n \u2022 Invalid syntax at line 13: ... [1 more classdefs 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
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MISSING_BRACKETS
|
MEDIUM
|
db555bcdcf43aa3bbda4391fd627c19482dc0997
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TheStack--python--000.parquet
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Complete this Pythoncode:Python code: from django.apps import AppConfig
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class DataentrysystemConfig(AppConfig): name = 'DataEntrySystem'
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beginner
|
oop
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code_completion
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Pythoncode:Python
| 0
| 1
| 105
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom django.apps import AppConfig"}, {"role": "assistant", "content": "\nclass DataentrysystemConfig(AppConfig):\n name = 'DataEntrySystem'"}]
| false
| null | null | null |
db55b37705e1ee35cb592342b49dbe69963ce12a
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TheStack--python--000.parquet
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Debug this Pythoncode:Python code: # recursive_bt_maze.py # # Author: Jens Gansloser # Created On: 16 Feb 2019 import os import random import numpy as np class RecursiveBTMaze: def __init__(self, width, height): if width % 2 == 0 or height % 2 == 0: raise ValueError("Width and height need to be odd.") self.width = width self.height = height self.go = {'N': np.array([0, 2]), 'E': np.array([2, 0]), 'S': np.array([0, -2]), 'W': np.array([-2, 0])} self.go_half = {key: (0.5 * value).astype(np.int) for key, value in self.go.items()} self.opposite = {'N': 'S', 'E': 'W', 'S': 'N', 'W': 'E'} # 0: path, 1: wall. self.data = np.ones((height, width), dtype=np.int) self.stack = [] index = np.array([random.randint(0, self.height - 1), random.randint(0, self.width - 1)]) index[index % 2 == 0] += 1 self.stack.append([index, self.shuffle_directions()]) def generate(self): while self.next(): pass def next(self, borders=False): if self.stack: index, directions = self.stack.pop() stack_size = len(self.stack) directions_size = len(directions) while directions: direction = directions.pop() new_index = index + self.go[direction] # Special case at the borders. if borders: if self.cell_valid(index + self.go_half[direction]) and not self.cell_valid(new_index): if random.choice([0, 1]): y, x = index + self.go_half[direction] self.data[y, x] = 0 if self.cell_valid(new_index) and not self.cell_visited(new_index): self.stack.append([index, directions]) self.cell_move(index, new_index) self.stack.append([new_index, self.shuffle_directions()]) break if directions_size == 4 and not directions and len(self.stack) == stack_size: self.random_break(index) return True else: return False def random_break(self, index): for direction in self.shuffle_directions(): new_index = index + self.go[direction] if self.cell_valid(new_index) and self.cell_value(index + self.go_half[direction]) == 1: self.cell_move(index, new_index) break def cell_value(self, index): y, x = index return self.data[y, x] def cell_visited(self, index): return self.cell_value(index) != 1 def cell_valid(self, index): y, x = index if y < 0 or y >= self.height or x < 0 or x >= self.width: return False return True ... [5 more functiondefs truncated] ...
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Code analysis results: ๐ด Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 96: ... [5 more functiondefs truncated] ... โ ๏ธ Warnings: Unexpected indentation at line 17 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 ๐ก Suggestions: Complete the expression on the last line Review syntax near the error location
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advanced
|
machine_learning
|
debugging
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Pythoncode:Python
| 7
| 1
| 2,952
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# recursive_bt_maze.py\n#\n# Author: Jens Gansloser\n# Created On: 16 Feb 2019\n\nimport os\nimport random\nimport numpy as np\n\n\nclass RecursiveBTMaze:\n def __init__(self, width, height):\n if width % 2 == 0 or height % 2 == 0:\n raise ValueError(\"Width and height need to be odd.\")\n\n self.width = width\n self.height = height\n\n self.go = {'N': np.array([0, 2]),\n 'E': np.array([2, 0]),\n 'S': np.array([0, -2]),\n 'W': np.array([-2, 0])}\n self.go_half = {key: (0.5 * value).astype(np.int) for key, value in self.go.items()}\n self.opposite = {'N': 'S', 'E': 'W', 'S': 'N', 'W': 'E'}\n\n # 0: path, 1: wall.\n self.data = np.ones((height, width), dtype=np.int)\n\n self.stack = []\n\n index = np.array([random.randint(0, self.height - 1),\n random.randint(0, self.width - 1)])\n index[index % 2 == 0] += 1\n self.stack.append([index, self.shuffle_directions()])\n\n def generate(self):\n while self.next():\n pass\n\n def next(self, borders=False):\n if self.stack:\n index, directions = self.stack.pop()\n\n stack_size = len(self.stack)\n directions_size = len(directions)\n\n while directions:\n direction = directions.pop()\n\n new_index = index + self.go[direction]\n\n # Special case at the borders.\n if borders:\n if self.cell_valid(index + self.go_half[direction]) and not self.cell_valid(new_index):\n if random.choice([0, 1]):\n y, x = index + self.go_half[direction]\n self.data[y, x] = 0\n\n if self.cell_valid(new_index) and not self.cell_visited(new_index):\n self.stack.append([index, directions])\n self.cell_move(index, new_index)\n self.stack.append([new_index, self.shuffle_directions()])\n break\n\n if directions_size == 4 and not directions and len(self.stack) == stack_size:\n self.random_break(index)\n\n return True\n else:\n return False\n\n def random_break(self, index):\n for direction in self.shuffle_directions():\n new_index = index + self.go[direction]\n\n if self.cell_valid(new_index) and self.cell_value(index + self.go_half[direction]) == 1:\n self.cell_move(index, new_index)\n break\n\n def cell_value(self, index):\n y, x = index\n return self.data[y, x]\n\n def cell_visited(self, index):\n return self.cell_value(index) != 1\n\n def cell_valid(self, index):\n y, x = index\n\n if y < 0 or y >= self.height or x < 0 or x >= self.width:\n return False\n\n return True\n\n\n ... [5 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 96: ... [5 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 17\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
db569a6325c560b769cb648e074b4a8fea4a1b00
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TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import re import math class KVPart(): """docstring for KVPart""" def __init__(self, name, tab_count = 0): #super(KVPart, self).__init__() self.name = name self.values = [] self.tab_count = tab_count self.parent = None self.master = False def add_simple_value(self, value): self.values.append(value) def add_KVPart(self, name): if self.master == False: new_KVPart = KVPart(name, self.tab_count + 1) else: new_KVPart = KVPart(name, self.tab_count) new_KVPart.set_parent(self) self.values.append(new_KVPart) return new_KVPart def add_KVPart_finished(self, part): if not part is None: part.set_tab_count(self.tab_count + 1) self.values.append(part) def add_KVComment(self, text): new_KVComment = KVComment(text) self.values.append(new_KVComment) def is_empty(self): if len(self.values) == 0: return True return False def set_parent(self, parent): self.parent = parent def get_parent(self): return self.parent def has_parent(self): if self.parent is not None: return True return False def get_name(self): return self.name def set_master(self, boolean): self.master = boolean def get_values(self): return self.values def has_KV_child(self): return any(isinstance(x, KVPart) for x in self.values) def set_tab_count(self, count): self.tab_count = count def items(self): return self.name, self.values[0] def __str__(self): if self.master == False: string = self.fTab(self.tab_count) + "\"" + self.name + "\"" if any(isinstance(x, KVPart) for x in self.values): string += "\n" + self.fTab(self.tab_count) + "{\n" else: count = self.get_normal_space(string) string += self.get_normal_space(string)
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for x in self.values: if type(x) is KVPart: string += str(x) elif type(x) is KVComment: string += self.fTab(self.tab_count + 1) + str(x) + "\n" else: string += "\"" + str(x) + "\"\n" if any(isinstance(x, KVPart) for x in self.values): string += self.fTab(self.tab_count) + "}\n" return string else: if len(self.values) > 1: string = "" for x in self.values: string += str(x) + "\n" return string else: return "" def __repr__(self): return "<|" + self.name + "|>" def fTab(self, count): string = "" for x in range(count): string += "\t" return string def get_normal_space(self, text): lines = text.splitlines() last_line = lines[len(lines) - 1] new_position = last_line.rfind("\"") tab_count = math.floor((40 - new_position) / 5) space_count = ((40 - new_position) % 5) + 1 string = "" for x in range(space_count): string += " " string += self.fTab(tab_count) return string class KVComment(): """docstring for KVComment""" def __init__(self, text): #super(KVComment, self).__init__() self.text = text def __str__(self): return self.text ... [2 more functiondefs truncated] ...
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advanced
|
database
|
code_completion
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Pythoncode:Python
| 21
| 2
| 2,924
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\nimport re\nimport math\n\nclass KVPart():\n\t\"\"\"docstring for KVPart\"\"\"\n\tdef __init__(self, name, tab_count = 0):\n\t\t#super(KVPart, self).__init__()\n\t\tself.name = name\n\t\tself.values = []\n\t\tself.tab_count = tab_count\n\t\tself.parent = None\n\t\tself.master = False\n\n\tdef add_simple_value(self, value):\n\t\tself.values.append(value)\n\n\tdef add_KVPart(self, name):\n\t\tif self.master == False:\n\t\t\tnew_KVPart = KVPart(name, self.tab_count + 1)\n\t\telse:\n\t\t\tnew_KVPart = KVPart(name, self.tab_count)\n\t\tnew_KVPart.set_parent(self)\n\t\tself.values.append(new_KVPart)\n\t\treturn new_KVPart\n\n\tdef add_KVPart_finished(self, part):\n\t\tif not part is None:\n\t\t\tpart.set_tab_count(self.tab_count + 1)\n\t\t\tself.values.append(part)\n\n\tdef add_KVComment(self, text):\n\t\tnew_KVComment = KVComment(text)\n\t\tself.values.append(new_KVComment)\n\n\tdef is_empty(self):\n\t\tif len(self.values) == 0:\n\t\t\treturn True\n\t\treturn False\n\n\tdef set_parent(self, parent):\n\t\tself.parent = parent\n\n\tdef get_parent(self):\n\t\treturn self.parent\n\n\tdef has_parent(self):\n\t\tif self.parent is not None:\n\t\t\treturn True\n\t\treturn False\n\n\tdef get_name(self):\n\t\treturn self.name\n\n\tdef set_master(self, boolean):\n\t\tself.master = boolean\n\n\tdef get_values(self):\n\t\treturn self.values\n\n\tdef has_KV_child(self):\n\t\treturn any(isinstance(x, KVPart) for x in self.values)\n\n\tdef set_tab_count(self, count):\n\t\tself.tab_count = count\n\n\tdef items(self):\n\t\treturn self.name, self.values[0]\n\t\t\n\tdef __str__(self):\n\t\tif self.master == False:\t\n\t\t\tstring = self.fTab(self.tab_count) + \"\\\"\" + self.name + \"\\\"\"\n\t\t\tif any(isinstance(x, KVPart) for x in self.values):\n\t\t\t\tstring += \"\\n\" + self.fTab(self.tab_count) + \"{\\n\"\n\t\t\telse:\n\t\t\t\tcount = self.get_normal_space(string)\n\t\t\t\tstring += self.get_normal_space(string)"}, {"role": "assistant", "content": "\n\t\t\tfor x in self.values:\n\t\t\t\tif type(x) is KVPart:\n\t\t\t\t\tstring += str(x)\n\t\t\t\telif type(x) is KVComment:\n\t\t\t\t\tstring += self.fTab(self.tab_count + 1) + str(x) + \"\\n\"\n\t\t\t\telse:\n\t\t\t\t\tstring += \"\\\"\" + str(x) + \"\\\"\\n\"\n\t\t\tif any(isinstance(x, KVPart) for x in self.values):\n\t\t\t\tstring += self.fTab(self.tab_count) + \"}\\n\"\n\t\t\treturn string\n\t\telse:\n\t\t\tif len(self.values) > 1:\n\t\t\t\tstring = \"\"\n\t\t\t\tfor x in self.values:\n\t\t\t\t\tstring += str(x) + \"\\n\"\n\t\t\t\treturn string\n\t\t\telse:\n\t\t\t\treturn \"\"\n\n\tdef __repr__(self):\n\t\treturn \"<|\" + self.name + \"|>\"\n\n\tdef fTab(self, count):\n\t\tstring = \"\"\n\t\tfor x in range(count):\n\t\t\tstring += \"\\t\"\n\t\treturn string\n\n\tdef get_normal_space(self, text):\n\t\tlines = text.splitlines()\n\t\tlast_line = lines[len(lines) - 1]\n\t\tnew_position = last_line.rfind(\"\\\"\")\n\t\ttab_count = math.floor((40 - new_position) / 5)\n\t\tspace_count = ((40 - new_position) % 5) + 1\n\t\tstring = \"\"\n\t\tfor x in range(space_count):\n\t\t\tstring += \" \"\n\t\tstring += self.fTab(tab_count)\n\t\treturn string\n\nclass KVComment():\n\t\"\"\"docstring for KVComment\"\"\"\n\tdef __init__(self, text):\n\t\t#super(KVComment, self).__init__()\n\t\tself.text = text\n\n\tdef __str__(self):\n\t\treturn self.text\n\t\t\n\n\n ... [2 more functiondefs truncated] ..."}]
| false
| null | null | null |
db579a2c18ea2f40634d5108f68e0bca010002d0
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: #!/usr/bin/python # # This source file is part of appleseed. # Visit http://appleseedhq.net/ for additional information and resources. # # This software is released under the MIT license. # # Copyright (c) 2014-2016 Francois Beaune, The appleseedhq Organization # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, publish, distribute, sublicense, and/or sell # copies of the Software, and to permit persons to whom the Software is # furnished to do so, subject to the following conditions: # # The above copyright notice and this permission notice shall be included in # all copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN # THE SOFTWARE. # from __future__ import print_function import argparse import os import shutil #-------------------------------------------------------------------------------------------------- # Utility functions. #-------------------------------------------------------------------------------------------------- def safe_mkdir(dir): if not os.path.exists(dir): os.mkdir(dir) def walk(directory, recursive): if recursive: for dirpath, dirnames, filenames in os.walk(directory): yield dirpath, dirnames, filenames else: yield os.walk(directory).next() #-------------------------------------------------------------------------------------------------- # Update reference images in a given test suite directory. #-------------------------------------------------------------------------------------------------- def update_ref_images(parent_dir): renders_dir = os.path.join(parent_dir, "renders") ref_dir = os.path.join(parent_dir, "ref") safe_mkdir(ref_dir) for filename in os.listdir(renders_dir): if os.path.splitext(filename)[1] == ".png": src_path = os.path.join(renders_dir, filename) dst_path = os.path.join(ref_dir, filename) print(" copying {0} to {1}...".format(src_path, dst_path)) shutil.copyfile(src_path, dst_path) #-------------------------------------------------------------------------------------------------- # Entry point. #-------------------------------------------------------------------------------------------------- ... [1 more functiondefs truncated] ...
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Code Review: โ Critical issues: Code truncated in middle of expression - unexpected EOF Block at line 16 has no indented body Invalid syntax at line 75: ... [1 more functiondefs truncated] ... โ ๏ธ Code quality: Unexpected indentation at line 48 Unexpected indentation at line 58 Unexpected indentation at line 65 Unexpected indentation at line 66 Unexpected indentation at line 67 โจ Improvements: Complete the expression on the last line Review syntax near the error location
|
intermediate
|
testing
|
code_review
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Pythoncode:Python
| 3
| 0
| 2,931
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#!/usr/bin/python\n\n#\n# This source file is part of appleseed.\n# Visit http://appleseedhq.net/ for additional information and resources.\n#\n# This software is released under the MIT license.\n#\n# Copyright (c) 2014-2016 Francois Beaune, The appleseedhq Organization\n#\n# Permission is hereby granted, free of charge, to any person obtaining a copy\n# of this software and associated documentation files (the \"Software\"), to deal\n# in the Software without restriction, including without limitation the rights\n# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n# copies of the Software, and to permit persons to whom the Software is\n# furnished to do so, subject to the following conditions:\n#\n# The above copyright notice and this permission notice shall be included in\n# all copies or substantial portions of the Software.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n# THE SOFTWARE.\n#\n\nfrom __future__ import print_function\nimport argparse\nimport os\nimport shutil\n\n\n#--------------------------------------------------------------------------------------------------\n# Utility functions.\n#--------------------------------------------------------------------------------------------------\n\ndef safe_mkdir(dir):\n if not os.path.exists(dir):\n os.mkdir(dir)\n\ndef walk(directory, recursive):\n if recursive:\n for dirpath, dirnames, filenames in os.walk(directory):\n yield dirpath, dirnames, filenames\n else:\n yield os.walk(directory).next()\n\n\n#--------------------------------------------------------------------------------------------------\n# Update reference images in a given test suite directory.\n#--------------------------------------------------------------------------------------------------\n\ndef update_ref_images(parent_dir):\n renders_dir = os.path.join(parent_dir, \"renders\")\n ref_dir = os.path.join(parent_dir, \"ref\")\n\n safe_mkdir(ref_dir)\n\n for filename in os.listdir(renders_dir):\n if os.path.splitext(filename)[1] == \".png\":\n src_path = os.path.join(renders_dir, filename)\n dst_path = os.path.join(ref_dir, filename)\n print(\" copying {0} to {1}...\".format(src_path, dst_path))\n shutil.copyfile(src_path, dst_path)\n\n\n#--------------------------------------------------------------------------------------------------\n# Entry point.\n#--------------------------------------------------------------------------------------------------\n\n\n ... [1 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 16 has no indented body\n Invalid syntax at line 75: ... [1 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 48\n Unexpected indentation at line 58\n Unexpected indentation at line 65\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
db587b6771666fcfb06093ced1689bf5fcf21ace
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from typing import List, Any import time from discord import Embed, Reaction from utils import uniquify # EMOJIS regional_indicator_A to regional_indicator_T class PollCreationException(Exception): pass class Poll(object): """ A Poll object. """ def __init__(self, poll_id: str, poll_title: str, options: List[Any], is_immortal=False, updated_since_start=True): if options == None: options = [] self.poll_id = poll_id self.creation_time = time.time() self.last_update = time.time() self.poll_title = poll_title self.options = uniquify(options) self.reaction_to_option = {reaction_emojies[k]: options[k] for k in range(len(options))} self.option_to_reaction = {options[k]: reaction_emojies[k] for k in range(len(options))} self.participants = dict() self.option_to_participants = {key: [] for key in options} self.sent_message = None self.received_message = None self.is_immortal = is_immortal self.is_enabled = True self.updated_since_start = updated_since_start async def full_update(self, reactions: List[Reaction], bot_user_id: int): if self.updated_since_start: return self.reaction_to_option = {reaction_emojies[k]: self.options[k] for k in range(len(self.options))} self.option_to_reaction = {self.options[k]: reaction_emojies[k] for k in range(len(self.options))} self.participants = dict() self.option_to_participants = {key: [] for key in self.options} for reaction in reactions: async for user in reaction.users(): if bot_user_id != user.id: self.process_reaction(reaction=reaction, user=user, add=True) self.updated_since_start = True def process_reaction(self, reaction, user, add): # get users + reaction emoji if hasattr(user, 'nick') and user.nick is not None: nick = user.nick else: nick = user.display_name if reaction.emoji in self.reaction_to_option: # set list of users for the option the reaction belongs to. option = self.reaction_to_option[reaction.emoji] if add and nick not in self.option_to_participants[option]: self.option_to_participants[option].append(nick) elif not add: self.option_to_participants[option].remove(nick) if nick not in self.participants: self.participants[nick] = 1 if hasattr(reaction.emoji, 'name') and reaction.emoji.name in number_emojies: amount = number_emojies[reaction.emoji.name] self.participants[nick] += (amount if add else -1 * amount) ... [1 more functiondefs truncated] ...
|
Error Analysis: Error Type: WRONG_COMPARISON Error: WRONG_COMPARISON Detected Errors: โข Code truncated in middle of expression - unexpected EOF โข Unterminated string literal at line 12 โข Invalid syntax at line 67: ... [1 more functiondefs truncated] ... Fix: Use "is/is not" for None, avoid explicit True comparison
|
advanced
|
ui
|
error_detection
|
Pythoncode:Python
| 2
| 2
| 2,814
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom typing import List, Any\nimport time\nfrom discord import Embed, Reaction\nfrom utils import uniquify\n\n# EMOJIS regional_indicator_A to regional_indicator_T\nclass PollCreationException(Exception):\n pass\n\n\nclass Poll(object):\n \"\"\"\n A Poll object.\n \"\"\"\n\n def __init__(self, poll_id: str, poll_title: str, options: List[Any], is_immortal=False, updated_since_start=True):\n if options == None:\n options = []\n self.poll_id = poll_id\n self.creation_time = time.time()\n self.last_update = time.time()\n self.poll_title = poll_title\n self.options = uniquify(options)\n self.reaction_to_option = {reaction_emojies[k]: options[k] for k in range(len(options))}\n self.option_to_reaction = {options[k]: reaction_emojies[k] for k in range(len(options))}\n self.participants = dict()\n self.option_to_participants = {key: [] for key in options}\n self.sent_message = None\n self.received_message = None\n self.is_immortal = is_immortal\n self.is_enabled = True\n self.updated_since_start = updated_since_start\n\n async def full_update(self, reactions: List[Reaction], bot_user_id: int):\n if self.updated_since_start:\n return\n self.reaction_to_option = {reaction_emojies[k]: self.options[k] for k in range(len(self.options))}\n self.option_to_reaction = {self.options[k]: reaction_emojies[k] for k in range(len(self.options))}\n self.participants = dict()\n self.option_to_participants = {key: [] for key in self.options}\n for reaction in reactions:\n async for user in reaction.users():\n if bot_user_id != user.id:\n self.process_reaction(reaction=reaction, user=user, add=True)\n self.updated_since_start = True\n\n def process_reaction(self, reaction, user, add):\n # get users + reaction emoji\n if hasattr(user, 'nick') and user.nick is not None:\n nick = user.nick\n else:\n nick = user.display_name\n if reaction.emoji in self.reaction_to_option:\n # set list of users for the option the reaction belongs to.\n option = self.reaction_to_option[reaction.emoji]\n if add and nick not in self.option_to_participants[option]:\n self.option_to_participants[option].append(nick)\n elif not add:\n self.option_to_participants[option].remove(nick)\n if nick not in self.participants:\n self.participants[nick] = 1\n if hasattr(reaction.emoji, 'name') and reaction.emoji.name in number_emojies:\n amount = number_emojies[reaction.emoji.name]\n self.participants[nick] += (amount if add else -1 * amount)\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: WRONG_COMPARISON\n Error: WRONG_COMPARISON\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 12\n \u2022 Invalid syntax at line 67: ... [1 more functiondefs truncated] ...\n\n\n Fix: Use \"is/is not\" for None, avoid explicit True comparison"}]
| true
|
logical
|
WRONG_COMPARISON
|
LOW
|
db58e1a129781006da344d7eb154b8ae346ffb44
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: import email.utils as em import re class Main(): def __init__(self): self.n = int(input()) for i in range(self.n): ... code continues ...
|
Completion: Missing: Function '__init__' is incomplete - body truncated To complete: โข Complete the function '__init__' body and add missing return Example continuation: self.s = em.parseaddr(input()) if re.match(r'^[a-zA-Z](\w|-|\.|_)+@[a-zA-Z]+\.[a-zA-Z]{0,3}$', self.s[1]): print(em.formataddr(self.s))
|
intermediate
|
database
|
incomplete_code
|
Pythoncode:Python
| 1
| 1
| 144
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport email.utils as em\nimport re\n\nclass Main():\n def __init__(self):\n self.n = int(input())\n \n for i in range(self.n):\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function '__init__' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function '__init__' body and add missing return\n\n Example continuation:\n self.s = em.parseaddr(input())\n \n if re.match(r'^[a-zA-Z](\\w|-|\\.|_)+@[a-zA-Z]+\\.[a-zA-Z]{0,3}$', self.s[1]):\n print(em.formataddr(self.s))"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
db59947574fede70d491b2341a72a67a1fae3994
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: # -*- coding: utf-8 -*- import tensorflow as tf import random import math import os from config import FLAGS from model import Seq2Seq from dialog import Dialog def train(dialog, batch_size=100, epoch=100): model = Seq2Seq(dialog.vocab_size) with tf.Session() as sess: # TODO: ์ธ์
์ ๋ก๋ํ๊ณ ๋ก๊ทธ๋ฅผ ์ํ summary ์ ์ฅ๋ฑ์ ๋ก์ง์ Seq2Seq ๋ชจ๋ธ๋ก ๋ฃ์ ํ์๊ฐ ์์ ckpt = tf.train.get_checkpoint_state(FLAGS.train_dir) if ckpt and tf.train.checkpoint_exists(ckpt.model_checkpoint_path): print "Reading model from following file: " + ckpt.model_checkpoint_path model.saver.restore(sess, ckpt.model_checkpoint_path) else: print "Creating new model" sess.run(tf.global_variables_initializer()) writer = tf.summary.FileWriter(FLAGS.log_dir, sess.graph) total_batch = int(math.ceil(len(dialog.examples)/float(batch_size))) for step in range(total_batch * epoch): enc_input, dec_input, targets = dialog.next_batch(batch_size) _, loss = model.train(sess, enc_input, dec_input, targets) if (step + 1) % 100 == 0: model.write_logs(sess, writer, enc_input, dec_input, targets) print ('Step:', '%06d' % model.global_step.eval(),\ 'cost =', '{:.6f}'.format(loss)) checkpoint_path = os.path.join(FLAGS.train_dir, FLAGS.ckpt_name) model.saver.save(sess, checkpoint_path, global_step=model.global_step) print '์ต์ ํ ์๋ฃ!' def test(dialog, batch_size=100): print ("\n=== ์์ธก ํ
์คํธ ===") model = Seq2Seq(dialog.vocab_size) with tf.Session() as sess: ckpt = tf.train.get_checkpoint_state(FLAGS.train_dir)
|
print ("๋ค์ ํ์ผ์์ ๋ชจ๋ธ์ ์ฝ๋ ์ค ์
๋๋ค..", ckpt.model_checkpoint_path) model.saver.restore(sess, ckpt.model_checkpoint_path) enc_input, dec_input, targets = dialog.next_batch(batch_size) expect, outputs, accuracy = model.test(sess, enc_input, dec_input, targets) expect = dialog.decode(expect) outputs = dialog.decode(outputs) pick = random.randrange(0, len(expect) / 2) input = dialog.decode([dialog.examples[pick * 2]], True) expect = dialog.decode([dialog.examples[pick * 2 + 1]], True) outputs = dialog.cut_eos(outputs[pick]) print ("\n์ ํ๋:", accuracy) print ("๋๋ค ๊ฒฐ๊ณผ\n",) print (" ์
๋ ฅ๊ฐ:", input) print (" ์ค์ ๊ฐ:", expect) print (" ์์ธก๊ฐ:", ' '.join(outputs)) def main(_): dialog = Dialog() dialog.load_vocab(FLAGS.voc_path) dialog.load_examples(FLAGS.data_path) if FLAGS.train: train(dialog, batch_size=FLAGS.batch_size, epoch=FLAGS.epoch) elif FLAGS.test: test(dialog, batch_size=FLAGS.batch_size) if __name__ == "__main__": tf.app.run()
|
intermediate
|
testing
|
code_completion
|
Pythoncode:Python
| 3
| 0
| 2,814
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\nimport tensorflow as tf\nimport random\nimport math\nimport os\n\nfrom config import FLAGS\nfrom model import Seq2Seq\nfrom dialog import Dialog\n\n\ndef train(dialog, batch_size=100, epoch=100):\n model = Seq2Seq(dialog.vocab_size)\n\n with tf.Session() as sess:\n # TODO: \uc138\uc158\uc744 \ub85c\ub4dc\ud558\uace0 \ub85c\uadf8\ub97c \uc704\ud55c summary \uc800\uc7a5\ub4f1\uc758 \ub85c\uc9c1\uc744 Seq2Seq \ubaa8\ub378\ub85c \ub123\uc744 \ud544\uc694\uac00 \uc788\uc74c\n ckpt = tf.train.get_checkpoint_state(FLAGS.train_dir)\n if ckpt and tf.train.checkpoint_exists(ckpt.model_checkpoint_path):\n print \"Reading model from following file: \" + ckpt.model_checkpoint_path\n model.saver.restore(sess, ckpt.model_checkpoint_path)\n else:\n print \"Creating new model\"\n sess.run(tf.global_variables_initializer())\n\n writer = tf.summary.FileWriter(FLAGS.log_dir, sess.graph)\n\n total_batch = int(math.ceil(len(dialog.examples)/float(batch_size)))\n\n for step in range(total_batch * epoch):\n enc_input, dec_input, targets = dialog.next_batch(batch_size)\n\n _, loss = model.train(sess, enc_input, dec_input, targets)\n\n if (step + 1) % 100 == 0:\n model.write_logs(sess, writer, enc_input, dec_input, targets)\n\n print ('Step:', '%06d' % model.global_step.eval(),\\\n 'cost =', '{:.6f}'.format(loss))\n\n checkpoint_path = os.path.join(FLAGS.train_dir, FLAGS.ckpt_name)\n model.saver.save(sess, checkpoint_path, global_step=model.global_step)\n\n print '\ucd5c\uc801\ud654 \uc644\ub8cc!'\n\n\ndef test(dialog, batch_size=100):\n print (\"\\n=== \uc608\uce21 \ud14c\uc2a4\ud2b8 ===\")\n\n model = Seq2Seq(dialog.vocab_size)\n\n with tf.Session() as sess:\n ckpt = tf.train.get_checkpoint_state(FLAGS.train_dir)"}, {"role": "assistant", "content": "\n print (\"\ub2e4\uc74c \ud30c\uc77c\uc5d0\uc11c \ubaa8\ub378\uc744 \uc77d\ub294 \uc911 \uc785\ub2c8\ub2e4..\", ckpt.model_checkpoint_path)\n model.saver.restore(sess, ckpt.model_checkpoint_path)\n\n enc_input, dec_input, targets = dialog.next_batch(batch_size)\n\n expect, outputs, accuracy = model.test(sess, enc_input, dec_input, targets)\n\n expect = dialog.decode(expect)\n outputs = dialog.decode(outputs)\n\n pick = random.randrange(0, len(expect) / 2)\n input = dialog.decode([dialog.examples[pick * 2]], True)\n expect = dialog.decode([dialog.examples[pick * 2 + 1]], True)\n outputs = dialog.cut_eos(outputs[pick])\n\n print (\"\\n\uc815\ud655\ub3c4:\", accuracy)\n print (\"\ub79c\ub364 \uacb0\uacfc\\n\",)\n print (\" \uc785\ub825\uac12:\", input)\n print (\" \uc2e4\uc81c\uac12:\", expect)\n print (\" \uc608\uce21\uac12:\", ' '.join(outputs))\n\n\ndef main(_):\n dialog = Dialog()\n\n dialog.load_vocab(FLAGS.voc_path)\n dialog.load_examples(FLAGS.data_path)\n\n if FLAGS.train:\n train(dialog, batch_size=FLAGS.batch_size, epoch=FLAGS.epoch)\n elif FLAGS.test:\n test(dialog, batch_size=FLAGS.batch_size)\n\nif __name__ == \"__main__\":\n tf.app.run()"}]
| false
| null | null | null |
db5e2687d797299a53905ef091a13e9ae1079979
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: # Author: Alexander Fabisch <Alexander.Fabisch@dfki.de> import numpy as np from bolero.representation import BlackBoxBehavior from bolero.representation import DMPBehavior as DMPBehaviorImpl class DMPBehavior(BlackBoxBehavior): """Dynamical Movement Primitive. Parameters ---------- execution_time : float, optional (default: 1) Execution time of the DMP in seconds. dt : float, optional (default: 0.01) Time between successive steps in seconds. n_features : int, optional (default: 50) Number of RBF features for each dimension of the DMP. configuration_file : string, optional (default: None) Name of a configuration file that should be used to initialize the DMP. If it is set all other arguments will be ignored. """ def __init__(self, execution_time=1.0, dt=0.01, n_features=50, configuration_file=None): self.dmp = DMPBehaviorImpl(execution_time, dt, n_features, configuration_file) def init(self, n_inputs, n_outputs): """Initialize the behavior. Parameters ---------- n_inputs : int number of inputs n_outputs : int number of outputs """ self.dmp.init(3 * n_inputs, 3 * n_outputs) self.n_joints = n_inputs self.x = np.empty(3 * self.n_joints) self.x[:] = np.nan def reset(self): self.dmp.reset() self.x[:] = 0.0 def set_inputs(self, inputs): self.x[:self.n_joints] = inputs[:] def can_step(self): return self.dmp.can_step() def step(self): self.dmp.set_inputs(self.x) self.dmp.step() self.dmp.get_outputs(self.x) def get_outputs(self, outputs): outputs[:] = self.x[:self.n_joints] def get_n_params(self): return self.dmp.get_n_params() def get_params(self): return self.dmp.get_params() def set_params(self, params): self.dmp.set_params(params) def set_meta_parameters(self, keys, values): self.dmp.set_meta_parameters(keys, values) def trajectory(self): return self.dmp.trajectory() class DMPBehaviorWithGoalParams(DMPBehavior): def __init__(self, goal, execution_time=1.0, dt=0.01, n_features=50, configuration_file=None): super(DMPBehaviorWithGoalParams, self).__init__( execution_time, dt, n_features, configuration_file) self.params = np.copy(goal) def set_meta_parameters(self, keys, values): self.dmp.set_meta_parameters(keys, values) self.set_params(self.params) def get_n_params(self): return len(self.params) def get_params(self): def set_params(self, params): self.params[:] = params self.dmp.set_meta_parameters(["g"], [self.params]) ... code continues ...
|
Completion: Missing: Function missing return statement To complete: โข Add return statement to function Example continuation:
|
advanced
|
oop
|
incomplete_code
|
Pythoncode:Python
| 17
| 2
| 2,873
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# Author: Alexander Fabisch <Alexander.Fabisch@dfki.de>\n\nimport numpy as np\nfrom bolero.representation import BlackBoxBehavior\nfrom bolero.representation import DMPBehavior as DMPBehaviorImpl\n\n\nclass DMPBehavior(BlackBoxBehavior):\n \"\"\"Dynamical Movement Primitive.\n\n Parameters\n ----------\n execution_time : float, optional (default: 1)\n Execution time of the DMP in seconds.\n\n dt : float, optional (default: 0.01)\n Time between successive steps in seconds.\n\n n_features : int, optional (default: 50)\n Number of RBF features for each dimension of the DMP.\n\n configuration_file : string, optional (default: None)\n Name of a configuration file that should be used to initialize the DMP.\n If it is set all other arguments will be ignored.\n \"\"\"\n def __init__(self, execution_time=1.0, dt=0.01, n_features=50,\n configuration_file=None):\n self.dmp = DMPBehaviorImpl(execution_time, dt, n_features,\n configuration_file)\n\n def init(self, n_inputs, n_outputs):\n \"\"\"Initialize the behavior.\n\n Parameters\n ----------\n n_inputs : int\n number of inputs\n\n n_outputs : int\n number of outputs\n \"\"\"\n self.dmp.init(3 * n_inputs, 3 * n_outputs)\n self.n_joints = n_inputs\n self.x = np.empty(3 * self.n_joints)\n self.x[:] = np.nan\n\n def reset(self):\n self.dmp.reset()\n self.x[:] = 0.0\n\n def set_inputs(self, inputs):\n self.x[:self.n_joints] = inputs[:]\n\n def can_step(self):\n return self.dmp.can_step()\n\n def step(self):\n self.dmp.set_inputs(self.x)\n self.dmp.step()\n self.dmp.get_outputs(self.x)\n\n def get_outputs(self, outputs):\n outputs[:] = self.x[:self.n_joints]\n\n def get_n_params(self):\n return self.dmp.get_n_params()\n\n def get_params(self):\n return self.dmp.get_params()\n\n def set_params(self, params):\n self.dmp.set_params(params)\n\n def set_meta_parameters(self, keys, values):\n self.dmp.set_meta_parameters(keys, values)\n\n def trajectory(self):\n return self.dmp.trajectory()\n\n\nclass DMPBehaviorWithGoalParams(DMPBehavior):\n def __init__(self, goal, execution_time=1.0, dt=0.01, n_features=50,\n configuration_file=None):\n super(DMPBehaviorWithGoalParams, self).__init__(\n execution_time, dt, n_features, configuration_file)\n self.params = np.copy(goal)\n\n def set_meta_parameters(self, keys, values):\n self.dmp.set_meta_parameters(keys, values)\n self.set_params(self.params)\n\n def get_n_params(self):\n return len(self.params)\n\n def get_params(self):\n\n def set_params(self, params):\n self.params[:] = params\n self.dmp.set_meta_parameters([\"g\"], [self.params])\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
|
db626314c3f603e0417951997ccb255cc99fda86
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import logging.config import tornado from bitstampws import Client as Websocket import lib.configs.logging from lib.subscribers import SimpleLoggerSubscriber logging.config.dictConfig(lib.configs.logging.d) if __name__ == '__main__': with Websocket() as client: Error: SyntaxError / EOF
|
Fixed Code: import logging.config import tornado from bitstampws import Client as Websocket import lib.configs.logging from lib.subscribers import SimpleLoggerSubscriber logging.config.dictConfig(lib.configs.logging.d) if __name__ == '__main__': with Websocket() as client: with SimpleLoggerSubscriber(client): client.connect() try: tornado.ioloop.IOLoop.instance().start() except KeyboardInterrupt: Explanation: Complete the truncated code structure
|
intermediate
|
machine_learning
|
error_fixing
|
Pythoncode:Python
| 0
| 0
| 270
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport logging.config\nimport tornado\nfrom bitstampws import Client as Websocket\n\nimport lib.configs.logging\nfrom lib.subscribers import SimpleLoggerSubscriber\n\n\nlogging.config.dictConfig(lib.configs.logging.d)\n\n\nif __name__ == '__main__':\n with Websocket() as client:\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport logging.config\nimport tornado\nfrom bitstampws import Client as Websocket\n\nimport lib.configs.logging\nfrom lib.subscribers import SimpleLoggerSubscriber\n\n\nlogging.config.dictConfig(lib.configs.logging.d)\n\n\nif __name__ == '__main__':\n with Websocket() as client:\n with SimpleLoggerSubscriber(client):\n client.connect()\n try:\n tornado.ioloop.IOLoop.instance().start()\n except KeyboardInterrupt:\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db63fcffdf47984065f99dc88667ff4cd4c8ed3b
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: import random from pprint import pformat from copy import deepcopy from utils.logger import GP_Logger from terminal_set import TerminalSet class Tree: @classmethod def log(cls): return GP_Logger.logger(cls.__name__) def __init__(self): self.terminal_set=None self.function_set=None self.function_bias=None self.max_depth=None self.tree = None def clone(self, clone_tree): assert clone_tree.tree != None, 'trying to clone from an uninitialized tree' self.terminal_set = clone_tree.terminal_set self.function_set = clone_tree.function_set self.function_bias = clone_tree.function_bias self.max_depth = clone_tree.max_depth self.tree = deepcopy(clone_tree.tree) def mutate(self, clone_tree): self.clone(clone_tree) mutation_node = random.choice(self.get_node_list()) self.log().debug('mutating at node %s - current depth: %d' % (mutation_node['node']['name'], mutation_node['depth'])) self._create_new_node(mutation_node['depth'], mutation_node) self.log().debug('node mutated to %s' % (mutation_node['node']['name'])) self._add_layer(mutation_node) def subtree_crossover(self, clone_tree, other_tree): self.clone(clone_tree) this_crossover_node = random.choice(self.get_node_list()) other_crossover_node = random.choice(other_tree.get_node_list()) self.log().debug('x-over node 1: %s (depth: %d), node 2: %s (depth: %d)' % (this_crossover_node['node']['name'], this_crossover_node['depth'], other_crossover_node['node']['name'], other_crossover_node['depth'])) this_crossover_node['node'] = deepcopy(other_crossover_node['node']) this_crossover_node['lower_nodes'] = deepcopy(other_crossover_node['lower_nodes']) self.recalculate_depth(this_crossover_node['lower_nodes'], this_crossover_node['depth'] + 1) def create(self, terminal_set=[], function_set=[], function_bias=1, max_depth=3): self.terminal_set=terminal_set self.function_set=function_set self.function_bias=function_bias self.max_depth=max_depth self.tree = {} self._create_new_node(1, self.tree) self._add_layer(current_node=self.tree) def _create_new_node(self, depth, node): node_set = [] if depth == 1: node_set = self.function_set elif depth >= self.max_depth: node_set = self.terminal_set else: node_set = self.function_set * self.function_bias + self.terminal_set chosen_node = random.choice(node_set) if not chosen_node.has_key('name'): # this needs converting to a named node value = chosen_node['function'](*chosen_node['args']) chosen_node = TerminalSet.terminal_value(value) node['node'] = chosen_node node['lower_nodes'] = [] node['depth'] = depth def ... [code truncated] ...
|
Functions: log, __init__, clone, mutate, subtree_crossover Classes: Tree This code demonstrates Pythoncode:Python programming.
|
advanced
|
testing
|
code_explanation
|
Pythoncode:Python
| 7
| 1
| 3,033
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport random\nfrom pprint import pformat\nfrom copy import deepcopy\nfrom utils.logger import GP_Logger\nfrom terminal_set import TerminalSet\n\nclass Tree:\n @classmethod\n def log(cls):\n return GP_Logger.logger(cls.__name__)\n\n def __init__(self):\n self.terminal_set=None\n self.function_set=None\n self.function_bias=None\n self.max_depth=None\n self.tree = None\n\n def clone(self, clone_tree):\n assert clone_tree.tree != None, 'trying to clone from an uninitialized tree'\n self.terminal_set = clone_tree.terminal_set\n self.function_set = clone_tree.function_set\n self.function_bias = clone_tree.function_bias\n self.max_depth = clone_tree.max_depth\n self.tree = deepcopy(clone_tree.tree)\n\n def mutate(self, clone_tree):\n self.clone(clone_tree)\n mutation_node = random.choice(self.get_node_list())\n self.log().debug('mutating at node %s - current depth: %d' % (mutation_node['node']['name'], mutation_node['depth']))\n self._create_new_node(mutation_node['depth'], mutation_node)\n self.log().debug('node mutated to %s' % (mutation_node['node']['name']))\n self._add_layer(mutation_node) \n\n def subtree_crossover(self, clone_tree, other_tree):\n self.clone(clone_tree)\n this_crossover_node = random.choice(self.get_node_list())\n other_crossover_node = random.choice(other_tree.get_node_list())\n self.log().debug('x-over node 1: %s (depth: %d), node 2: %s (depth: %d)' % (this_crossover_node['node']['name'], \n this_crossover_node['depth'],\n other_crossover_node['node']['name'], \n other_crossover_node['depth']))\n this_crossover_node['node'] = deepcopy(other_crossover_node['node'])\n this_crossover_node['lower_nodes'] = deepcopy(other_crossover_node['lower_nodes'])\n self.recalculate_depth(this_crossover_node['lower_nodes'], this_crossover_node['depth'] + 1)\n\n def create(self, terminal_set=[], function_set=[], function_bias=1, max_depth=3):\n self.terminal_set=terminal_set\n self.function_set=function_set\n self.function_bias=function_bias\n self.max_depth=max_depth\n\n self.tree = {}\n self._create_new_node(1, self.tree)\n self._add_layer(current_node=self.tree)\n\n def _create_new_node(self, depth, node):\n node_set = []\n if depth == 1:\n node_set = self.function_set\n elif depth >= self.max_depth:\n node_set = self.terminal_set\n else:\n node_set = self.function_set * self.function_bias + self.terminal_set\n\n chosen_node = random.choice(node_set)\n if not chosen_node.has_key('name'):\n # this needs converting to a named node\n value = chosen_node['function'](*chosen_node['args'])\n chosen_node = TerminalSet.terminal_value(value)\n\n node['node'] = chosen_node\n node['lower_nodes'] = []\n node['depth'] = depth\n\n def \n\n ... [code truncated] ..."}, {"role": "assistant", "content": " Functions: log, __init__, clone, mutate, subtree_crossover\n Classes: Tree\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
db643ae984ce9c0d8dd5236851af05c04998a27b
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # -*- coding: utf-8 -*- """ packaging package. """ from pyrin.packaging.base import Package # Complete this line """ packaging package class. """ NAME = __name__ COMPONENT_NAME = 'packaging.component' CONFIG_STORE_NAMES = ['packaging']
|
The missing line is: class PackagingPackage(Package):
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intermediate
|
oop
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 1
| 276
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\"\"\"\npackaging package.\n\"\"\"\n\nfrom pyrin.packaging.base import Package\n\n\n # Complete this line\n \"\"\"\n packaging package class.\n \"\"\"\n\n NAME = __name__\n COMPONENT_NAME = 'packaging.component'\n CONFIG_STORE_NAMES = ['packaging']"}, {"role": "assistant", "content": "The missing line is:\nclass PackagingPackage(Package):"}]
| false
| null | null | null |
db64a112c82f9adeb1221b9eb9fef389c1ea9873
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: #coding:utf-8 ''' filename:heapq_merge.py chap:7 subject:4-2 conditions:heapq.merge,sorted_list:lst1,lst2 lst3=merged_list(lst1,lst2) is sorted solution:heapq.merge ''' import heapq lst1 = [1,3,5,7,9] # Complete this line if __name__ == '__main__': lst3 = heapq.merge(lst1,lst2) print('lst3',lst3) print(list(lst3))
|
The missing line is: lst2 = [2,4,6,8]
|
intermediate
|
machine_learning
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 0
| 368
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#coding:utf-8\n\n'''\n filename:heapq_merge.py\n chap:7\n subject:4-2\n conditions:heapq.merge,sorted_list:lst1,lst2\n lst3=merged_list(lst1,lst2) is sorted\n solution:heapq.merge\n'''\n\nimport heapq\n\n\nlst1 = [1,3,5,7,9]\n # Complete this line\n\n\n\n\nif __name__ == '__main__':\n lst3 = heapq.merge(lst1,lst2)\n print('lst3',lst3)\n print(list(lst3))"}, {"role": "assistant", "content": "The missing line is:\nlst2 = [2,4,6,8]"}]
| false
| null | null | null |
db64c7127d561a8ba836f248730b0617bfb376eb
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: class ServiceuserV1(base_api.BaseApiClient): """Generated client library for service serviceuser version v1.""" MESSAGES_MODULE = messages BASE_URL = u'https://serviceuser.googleapis.com/' _PACKAGE = u'serviceuser' _SCOPES = [u'https://www.googleapis.com/auth/cloud-platform', u'https://www.googleapis.com/auth/cloud-platform.read-only', u'https://www.googleapis.com/auth/service.management'] _VERSION = u'v1' _CLIENT_ID = '1042881264118.apps.googleusercontent.com' _CLIENT_SECRET = 'x_Tw5K8nnjoRAqULM9PFAC2b' _USER_AGENT = 'x_Tw5K8nnjoRAqULM9PFAC2b' _CLIENT_CLASS_NAME =
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: โข Code truncated in middle of expression - unexpected EOF โข Invalid syntax at line 13: _CLIENT_CLASS_NAME = Fix: Complete the truncated code structure
|
advanced
|
api
|
error_detection
|
Pythoncode:Python
| 2
| 2
| 594
| false
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass ServiceuserV1(base_api.BaseApiClient):\n \"\"\"Generated client library for service serviceuser version v1.\"\"\"\n\n MESSAGES_MODULE = messages\n BASE_URL = u'https://serviceuser.googleapis.com/'\n\n _PACKAGE = u'serviceuser'\n _SCOPES = [u'https://www.googleapis.com/auth/cloud-platform', u'https://www.googleapis.com/auth/cloud-platform.read-only', u'https://www.googleapis.com/auth/service.management']\n _VERSION = u'v1'\n _CLIENT_ID = '1042881264118.apps.googleusercontent.com'\n _CLIENT_SECRET = 'x_Tw5K8nnjoRAqULM9PFAC2b'\n _USER_AGENT = 'x_Tw5K8nnjoRAqULM9PFAC2b'\n _CLIENT_CLASS_NAME ="}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Invalid syntax at line 13: _CLIENT_CLASS_NAME = \n\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db64f80a8ca557a291741dc4fd34c7d58b0c51f0
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python3 # adapted from wav2letter/src/feature/test/MfccTest.cpp import itertools as it import os import sys from wav2letter.feature import FeatureParams, Mfcc def load_data(filename): path = os.path.join(data_path, filename) path = os.path.abspath(path) with open(path) as f: return [float(x) for x in it.chain.from_iterable(line.split() for line in f)] if __name__ == "__main__": if len(sys.argv) != 2: print(f"usage: {sys.argv[0]} feature_test_data_path", file=sys.stderr) print(" (usually: <wav2letter_root>/src/feature/test/data)", file=sys.stderr) sys.exit(1) data_path = sys.argv[1] wavinput = load_data("sa1.dat") # golden features to compare htkfeatures = load_data("sa1-mfcc.htk") assert len(wavinput) > 0 assert len(htkfeatures) > 0 params = FeatureParams() # define parameters of the featurization params.sampling_freq = 16000 params.low_freq_filterbank = 0 params.high_freq_filterbank = 8000 params.num_filterbank_chans = 20 params.num_cepstral_coeffs = 13 params.use_energy = False params.zero_mean_frame = False params.use_power = False # apply MFCC featurization mfcc = Mfcc(params) features = mfcc.apply(wavinput) # check that obtained features are the same as golden one assert len(features) == len(htkfeatures) assert len(features) % 39 == 0 numframes = len(features) // 39 featurescopy = features.copy() for f in range(numframes): for i in range(1, 39): ... code continues ...
|
Completion: Missing: For block is incomplete - body missing To complete: โข Add body to For block or use 'pass' statement Example continuation: features[f * 39 + i - 1] = features[f * 39 + i] features[f * 39 + 12] = featurescopy[f * 39 + 0] features[f * 39 + 25] = featurescopy[f * 39 + 13] features[f * 39 + 38] = featurescopy[f * 39 + 26] differences = [abs(x[0] - x[1]) for x in zip(features, htkfeatures)]
|
intermediate
|
testing
|
incomplete_code
|
Pythoncode:Python
| 1
| 0
| 1,557
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python3\n\n# adapted from wav2letter/src/feature/test/MfccTest.cpp\n\nimport itertools as it\nimport os\nimport sys\n\nfrom wav2letter.feature import FeatureParams, Mfcc\n\n\ndef load_data(filename):\n path = os.path.join(data_path, filename)\n path = os.path.abspath(path)\n with open(path) as f:\n return [float(x) for x in it.chain.from_iterable(line.split() for line in f)]\n\n\nif __name__ == \"__main__\":\n if len(sys.argv) != 2:\n print(f\"usage: {sys.argv[0]} feature_test_data_path\", file=sys.stderr)\n print(\" (usually: <wav2letter_root>/src/feature/test/data)\", file=sys.stderr)\n sys.exit(1)\n\n data_path = sys.argv[1]\n\n wavinput = load_data(\"sa1.dat\")\n # golden features to compare\n htkfeatures = load_data(\"sa1-mfcc.htk\")\n\n assert len(wavinput) > 0\n assert len(htkfeatures) > 0\n\n params = FeatureParams()\n # define parameters of the featurization\n params.sampling_freq = 16000\n params.low_freq_filterbank = 0\n params.high_freq_filterbank = 8000\n params.num_filterbank_chans = 20\n params.num_cepstral_coeffs = 13\n params.use_energy = False\n params.zero_mean_frame = False\n params.use_power = False\n\n # apply MFCC featurization\n mfcc = Mfcc(params)\n features = mfcc.apply(wavinput)\n\n # check that obtained features are the same as golden one\n assert len(features) == len(htkfeatures)\n assert len(features) % 39 == 0\n numframes = len(features) // 39\n featurescopy = features.copy()\n for f in range(numframes):\n for i in range(1, 39):\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: For block is incomplete - body missing\n\n To complete:\n \u2022 Add body to For block or use 'pass' statement\n\n Example continuation:\n features[f * 39 + i - 1] = features[f * 39 + i]\n features[f * 39 + 12] = featurescopy[f * 39 + 0]\n features[f * 39 + 25] = featurescopy[f * 39 + 13]\n features[f * 39 + 38] = featurescopy[f * 39 + 26]\n differences = [abs(x[0] - x[1]) for x in zip(features, htkfeatures)]"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
db654a453fae8398e895160a150ba86dbbcc20b1
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from tkinter import * import onetimepad class Message_Decrypt: def __init__(self,root): self.root=root self.root.title("Message Decryption") self.root.geometry("400x475") self.root.iconbitmap("logo368.ico") self.root.resizable(0,0) def on_enter1(e): but_decrypt['background']="black" but_decrypt['foreground']="cyan" def on_leave1(e): but_d
|
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Fix: Close the string literal with matching quote
|
advanced
|
ui
|
error_detection
|
Pythoncode:Python
| 6
| 1
| 442
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom tkinter import *\nimport onetimepad\n\nclass Message_Decrypt:\n def __init__(self,root):\n self.root=root\n self.root.title(\"Message Decryption\")\n self.root.geometry(\"400x475\")\n self.root.iconbitmap(\"logo368.ico\")\n self.root.resizable(0,0)\n\n\n def on_enter1(e):\n but_decrypt['background']=\"black\"\n but_decrypt['foreground']=\"cyan\"\n \n def on_leave1(e):\n but_d"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Fix: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
db65bd23cd7117025faa3493e9ff0bcdc4419ed0
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: #!/usr/bin/env python3 from urdf2optcontrol import optimizer from matplotlib import pyplot as plt import pathlib # URDF options urdf_path = pathlib.Path(__file__).parent.joinpath('urdf', 'rrbot.urdf').absolute() root = "link1" end = "link3" in_cond = [0] * 4 def my_cost_func(q, qd, qdd, ee_pos, u, t): return u.T @ u def my_constraint1(q, qd, qdd, ee_pos, u, t): return [-30, -30], u, [30, 30] def my_constraint2(q, qd, qdd, ee_pos, u, t): return [-4, -4], qd, [4, 4] my_constraints = [my_constraint1, my_constraint2] def my_final_constraint1(q, qd, qdd, ee_pos, u): return [3.14 / 2, 0], q, [3.14 / 2, 0] def my_final_constraint2(q, qd, qdd, ee_pos, u): return [0, 0], qd, [0, 0] my_final_constraints = [my_final_constraint1, my_final_constraint2] time_horizon = 2.0 steps = 40 # Load the urdf and calculate the differential equations optimizer.load_robot(urdf_path, root, end) # Loading the problem conditions optimizer.load_problem( my_cost_func, steps, in_cond, time_horizon=time_horizon, constraints=my_constraints, final_constraints=my_final_constraints, max_iter=500 ) # Solving the non linear problem res = optimizer.solve() print('u = ', res['u'][0]) print('q = ', res['q'][0]) # Print the results! fig = optimizer.plot_result(show=True)
|
Functions: my_cost_func, my_constraint1, my_constraint2, my_final_constraint1, my_final_constraint2 This code demonstrates Pythoncode:Python programming.
|
intermediate
|
machine_learning
|
code_explanation
|
Pythoncode:Python
| 5
| 0
| 1,317
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python3\nfrom urdf2optcontrol import optimizer\nfrom matplotlib import pyplot as plt \nimport pathlib\n\n# URDF options\nurdf_path = pathlib.Path(__file__).parent.joinpath('urdf', 'rrbot.urdf').absolute()\nroot = \"link1\"\nend = \"link3\"\n\nin_cond = [0] * 4\n\ndef my_cost_func(q, qd, qdd, ee_pos, u, t):\n return u.T @ u\n\n\ndef my_constraint1(q, qd, qdd, ee_pos, u, t):\n return [-30, -30], u, [30, 30]\n\n\ndef my_constraint2(q, qd, qdd, ee_pos, u, t):\n return [-4, -4], qd, [4, 4]\n\n\nmy_constraints = [my_constraint1, my_constraint2]\n\n\ndef my_final_constraint1(q, qd, qdd, ee_pos, u):\n return [3.14 / 2, 0], q, [3.14 / 2, 0]\n\n\ndef my_final_constraint2(q, qd, qdd, ee_pos, u):\n return [0, 0], qd, [0, 0]\n\n\nmy_final_constraints = [my_final_constraint1, my_final_constraint2]\n\ntime_horizon = 2.0\nsteps = 40\n\n# Load the urdf and calculate the differential equations\noptimizer.load_robot(urdf_path, root, end)\n\n# Loading the problem conditions\noptimizer.load_problem(\n my_cost_func,\n steps,\n in_cond,\n time_horizon=time_horizon,\n constraints=my_constraints,\n final_constraints=my_final_constraints,\n max_iter=500\n)\n\n# Solving the non linear problem\nres = optimizer.solve()\nprint('u = ', res['u'][0])\nprint('q = ', res['q'][0])\n\n# Print the results!\nfig = optimizer.plot_result(show=True)"}, {"role": "assistant", "content": " Functions: my_cost_func, my_constraint1, my_constraint2, my_final_constraint1, my_final_constraint2\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
db66779a2882ba639d36d1d562ab73945afc92fc
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: """ Pooled PostgreSQL database backend for Django.
|
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: โข Unterminated string literal at line 1 โข SyntaxError: unterminated triple-quoted string literal (detected at line 2) at line 1 Fix: Close the string literal with matching quote
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 4
| 1
| 51
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\"\"\"\nPooled PostgreSQL database backend for Django."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Unterminated string literal at line 1\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 2) at line 1\n\n Fix: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
db66ffcc00192c85b05965750638c6febdb95b51
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: # Skeleton from fastapi_skeleton.core import messages def test_auth_using_prediction_api_no_apikey_header(test_client) -> None: response = test_client.post("/api/model/predict") assert response.status_code == 400 assert response.json() == {"detail": messages.NO_API_KEY} def test_auth_using_prediction_api_wrong_apikey_header(test_client) -> None: response = test_client.post( "/api/model/predict", json={"image": "test"}, headers={"toke
|
Syntax Analysis: Syntax Errors Found: โข Code truncated in middle of expression - unexpected EOF โข Unterminated string literal at line 13 โข Unclosed '(' at line 12 - expected ')' Fixes: โข Complete the expression on the last line โข Add closing quote at line 13 โข Add closing ')' bracket
|
intermediate
|
testing
|
syntax_repair
|
Pythoncode:Python
| 2
| 0
| 465
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Skeleton\nfrom fastapi_skeleton.core import messages\n\n\ndef test_auth_using_prediction_api_no_apikey_header(test_client) -> None:\n response = test_client.post(\"/api/model/predict\")\n assert response.status_code == 400\n assert response.json() == {\"detail\": messages.NO_API_KEY}\n\n\ndef test_auth_using_prediction_api_wrong_apikey_header(test_client) -> None:\n response = test_client.post(\n \"/api/model/predict\", json={\"image\": \"test\"}, headers={\"toke"}, {"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 13\n \u2022 Unclosed '(' at line 12 - expected ')'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 13\n \u2022 Add closing ')' bracket"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
db682583f2b418b3755329c159971a743aab45f6
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Copyright 2016 Cisco Systems, Inc. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. import os import shutil TREX_OPT = '/opt/trex' TREX_UNUSED = [ '_t-rex-64-debug', '_t-rex-64-debug-o', 'bp-sim-64', 'bp-sim-64-debug', 't-rex-64-debug', 't-rex-64-debug-o', 'automation/__init__.py', 'automation/graph_template.html', 'automation/config', 'automation/h_avc.py', 'automation/phantom', 'automation/readme.txt', 'automation/regression', 'automation/report_template.html', 'automation/sshpass.exp', 'automation/trex_perf.py', 'wkhtmltopdf-amd64' ] def remove_unused_libs(path, files): """ Remove files not used by traffic generator. """ for f in files:
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: โข Unterminated string literal at line 32 โข Block at line 35 has no body - expected indented block โข IndentationError at line 35 Fix: Complete the truncated code structure
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intermediate
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api
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error_detection
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Pythoncode:Python
| 2
| 0
| 1,242
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright 2016 Cisco Systems, Inc. All rights reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\n\nimport os\nimport shutil\n\nTREX_OPT = '/opt/trex'\n\n\nTREX_UNUSED = [\n '_t-rex-64-debug', '_t-rex-64-debug-o', 'bp-sim-64', 'bp-sim-64-debug',\n 't-rex-64-debug', 't-rex-64-debug-o', 'automation/__init__.py',\n 'automation/graph_template.html',\n 'automation/config', 'automation/h_avc.py', 'automation/phantom',\n 'automation/readme.txt', 'automation/regression', 'automation/report_template.html',\n 'automation/sshpass.exp', 'automation/trex_perf.py', 'wkhtmltopdf-amd64'\n]\n\n\ndef remove_unused_libs(path, files):\n \"\"\"\n Remove files not used by traffic generator.\n \"\"\"\n for f in files:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unterminated string literal at line 32\n \u2022 Block at line 35 has no body - expected indented block\n \u2022 IndentationError at line 35\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db68dcb7ad2aa62124559726780ed4b83d08a974
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TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: # Copyright 2017 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== """Mean stddev box coder. This box coder use the following coding schema to encode boxes: rel_code = (box_corner - anchor_corner_mean) / anchor_corner_stddev. """ from object_detection.core import box_coder from object_detection.core import box_list class MeanStddevBoxCoder(box_coder.BoxCoder): """Mean stddev box coder.""" @property def code_size(self): return 4 def _encode(self, boxes, anchors): """Encode a box collection with respect to anchor collection. Args: boxes: BoxList holding N boxes to be encoded. anchors: BoxList of N anchors. We assume that anchors has an associated stddev field. Returns: a tensor representing N anchor-encoded boxes Raises: ValueError: if the anchors BoxList does not have a stddev field """ if not anchors.has_field('stddev'): raise ValueError('anchors must have a stddev field') box_corners = boxes.get() means = anchors.get() stddev = anchors.get_field('stddev') return (box_corners - means) / stddev def _decode(self, rel_codes, anchors): """Decode. Args: rel_codes: a tensor representing N anchor-encoded boxes. anchors: BoxList of anchors. We assume that anchors has an associated stddev field. Returns: boxes: BoxList holding N bounding boxes Raises: ValueError: if the anchors BoxList does not have a stddev field """ if not anchors.has_field('stddev'): raise ValueError('anchors must have a stddev field' means = anchors.get() stddevs = anchors.get_field('stddev') box_corners = rel_codes * stddevs + means return box_list.BoxList(box_corners)
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Syntax Analysis: Syntax Errors Found: โข Unterminated string literal at line 16 โข Unclosed '(' at line 66 - expected ')' โข Block at line 18 has no indented body Fixes: โข Add closing quote at line 16 โข Add closing ')' bracket โข Review code syntax
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advanced
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api
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syntax_repair
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Pythoncode:Python
| 3
| 1
| 2,433
| true
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[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Copyright 2017 The TensorFlow Authors. All Rights Reserved.\r\n#\r\n# Licensed under the Apache License, Version 2.0 (the \"License\");\r\n# you may not use this file except in compliance with the License.\r\n# You may obtain a copy of the License at\r\n#\r\n# http://www.apache.org/licenses/LICENSE-2.0\r\n#\r\n# Unless required by applicable law or agreed to in writing, software\r\n# distributed under the License is distributed on an \"AS IS\" BASIS,\r\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\r\n# See the License for the specific language governing permissions and\r\n# limitations under the License.\r\n# ==============================================================================\r\n\r\n\"\"\"Mean stddev box coder.\r\n\r\nThis box coder use the following coding schema to encode boxes:\r\nrel_code = (box_corner - anchor_corner_mean) / anchor_corner_stddev.\r\n\"\"\"\r\nfrom object_detection.core import box_coder\r\nfrom object_detection.core import box_list\r\n\r\n\r\nclass MeanStddevBoxCoder(box_coder.BoxCoder):\r\n \"\"\"Mean stddev box coder.\"\"\"\r\n\r\n @property\r\n def code_size(self):\r\n return 4\r\n\r\n def _encode(self, boxes, anchors):\r\n \"\"\"Encode a box collection with respect to anchor collection.\r\n\r\n Args:\r\n boxes: BoxList holding N boxes to be encoded.\r\n anchors: BoxList of N anchors. We assume that anchors has an associated\r\n stddev field.\r\n\r\n Returns:\r\n a tensor representing N anchor-encoded boxes\r\n Raises:\r\n ValueError: if the anchors BoxList does not have a stddev field\r\n \"\"\"\r\n if not anchors.has_field('stddev'):\r\n raise ValueError('anchors must have a stddev field')\r\n box_corners = boxes.get()\r\n means = anchors.get()\r\n stddev = anchors.get_field('stddev')\r\n return (box_corners - means) / stddev\r\n\r\n def _decode(self, rel_codes, anchors):\r\n \"\"\"Decode.\r\n\r\n Args:\r\n rel_codes: a tensor representing N anchor-encoded boxes.\r\n anchors: BoxList of anchors. We assume that anchors has an associated\r\n stddev field.\r\n\r\n Returns:\r\n boxes: BoxList holding N bounding boxes\r\n Raises:\r\n ValueError: if the anchors BoxList does not have a stddev field\r\n \"\"\"\r\n if not anchors.has_field('stddev'):\r\n raise ValueError('anchors must have a stddev field'\r\n means = anchors.get()\r\n stddevs = anchors.get_field('stddev')\r\n box_corners = rel_codes * stddevs + means\r\n return box_list.BoxList(box_corners)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 16\n \u2022 Unclosed '(' at line 66 - expected ')'\n \u2022 Block at line 18 has no indented body\n\n Fixes:\n \u2022 Add closing quote at line 16\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
db693358ac60e6cb090422f46492eb2fca4b02bf
|
TheStack--python--000.parquet
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Suggest refactoring for this Pythoncode:Python code: from storage.buffer import QLearningBuffer from utils.torch_utils import ExpertTransition, augmentTransition from utils.parameters import buffer_aug_type class QLearningBufferAug(QLearningBuffer): def __init__(self, size, aug_n=9): super().__init__(size) self.aug_n = aug_n def add(self, transition: ExpertTransition): super().add(transition) for _ in range(self.aug_n): super().add(augmentTransition(transition, buffer_aug_type))
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
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oop
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refactoring
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Pythoncode:Python
| 2
| 1
| 490
| true
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[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom storage.buffer import QLearningBuffer\nfrom utils.torch_utils import ExpertTransition, augmentTransition\nfrom utils.parameters import buffer_aug_type\n\nclass QLearningBufferAug(QLearningBuffer):\n def __init__(self, size, aug_n=9):\n super().__init__(size)\n self.aug_n = aug_n\n\n def add(self, transition: ExpertTransition):\n super().add(transition)\n for _ in range(self.aug_n):\n super().add(augmentTransition(transition, buffer_aug_type))"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
db6a7657f91ac9f80bc299ba273000b77ee1c28c
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TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: import torch from typing import Any, Dict, List, OrderedDict, Tuple from hlrl.core.agents import RLAgent from hlrl.core.common.wrappers import MethodWrapper class TorchRLAgent(MethodWrapper): """ A torch agent that wraps its experiences as torch tensors. """ def __init__(self, agent: RLAgent, batch_state: bool = True): """ Creates torch agent that can wrap experiences as tensors. Args: agent: The agent to wrap. batch_state: If the state should be batched with a batch size of 1 when transformed. """ super().__init__(agent) self.batch_state = batch_state def make_tensor(self, data): """ Creates a float tensor of the data of batch size 1. """ if self.batch_state: data = [data] return torch.FloatTensor(data).to(self.algo.device) def transform_state(self, state): state_dict = self.om.transform_state(state) state_dict["state"] = self.make_tensor(state_dict["state"]) return state_dict def transform_reward( self, state: Any, algo_step: OrderedDict[str, Any], reward: Any, terminal: Any, next_state: Any ) -> Any: """ Creates a tensor from the reward. Args: state: The state of the environment. algo_step: The transformed algorithm step of the state. reward: The reward from the environment. terminal: If the next state is a terminal state. next_state: The new state of the environment. Returns: The reward as a tensor. """ reward = self.om.transform_reward( state, algo_step, reward, terminal, next_state ) if self.batch_state: reward = [reward] return self.make_tensor(reward) def transform_terminal(self, terminal: Any, info: Any) -> Any: """ Transforms the terminal of an environment step. Args: terminal: The terminal value to transform. info: Additional environment information for the step. Returns: The transformed terminal. """ terminal = self.om.transform_terminal(terminal, info) if self.batch_state: terminal = [terminal] return self.make_tensor(terminal) def transform_action(self, action): return self.om.transform_action(action).squeeze().cpu().numpy() ... [2 more functiondefs truncated] ...
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Code analysis results: ๐ด Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 9 Invalid syntax at line 94: ... [2 more functiondefs truncated] ... โ ๏ธ Warnings: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 ๐ก Suggestions: Complete the expression on the last line Add closing quote at line 9 Review syntax near the error location
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advanced
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database
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debugging
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Pythoncode:Python
| 6
| 1
| 2,651
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport torch\n\nfrom typing import Any, Dict, List, OrderedDict, Tuple\n\nfrom hlrl.core.agents import RLAgent\nfrom hlrl.core.common.wrappers import MethodWrapper\n\nclass TorchRLAgent(MethodWrapper):\n \"\"\"\n A torch agent that wraps its experiences as torch tensors.\n \"\"\"\n def __init__(self,\n agent: RLAgent,\n batch_state: bool = True):\n \"\"\"\n Creates torch agent that can wrap experiences as tensors.\n\n Args:\n agent: The agent to wrap.\n batch_state: If the state should be batched with a batch size of 1\n when transformed.\n \"\"\"\n super().__init__(agent)\n \n self.batch_state = batch_state\n\n def make_tensor(self, data):\n \"\"\"\n Creates a float tensor of the data of batch size 1.\n \"\"\"\n if self.batch_state:\n data = [data]\n\n return torch.FloatTensor(data).to(self.algo.device)\n\n def transform_state(self, state):\n state_dict = self.om.transform_state(state)\n state_dict[\"state\"] = self.make_tensor(state_dict[\"state\"])\n\n return state_dict\n\n def transform_reward(\n self,\n state: Any,\n algo_step: OrderedDict[str, Any],\n reward: Any,\n terminal: Any,\n next_state: Any\n ) -> Any:\n \"\"\"\n Creates a tensor from the reward.\n\n Args:\n state: The state of the environment.\n algo_step: The transformed algorithm step of the state.\n reward: The reward from the environment.\n terminal: If the next state is a terminal state.\n next_state: The new state of the environment.\n\n Returns:\n The reward as a tensor.\n \"\"\"\n reward = self.om.transform_reward(\n state, algo_step, reward, terminal, next_state\n )\n\n if self.batch_state:\n reward = [reward]\n\n return self.make_tensor(reward)\n\n def transform_terminal(self, terminal: Any, info: Any) -> Any:\n \"\"\"\n Transforms the terminal of an environment step.\n\n Args:\n terminal: The terminal value to transform.\n info: Additional environment information for the step.\n\n Returns:\n The transformed terminal.\n \"\"\"\n terminal = self.om.transform_terminal(terminal, info)\n\n if self.batch_state:\n terminal = [terminal]\n\n return self.make_tensor(terminal)\n\n def transform_action(self, action):\n return self.om.transform_action(action).squeeze().cpu().numpy()\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 9\n Invalid syntax at line 94: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 9\n Review syntax near the error location"}]
| false
| null | null | null |
db6aa256e7b60e45c5a9fbde4a14ff7a63101137
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TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- PIXIVUTIL_VERSION = '20191220-beta1' PIXIVUTIL_LINK = 'https://github.com/Nandaka/PixivUtil2/releases' PIXIVUTIL_DONATE = 'https://bit.ly/PixivUtilDonation' # Log Settings PIXIVUTIL_LOG_FILE = 'pixivutil.log' PIXIVUTIL_LOG_SIZE = 10485760 PIXIVUTIL_LOG_COUNT = 10 PIXIVUTIL_LOG_FORMAT = "%(asctime)s - %(name)s - %(levelname)s - %(message)s" # Download Results PIXIVUTIL_NOT_OK = -1 PIXIVUTIL_OK = 0 PIXIVUTIL_SKIP_OLDER = 1 PIXIVUTIL_SKIP_BLACKLIST = 2 PIXIVUTIL_KEYBOARD_INTERRUPT = 3 PIXIVUTIL_SKIP_DUPLICATE = 4 PIXIVUTIL_SKIP_LOCAL_LARGER = 5 PIXIVUTIL_CHECK_DOWNLOAD = 6 PIXIVUTIL_ABORTED = 9999 BUFFER_SIZE = 8192
|
Code analysis results: No critical issues found Consider adding unit tests Add inline comments for complex logic
|
intermediate
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api
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debugging
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Pythoncode:Python
| 0
| 0
| 649
| false
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\nPIXIVUTIL_VERSION = '20191220-beta1'\nPIXIVUTIL_LINK = 'https://github.com/Nandaka/PixivUtil2/releases'\nPIXIVUTIL_DONATE = 'https://bit.ly/PixivUtilDonation'\n\n# Log Settings\nPIXIVUTIL_LOG_FILE = 'pixivutil.log'\nPIXIVUTIL_LOG_SIZE = 10485760\nPIXIVUTIL_LOG_COUNT = 10\nPIXIVUTIL_LOG_FORMAT = \"%(asctime)s - %(name)s - %(levelname)s - %(message)s\"\n\n# Download Results\nPIXIVUTIL_NOT_OK = -1\nPIXIVUTIL_OK = 0\nPIXIVUTIL_SKIP_OLDER = 1\nPIXIVUTIL_SKIP_BLACKLIST = 2\nPIXIVUTIL_KEYBOARD_INTERRUPT = 3\nPIXIVUTIL_SKIP_DUPLICATE = 4\nPIXIVUTIL_SKIP_LOCAL_LARGER = 5\nPIXIVUTIL_CHECK_DOWNLOAD = 6\nPIXIVUTIL_ABORTED = 9999\n\nBUFFER_SIZE = 8192"}, {"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 |
db6b5bcc7b8379dc6e51f6670d5ff0c0d562417c
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TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from django.http import Http404 from django.shortcuts import render, redirect, reverse from django.views.generic import ListView from django.contrib.auth.decorators import login_required from django.contrib.auth.mixins import LoginRequiredMixin from django.contrib.auth.models import User from rest_framework import status from rest_framework.response import Response from rest_framework.views import APIView from rest_framework.renderers import TemplateHTMLRenderer from .models import Schema, SchemaColumn, SchemaResponse, SchemaUrl from .forms import SchemaResponseForm, ResponseUpdateForm from .serializers import SchemaResponseSerializer from .prepare_data import getcolumns import pytz class SchemaIndexView(LoginRequiredMixin, ListView): # login_url = '/accounts/login.html/' template_name = 'dynamic_schemas/index.html' context_object_name = 'all_schemas' def get_queryset(self): return Schema.objects.all() @login_required def form_view(request, pk): schema = Schema.objects.get(pk=pk) urls = schema.help_field.all() if request.method == 'POST': form = SchemaResponseForm(schema, request.POST) if form.is_valid(): instance = form.save(commit=False) instance.user = request.user instance.save() return redirect(reverse('dynamic_schemas:schema_view', kwargs={'pk': pk})) else: form = SchemaResponseForm(schema) return render(request, f'dynamic_schemas/create-form.html', \ { 'form': form, 'schema': schema, 'help_urls': urls, }) @login_required def form_update_view(request, pk, r_pk): schema = Schema.objects.get(pk=pk) instance = SchemaResponse.objects.get(schema=schema, pk=r_pk) columns = SchemaColumn.objects.filter(schema=schema) ################################################### # This little snippet checks if the responses can be edited. If they can # the submit button will be provided. There is no restriction on # has_been_edited, but since the data cant be saved we're good for now. load_button = False aggr_editables = [c.is_editable_once for c in columns] if True in aggr_editables: load_button = True ################################################### form = ResponseUpdateForm(instance, pk) if request.method == 'POST': form = ResponseUpdateForm(instance, pk, request.POST or None) if form.is_valid(): form.update() return redirect(reverse('dynamic_schemas:schema_view', kwargs={'pk': pk})) return render(request, f'dynamic_schemas/update-form.html', {'form_update': form, 'load_button': load_button} ) """ API Views """ class MakeDataPrettyMixin: ... [12 more functiondefs truncated] ...
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Functions: get_queryset, form_view, form_update_view Classes: SchemaIndexView, MakeDataPrettyMixin This code demonstrates Pythoncode:Python programming.
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advanced
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api
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code_explanation
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Pythoncode:Python
| 3
| 2
| 2,927
| true
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom django.http import Http404\nfrom django.shortcuts import render, redirect, reverse\nfrom django.views.generic import ListView \nfrom django.contrib.auth.decorators import login_required\nfrom django.contrib.auth.mixins import LoginRequiredMixin\nfrom django.contrib.auth.models import User\n\nfrom rest_framework import status\nfrom rest_framework.response import Response\nfrom rest_framework.views import APIView\nfrom rest_framework.renderers import TemplateHTMLRenderer\n\nfrom .models import Schema, SchemaColumn, SchemaResponse, SchemaUrl\nfrom .forms import SchemaResponseForm, ResponseUpdateForm\nfrom .serializers import SchemaResponseSerializer\nfrom .prepare_data import getcolumns\n\nimport pytz\n\nclass SchemaIndexView(LoginRequiredMixin, ListView):\n # login_url = '/accounts/login.html/'\n template_name = 'dynamic_schemas/index.html'\n context_object_name = 'all_schemas'\n\n def get_queryset(self):\n return Schema.objects.all()\n\n\n@login_required\ndef form_view(request, pk):\n schema = Schema.objects.get(pk=pk)\n urls = schema.help_field.all()\n\n if request.method == 'POST':\n form = SchemaResponseForm(schema, request.POST)\n\n if form.is_valid():\n instance = form.save(commit=False)\n instance.user = request.user\n instance.save()\n \n return redirect(reverse('dynamic_schemas:schema_view',\n kwargs={'pk': pk}))\n else:\n form = SchemaResponseForm(schema)\n\n return render(request, f'dynamic_schemas/create-form.html', \\\n {\n 'form': form,\n 'schema': schema,\n 'help_urls': urls,\n })\n\n\n@login_required\ndef form_update_view(request, pk, r_pk):\n schema = Schema.objects.get(pk=pk)\n instance = SchemaResponse.objects.get(schema=schema, pk=r_pk)\n\n columns = SchemaColumn.objects.filter(schema=schema)\n\n ###################################################\n # This little snippet checks if the responses can be edited. If they can\n # the submit button will be provided. There is no restriction on\n # has_been_edited, but since the data cant be saved we're good for now.\n load_button = False\n aggr_editables = [c.is_editable_once for c in columns]\n\n if True in aggr_editables:\n load_button = True\n ###################################################\n\n form = ResponseUpdateForm(instance, pk)\n\n if request.method == 'POST':\n form = ResponseUpdateForm(instance, pk, request.POST or None)\n if form.is_valid():\n form.update()\n return redirect(reverse('dynamic_schemas:schema_view',\n kwargs={'pk': pk}))\n \n return render(request, f'dynamic_schemas/update-form.html', \n {'form_update': form,\n 'load_button': load_button}\n )\n\n\n\"\"\" API Views \"\"\"\n\nclass MakeDataPrettyMixin:\n\n ... [12 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: get_queryset, form_view, form_update_view\n Classes: SchemaIndexView, MakeDataPrettyMixin\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
db6b74f1fcb56888f5ba09963ca5bb5ed146122f
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TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from django.shortcuts import render from rest_framework import response from rest_framework.serializers import Serializer from . import serializers from rest_framework.response import Response from rest_framework.views import APIView from django.views import View from rest_framework import status from . models import SaveList, User, Lyrics, SearchHistory, VerificationCode, SubmitLyrics from rest_framework.permissions import BasePermission, IsAuthenticated, SAFE_METHODS, IsAdminUser from rest_framework.authtoken.models import Token from django.contrib.auth.hashers import make_password, check_password from django.contrib.auth import login, authenticate import requests from django.db.models import Q from bs4 import BeautifulSoup import json from datetime import datetime import random from django.core.mail import EmailMessage, EmailMultiAlternatives from django.conf import settings from django.template.loader import get_template # Complete this line import jwt from django.utils.encoding import force_bytes, force_text, DjangoUnicodeDecodeError from django.utils.http import urlsafe_base64_decode, urlsafe_base64_encode from django.contrib.sites.shortcuts import get_current_site from .utils import Util from rest_framework_simplejwt.tokens import RefreshToken from django.template import Context from django.http import HttpResponse, HttpResponseNotFound import os import re import urllib from datetime import datetime import random import time class SignupView(APIView): now = datetime.now() ... [57 more functiondefs truncated] ...
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The missing line is: from django.urls import reverse
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advanced
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api
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fill_in_the_blank
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Pythoncode:Python
| 0
| 1
| 1,569
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom django.shortcuts import render\nfrom rest_framework import response\nfrom rest_framework.serializers import Serializer\nfrom . import serializers\nfrom rest_framework.response import Response\nfrom rest_framework.views import APIView\nfrom django.views import View\nfrom rest_framework import status\nfrom . models import SaveList, User, Lyrics, SearchHistory, VerificationCode, SubmitLyrics\nfrom rest_framework.permissions import BasePermission, IsAuthenticated, SAFE_METHODS, IsAdminUser\nfrom rest_framework.authtoken.models import Token\nfrom django.contrib.auth.hashers import make_password, check_password\nfrom django.contrib.auth import login, authenticate\nimport requests\nfrom django.db.models import Q\nfrom bs4 import BeautifulSoup\nimport json\nfrom datetime import datetime\nimport random\nfrom django.core.mail import EmailMessage, EmailMultiAlternatives\nfrom django.conf import settings\nfrom django.template.loader import get_template\n # Complete this line\nimport jwt\n\nfrom django.utils.encoding import force_bytes, force_text, DjangoUnicodeDecodeError\nfrom django.utils.http import urlsafe_base64_decode, urlsafe_base64_encode\nfrom django.contrib.sites.shortcuts import get_current_site\nfrom .utils import Util\nfrom rest_framework_simplejwt.tokens import RefreshToken\nfrom django.template import Context\nfrom django.http import HttpResponse, HttpResponseNotFound\nimport os\nimport re\nimport urllib\n\nfrom datetime import datetime\nimport random\nimport time\nclass SignupView(APIView):\n now = datetime.now()\n\n ... [57 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\nfrom django.urls import reverse"}]
| false
| null | null | null |
db6ec26c39a9f24fdd4d35e11407f85831432a46
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: from selenium import webdriver from time import sleep from selenium.webdriver.common.keys import Keys from selenium.webdriver.support import expected_conditions as EC from selenium.webdriver.common.by import By from selenium.webdriver.support.wait import WebDriverWait def Dm(driver,user,message): ''' This function is used to direct message a single user/group ''' driver.get('https://www.instagram.com/direct/inbox/') send_message_button = WebDriverWait(driver, 20).until(EC.element_to_be_clickable((By.XPATH, '//*[@id="react-root"]/section/div/div[2]/div/div/div[2]/div/div[3]/div/button'))).click() search_user = WebDriverWait(driver, 10).until(EC.element_to_be_clickable((By.XPATH, '/html/body/div[5]/div/div/div[2]/div[1]/div/div[2]/input'))) search_user.send_keys(user) selector = WebDriverWait(driver, 10).until(EC.element_to_be_clickable((By.XPATH, '/html/body/div[5]/div/div/div[2]/div[2]/div/div/div[3]/button/span'))).click() next_button = WebDriverWait(driver, 10).until(EC.element_to_be_clickable((By.XPATH, '/html/body/div[5]/div/div/div[1]/div/div[2]/div/button/div'))).click() try: text = WebDriverWait(driver, 10).until(EC.element_to_be_clickable((By.XPATH, '//*[@id="react-root"]/section/div/div[2]/div/div/div[2]/div[2]/div/div[2]/div/div/div[2]/textarea'))) text.send_keys(message) send = WebDriverWait(driver, 10).until(EC.element_to_be_clickable((By.XPATH, '//*[@id="react-root"]/section/div/div[2]/div/div/div[2]/div[2]/div/div[2]/div/div/div[3]/button'))).click() driver.get('https://www.instagram.com/direct/inbox/') except: print('No message sent to '+user) driver.get('https://www.instagram.com/direct/inbox/')
|
Code Review: โ ๏ธ Code quality: Unexpected indentation at line 13 Unexpected indentation at line 15 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 20 Unexpected indentation at line 22 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 31 Bare 'except:' catches all exceptions - be specific โจ Improvements: Line 14 too long (186 chars) - break into multiple lines Line 16 too long (149 chars) - break into multiple lines Line 19 too long (164 chars) - break into multiple lines Line 21 too long (159 chars) - break into multiple lines Line 24 too long (187 chars) - break into multiple lines Line 26 too long (193 chars) - break into multiple lines Remove debug print() at line 30 before production
|
intermediate
|
api
|
code_review
|
Pythoncode:Python
| 1
| 0
| 1,755
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom selenium import webdriver\nfrom time import sleep\nfrom selenium.webdriver.common.keys import Keys\nfrom selenium.webdriver.support import expected_conditions as EC\nfrom selenium.webdriver.common.by import By\nfrom selenium.webdriver.support.wait import WebDriverWait\n\n\ndef Dm(driver,user,message):\n ''' This function is used to direct message a single user/group '''\n\n driver.get('https://www.instagram.com/direct/inbox/')\n \n send_message_button = WebDriverWait(driver, 20).until(EC.element_to_be_clickable((By.XPATH, '//*[@id=\"react-root\"]/section/div/div[2]/div/div/div[2]/div/div[3]/div/button'))).click()\n \n search_user = WebDriverWait(driver, 10).until(EC.element_to_be_clickable((By.XPATH, '/html/body/div[5]/div/div/div[2]/div[1]/div/div[2]/input')))\n search_user.send_keys(user)\n \n selector = WebDriverWait(driver, 10).until(EC.element_to_be_clickable((By.XPATH, '/html/body/div[5]/div/div/div[2]/div[2]/div/div/div[3]/button/span'))).click()\n \n next_button = WebDriverWait(driver, 10).until(EC.element_to_be_clickable((By.XPATH, '/html/body/div[5]/div/div/div[1]/div/div[2]/div/button/div'))).click()\n \n try:\n text = WebDriverWait(driver, 10).until(EC.element_to_be_clickable((By.XPATH, '//*[@id=\"react-root\"]/section/div/div[2]/div/div/div[2]/div[2]/div/div[2]/div/div/div[2]/textarea')))\n text.send_keys(message)\n send = WebDriverWait(driver, 10).until(EC.element_to_be_clickable((By.XPATH, '//*[@id=\"react-root\"]/section/div/div[2]/div/div/div[2]/div[2]/div/div[2]/div/div/div[3]/button'))).click()\n driver.get('https://www.instagram.com/direct/inbox/')\n \n except:\n print('No message sent to '+user)\n driver.get('https://www.instagram.com/direct/inbox/')"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 13\n Unexpected indentation at line 15\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 20\n Unexpected indentation at line 22\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 31\n Bare 'except:' catches all exceptions - be specific\n\n\u2728 Improvements:\n Line 14 too long (186 chars) - break into multiple lines\n Line 16 too long (149 chars) - break into multiple lines\n Line 19 too long (164 chars) - break into multiple lines\n Line 21 too long (159 chars) - break into multiple lines\n Line 24 too long (187 chars) - break into multiple lines\n Line 26 too long (193 chars) - break into multiple lines\n Remove debug print() at line 30 before production"}]
| false
| null | null | null |
db7042284fa2b7f2b0d11816372b28c2a0aa4dd3
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import requests from datetime import datetime import json from extras import Day, Lesson class PasswordError(Exception): pass class LoginFailed(Exception): pass class MashovAPI: """ MashovAPI Originally made by Xiddoc. Project can be found here: https://github.com/Xiddoc/MashovAPI Modifications were made by me, Yotamefr. """ def __init__(self, username, **kwargs): """ Parameters ------------ username -> Represents the username ------------ There are some weird stuff here. I might clean it in a while Again, this code wasn't made by me, just modified by me """ self.url = "https://web.mashov.info/api/{}/" self.session = requests.Session() self.session.headers.update({'Accept': 'application/json, text/plain, */*', 'Referer': 'https://web.mashov.info/students/login', 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/83.0.4103.61 Safari/537.36', 'Content-Type': 'application/json'}) self.username = username self.auth_ID = 0 self.user_ID = self.auth_ID self.uid = self.auth_ID self.uID = self.auth_ID self.guid = self.auth_ID self.guID = self.auth_ID self.school_site = ""
|
self.moodle_site = "" self.school_name = "" self.last_name = "" self.first_name = "" self.class_name = "" self.last_pass = "" self.last_login = "" self.school_years = [] self.csrf_token = "" self.user_children = {} # Kwargs password if "password" in kwargs: self.password = kwargs["password"] else: self.password = False # Kwargs schoolData if "schoolData" in kwargs: self.school_data = kwargs["schoolData"] else: self.school_data = False # Kwargs schoolID if "schoolID" in kwargs: self.school_ID = kwargs["schoolID"] elif not self.school_data: self.school_data = self.get_schools() self.school_ID = self.get_school_ID_by_name(kwargs["schoolName"]) self.current_year = datetime.now().year + 1 ... [18 more functiondefs truncated] ...
|
advanced
|
api
|
code_completion
|
Pythoncode:Python
| 1
| 3
| 2,421
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport requests\nfrom datetime import datetime\nimport json\nfrom extras import Day, Lesson\n\n\nclass PasswordError(Exception):\n pass\n\n\nclass LoginFailed(Exception):\n pass\n\n\nclass MashovAPI:\n \"\"\"\n MashovAPI\n Originally made by Xiddoc. Project can be found here: https://github.com/Xiddoc/MashovAPI\n Modifications were made by me, Yotamefr.\n \"\"\"\n def __init__(self, username, **kwargs):\n \"\"\"\n Parameters\n ------------\n username -> Represents the username\n ------------\n\n\n There are some weird stuff here. I might clean it in a while\n Again, this code wasn't made by me, just modified by me\n \"\"\"\n self.url = \"https://web.mashov.info/api/{}/\"\n self.session = requests.Session()\n self.session.headers.update({'Accept': 'application/json, text/plain, */*',\n 'Referer': 'https://web.mashov.info/students/login',\n 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/83.0.4103.61 Safari/537.36',\n 'Content-Type': 'application/json'})\n self.username = username\n self.auth_ID = 0\n self.user_ID = self.auth_ID\n self.uid = self.auth_ID\n self.uID = self.auth_ID\n self.guid = self.auth_ID\n self.guID = self.auth_ID\n self.school_site = \"\""}, {"role": "assistant", "content": "\n self.moodle_site = \"\"\n self.school_name = \"\"\n self.last_name = \"\"\n self.first_name = \"\"\n self.class_name = \"\"\n self.last_pass = \"\"\n self.last_login = \"\"\n self.school_years = []\n self.csrf_token = \"\"\n self.user_children = {}\n # Kwargs password\n if \"password\" in kwargs:\n self.password = kwargs[\"password\"]\n else:\n self.password = False\n # Kwargs schoolData\n if \"schoolData\" in kwargs:\n self.school_data = kwargs[\"schoolData\"]\n else:\n self.school_data = False\n # Kwargs schoolID\n if \"schoolID\" in kwargs:\n self.school_ID = kwargs[\"schoolID\"]\n elif not self.school_data:\n self.school_data = self.get_schools()\n self.school_ID = self.get_school_ID_by_name(kwargs[\"schoolName\"])\n self.current_year = datetime.now().year + 1\n\n\n ... [18 more functiondefs truncated] ..."}]
| false
| null | null | null |
db7052a530fb46c3cf9935b4a0d738b78df5d9c6
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: def isOdd(n): '''Returns whether or not the integer argument is odd.''' #question 1: base_2 of 42: 101010 if n == 0: return False if n % 2 != 0: return True return False #question 2: if given an odd base-10 number, the least-significant bit of its base-2 representation will be a 1. #question 3: if given an even base-10 number, the least-significant bit of its base-2 representation will be a 0. #This is because 2^0 = 1, and that is the only way to make an odd number, by having a 1 in the least significant bit. #question 4: By eliminating the least significant bit, the original number decreases by a factor of 2, if the bit is a 0. #if the least significant bit is a 1, the original number is decreased by a factor of 2, - 1. #question 5: If N is odd, the base-2 of N is Y + "1". If N is even, the base-2 of N is Y + "0". #This is because to get from N base-10 to N base-2 you do successive division by 2, keeping the remainder, so given #the base-2 of all of the division except for the first, one must put that remainder in front, hence the answer given. def numToBinary(n): '''Precondition: integer argument is non-negative. Returns the string with the binary representation of non-negative integer n. If n is 0, the empty string is returned.''' if n == 0: return "" elif isOdd(n): return numToBinary(n // 2) + "1" else: return numToBinary(n // 2) + "0" #print(numToBinary(15)) def binaryToNum(s): '''Precondition: s is a string of 0s and 1s. Returns the integer corresponding to the binary representation in s. Note: the empty string represents 0.''' if s == "": return 0 return int(s[0])*(2**(len(s)-1)) + binaryToNum(s[1:]) #print(binaryToNum("1111") def addBin(s, numAdd, carry = 0): """adds 2 binary numbers""" if s == "" or numAdd == "": if carry == 0: return s + numAdd place = carry carry = 0 if s != "" and s[-1] == "1": carry = place place = 1 - place if numAdd != "" and numAdd[-1] == "1": carry += place place = 1 - place return addBin(s[:-1], numAdd[:-1], carry) + str(place) #print(addBin("100", "001", 0)) def makeEightBit(a): """makes a binary number 8 bit""" if len(a) == 8: print(str(a)) return str(a) elif len(a) > 8: #print(a[(len(a)-8):]) makeEightBit(a[(len(a)-8):]) else: makeEightBit("0" + a) return "" def increment(s): '''Precondition: s is a string of 8 bits. Returns the binary representation of binaryToNum(s) + 1.''' #numAdd = "00000001" dec = binaryToNum(s) dec += 1 answer = numToBinary(dec) #print(answer) if len(answer) > 8: return answer[(len(answer)-8):] answer = (8-len(answer))*"0" + answer return answer #print(increment("1110100000")) ... [3 more functiondefs truncated] ...
|
Syntax Analysis: Syntax Errors Found: โข Code truncated in middle of expression - unexpected EOF โข Unterminated string literal at line 20 โข Unclosed '(' at line 37 - expected ')' Fixes: โข Complete the expression on the last line โข Add closing quote at line 20 โข Add closing ')' bracket
|
advanced
|
machine_learning
|
syntax_repair
|
Pythoncode:Python
| 6
| 0
| 2,935
| false
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\ndef isOdd(n):\n '''Returns whether or not the integer argument is odd.'''\n #question 1: base_2 of 42: 101010\n if n == 0:\n return False\n if n % 2 != 0:\n return True\n return False\n\n#question 2: if given an odd base-10 number, the least-significant bit of its base-2 representation will be a 1.\n#question 3: if given an even base-10 number, the least-significant bit of its base-2 representation will be a 0.\n#This is because 2^0 = 1, and that is the only way to make an odd number, by having a 1 in the least significant bit.\n#question 4: By eliminating the least significant bit, the original number decreases by a factor of 2, if the bit is a 0.\n#if the least significant bit is a 1, the original number is decreased by a factor of 2, - 1.\n#question 5: If N is odd, the base-2 of N is Y + \"1\". If N is even, the base-2 of N is Y + \"0\".\n#This is because to get from N base-10 to N base-2 you do successive division by 2, keeping the remainder, so given\n#the base-2 of all of the division except for the first, one must put that remainder in front, hence the answer given.\n\ndef numToBinary(n):\n '''Precondition: integer argument is non-negative.\n Returns the string with the binary representation of non-negative integer n.\n If n is 0, the empty string is returned.'''\n if n == 0:\n return \"\"\n elif isOdd(n):\n return numToBinary(n // 2) + \"1\"\n else: return numToBinary(n // 2) + \"0\"\n#print(numToBinary(15))\n\ndef binaryToNum(s):\n '''Precondition: s is a string of 0s and 1s.\n Returns the integer corresponding to the binary representation in s.\n Note: the empty string represents 0.'''\n if s == \"\":\n return 0\n return int(s[0])*(2**(len(s)-1)) + binaryToNum(s[1:])\n#print(binaryToNum(\"1111\")\n\ndef addBin(s, numAdd, carry = 0):\n \"\"\"adds 2 binary numbers\"\"\"\n if s == \"\" or numAdd == \"\":\n if carry == 0:\n return s + numAdd\n place = carry\n carry = 0\n if s != \"\" and s[-1] == \"1\":\n carry = place\n place = 1 - place\n if numAdd != \"\" and numAdd[-1] == \"1\": \n carry += place\n place = 1 - place\n return addBin(s[:-1], numAdd[:-1], carry) + str(place)\n\n#print(addBin(\"100\", \"001\", 0))\n\ndef makeEightBit(a):\n \"\"\"makes a binary number 8 bit\"\"\"\n if len(a) == 8:\n print(str(a))\n return str(a)\n elif len(a) > 8:\n #print(a[(len(a)-8):])\n makeEightBit(a[(len(a)-8):])\n else:\n makeEightBit(\"0\" + a)\n return \"\"\n\ndef increment(s):\n '''Precondition: s is a string of 8 bits.\n Returns the binary representation of binaryToNum(s) + 1.'''\n #numAdd = \"00000001\"\n dec = binaryToNum(s)\n dec += 1\n answer = numToBinary(dec)\n #print(answer)\n if len(answer) > 8:\n return answer[(len(answer)-8):]\n answer = (8-len(answer))*\"0\" + answer\n return answer\n#print(increment(\"1110100000\"))\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 20\n \u2022 Unclosed '(' at line 37 - expected ')'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 20\n \u2022 Add closing ')' bracket"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
db705bf281d4e51af41d8edd5763fe3fe1cf7124
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/env python from math import * import sys def rotate(x, y, degrees): c = cos(pi * degrees / 180.0) s = sin(pi * degrees / 180.0) return x * c + y * s, y * c - x * s def move(verb, **kwargs): keys = kwargs.keys() keys.sort() words = [verb.upper()] for key in keys: words.append('%s%g' % (key.upper(), kwargs[key])) print ' '.join(words) def travel(**kwargs): move('G0', **kwargs) def linear(**kwargs): move('G1', **kwargs) def clockwise(**kwargs): move('G2', **kwargs) def up(): travel(z=8) def down(): linear(z=-2) def jump(**kwargs): up() travel(**kwargs) down() frame_width = 200 frame_height = 75 drill = 1.6 # 1/16 inch radius. extrusion = 15 motor_screw_grid = 31 motor_cutout_diameter = 22 motor_width = 42.2 motor_offset = 35 # Motor face to extrusion. motor_side, motor_bend = rotate(0, motor_offset + extrusion, 30) motor_side += extrusion/2 motor_side += extrusion/cos(pi/6) mc = motor_cutout_diameter/2 + drill #nema23 = 47.14 # Mounting screws center-to-center clover = 6 thickness = 0.0478 * 25.4 # 18 gauge steel. enable_perimeter = False print >> sys.stderr, 'thickness', thickness print >> sys.stderr, 'motor_bend', motor_bend print >> sys.stderr, 'motor_sid
|
Syntax Analysis: Syntax Errors Found: โข Code truncated in middle of expression - unexpected EOF โข Unterminated string literal at line 53 โข Unterminated string literal at line 53 Fixes: โข Complete the expression on the last line โข Add closing quote at line 53 โข Add closing quote to string literal
|
advanced
|
general
|
syntax_repair
|
Pythoncode:Python
| 9
| 0
| 1,251
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n\nfrom math import *\nimport sys\n\ndef rotate(x, y, degrees):\n c = cos(pi * degrees / 180.0)\n s = sin(pi * degrees / 180.0)\n return x * c + y * s, y * c - x * s\n\ndef move(verb, **kwargs):\n keys = kwargs.keys()\n keys.sort()\n words = [verb.upper()]\n for key in keys:\n words.append('%s%g' % (key.upper(), kwargs[key]))\n print ' '.join(words)\n\ndef travel(**kwargs): move('G0', **kwargs)\ndef linear(**kwargs): move('G1', **kwargs)\ndef clockwise(**kwargs): move('G2', **kwargs)\n\ndef up(): travel(z=8)\ndef down(): linear(z=-2)\n\ndef jump(**kwargs):\n up()\n travel(**kwargs)\n down()\n\nframe_width = 200\nframe_height = 75\ndrill = 1.6 # 1/16 inch radius.\n\nextrusion = 15\n\nmotor_screw_grid = 31\nmotor_cutout_diameter = 22\nmotor_width = 42.2\nmotor_offset = 35 # Motor face to extrusion.\nmotor_side, motor_bend = rotate(0, motor_offset + extrusion, 30)\nmotor_side += extrusion/2\nmotor_side += extrusion/cos(pi/6)\nmc = motor_cutout_diameter/2 + drill\n#nema23 = 47.14 # Mounting screws center-to-center\nclover = 6\n\nthickness = 0.0478 * 25.4 # 18 gauge steel.\nenable_perimeter = False\n\nprint >> sys.stderr, 'thickness', thickness\nprint >> sys.stderr, 'motor_bend', motor_bend\nprint >> sys.stderr, 'motor_sid"}, {"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 53\n \u2022 Unterminated string literal at line 53\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 53\n \u2022 Add closing quote to string literal"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
db713485817468ad0752428e7966eefdca79459b
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import torch from torchvision.datasets import MNIST from torchvision import transforms from torch.utils.data import DataLoader from scripts.utils import SyntheticNoiseDataset from models.babyunet import BabyUnet CHECKPOINTS_PATH = '../checkpoints/' mnist_test = MNIST('../inferred_data/MNIST', download=True, transform=transforms.Compose([ transforms.ToTensor(), ]), train=False) noisy_mnist_test = SyntheticNoiseDataset(mnist_test, 'test') data_loader = DataLoader(noisy_mnist_test, batch_size=256, shuffle=True) for x in range(0, 2 Error: SyntaxError / EOF
|
Fixed Code: import torch from torchvision.datasets import MNIST from torchvision import transforms from torch.utils.data import DataLoader from scripts.utils import SyntheticNoiseDataset from models.babyunet import BabyUnet CHECKPOINTS_PATH = '../checkpoints/' mnist_test = MNIST('../inferred_data/MNIST', download=True, transform=transforms.Compose([ transforms.ToTensor(), ]), train=False) noisy_mnist_test = SyntheticNoiseDataset(mnist_test, 'test') data_loader = DataLoader(noisy_mnist_test, batch_size=256, shuffle=True) for x in range(0, 200, 10): trained_model = BabyUnet() Explanation: Complete the truncated code structure
|
intermediate
|
testing
|
error_fixing
|
Pythoncode:Python
| 0
| 0
| 602
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport torch\nfrom torchvision.datasets import MNIST\n\nfrom torchvision import transforms\nfrom torch.utils.data import DataLoader\n\nfrom scripts.utils import SyntheticNoiseDataset\nfrom models.babyunet import BabyUnet\n\nCHECKPOINTS_PATH = '../checkpoints/'\n\nmnist_test = MNIST('../inferred_data/MNIST', download=True,\n transform=transforms.Compose([\n transforms.ToTensor(),\n ]), train=False)\nnoisy_mnist_test = SyntheticNoiseDataset(mnist_test, 'test')\ndata_loader = DataLoader(noisy_mnist_test, batch_size=256, shuffle=True)\n\nfor x in range(0, 2\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport torch\nfrom torchvision.datasets import MNIST\n\nfrom torchvision import transforms\nfrom torch.utils.data import DataLoader\n\nfrom scripts.utils import SyntheticNoiseDataset\nfrom models.babyunet import BabyUnet\n\nCHECKPOINTS_PATH = '../checkpoints/'\n\nmnist_test = MNIST('../inferred_data/MNIST', download=True,\n transform=transforms.Compose([\n transforms.ToTensor(),\n ]), train=False)\nnoisy_mnist_test = SyntheticNoiseDataset(mnist_test, 'test')\ndata_loader = DataLoader(noisy_mnist_test, batch_size=256, shuffle=True)\n\nfor x in range(0, 200, 10):\n trained_model = BabyUnet()\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db71abd1961c2779351e3978214beab6ac4916f7
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: # Script for data augmentation functions import numpy as np from collections import deque from PIL import Image import cv2 from data.config import * def imread_cv2(image_path): """ Read image_path with cv2 format (H, W, C) if image is '.gif' outputs is a numpy array of {0,1} """ image_format = image_path[-3:] if image_format == 'jpg': image = cv2.imread(image_path) else: image = np.array(Image.open(image_path)) return image def resize_cv2(image, heigh=1280, width=1918): return cv2.resize(image, (width, heigh), cv2.INTER_LINEAR) def image_to_tensor(image, mean=0, std=1.): """Transform image (input is numpy array, read in by cv2) """ if len(image.shape) == 2: image = image.reshape(image.shape[0], image.shape[1], 1) image = image.astype(np.float32) image = (image-mean)/std image = image.transpose((2,0,1)) tensor = torch.from_numpy(image) return tensor # --- Data Augmentation functions --- # # A lot of functions can be found here: # https://github.com/fchollet/keras/blob/master/keras/preprocessing/image.py#L223 ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: โข Complete the truncated code structure Example continuation: # transform image and label def randomHorizontalFlip(image, mask, p=0.5): """Do a random horizontal flip with probability p""" if np.random.random() < p: image = np.fliplr(image)
|
advanced
|
api
|
incomplete_code
|
Pythoncode:Python
| 8
| 0
| 1,118
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# Script for data augmentation functions\n\nimport numpy as np\nfrom collections import deque\nfrom PIL import Image\nimport cv2\nfrom data.config import *\n\ndef imread_cv2(image_path):\n \"\"\"\n Read image_path with cv2 format (H, W, C)\n if image is '.gif' outputs is a numpy array of {0,1}\n \"\"\"\n image_format = image_path[-3:]\n if image_format == 'jpg':\n image = cv2.imread(image_path)\n else:\n image = np.array(Image.open(image_path))\n\n return image\n\ndef resize_cv2(image, heigh=1280, width=1918):\n return cv2.resize(image, (width, heigh), cv2.INTER_LINEAR)\n\ndef image_to_tensor(image, mean=0, std=1.):\n \"\"\"Transform image (input is numpy array, read in by cv2) \"\"\"\n if len(image.shape) == 2:\n image = image.reshape(image.shape[0], image.shape[1], 1)\n image = image.astype(np.float32)\n image = (image-mean)/std\n image = image.transpose((2,0,1))\n tensor = torch.from_numpy(image)\n\n return tensor\n\n# --- Data Augmentation functions --- #\n# A lot of functions can be found here:\n# https://github.com/fchollet/keras/blob/master/keras/preprocessing/image.py#L223\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# transform image and label\ndef randomHorizontalFlip(image, mask, p=0.5):\n \"\"\"Do a random horizontal flip with probability p\"\"\"\n if np.random.random() < p:\n image = np.fliplr(image)"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db73a20804b8cf971455500dd1ae60cb3137e6bf
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: """ substitute_finder app custom templatetags module """ from django import template register = template.Library() @register.filter def range_tag(value, min_value=0): """ tag that return a range """ if value: return range(min_value, value) return range(min_value - 1)
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Logical Error Analysis: Error Type: OFF_BY_ONE Issue: Index or range is off by one Severity: MEDIUM Location: Line 16 Buggy code: return range(min_value - 1) Should be: return range(min_value) Explanation: Classic off-by-one error - will cause wrong iteration or index access Fix: Check loop bounds and array indices carefully
|
intermediate
|
general
|
logical_errors
|
Pythoncode:Python
| 1
| 0
| 299
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n\"\"\"\nsubstitute_finder app custom templatetags module\n\"\"\"\nfrom django import template\n\nregister = template.Library()\n\n\n@register.filter\ndef range_tag(value, min_value=0):\n \"\"\"\n tag that return a range\n \"\"\"\n if value:\n return range(min_value, value)\n return range(min_value - 1)"}, {"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 16\n\n Buggy code:\n return range(min_value - 1)\n\n Should be:\n return range(min_value)\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
|
db73bf308ebc49eac8469a2ce4652a4342c9902b
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from django.shortcuts import render, redirect, get_object_or_404 from django.urls import reverse_lazy from django import views from django.views import generic as g_views from django.views.generic import base as b_views, edit as e_views from .. import forms, models class NewEnvView(e_views.CreateView): model = models.Environment fields = ['name', 'abbrev'] success_url = reverse_lazy('home') class EnvMixin(b_views.ContextMixin): def setup(self, request, *args, **kwargs): super().setup(request, *args, **kwargs) self.env = get_object_or_404(models.Environment, abbrev=kwargs['env_abbrev']) def url_vars(self): return {'env_abbrev': self.env.abbrev} def get_context_data(self, **kwargs): return super().get_context_data(env=self.env, **kwargs) class MaybeEnvMixin(b_views.ContextMixin): def setup(self, request, *args, **kwargs): super().setup(request, *args, **kwargs) self.env = models.Environment.objects.get(abbrev=request.GET['env']) def url_vars(self): return {'env_abbrev': self.env.abbrev if self.env else None} def get_context_data(self, **kwargs): context = super().get_context_data(**kwargs) if self.env: context.update(env=s
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: โข Code truncated in middle of expression - unexpected EOF โข Unclosed '(' at line 39 - expected ')' โข SyntaxError: '(' was never closed at line 39 Fix: Complete the truncated code structure
|
advanced
|
api
|
error_detection
|
Pythoncode:Python
| 8
| 5
| 1,269
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom django.shortcuts import render, redirect, get_object_or_404\nfrom django.urls import reverse_lazy\nfrom django import views\nfrom django.views import generic as g_views\nfrom django.views.generic import base as b_views, edit as e_views\n\nfrom .. import forms, models\n\n\nclass NewEnvView(e_views.CreateView):\n model = models.Environment\n fields = ['name', 'abbrev']\n success_url = reverse_lazy('home')\n\n\nclass EnvMixin(b_views.ContextMixin):\n def setup(self, request, *args, **kwargs):\n super().setup(request, *args, **kwargs)\n self.env = get_object_or_404(models.Environment, abbrev=kwargs['env_abbrev'])\n\n def url_vars(self):\n return {'env_abbrev': self.env.abbrev}\n\n def get_context_data(self, **kwargs):\n return super().get_context_data(env=self.env, **kwargs)\n\n\nclass MaybeEnvMixin(b_views.ContextMixin):\n def setup(self, request, *args, **kwargs):\n super().setup(request, *args, **kwargs)\n self.env = models.Environment.objects.get(abbrev=request.GET['env'])\n\n def url_vars(self):\n return {'env_abbrev': self.env.abbrev if self.env else None}\n\n def get_context_data(self, **kwargs):\n context = super().get_context_data(**kwargs)\n if self.env:\n context.update(env=s"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '(' at line 39 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 39\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db74905cc0d77c3c1aff987d3c4f57d66e26cc16
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from load_las_data import LoadLasData from altair_log_plot import AltAirLogPlot from load_shapefile_data import LoadS
|
Syntax Analysis: Syntax Errors Found: โข Code truncated in middle of expression - unexpected EOF Fixes: โข Complete the expression on the last line
|
beginner
|
machine_learning
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 117
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom load_las_data import LoadLasData\nfrom altair_log_plot import AltAirLogPlot\nfrom load_shapefile_data import LoadS"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n\n Fixes:\n \u2022 Complete the expression on the last line"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db752d631ccf3257bd962fe18b4682f3220a6fa6
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import pickle import pandas as pd from typing import List, Tuple def load_libofc_df(data_path): def tuple_to_df(data: List[Tuple]) -> pd.DataFrame: return pd.DataFrame(data, columns=["class", "title", "synopsis", "id"]) with open(data_path, 'rb') as f: classes = pickle.load(f)
|
Syntax Analysis:
|
intermediate
|
testing
|
syntax_repair
|
Pythoncode:Python
| 2
| 0
| 311
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport pickle\nimport pandas as pd\nfrom typing import List, Tuple\n\ndef load_libofc_df(data_path):\n def tuple_to_df(data: List[Tuple]) -> pd.DataFrame:\n return pd.DataFrame(data, columns=[\"class\", \"title\", \"synopsis\", \"id\"])\n\n with open(data_path, 'rb') as f:\n classes = pickle.load(f)"}, {"role": "assistant", "content": " Syntax Analysis:"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
db76b4e07eb1879ec4babded5e9e5a77166fce6b
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import xadmin from users.models import VerifyCode from xadmin import views class BaseSetting(object): # ๆทปๅ ไธป้ขๅ่ฝ enable_themes = True user_bootswatch = True class GlobalSettings(object: # ๅ
จๅฑ้
็ฝฎ๏ผๅ็ซฏ็ฎก็ๆ ้ขๅ้กต่ site_title = 'ๅคฉๅคฉ็้ฒๅๅฐ็ฎก็' site_footer = 'https://www.qnmlgb.top/' # ่ๅๆถ็ผฉ menu_style = 'accordion' class VerifyCodeAdmin(object): list_display = ['code', 'mobile', 'add_time'] xadmin.site.register(VerifyCode, VerifyCodeAdmin) xadmin.site.register(views.BaseAdminView, BaseSetting) xadmin.site.register(views.CommAdminView, GlobalSettings)
|
Syntax Analysis: Syntax Errors Found: โข Unclosed '(' at line 12 - expected ')' โข Invalid syntax at line 12: class GlobalSettings(object: Fixes: โข Add closing ')' bracket โข Review syntax near the error location
|
advanced
|
api
|
syntax_repair
|
Pythoncode:Python
| 0
| 3
| 607
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport xadmin\r\nfrom users.models import VerifyCode\r\nfrom xadmin import views\r\n\r\n\r\nclass BaseSetting(object):\r\n # \u6dfb\u52a0\u4e3b\u9898\u529f\u80fd\r\n enable_themes = True\r\n user_bootswatch = True\r\n\r\n\r\nclass GlobalSettings(object:\r\n # \u5168\u5c40\u914d\u7f6e\uff0c\u540e\u7aef\u7ba1\u7406\u6807\u9898\u548c\u9875\u811a\r\n site_title = '\u5929\u5929\u751f\u9c9c\u540e\u53f0\u7ba1\u7406'\r\n site_footer = 'https://www.qnmlgb.top/'\r\n # \u83dc\u5355\u6536\u7f29\r\n menu_style = 'accordion'\r\n\r\n\r\nclass VerifyCodeAdmin(object):\r\n list_display = ['code', 'mobile', 'add_time']\r\n\r\n\r\nxadmin.site.register(VerifyCode, VerifyCodeAdmin)\r\nxadmin.site.register(views.BaseAdminView, BaseSetting)\r\nxadmin.site.register(views.CommAdminView, GlobalSettings)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 12 - expected ')'\n \u2022 Invalid syntax at line 12: class GlobalSettings(object:\n\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review syntax near the error location"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
db7701392b667ccf9ad8bc520bcd09b9ef9711c5
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: ### Load necessary libraries ### import numpy as np from sklearn.model_selection import KFold from sklearn.metrics import accuracy_score import tensorflow as tf from tensorflow import keras from sklearn.metrics import ConfusionMatrixDisplay model = get_network() model.summary() ### Train and evaluate via 10-Folds cross-validation ### accuracies = [] folds = np.array(['fold1','fold2','fold3','fold4', 'fold5','fold6','fold7','fold8', 'fold9','fold10']) load_dir = "UrbanSounds8K/processed/" kf = KFold(n_splits=10) for train_index, test_index in kf.split(folds): x_train, y_train = [], [] for ind in train_index: # read features or segments of an audio file train_data = np.load("{0}/{1}.npz".format(load_dir,folds[ind]), allow_pickle=True) # for training stack all the segments so that they are treated as an example/instance features = np.concatenate(train_data["features"], axis=0) labels = np.concatenate(train_data["labels"], axis=0) x_train.append(features) y_train.append(labels) # stack x,y pairs of all training folds x_train = np.concatenate(x_train, axis = 0).astype(np.float32) y_train = np.concatenate(y_train, axis = 0).astype(np.float32) # for testing we will make predictions on each segment and average them to # produce single label for an entire sound clip. test_data = np.load("{0}/{1}.npz".format(load_dir, folds[test_index][0]), allow_pickle=True) x_test = test_data["features"] y_test = test_data["labels"] log_dir="logs/fit/" + folds[test_index][0] tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1) model = get_network() model.fit(x_train, y_train, epochs = 20, batch_size = 64, verbose = 1, validation_split=0.2, use_multiprocessing=True, workers=8, callbacks=[tensorboard_callback]) # evaluate on test set/fold y_true, y_pred = [], [] for x, y in zip(x_test, y_test): # average predictions over segments of a sound clip ... code continues ...
|
Completion: Missing: For block is incomplete - body missing To complete: โข Add body to For block or use 'pass' statement Example continuation: avg_p = np.argmax(np.mean(model.predict(x), axis = 0)) y_pred.append(avg_p) # pick single label via np.unique for a sound clip y_true.append(np.unique(y)[0]) accuracies.append(accuracy_score(y_true, y_pred))
|
intermediate
|
testing
|
incomplete_code
|
Pythoncode:Python
| 0
| 0
| 2,134
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n### Load necessary libraries ###\n\nimport numpy as np\nfrom sklearn.model_selection import KFold\nfrom sklearn.metrics import accuracy_score\n\nimport tensorflow as tf\nfrom tensorflow import keras\n\nfrom sklearn.metrics import ConfusionMatrixDisplay\n\nmodel = get_network()\nmodel.summary()\n\n### Train and evaluate via 10-Folds cross-validation ###\naccuracies = []\nfolds = np.array(['fold1','fold2','fold3','fold4',\n 'fold5','fold6','fold7','fold8',\n 'fold9','fold10'])\nload_dir = \"UrbanSounds8K/processed/\"\nkf = KFold(n_splits=10)\nfor train_index, test_index in kf.split(folds):\n x_train, y_train = [], []\n for ind in train_index:\n # read features or segments of an audio file\n train_data = np.load(\"{0}/{1}.npz\".format(load_dir,folds[ind]), \n allow_pickle=True)\n # for training stack all the segments so that they are treated as an example/instance\n features = np.concatenate(train_data[\"features\"], axis=0) \n labels = np.concatenate(train_data[\"labels\"], axis=0)\n x_train.append(features)\n y_train.append(labels)\n\n # stack x,y pairs of all training folds \n x_train = np.concatenate(x_train, axis = 0).astype(np.float32)\n y_train = np.concatenate(y_train, axis = 0).astype(np.float32)\n \n # for testing we will make predictions on each segment and average them to \n # produce single label for an entire sound clip.\n test_data = np.load(\"{0}/{1}.npz\".format(load_dir,\n folds[test_index][0]), allow_pickle=True)\n x_test = test_data[\"features\"]\n y_test = test_data[\"labels\"]\n\n log_dir=\"logs/fit/\" + folds[test_index][0]\n tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1)\n\n model = get_network()\n model.fit(x_train, y_train, epochs = 20, batch_size = 64, verbose = 1, validation_split=0.2,\n use_multiprocessing=True, workers=8, callbacks=[tensorboard_callback])\n \n # evaluate on test set/fold\n y_true, y_pred = [], []\n for x, y in zip(x_test, y_test):\n # average predictions over segments of a sound clip\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: For block is incomplete - body missing\n\n To complete:\n \u2022 Add body to For block or use 'pass' statement\n\n Example continuation:\n avg_p = np.argmax(np.mean(model.predict(x), axis = 0))\n y_pred.append(avg_p) \n # pick single label via np.unique for a sound clip\n y_true.append(np.unique(y)[0]) \n accuracies.append(accuracy_score(y_true, y_pred))"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
db777f4b56a68caa06eca0c2b86f08c668527cb4
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: class Solution: def destCity(self, paths: List[List[str]]) -> str: bads = set() cities = set() for u, v in paths:
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: โข Block at line 5 has no body - expected indented block โข IndentationError at line 5 Fix: Complete the truncated code structure
|
intermediate
|
oop
|
error_detection
|
Pythoncode:Python
| 1
| 1
| 141
| false
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass Solution:\n def destCity(self, paths: List[List[str]]) -> str:\n bads = set()\n cities = set()\n for u, v in paths:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 5 has no body - expected indented block\n \u2022 IndentationError at line 5\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db77a4da0f8fc3044cf961cfd37d6efdc53cb0ed
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import os import pprint import subprocess import time from typing import Dict, List from kubernetes.client import ( def get_env_vars(env_resources: Dict[str, str]) -> List[V1EnvVar]: res = [] for name, resource in env_resources.items(): res.append( V1EnvVar( # this is used by some functions of operator-sdk # it uses this environment variable to get the pods name=name, value_from=V1EnvVarSource( resource_field_ref=V1ResourceFieldSelector( container_name="main", resource=resource, divisor="1m" if "cpu" in resource else "1", ) ), ) ) return res kubernetes_vars = get_env_vars( { "LOCAL_STORAGE": "requests.ephemeral-storage", "LOCAL_STORAGE_LIMIT": "limits.ephemeral-storage", "CPU": "requests.cpu", "CPU_LIMIT": "limits.cpu", "MEMORY": "requests.memory", "MEMORY_LIMIT": "limits.memory", } ) kubernetes_vars.append( V1EnvVar( name="MY_POD_NAME", value_from=V1EnvVarSource( field_ref=V1ObjectFieldSelector(field_path="metadata.name") ), ) ) annotations = { "metaflow.org/flow_name": "MF_NAME", "metaflow.org/step": "MF_STEP", "metaflow.org/run_id": "MF_RUN_ID", "metaflow.org/experiment": "MF_EXPERIMENT", "metaflow.org/tag_metaflow_test": "MF_TAG_METAFLOW_TEST", "metaflow.org/tag_test_t1": "MF_TAG_TEST_T1", } for annotation, env_name in annotations.items(): kubernetes_vars.append( V1EnvVar( name=env_name,
|
value_from=V1EnvVarSource( field_ref=V1ObjectFieldSelector( field_path=f"metadata.annotations['{annotation}']" ) ), ) ) labels = { "aip.zillowgroup.net/kfp-pod-default": "KF_POD_DEFAULT", "tags.ledger.zgtools.net/ai-flow-name": "AI_FLOW_NAME", "tags.ledger.zgtools.net/ai-step-name": "AI_STEP_NAME", "tags.ledger.zgtools.net/ai-experiment-name": "AI_EXPERIMENT_NAME", } for label, env_name in labels.items(): kubernetes_vars.append( V1EnvVar( name=env_name, value_from=V1EnvVarSource( field_ref=V1ObjectFieldSelector( field_path=f"metadata.labels['{label}']" ) ), ) ) class ResourcesFlow(FlowSpec): @resources( local_storage="242", cpu="0.6", memory="1G", ) @environment( # pylint: disable=E1102 vars={"MY_ENV": "value"}, kubernetes_vars=kubernetes_vars ) @step ... [7 more functiondefs truncated] ...
|
advanced
|
testing
|
code_completion
|
Pythoncode:Python
| 1
| 1
| 2,790
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport os\nimport pprint\nimport subprocess\nimport time\nfrom typing import Dict, List\n\nfrom kubernetes.client import (\ndef get_env_vars(env_resources: Dict[str, str]) -> List[V1EnvVar]:\n res = []\n for name, resource in env_resources.items():\n res.append(\n V1EnvVar(\n # this is used by some functions of operator-sdk\n # it uses this environment variable to get the pods\n name=name,\n value_from=V1EnvVarSource(\n resource_field_ref=V1ResourceFieldSelector(\n container_name=\"main\",\n resource=resource,\n divisor=\"1m\" if \"cpu\" in resource else \"1\",\n )\n ),\n )\n )\n return res\n\n\nkubernetes_vars = get_env_vars(\n {\n \"LOCAL_STORAGE\": \"requests.ephemeral-storage\",\n \"LOCAL_STORAGE_LIMIT\": \"limits.ephemeral-storage\",\n \"CPU\": \"requests.cpu\",\n \"CPU_LIMIT\": \"limits.cpu\",\n \"MEMORY\": \"requests.memory\",\n \"MEMORY_LIMIT\": \"limits.memory\",\n }\n)\nkubernetes_vars.append(\n V1EnvVar(\n name=\"MY_POD_NAME\",\n value_from=V1EnvVarSource(\n field_ref=V1ObjectFieldSelector(field_path=\"metadata.name\")\n ),\n )\n)\n\nannotations = {\n \"metaflow.org/flow_name\": \"MF_NAME\",\n \"metaflow.org/step\": \"MF_STEP\",\n \"metaflow.org/run_id\": \"MF_RUN_ID\",\n \"metaflow.org/experiment\": \"MF_EXPERIMENT\",\n \"metaflow.org/tag_metaflow_test\": \"MF_TAG_METAFLOW_TEST\",\n \"metaflow.org/tag_test_t1\": \"MF_TAG_TEST_T1\",\n}\nfor annotation, env_name in annotations.items():\n kubernetes_vars.append(\n V1EnvVar(\n name=env_name,"}, {"role": "assistant", "content": "\n value_from=V1EnvVarSource(\n field_ref=V1ObjectFieldSelector(\n field_path=f\"metadata.annotations['{annotation}']\"\n )\n ),\n )\n )\n\nlabels = {\n \"aip.zillowgroup.net/kfp-pod-default\": \"KF_POD_DEFAULT\",\n \"tags.ledger.zgtools.net/ai-flow-name\": \"AI_FLOW_NAME\",\n \"tags.ledger.zgtools.net/ai-step-name\": \"AI_STEP_NAME\",\n \"tags.ledger.zgtools.net/ai-experiment-name\": \"AI_EXPERIMENT_NAME\",\n}\nfor label, env_name in labels.items():\n kubernetes_vars.append(\n V1EnvVar(\n name=env_name,\n value_from=V1EnvVarSource(\n field_ref=V1ObjectFieldSelector(\n field_path=f\"metadata.labels['{label}']\"\n )\n ),\n )\n )\n\n\nclass ResourcesFlow(FlowSpec):\n @resources(\n local_storage=\"242\",\n cpu=\"0.6\",\n memory=\"1G\",\n )\n @environment( # pylint: disable=E1102\n vars={\"MY_ENV\": \"value\"}, kubernetes_vars=kubernetes_vars\n )\n @step\n\n ... [7 more functiondefs truncated] ..."}]
| false
| null | null | null |
db77b07e8a875d39eb972f8b432c0f0db96a2c4f
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- def load_config(config_file, cities): """ Load config parameters from file :param config_file: :param cities: :return: """ if not os.path.exists(config_file): print("ERROR: Config file {} does not exist.".format(config_file)) else: with open(config_file, 'r') as src: config = yaml.load(src, Loader=yaml.FullLoader) config_cities = config["locations"] config_cities = {city: config_cities[city] for city in cities} return config_cities def load_data(cities, data_dir): """ Load data into notebook from file :return: """ loaded_tags_dfs = [] loaded_context_dfs = [] for city in cities: ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: โข Complete the truncated code structure Example continuation: print("Loading {}...".format(city)) # Check paths tags_file = os.path.join(data_dir, city, "{}_tags.json".format(city)) context_file = os.path.join(data_dir, city, "{}_context.geojson".format(city))
|
intermediate
|
database
|
incomplete_code
|
Pythoncode:Python
| 3
| 0
| 740
| false
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\ndef load_config(config_file, cities):\n \"\"\"\n Load config parameters from file\n :param config_file:\n :param cities:\n :return:\n \"\"\"\n if not os.path.exists(config_file):\n print(\"ERROR: Config file {} does not exist.\".format(config_file))\n else:\n with open(config_file, 'r') as src:\n config = yaml.load(src, Loader=yaml.FullLoader)\n config_cities = config[\"locations\"]\n config_cities = {city: config_cities[city] for city in cities}\n return config_cities\n\n\ndef load_data(cities, data_dir):\n \"\"\"\n Load data into notebook from file\n :return:\n \"\"\"\n loaded_tags_dfs = []\n loaded_context_dfs = []\n for city in cities:\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 print(\"Loading {}...\".format(city))\n\n # Check paths\n tags_file = os.path.join(data_dir, city, \"{}_tags.json\".format(city))\n context_file = os.path.join(data_dir, city, \"{}_context.geojson\".format(city))"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db79520622b9fcae917edbc819e1d1c2cae17bf8
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. import abc from oslo_config import cfg import six from keystoneclient.auth.identity.v3 import base from keystoneclient.auth.identity.v3 import token class FederatedBaseAuth(base.BaseAuth): rescoping_plugin = token.Token def __init__(self, auth_url, identity_provider, protocol, **kwargs): """Class constructor accepting following parameters: :param auth_url: URL of the Identity Service :type auth_url: string :param identity_provider: name of the Identity Provider the client will authenticate against. This parameter will be used to build a dynamic URL used to obtain unscoped OpenStack token. :type identity_provider: string """ super(FederatedBaseAuth, self).__init__(auth_url=auth_url, **kwargs) self.identity_provider = identity_provider self.protocol = protocol @classmethod def get_options(cls): options = super(FederatedBaseAuth, cls).get_options() options.extend([ cfg.StrOpt('identity-provider', help="Identity Provider's name"), cfg.StrOpt('protocol', help='Protocol for federated plugin'), ]) return options @property def federated_token_url(self): """Full URL where authorization data is sent.""" values = { 'host': self.auth_url.rstrip('/'), 'identity_provider': self.identity_provider, 'protocol': self.protocol } url = ("%(host)s/OS-FEDERATION/identity_providers/" "%(identity_provider)s/protocols/%(protocol)s/auth") url = url % values return url def _get_scoping_data(self): return {'trust_id': self.trust_id, 'domain_id': self.domain_id, 'domain_name': self.domain_name, 'project_id': self.project_id, 'project_name': self.project_name, 'project_domain_id': self.project_domain_id, 'project_domain_name': self.project_domain_name} ... [2 more functiondefs truncated] ...
|
Code analysis results: ๐ด Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 26 Block at line 21 has no indented body Block at line 26 has no indented body Invalid syntax at line 78: ... [2 more functiondefs truncated] ... โ ๏ธ Warnings: Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 ๐ก Suggestions: Complete the expression on the last line Add closing quote at line 26 Review syntax near the error location
|
advanced
|
api
|
debugging
|
Pythoncode:Python
| 4
| 1
| 2,765
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\n\nimport abc\n\nfrom oslo_config import cfg\nimport six\n\nfrom keystoneclient.auth.identity.v3 import base\nfrom keystoneclient.auth.identity.v3 import token\n\nclass FederatedBaseAuth(base.BaseAuth):\n\n rescoping_plugin = token.Token\n\n def __init__(self, auth_url, identity_provider, protocol, **kwargs):\n \"\"\"Class constructor accepting following parameters:\n\n :param auth_url: URL of the Identity Service\n :type auth_url: string\n :param identity_provider: name of the Identity Provider the client\n will authenticate against. This parameter\n will be used to build a dynamic URL used to\n obtain unscoped OpenStack token.\n :type identity_provider: string\n\n \"\"\"\n super(FederatedBaseAuth, self).__init__(auth_url=auth_url, **kwargs)\n self.identity_provider = identity_provider\n self.protocol = protocol\n\n @classmethod\n def get_options(cls):\n options = super(FederatedBaseAuth, cls).get_options()\n\n options.extend([\n cfg.StrOpt('identity-provider',\n help=\"Identity Provider's name\"),\n cfg.StrOpt('protocol',\n help='Protocol for federated plugin'),\n ])\n\n return options\n\n @property\n def federated_token_url(self):\n \"\"\"Full URL where authorization data is sent.\"\"\"\n values = {\n 'host': self.auth_url.rstrip('/'),\n 'identity_provider': self.identity_provider,\n 'protocol': self.protocol\n }\n url = (\"%(host)s/OS-FEDERATION/identity_providers/\"\n \"%(identity_provider)s/protocols/%(protocol)s/auth\")\n url = url % values\n\n return url\n\n def _get_scoping_data(self):\n return {'trust_id': self.trust_id,\n 'domain_id': self.domain_id,\n 'domain_name': self.domain_name,\n 'project_id': self.project_id,\n 'project_name': self.project_name,\n 'project_domain_id': self.project_domain_id,\n 'project_domain_name': self.project_domain_name}\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 26\n Block at line 21 has no indented body\n Block at line 26 has no indented body\n Invalid syntax at line 78: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 26\n Review syntax near the error location"}]
| false
| null | null | null |
db7ad2b92a14b73e461a5d252d3a7ab245920c9f
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from warnings import warn from tables.utilsextension import * _warnmsg = ("utilsExtension is pending deprecation, import utilsextension instead. " "You may use the pt2to3 tool to update your source code.") warn(_warnmsg, DeprecationWarning, stacklevel=2)
|
This code demonstrates Pythoncode:Python programming.
|
intermediate
|
general
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 274
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom warnings import warn\r\nfrom tables.utilsextension import *\r\n\r\n_warnmsg = (\"utilsExtension is pending deprecation, import utilsextension instead. \"\r\n \"You may use the pt2to3 tool to update your source code.\")\r\nwarn(_warnmsg, DeprecationWarning, stacklevel=2)"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
db7bb396855ddfa537f07ed9527e3bc449422f2a
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: #!/usr/bin/env python3 # The format of your own localizable method. # This is an example of '"string".localized' SUFFIX = '.localized' KEY = r'"(?:\\.|[^"\\])*"' LOCALIZABLE_RE = r'%s%s' % (KEY, SUFFIX) # Specify the path of localizable files in project. LOCALIZABLE_FILE_PATH = '' LOCALIZABLE_FILE_NAMES = ['Localizable'] LOCALIZABLE_FILE_TYPES = ['strings'] # File types of source file. SEARCH_TYPES = ['swift', 'm', 'json'] SOURCE_FILE_EXCLUSIVE_PATHS = [ 'Assets.xcassets', 'Carthage', 'ThirdParty', 'Pods', 'Media.xcassets', 'Framework', 'bin'] LOCALIZABLE_FILE_EXCLUSIVE_PATHS = ['Carthage', 'ThirdParty', 'Pods', 'Framework', 'bin'] LOCALIZABLE_FORMAT_RE = r'"(?:\\.|[^"\\])*"\s*=\s*"(?:\\.|[^"\\])*";\n' DEFAULT_TARGET_PATH = 'generated.strings'
|
Code Review: โ Critical issues: Unterminated string literal at line 6 โ ๏ธ Code quality: Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 20 โจ Improvements: Add closing quote at line 6
|
intermediate
|
database
|
code_review
|
Pythoncode:Python
| 0
| 0
| 802
| false
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#!/usr/bin/env python3\n\n# The format of your own localizable method.\n# This is an example of '\"string\".localized'\nSUFFIX = '.localized'\nKEY = r'\"(?:\\\\.|[^\"\\\\])*\"'\nLOCALIZABLE_RE = r'%s%s' % (KEY, SUFFIX)\n\n# Specify the path of localizable files in project.\nLOCALIZABLE_FILE_PATH = ''\nLOCALIZABLE_FILE_NAMES = ['Localizable']\nLOCALIZABLE_FILE_TYPES = ['strings']\n\n# File types of source file.\nSEARCH_TYPES = ['swift', 'm', 'json']\nSOURCE_FILE_EXCLUSIVE_PATHS = [\n 'Assets.xcassets', 'Carthage', 'ThirdParty',\n 'Pods', 'Media.xcassets', 'Framework', 'bin']\nLOCALIZABLE_FILE_EXCLUSIVE_PATHS = ['Carthage', 'ThirdParty',\n 'Pods', 'Framework', 'bin']\n\nLOCALIZABLE_FORMAT_RE = r'\"(?:\\\\.|[^\"\\\\])*\"\\s*=\\s*\"(?:\\\\.|[^\"\\\\])*\";\\n'\nDEFAULT_TARGET_PATH = 'generated.strings'"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 6\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 20\n\n\u2728 Improvements:\n Add closing quote at line 6"}]
| false
| null | null | null |
db7cbd4afe84d62fa37ba5ff4602788af4116b50
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from dashboard_analytics.models import AccountType, InstrumentType, Account, Transaction
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
beginner
|
machine_learning
|
error_detection
|
Pythoncode:Python
| 1
| 0
| 89
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom dashboard_analytics.models import AccountType, InstrumentType, Account, Transaction"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db7ce31c6a43ef5813c6d71caa6c1ea9655847e6
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: #!/usr/bin/env python """ Add all (potentially gigantic) histograms in a group of files. """ import dashi import tables import os, sys, operator, shutil from optparse import OptionParser parser = OptionParser(usage="%prog [OPTIONS] infiles outfile", description=__doc__) parser.add_option("--blocksize", dest="blocksize", type=int, default=2048) opts, args = parser.parse_args() if len(args) < 2: parser.error("You must specify at least one output and one input file") infiles, outfile = args[:-1], args[-1] if os.path.exists(outfile): parser.error("%s already exists!" % outfile) shutil.copy(infiles[0], outfile) from collections import defaultdict paths = defaultdict(list) for fname in infiles[1:]: with tables.openFile(fname) as hdf: for group in hdf.walkNodes(where='/', classname='Group'): if 'ndim' in group._v_attrs: # a dashi histogram path = group._v_pathname paths[path].append(fname) def histadd(sourceGroup, destGroup, blocksize=1): """ Add dashi histograms stored in HDF5 groups :param blocksize: operate on blocksize I/O chunks at a time """ for arr in '_h_bincontent', '_h_squaredweights': source = sourceGroup._v_children[arr] dest = destGroup._v_children[arr] chunksize = blocksize*reduce(operator.mul, dest.chunkshape) size = reduce(operator.mul, dest.shape) for i in range(0, size, chunksize): dest[i:i+chunksize] += source[i:i+chunksize] for prop in 'nentries', 'nans', 'nans_wgt', 'nans_sqwgt': destGroup._v_attrs[prop] += sourceGroup._v_attrs[prop] with tables.openFile(outfile, 'a') as ohdf: for path, fnames in paths.iteritems(): print(path) destGroup = ohdf.getNode(path) for fname in fnames: with tables.openFile(fname) as hdf: histadd(hdf.getNode(path), destGroup, opts.blocksize)
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
oop
|
refactoring
|
Pythoncode:Python
| 1
| 0
| 1,771
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#!/usr/bin/env python\n\n\"\"\"\nAdd all (potentially gigantic) histograms in a group of files.\n\"\"\"\n\nimport dashi\nimport tables\nimport os, sys, operator, shutil\n\nfrom optparse import OptionParser\nparser = OptionParser(usage=\"%prog [OPTIONS] infiles outfile\", description=__doc__)\nparser.add_option(\"--blocksize\", dest=\"blocksize\", type=int, default=2048)\n\nopts, args = parser.parse_args()\nif len(args) < 2:\n\tparser.error(\"You must specify at least one output and one input file\")\ninfiles, outfile = args[:-1], args[-1]\n\nif os.path.exists(outfile):\n\tparser.error(\"%s already exists!\" % outfile)\n\nshutil.copy(infiles[0], outfile)\n\nfrom collections import defaultdict\npaths = defaultdict(list)\nfor fname in infiles[1:]:\n\twith tables.openFile(fname) as hdf:\n\t\tfor group in hdf.walkNodes(where='/', classname='Group'):\n\t\t\tif 'ndim' in group._v_attrs: # a dashi histogram\n\t\t\t\tpath = group._v_pathname\n\t\t\t\tpaths[path].append(fname)\n\ndef histadd(sourceGroup, destGroup, blocksize=1):\n\t\"\"\"\n\tAdd dashi histograms stored in HDF5 groups\n\t\n\t:param blocksize: operate on blocksize I/O chunks at a time\n\t\"\"\"\n\tfor arr in '_h_bincontent', '_h_squaredweights':\n\t\tsource = sourceGroup._v_children[arr]\n\t\tdest = destGroup._v_children[arr]\n\t\tchunksize = blocksize*reduce(operator.mul, dest.chunkshape)\n\t\tsize = reduce(operator.mul, dest.shape)\n\t\tfor i in range(0, size, chunksize):\n\t\t\tdest[i:i+chunksize] += source[i:i+chunksize]\n\tfor prop in 'nentries', 'nans', 'nans_wgt', 'nans_sqwgt':\n\t\tdestGroup._v_attrs[prop] += sourceGroup._v_attrs[prop]\n\nwith tables.openFile(outfile, 'a') as ohdf:\n\tfor path, fnames in paths.iteritems():\n\t\tprint(path)\n\t\tdestGroup = ohdf.getNode(path)\n\t\tfor fname in fnames:\n\t\t\twith tables.openFile(fname) as hdf:\n\t\t\t\thistadd(hdf.getNode(path), destGroup, opts.blocksize)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
db7dbf749958b5f62cb5ff7deb97ed3b8e66afdf
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: import datetime class ProcrastinateException(Exception): """ Unexpected Procrastinate error. """ def __init__(self, message=None): if not message: message = self.__doc__ super().__init__(message) class TaskNotFound(ProcrastinateException): """ Task cannot be imported. """ class JobError(ProcrastinateException): """ Job ended with an exception. """ class LoadFromPathError(ImportError, ProcrastinateException): """ App was not found at the provided path, or the loaded object is not an App. """ class JobRetry(ProcrastinateException): """ Job should be retried. """ def __init__(self, scheduled_at: datetime.datetime): self.scheduled_at = scheduled_at super().__init__() class AppNotOpen(ProcrastinateException): """ App was not open. Procrastinate App needs to be opened using: - ``app.open()``, - ``await app.open_async()``, - ``with app.open():``, - ``async with app.open_async():``. """ class ConnectorException(ProcrastinateException): """ Database error. """ # The precise error can be seen with ``exception.__cause__``. class AlreadyEnqueued(ProcrastinateException): """ There is already a job waiting in the queue with the same queueing lock. """ class UniqueViolation(ConnectorException): """ A unique constraint is violated. The constraint name is available in ``exception.constraint_name``. """ def __init__(self, *args, constraint_name: str): super().__init__(*args) self.constraint_name = constraint_name class MissingApp(ProcrastinateException): """ Missing app. This most probably happened because procrastinate needs an app via --app or the PROCRASTINATE_APP environment variable. """ class SyncConnectorConfigurationError(ProcrastinateException): """ A synchronous connector (probably Psycopg2Connector) was used, but the operation needs an asynchronous connector (AiopgConnector). Please check your App configuration. """
|
Functions: __init__, __init__, __init__ Classes: ProcrastinateException, TaskNotFound, JobError This code demonstrates Pythoncode:Python programming.
|
advanced
|
database
|
code_explanation
|
Pythoncode:Python
| 3
| 11
| 2,108
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport datetime\n\n\nclass ProcrastinateException(Exception):\n \"\"\"\n Unexpected Procrastinate error.\n \"\"\"\n\n def __init__(self, message=None):\n if not message:\n message = self.__doc__\n super().__init__(message)\n\n\nclass TaskNotFound(ProcrastinateException):\n \"\"\"\n Task cannot be imported.\n \"\"\"\n\n\nclass JobError(ProcrastinateException):\n \"\"\"\n Job ended with an exception.\n \"\"\"\n\n\nclass LoadFromPathError(ImportError, ProcrastinateException):\n \"\"\"\n App was not found at the provided path, or the loaded object is not an App.\n \"\"\"\n\n\nclass JobRetry(ProcrastinateException):\n \"\"\"\n Job should be retried.\n \"\"\"\n\n def __init__(self, scheduled_at: datetime.datetime):\n self.scheduled_at = scheduled_at\n super().__init__()\n\n\nclass AppNotOpen(ProcrastinateException):\n \"\"\"\n App was not open. Procrastinate App needs to be opened using:\n\n - ``app.open()``,\n - ``await app.open_async()``,\n - ``with app.open():``,\n - ``async with app.open_async():``.\n \"\"\"\n\n\nclass ConnectorException(ProcrastinateException):\n \"\"\"\n Database error.\n \"\"\"\n\n # The precise error can be seen with ``exception.__cause__``.\n\n\nclass AlreadyEnqueued(ProcrastinateException):\n \"\"\"\n There is already a job waiting in the queue with the same queueing lock.\n \"\"\"\n\n\nclass UniqueViolation(ConnectorException):\n \"\"\"\n A unique constraint is violated. The constraint name is available in\n ``exception.constraint_name``.\n \"\"\"\n\n def __init__(self, *args, constraint_name: str):\n super().__init__(*args)\n self.constraint_name = constraint_name\n\n\nclass MissingApp(ProcrastinateException):\n \"\"\"\n Missing app. This most probably happened because procrastinate needs an\n app via --app or the PROCRASTINATE_APP environment variable.\n \"\"\"\n\n\nclass SyncConnectorConfigurationError(ProcrastinateException):\n \"\"\"\n A synchronous connector (probably Psycopg2Connector) was used, but the operation\n needs an asynchronous connector (AiopgConnector). Please check your App\n configuration.\n \"\"\""}, {"role": "assistant", "content": " Functions: __init__, __init__, __init__\n Classes: ProcrastinateException, TaskNotFound, JobError\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
db7e13c9886abafe9915d05b01539badc566a636
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: from .base import * DEBUG = True EMAIL_BACKEND = 'django.core.mail.backends.console.EmailBackend' DATABASES = { 'default': { 'ENGINE': 'django.db.backends.postgresql', 'NAME': 'SMS', 'USER': 'postgres', 'PASSWORD': 'password', 'HOST': 'localhost', 'PORT': '', } } INSTALLED_APPS += [ 'debug_toolbar.apps.DebugToolbarConfig', 'django_extensions', ] ALLOWED_HOSTS += ['.herokuapp.com'] # Loads SECRET_KEY from .env file # SECRET_KEY = get_env_variable('SECRET_KEY')
|
Code analysis results: โ ๏ธ Warnings: Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 11
|
intermediate
|
database
|
debugging
|
Pythoncode:Python
| 0
| 0
| 534
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom .base import *\n\nDEBUG = True\n\nEMAIL_BACKEND = 'django.core.mail.backends.console.EmailBackend'\n\nDATABASES = {\n 'default': {\n 'ENGINE': 'django.db.backends.postgresql',\n 'NAME': 'SMS',\n 'USER': 'postgres',\n 'PASSWORD': 'password',\n 'HOST': 'localhost',\n 'PORT': '',\n }\n}\n\nINSTALLED_APPS += [\n 'debug_toolbar.apps.DebugToolbarConfig',\n 'django_extensions',\n]\n\nALLOWED_HOSTS += ['.herokuapp.com']\n\n# Loads SECRET_KEY from .env file\n# SECRET_KEY = get_env_variable('SECRET_KEY')"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 11"}]
| false
| null | null | null |
db7edea364132ddeeca859f58229a42b6ea2f0ae
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from functions import get_df, write_df import geopy from geopy import distance """ The function question3 takes in the latitude and longitude of potential distress locations, and returns the nearest port with essential provisions such as water, fuel_oil and diesel. """ def question3(dataset_name, latitude, longitude): df = get_df() distress_location = (latitude, longitude) ports_with_provisions = df[(df['provisions'] == True) & (df['water'] == True) & (df['fuel_oil'] == True) & (df['diesel'] == True)] results = [] for each in ports_with_provisions.itertuples(index=False): each_coords = (float(each[4]), float(each[5])) dist = geopy.distance.geodesic(distress_location, each_coords) results.append(dist.km) ports_with_provisions['dist'] = results answer3 = ports_with_provisions.sort_values(by='dist', ascending=True)[['country', 'port_name', 'port_latitude', 'port_longitude']].head(1) write_df(answer3, dataset_name, 'Table for Question 3') if __name__ == "__main__": question3("foodpanda_tables", 32.610982, -38.706256)
|
Functions: question3 This code demonstrates Pythoncode:Python programming.
|
intermediate
|
machine_learning
|
code_explanation
|
Pythoncode:Python
| 1
| 0
| 1,097
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom functions import get_df, write_df\nimport geopy\nfrom geopy import distance\n\n\"\"\"\nThe function question3 takes in the latitude and longitude of potential distress locations,\nand returns the nearest port with essential provisions such as water, fuel_oil and diesel.\n\"\"\"\n\ndef question3(dataset_name, latitude, longitude):\n\n df = get_df()\n\n distress_location = (latitude, longitude)\n ports_with_provisions = df[(df['provisions'] == True) & (df['water'] == True) & (df['fuel_oil'] == True) & (df['diesel'] == True)]\n results = []\n\n for each in ports_with_provisions.itertuples(index=False):\n each_coords = (float(each[4]), float(each[5]))\n dist = geopy.distance.geodesic(distress_location, each_coords)\n results.append(dist.km)\n\n ports_with_provisions['dist'] = results\n answer3 = ports_with_provisions.sort_values(by='dist', ascending=True)[['country', 'port_name', 'port_latitude', 'port_longitude']].head(1)\n\n write_df(answer3, dataset_name, 'Table for Question 3')\n\nif __name__ == \"__main__\":\n question3(\"foodpanda_tables\", 32.610982, -38.706256)"}, {"role": "assistant", "content": " Functions: question3\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
db7efcd3ba8afeab68792a36832e16d7660931cd
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- # ------------------------------------------------------------------------------ # # Copyright 2022 Valory AG # Copyright 2018-2021 Fetch.AI Limited # # 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 WA Error: SyntaxError / EOF
|
Fixed Code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- # ------------------------------------------------------------------------------ # # Copyright 2022 Valory AG # Copyright 2018-2021 Fetch.AI Limited # # 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. # # ------------------------------------------------------------------------------ Explanation: Complete the truncated code structure
|
advanced
|
api
|
error_fixing
|
Pythoncode:Python
| 2
| 1
| 594
| false
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n# ------------------------------------------------------------------------------\n#\n# Copyright 2022 Valory AG\n# Copyright 2018-2021 Fetch.AI Limited\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 WA\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n# ------------------------------------------------------------------------------\n#\n# Copyright 2022 Valory AG\n# Copyright 2018-2021 Fetch.AI Limited\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n#\n# ------------------------------------------------------------------------------\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db808d5da5102b2f6086cfb47bc515cc8e85e1ce
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: import pybullet as p #p.connect(p.UDP,"192.168.86.100")
|
This code demonstrates Pythoncode:Python programming.
|
beginner
|
general
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 55
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport pybullet as p\n#p.connect(p.UDP,\"192.168.86.100\")"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
db80f4198878eb7bd4645b74c2bea6781e993672
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: def longest_common_prefix(s1: str, s2: str) -> str: """ Finds the longest common prefix (substring) given two strings s1: First string to compare s2: Second string to compare Returns: Longest common prefix between s1 and s2 >>> longest_common_prefix("ACTA", "GCCT") '' >>> longest_common_prefix("ACTA", "ACT") 'ACT' >>> longest_common_prefix("ACT", "ACTA") 'ACT' >>> longest_common_prefix("GATA", "GAAT") 'GA' >>> longest_common_prefix("ATGA", "") '' >>> longest_common_prefix("", "GCCT") '' >>> longest_common_prefix("GCCT", "GCCT") 'GCCT' """ i = 0 while i < min(len(s1), len(s2)): if s1[i] != s2[i]: break i += 1 return s1[:i] def longest_common_suffix(s1: str, s2: str) -> str: """ Finds the longest common suffix (substring) given two strings s1: First string to compare s2: Second string to compare Returns: Longest common suffix between s1 and s2 >>> longest_common_suffix("ACTA", "GCCT") '' >>> longest_common_suffix("ACTA", "CTA") 'CTA' >>> longest_common_suffix("CTA", "ACTA") 'CTA' >>> longest_common_suffix("GATAT", "GAATAT") 'ATAT' >>> longest_common_suffix("ACTA", "") '' >>> longest_common_suffix("", "GCCT") '' >>> longest_common_suffix("GCCT", "GCCT") 'GCCT' """ return longest_common_prefix(s1[::-1], s2[::-1])[::-1] def find_hamming_distance(s1: str, s2: str) -> int: """Compute the Hamming distance between two strings of equal length >>> find_hamming_distance("ATG", "ATC") 1 >>> find_hamming_distance("ATG", "TGA") 3 >>> find_hamming_distance("A", "A") 0 >>> find_hamming_distance("ATG", "ATG") 0 >>> find_hamming_distance("", "") 0 >>> find_hamming_distance("GAGGTAGCGGCGTTTAAC", "GTGGTAACGGGGTTTAAC") 3 """ assert len(s1) == len(s2) return sum(1 for i in range(len(s1)) if s1[i] != s2[i]) ... [1 more functiondefs truncated] ...
|
Syntax Analysis: Syntax Errors Found: โข Code truncated in middle of expression - unexpected EOF โข Unterminated string literal at line 2 โข IndentationError at line 62 Fixes: โข Complete the expression on the last line โข Add closing quote at line 2 โข Fix indentation to match Python syntax rules
|
intermediate
|
testing
|
syntax_repair
|
Pythoncode:Python
| 3
| 0
| 2,058
| false
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\ndef longest_common_prefix(s1: str, s2: str) -> str:\n \"\"\"\n Finds the longest common prefix (substring) given two strings\n\n s1: First string to compare\n s2: Second string to compare\n\n Returns:\n Longest common prefix between s1 and s2\n\n >>> longest_common_prefix(\"ACTA\", \"GCCT\")\n ''\n >>> longest_common_prefix(\"ACTA\", \"ACT\")\n 'ACT'\n >>> longest_common_prefix(\"ACT\", \"ACTA\")\n 'ACT'\n >>> longest_common_prefix(\"GATA\", \"GAAT\")\n 'GA'\n >>> longest_common_prefix(\"ATGA\", \"\")\n ''\n >>> longest_common_prefix(\"\", \"GCCT\")\n ''\n >>> longest_common_prefix(\"GCCT\", \"GCCT\")\n 'GCCT'\n \"\"\"\n i = 0\n while i < min(len(s1), len(s2)):\n if s1[i] != s2[i]:\n break\n i += 1\n return s1[:i]\n\n\ndef longest_common_suffix(s1: str, s2: str) -> str:\n \"\"\"\n Finds the longest common suffix (substring) given two strings\n\n s1: First string to compare\n s2: Second string to compare\n\n Returns:\n Longest common suffix between s1 and s2\n\n >>> longest_common_suffix(\"ACTA\", \"GCCT\")\n ''\n >>> longest_common_suffix(\"ACTA\", \"CTA\")\n 'CTA'\n >>> longest_common_suffix(\"CTA\", \"ACTA\")\n 'CTA'\n >>> longest_common_suffix(\"GATAT\", \"GAATAT\")\n 'ATAT'\n >>> longest_common_suffix(\"ACTA\", \"\")\n ''\n >>> longest_common_suffix(\"\", \"GCCT\")\n ''\n >>> longest_common_suffix(\"GCCT\", \"GCCT\")\n 'GCCT'\n \"\"\"\n return longest_common_prefix(s1[::-1], s2[::-1])[::-1]\n\n\n def find_hamming_distance(s1: str, s2: str) -> int:\n \"\"\"Compute the Hamming distance between two strings of equal length\n >>> find_hamming_distance(\"ATG\", \"ATC\")\n 1\n >>> find_hamming_distance(\"ATG\", \"TGA\")\n 3\n >>> find_hamming_distance(\"A\", \"A\")\n 0\n >>> find_hamming_distance(\"ATG\", \"ATG\")\n 0\n >>> find_hamming_distance(\"\", \"\")\n 0\n >>> find_hamming_distance(\"GAGGTAGCGGCGTTTAAC\", \"GTGGTAACGGGGTTTAAC\")\n 3\n \"\"\"\n assert len(s1) == len(s2)\n return sum(1 for i in range(len(s1)) if s1[i] != s2[i])\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 Unterminated string literal at line 2\n \u2022 IndentationError at line 62\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 2\n \u2022 Fix indentation to match Python syntax rules"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
db83659c6d0ac1aa7ea69a87f18b5fd2867e5ddc
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: from __future__ import annotations from typing import Optional, Dict, List, Union, Type, TYPE_CHECKING from datetime import date, datetime import pandas as pd import numpy as np import re import locale class WranglingScript: """Get, review and restructure tabular data.""" def __init__(self): self.check_source = CoreScript().check_source self.core = CoreScript() self.DATE_FORMATS = {
|
"date": {"fmt": ["%Y-%m-%d"], "txt": ["YYYY-MM-DD"]}, "datetime": { "fmt": ["%Y-%m-%d %H:%M:%S", "%Y-%m-%d %H:%M:%S %Z%z"], "txt": ["YYYY-MM-DD hh:mm:ss", "YYYY-MM-DD hh:mm:ss UTC+0000"], }, "year": {"fmt": ["%Y"], "txt": ["YYYY"]}, } ... [6 more functiondefs truncated] ...
|
advanced
|
database
|
code_completion
|
Pythoncode:Python
| 1
| 1
| 791
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom __future__ import annotations\nfrom typing import Optional, Dict, List, Union, Type, TYPE_CHECKING\nfrom datetime import date, datetime\nimport pandas as pd\nimport numpy as np\nimport re\nimport locale\n\nclass WranglingScript:\n \"\"\"Get, review and restructure tabular data.\"\"\"\n\n def __init__(self):\n self.check_source = CoreScript().check_source\n self.core = CoreScript()\n self.DATE_FORMATS = {"}, {"role": "assistant", "content": "\n \"date\": {\"fmt\": [\"%Y-%m-%d\"], \"txt\": [\"YYYY-MM-DD\"]},\n \"datetime\": {\n \"fmt\": [\"%Y-%m-%d %H:%M:%S\", \"%Y-%m-%d %H:%M:%S %Z%z\"],\n \"txt\": [\"YYYY-MM-DD hh:mm:ss\", \"YYYY-MM-DD hh:mm:ss UTC+0000\"],\n },\n \"year\": {\"fmt\": [\"%Y\"], \"txt\": [\"YYYY\"]},\n }\n\n\n ... [6 more functiondefs truncated] ..."}]
| false
| null | null | null |
db836b59bf5fd8d655aefd6e4020d61dca742b2c
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/python3 def args(args): lenn = len(args) - 1 if lenn == 0: print("0 arguments.") elif lenn == 1: print("{0} argument:".format(lenn)) print("{0}: {1}".format(lenn, args[lenn])) elif lenn > 1: print("{0} arguments:".format(lenn)) for i in range(lenn): print("{0}: {1}".format(i+1, args[i+1])) if __name__ == "__m
|
Syntax Analysis: Syntax Errors Found: โข Code truncated in middle of expression - unexpected EOF โข Unterminated string literal at line 14 โข Unterminated string literal at line 14 Fixes: โข Complete the expression on the last line โข Add closing quote at line 14 โข Add closing quote to string literal
|
intermediate
|
database
|
syntax_repair
|
Pythoncode:Python
| 1
| 0
| 390
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/python3\ndef args(args):\n lenn = len(args) - 1\n if lenn == 0:\n print(\"0 arguments.\")\n elif lenn == 1:\n print(\"{0} argument:\".format(lenn))\n print(\"{0}: {1}\".format(lenn, args[lenn]))\n elif lenn > 1:\n print(\"{0} arguments:\".format(lenn))\n for i in range(lenn):\n print(\"{0}: {1}\".format(i+1, args[i+1]))\n\nif __name__ == \"__m"}, {"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 14\n \u2022 Unterminated string literal at line 14\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 14\n \u2022 Add closing quote to string literal"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
db83c7d51feb9c6d2d6569094bc6e9a0eb64b2ce
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python3 import re def get_input() -> list: with open('./input', 'r') as f: return [v for v in [v.strip() for v in f.readlines()] if v] lines = get_input() count = 0 # Complete this line for line in lines: lower, upper, char, password = re.split(r'-|: | ', line) lower, upper = int(lower) - 1, int(upper) - 1 try: if (password[lower] == char) ^ (password[upper] == char): count += 1 except: # don't care about boundaries pass print(count)
|
The missing line is:
|
intermediate
|
general
|
fill_in_the_blank
|
Pythoncode:Python
| 1
| 0
| 503
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python3\n\nimport re\n\n\ndef get_input() -> list:\n with open('./input', 'r') as f:\n return [v for v in [v.strip() for v in f.readlines()] if v]\n\n\nlines = get_input()\ncount = 0\n # Complete this line\nfor line in lines:\n lower, upper, char, password = re.split(r'-|: | ', line)\n lower, upper = int(lower) - 1, int(upper) - 1\n try:\n if (password[lower] == char) ^ (password[upper] == char):\n count += 1\n except:\n # don't care about boundaries\n pass\n\nprint(count)"}, {"role": "assistant", "content": "The missing line is:"}]
| false
| null | null | null |
db8615ff95bbb42756435769fd0cc3b6f45c202c
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from __future__ import print_function import json from os.path import join, dirname from watson_developer_cloud import ToneAnalyzerV3 from watson_developer_cloud.tone_analyzer_v3 import ToneInput from pprint import pprint # If service instance provides API key Error: SyntaxError / EOF
|
Fixed Code: from __future__ import print_function import json from os.path import join, dirname from watson_developer_cloud import ToneAnalyzerV3 from watson_developer_cloud.tone_analyzer_v3 import ToneInput from pprint import pprint # If service instance provides API key authentication # service = ToneAnalyzerV3( # ## url is optional, and defaults to the URL below. Use the correct URL for your region. # url='https://gateway.watsonplatform.net/tone-analyzer/api', # version='2017-09-21', # iam_apikey='your_apikey') Explanation: Complete the truncated code structure
|
intermediate
|
api
|
error_fixing
|
Pythoncode:Python
| 0
| 0
| 262
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom __future__ import print_function\nimport json\nfrom os.path import join, dirname\nfrom watson_developer_cloud import ToneAnalyzerV3\nfrom watson_developer_cloud.tone_analyzer_v3 import ToneInput\nfrom pprint import pprint\n\n\n# If service instance provides API key\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom __future__ import print_function\nimport json\nfrom os.path import join, dirname\nfrom watson_developer_cloud import ToneAnalyzerV3\nfrom watson_developer_cloud.tone_analyzer_v3 import ToneInput\nfrom pprint import pprint\n\n\n# If service instance provides API key authentication\n# service = ToneAnalyzerV3(\n# ## url is optional, and defaults to the URL below. Use the correct URL for your region.\n# url='https://gateway.watsonplatform.net/tone-analyzer/api',\n# version='2017-09-21',\n# iam_apikey='your_apikey')\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db867f235dd317f96cc49c5953d0a91169b52a4a
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: # -*- coding: utf-8 -*- from hcloud.core.domain import BaseDomain from hcloud.helpers.descriptors import ISODateTime
|
... [16 more classdefs truncated] ...
|
beginner
|
machine_learning
|
code_completion
|
Pythoncode:Python
| 0
| 0
| 165
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom hcloud.core.domain import BaseDomain\n\nfrom hcloud.helpers.descriptors import ISODateTime"}, {"role": "assistant", "content": "\n\n\n\n ... [16 more classdefs truncated] ..."}]
| false
| null | null | null |
db8707b6679e39765f15056eb4cf61c517a7c762
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import pytest from AutomationFramework.page_objects.interfaces.interfaces import Interfaces from AutomationFramework.tests.base_test import BaseTest class TestInterfacesSubInterfaces(BaseTest): test_case_file = 'if_subif.yml' @pytest.mark.parametrize('create_page_object_arg', [{'test_case_file': test_case_file, 'test_case_name': 'if_subif_description', 'page_object_class': Interfaces}]) def test_if_subif_description(self, create_page_object): create_page_object.execute_generic_interfaces_edit_config_test_case() assert create_page_object.generic_validate_test_case_params(), create_page_object.get_test_case_description() @pytest.mark.parametrize('create_page_object_arg', [{'test_case_file': test_case_file,
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: โข Unclosed '(' at line 16 - expected ')' โข Unclosed '[' at line 16 - expected ']' โข Unclosed '{' at line 16 - expected '}' Fix: Complete the truncated code structure
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 3
| 1
| 903
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport pytest\nfrom AutomationFramework.page_objects.interfaces.interfaces import Interfaces\nfrom AutomationFramework.tests.base_test import BaseTest\n\n\nclass TestInterfacesSubInterfaces(BaseTest):\n test_case_file = 'if_subif.yml'\n\n @pytest.mark.parametrize('create_page_object_arg', [{'test_case_file': test_case_file,\n 'test_case_name': 'if_subif_description',\n 'page_object_class': Interfaces}])\n def test_if_subif_description(self, create_page_object):\n create_page_object.execute_generic_interfaces_edit_config_test_case()\n assert create_page_object.generic_validate_test_case_params(), create_page_object.get_test_case_description()\n\n @pytest.mark.parametrize('create_page_object_arg', [{'test_case_file': test_case_file,"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '(' at line 16 - expected ')'\n \u2022 Unclosed '[' at line 16 - expected ']'\n \u2022 Unclosed '{' at line 16 - expected '}'\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db874da91d4a01e76e9bd18e99b073b83ddddd62
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # Copyright 2012 OpenStack Foundation # # Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # Complete this line # 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 sqlalchemy as sql ... [2 more functiondefs truncated] ...
|
The missing line is: #
|
intermediate
|
api
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 0
| 660
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Copyright 2012 OpenStack Foundation\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 # Complete this line\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 sqlalchemy as sql\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n#"}]
| false
| null | null | null |
db8779ff5f2f1e236cb5f3cfe96c63ab0de64f28
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from typing import Any, List, Union from boa3.builtin import NeoMetadata, metadata, public from boa3.builtin.contract import Nep17TransferEvent from boa3.builtin.interop.blockchain import get_contract from boa3.builtin.interop.contract import GAS, NEO, call_contract from boa3.builtin.interop.runtime import calling_script_hash, check_witness from boa3.builtin.interop.storage import delete, get, put from boa3.builtin.type import UInt160 # ------------------------------------------- # METADATA # ------------------------------------------- def manifest_metadata() -> NeoMetadata: """ Defines this smart contract's metadata information """ meta = NeoMetadata() meta.author = "Mirella Medeiros, Ricardo Prado and Lucas Uezu. COZ in partnership with Simpli" meta.description = "ICO Example" meta.email = "contact@coz.io" return meta # ------------------------------------------- # Storage Key Prefixes # ------------------------------------------- KYC_WHITELIST_PREFIX = b'KYCWhitelistApproved' TOKEN_TOTAL_SUPPLY_PREFIX = b'TokenTotalSupply' TRANSFER_ALLOWANCE_PREFIX = b'TransferAllowancePrefix_' # ------------------------------------------- # TOKEN SETTINGS # ------------------------------------------- # Script hash of the contract owner TOKEN_OWNER = UInt160() # Symbol of the Token TOKEN_SYMBOL = 'ICO' # Number of decimal places TOKEN_DECIMALS = 8 # Initial Supply of tokens in the system TOKEN_INITIAL_SUPPLY = 10_000_000 * 100_000_000 # 10m total supply * 10^8 (decimals) # ------------------------------------------- # Events # ------------------------------------------- on_transfer = Nep17TransferEvent # ------------------------------------------- # Methods # ------------------------------------------- @public def verify() -> bool: """ When this contract address is included in the transaction signature, this method will be triggered as a VerificationTrigger to verify that the signature is correct. For example, this method needs to be called when withdrawing token from the contract. :return: whether the transaction signature is correct """ return is_administrator() def is_administrator() -> bool: """ Validates if the invoker has administrative rights :return: whether the contract's invoker is an administrator """ return check_witness(TOKEN_OWNER) def is_valid_address(address: UInt160) -> bool: """ Validates if the address passed through the kyc. :return: whether the given address is validated by kyc """ return get(KYC_WHITELIST_PREFIX + address).to_int() > 0 @public ... [14 more functiondefs truncated] ...
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Functions: manifest_metadata, verify, is_administrator, is_valid_address This code demonstrates Pythoncode:Python programming.
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intermediate
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database
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code_explanation
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Pythoncode:Python
| 4
| 0
| 2,678
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom typing import Any, List, Union\n\nfrom boa3.builtin import NeoMetadata, metadata, public\nfrom boa3.builtin.contract import Nep17TransferEvent\nfrom boa3.builtin.interop.blockchain import get_contract\nfrom boa3.builtin.interop.contract import GAS, NEO, call_contract\nfrom boa3.builtin.interop.runtime import calling_script_hash, check_witness\nfrom boa3.builtin.interop.storage import delete, get, put\nfrom boa3.builtin.type import UInt160\n\n\n# -------------------------------------------\n# METADATA\n# -------------------------------------------\n\n\ndef manifest_metadata() -> NeoMetadata:\n \"\"\"\n Defines this smart contract's metadata information\n \"\"\"\n meta = NeoMetadata()\n meta.author = \"Mirella Medeiros, Ricardo Prado and Lucas Uezu. COZ in partnership with Simpli\"\n meta.description = \"ICO Example\"\n meta.email = \"contact@coz.io\"\n return meta\n\n\n# -------------------------------------------\n# Storage Key Prefixes\n# -------------------------------------------\n\n\nKYC_WHITELIST_PREFIX = b'KYCWhitelistApproved'\nTOKEN_TOTAL_SUPPLY_PREFIX = b'TokenTotalSupply'\nTRANSFER_ALLOWANCE_PREFIX = b'TransferAllowancePrefix_'\n\n\n# -------------------------------------------\n# TOKEN SETTINGS\n# -------------------------------------------\n\n\n# Script hash of the contract owner\nTOKEN_OWNER = UInt160()\n\n# Symbol of the Token\nTOKEN_SYMBOL = 'ICO'\n\n# Number of decimal places\nTOKEN_DECIMALS = 8\n\n# Initial Supply of tokens in the system\nTOKEN_INITIAL_SUPPLY = 10_000_000 * 100_000_000 # 10m total supply * 10^8 (decimals)\n\n\n# -------------------------------------------\n# Events\n# -------------------------------------------\n\n\non_transfer = Nep17TransferEvent\n\n\n# -------------------------------------------\n# Methods\n# -------------------------------------------\n\n\n@public\ndef verify() -> bool:\n \"\"\"\n When this contract address is included in the transaction signature,\n this method will be triggered as a VerificationTrigger to verify that the signature is correct.\n For example, this method needs to be called when withdrawing token from the contract.\n\n :return: whether the transaction signature is correct\n \"\"\"\n return is_administrator()\n\n\ndef is_administrator() -> bool:\n \"\"\"\n Validates if the invoker has administrative rights\n\n :return: whether the contract's invoker is an administrator\n \"\"\"\n return check_witness(TOKEN_OWNER)\n\n\ndef is_valid_address(address: UInt160) -> bool:\n \"\"\"\n Validates if the address passed through the kyc.\n\n :return: whether the given address is validated by kyc\n \"\"\"\n return get(KYC_WHITELIST_PREFIX + address).to_int() > 0\n\n\n@public\n\n ... [14 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: manifest_metadata, verify, is_administrator, is_valid_address\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
db885085ce16df342f9eaff7d4d323eb7dc1a85c
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TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: import os # Restrict the script to run on CPU ... [2 more functiondefs truncated] ...
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Code analysis results: ๐ด Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 4: ... [2 more functiondefs truncated] ... ๐ก Suggestions: Complete the expression on the last line Review syntax near the error location
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beginner
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general
|
debugging
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Pythoncode:Python
| 0
| 0
| 93
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport os\n# Restrict the script to run on CPU\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 4: ... [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 |
db8859ce66203d2b7d494162105376778915c59d
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TheStack--python--000.parquet
|
Review this Pythoncode:Python code: import discord from redbot.core.bot import Red from redbot.core.commands import commands from redbot.core.utils.chat_formatting import humanize_list from .utils import permcheck, rpccheck class DashboardRPC_AliasCC: def __init__(self, cog: commands.Cog): self.bot: Red = cog.bot self.cog: commands.Cog = cog # Initialize RPC handlers self.bot.register_rpc_handler(self.fetch_aliases) def unload(self): self.bot.unregister_rpc_handler(self.fetch_aliases) @staticmethod def safe(string): return ( string.replace("&", "&") .replace("<", "<") .replace(">", ">") .replace('"', """) ) @rpccheck() @permcheck("Alias", ["aliascc"]) async def fetch_aliases(self, guild: discord.Guild, member: discord.Member): aliascog = self.bot.get_cog("Alias") aliases = await aliascog._aliases.get_guild_aliases(guild) ida = {} for alias in aliases: if len(alias.command) > 50: command = alias.command[:47] + "..." else: command = alias.command if alias.command not in ida: ida[alias.command] = {"aliases": [], "shortened": command} ida[alias.command]["aliases"].append(f"{self.safe(alias.name)}") data = {} for command, aliases in ida.items(): data[command] = { "humanized": humanize_list( list(map(lambda x: f"<code>{x}</code>", aliases["aliases"])) ), "raw": aliases["aliases"], "shortened": aliases["shortened"], } return data
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Code Review: โ Critical issues: Unterminated string literal at line 26 โ ๏ธ Code quality: Unexpected indentation at line 5 Unexpected indentation at line 7 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 19 Unexpected indentation at line 21 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 30 Unexpected indentation at line 31 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 36 Unexpected indentation at line 39 Unexpected indentation at line 41 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 46 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 โจ Improvements: Add closing quote at line 26 Add docstring to class 'DashboardRPC_AliasCC'
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advanced
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database
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code_review
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Pythoncode:Python
| 3
| 1
| 1,779
| true
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[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport discord\r\nfrom redbot.core.bot import Red\r\nfrom redbot.core.commands import commands\r\nfrom redbot.core.utils.chat_formatting import humanize_list\r\n\r\nfrom .utils import permcheck, rpccheck\r\n\r\n\r\nclass DashboardRPC_AliasCC:\r\n def __init__(self, cog: commands.Cog):\r\n self.bot: Red = cog.bot\r\n self.cog: commands.Cog = cog\r\n\r\n # Initialize RPC handlers\r\n self.bot.register_rpc_handler(self.fetch_aliases)\r\n\r\n def unload(self):\r\n self.bot.unregister_rpc_handler(self.fetch_aliases)\r\n\r\n @staticmethod\r\n def safe(string):\r\n return (\r\n string.replace(\"&\", \"&\")\r\n .replace(\"<\", \"<\")\r\n .replace(\">\", \">\")\r\n .replace('\"', \""\")\r\n )\r\n\r\n @rpccheck()\r\n @permcheck(\"Alias\", [\"aliascc\"])\r\n async def fetch_aliases(self, guild: discord.Guild, member: discord.Member):\r\n aliascog = self.bot.get_cog(\"Alias\")\r\n aliases = await aliascog._aliases.get_guild_aliases(guild)\r\n\r\n ida = {}\r\n for alias in aliases:\r\n if len(alias.command) > 50:\r\n command = alias.command[:47] + \"...\"\r\n else:\r\n command = alias.command\r\n if alias.command not in ida:\r\n ida[alias.command] = {\"aliases\": [], \"shortened\": command}\r\n ida[alias.command][\"aliases\"].append(f\"{self.safe(alias.name)}\")\r\n\r\n data = {}\r\n for command, aliases in ida.items():\r\n data[command] = {\r\n \"humanized\": humanize_list(\r\n list(map(lambda x: f\"<code>{x}</code>\", aliases[\"aliases\"]))\r\n ),\r\n \"raw\": aliases[\"aliases\"],\r\n \"shortened\": aliases[\"shortened\"],\r\n }\r\n return data"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 26\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 5\n Unexpected indentation at line 7\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 19\n Unexpected indentation at line 21\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 36\n Unexpected indentation at line 39\n Unexpected indentation at line 41\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 46\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\n\u2728 Improvements:\n Add closing quote at line 26\n Add docstring to class 'DashboardRPC_AliasCC'"}]
| false
| null | null | null |
db889090b0a80e5b1926c1a844e99f3562167374
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TheStack--python--000.parquet
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Find the logical error in this Pythoncode:Python code: import torch def fit(model, train_loader, train_len, optimizer, criterion): model.train() batch_size = train_loader.batch_size n_batches = math.ceil(train_len/batch_size) #print('Batch Size:', batch_size,'Number of Batches:', n_batches) model.train() train_running_loss = 0.0 train_running_correct = 0 counter = 0 total = 0 #prog_bar = tqdm(enumerate(train_loader), total=int(train_len/batch_size)) for i, data in enumerate(train_loader): counter += 1 data, target = data[0 + 1].to(DEVICE), data[1].to(DEVICE) total += target.size(0) optimizer.zero_grad() outputs = model(data) loss = criterion(outputs, target) train_running_loss += loss.item() _, preds = torch.max(outputs.data, 1) train_running_correct += (preds == target).sum().item() loss.backward() optimizer.step() train_loss = train_running_loss / counter train_accuracy = 100. * train_running_correct / total return train_loss, train_accuracy def validate(model, val_loader, val_len, criterion): model.eval() val_running_loss = 0.0 val_running_correct = 0 counter = 0 total = 0 batch_size = val_len #prog_bar = tqdm(enumerate(val_loader), total=int(val_len/batch_size)) with torch.no_grad(): for i, data in enumerate(val_loader): counter += 1 data, target = data[0].to(DEVICE), data[1].to(DEVICE) total += target.size(0) outputs = model(data) loss = criterion(outputs, target) val_running_loss += loss.item() _, preds = torch.max(outputs.data, 1) val_running_correct += (preds == target).sum().item() val_loss = val_running_loss / counter val_accuracy = 100. * val_running_correct / total return val_loss, val_accuracy ... [1 more functiondefs truncated] ...
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Logical Error Analysis: Error Type: OFF_BY_ONE Issue: Index or range is off by one Severity: MEDIUM Location: Line 15 Buggy code: data, target = data[0 + 1].to(DEVICE), data[1].to(DEVICE) Should be: data, target = data[0].to(DEVICE), data[1].to(DEVICE) Explanation: Classic off-by-one error - will cause wrong iteration or index access Fix: Check loop bounds and array indices carefully
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intermediate
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machine_learning
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logical_errors
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Pythoncode:Python
| 2
| 0
| 1,963
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nimport torch\ndef fit(model, train_loader, train_len, optimizer, criterion):\n model.train()\n batch_size = train_loader.batch_size\n n_batches = math.ceil(train_len/batch_size)\n #print('Batch Size:', batch_size,'Number of Batches:', n_batches)\n model.train()\n train_running_loss = 0.0\n train_running_correct = 0\n counter = 0\n total = 0\n #prog_bar = tqdm(enumerate(train_loader), total=int(train_len/batch_size))\n for i, data in enumerate(train_loader):\n counter += 1\n data, target = data[0 + 1].to(DEVICE), data[1].to(DEVICE)\n total += target.size(0)\n optimizer.zero_grad()\n outputs = model(data)\n loss = criterion(outputs, target)\n train_running_loss += loss.item()\n _, preds = torch.max(outputs.data, 1)\n train_running_correct += (preds == target).sum().item()\n loss.backward()\n optimizer.step()\n \n train_loss = train_running_loss / counter\n train_accuracy = 100. * train_running_correct / total\n return train_loss, train_accuracy\n\ndef validate(model, val_loader, val_len, criterion):\n model.eval()\n val_running_loss = 0.0\n val_running_correct = 0\n counter = 0\n total = 0\n batch_size = val_len\n #prog_bar = tqdm(enumerate(val_loader), total=int(val_len/batch_size))\n with torch.no_grad():\n for i, data in enumerate(val_loader):\n counter += 1\n data, target = data[0].to(DEVICE), data[1].to(DEVICE)\n total += target.size(0)\n outputs = model(data)\n loss = criterion(outputs, target)\n \n val_running_loss += loss.item()\n _, preds = torch.max(outputs.data, 1)\n val_running_correct += (preds == target).sum().item()\n \n val_loss = val_running_loss / counter\n val_accuracy = 100. * val_running_correct / total\n return val_loss, val_accuracy\n\n\n ... [1 more functiondefs truncated] ..."}, {"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 15\n\n Buggy code:\n data, target = data[0 + 1].to(DEVICE), data[1].to(DEVICE)\n\n Should be:\n data, target = data[0].to(DEVICE), data[1].to(DEVICE)\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
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logical
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OFF_BY_ONE
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MEDIUM
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db88f0e02537c3b3ec61c4fbd738d9a4605bd04a
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Copyright 2021 cstsunfu. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in comp
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Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Fix: Close the string literal with matching quote
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advanced
|
api
|
error_detection
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Pythoncode:Python
| 3
| 1
| 158
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright 2021 cstsunfu. All rights reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in comp"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Fix: Close the string literal with matching quote"}]
| true
|
syntax
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MID_STRING
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CRITICAL
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db8a89f5042414f5dbf4f47067a5e2131c5f76b8
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TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: def task_pos_args(): def show_params(param1, pos): print('param1 is: {0}'.format(param1)) for index, pos_arg in enumerate(pos): print('positional-{0}: {1}'.format(index, pos_arg)) return {'actions':[(show_params,)], 'params':[{'name':'param1', 'short':'p', 'default':'default value'}, ], 'pos_arg': 'pos', 'verbosity': 2, }
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
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database
|
refactoring
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Pythoncode:Python
| 2
| 0
| 476
| false
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\ndef task_pos_args():\n def show_params(param1, pos):\n print('param1 is: {0}'.format(param1))\n for index, pos_arg in enumerate(pos):\n print('positional-{0}: {1}'.format(index, pos_arg))\n return {'actions':[(show_params,)],\n 'params':[{'name':'param1',\n 'short':'p',\n 'default':'default value'},\n ],\n 'pos_arg': 'pos',\n 'verbosity': 2,\n }"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
db8bf109b16daade88fa4febce0557b98851466c
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Copyright 2017 ProjectQ-Framework (www.projectq.ch) # # 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_is_qrack_simulator_present(): _qracksim = pytest.importorskip("projectq.backends._qracksim._qracksim") import projectq.backends._qracksim._qracksim as _ def get_available_simulators(): result = [] try: test_is_qrack_simulator_present() result.append("qrack_simulator_qengine") result.append("qrack_simulator_qunit") except: pass return result @pytest.fixture(params=get_available_simulators()) def sim(request): if request.param == "qrack_simulator_qengine": from projectq.backends._qracksim._qracksim import QrackSimulator as QrackSim sim = Simulator() sim._simulator = QrackSim(1, -1, 1) elif request.param == "qrack_simulator_qunit": from projectq.backends._qracksim._qracksim import QrackSimulator as QrackSim sim = Simulator() sim._simulator = QrackSim(1, -1, 2) return sim @pytest.fixture(params=["mapper", "no_mapper"]) def mapper(request): """ Adds a mapper which changes qubit ids by adding 1 """ if request.param == "mapper": class TrivialMapper(BasicMapperEngine): def __init__(self): BasicEngine.__init__(self) self.current_mapping = dict() def receive(self, command_list): for cmd in command_list: for qureg in cmd.all_qubits: for qubit in qureg: if qubit.id == -1: continue elif qubit.id not in self.current_mapping: previous_map = self.current_mapping previous_map[qubit.id] = qubit.id + 1 self.current_mapping = previous_map self._send_cmd_with_mapped_ids(cmd) return TrivialMapper() if request.param == "no_mapper": return None class Mock1QubitGate
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Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: โข Unterminated string literal at line 46 โข Block at line 49 has no indented body โข SyntaxError: expected ':' at line 73 Fix: Close the string literal with matching quote
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advanced
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testing
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error_detection
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Pythoncode:Python
| 8
| 3
| 2,586
| true
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright 2017 ProjectQ-Framework (www.projectq.ch)\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_is_qrack_simulator_present():\n _qracksim = pytest.importorskip(\"projectq.backends._qracksim._qracksim\")\n import projectq.backends._qracksim._qracksim as _\n\n\ndef get_available_simulators():\n result = []\n try:\n test_is_qrack_simulator_present()\n result.append(\"qrack_simulator_qengine\")\n result.append(\"qrack_simulator_qunit\")\n except:\n pass\n return result\n\n\n@pytest.fixture(params=get_available_simulators())\ndef sim(request):\n if request.param == \"qrack_simulator_qengine\":\n from projectq.backends._qracksim._qracksim import QrackSimulator as QrackSim\n sim = Simulator()\n sim._simulator = QrackSim(1, -1, 1)\n elif request.param == \"qrack_simulator_qunit\":\n from projectq.backends._qracksim._qracksim import QrackSimulator as QrackSim\n sim = Simulator()\n sim._simulator = QrackSim(1, -1, 2)\n return sim\n\n\n@pytest.fixture(params=[\"mapper\", \"no_mapper\"])\ndef mapper(request):\n \"\"\"\n Adds a mapper which changes qubit ids by adding 1\n \"\"\"\n if request.param == \"mapper\":\n\n class TrivialMapper(BasicMapperEngine):\n def __init__(self):\n BasicEngine.__init__(self)\n self.current_mapping = dict()\n\n def receive(self, command_list):\n for cmd in command_list:\n for qureg in cmd.all_qubits:\n for qubit in qureg:\n if qubit.id == -1:\n continue\n elif qubit.id not in self.current_mapping:\n previous_map = self.current_mapping\n previous_map[qubit.id] = qubit.id + 1\n self.current_mapping = previous_map\n self._send_cmd_with_mapped_ids(cmd)\n\n return TrivialMapper()\n if request.param == \"no_mapper\":\n return None\n\n\nclass Mock1QubitGate"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Unterminated string literal at line 46\n \u2022 Block at line 49 has no indented body\n \u2022 SyntaxError: expected ':' at line 73\n\n Fix: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
db8c048cea31b2b7400108b7a16a198179252811
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: """ app.deps ======== Register dependencies that are not part of a ``Flask`` extension. """ from flask import Flask from redis import Redis from rq import Queue def init_app(app: Flask) -> None: """Register application helpers that are not ``Flask-`` extensions. As these are not ``Flask`` extensions they do not have an `
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: โข Unterminated string literal at line 1 โข SyntaxError: unterminated triple-quoted string literal (detected at line 16) at line 13 Fix: Complete the truncated code structure
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intermediate
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oop
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error_detection
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Pythoncode:Python
| 1
| 0
| 338
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\"\"\"\napp.deps\n========\n\nRegister dependencies that are not part of a ``Flask`` extension.\n\"\"\"\nfrom flask import Flask\nfrom redis import Redis\nfrom rq import Queue\n\n\ndef init_app(app: Flask) -> None:\n \"\"\"Register application helpers that are not ``Flask-`` extensions.\n\n As these are not ``Flask`` extensions they do not have an\n `"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unterminated string literal at line 1\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 16) at line 13\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db8d61593765031987787c7a317fdb992cec34a2
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # from wx.lib.pubsub import pub from pubsub import pub import serial import threading import queue import time class ComReaderThread(threading.Thread): ''' Creates a thread that continously reads from the serial connection Puts result as a tuple (timestamp, data) in a queue ''' def __init__(self, ser, error_que): threading.Thread.__init__(self) self.ser = ser self.error_que = error_que self.alive = threading.Event() self.alive.set() def run(self): while self.alive.isSet(): try: if self.ser.in_waiting > 0: timestamp = time.time() data = self.ser.read(self.ser.in_waiting) pub.sendMessage('serial.data', data=(timestamp, data)) except serial.SerialException as e: reconnected = False print('Serial connection lost, trying to reconnect.') ts = time.time() self.error_que.put((ts, str(e))) while not reconnected and self.alive.isSet(): try: # if ser still thinks it's open close it if self.ser.is_open: self.ser.close() self.ser.open() except Exception as e: # if reconnection failed let some time pass time.sleep(0.1) else: reconnected = True print('Reconnected') def stop(self, timeout=0.5):
|
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: โข Unterminated string literal at line 10 โข Block at line 54 has no body - expected indented block โข IndentationError at line 54 Fix: Complete the function 'stop' body and add missing return
|
advanced
|
machine_learning
|
error_detection
|
Pythoncode:Python
| 3
| 1
| 1,620
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# from wx.lib.pubsub import pub\nfrom pubsub import pub\nimport serial\nimport threading\nimport queue\nimport time\n\n\nclass ComReaderThread(threading.Thread):\n ''' \n Creates a thread that continously reads from the serial connection\n Puts result as a tuple (timestamp, data) in a queue\n '''\n\n def __init__(self, ser, error_que):\n threading.Thread.__init__(self)\n self.ser = ser\n self.error_que = error_que\n\n self.alive = threading.Event()\n self.alive.set()\n\n def run(self):\n while self.alive.isSet():\n try:\n if self.ser.in_waiting > 0:\n timestamp = time.time()\n\n data = self.ser.read(self.ser.in_waiting)\n\n pub.sendMessage('serial.data', data=(timestamp, data))\n\n except serial.SerialException as e:\n reconnected = False\n print('Serial connection lost, trying to reconnect.')\n ts = time.time()\n self.error_que.put((ts, str(e)))\n while not reconnected and self.alive.isSet():\n try:\n # if ser still thinks it's open close it\n if self.ser.is_open:\n self.ser.close()\n\n self.ser.open()\n\n except Exception as e:\n # if reconnection failed let some time pass\n time.sleep(0.1)\n\n else:\n reconnected = True\n print('Reconnected')\n\n def stop(self, timeout=0.5):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Detected Errors:\n \u2022 Unterminated string literal at line 10\n \u2022 Block at line 54 has no body - expected indented block\n \u2022 IndentationError at line 54\n\n Fix: Complete the function 'stop' body and add missing return"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
db8f8bf38af010e37a76dcb939676a34f09f75d2
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from flask import Flask from datadog import statsd import logging import os # This is a small example application # It uses tracing and dogstatsd on a sample flask application log = logging.getLogger("app") app = Flask(__name__) # The app has two rou
|
Syntax Analysis:
|
intermediate
|
testing
|
syntax_repair
|
Pythoncode:Python
| 2
| 0
| 255
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom flask import Flask\nfrom datadog import statsd\nimport logging\n\nimport os\n\n# This is a small example application\n# It uses tracing and dogstatsd on a sample flask application\n\nlog = logging.getLogger(\"app\")\n\napp = Flask(__name__)\n\n# The app has two rou"}, {"role": "assistant", "content": " Syntax Analysis:"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
db8ff673815400dfc9c26d89afa7b79ffbf19f2f
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # Lets create a linked list that has the following elements ''' 1. FE 2. SE 3. TE 4. BE ''' # Creating a Node class to create individual Nodes class Node: def __init__(self,data): self.__data = data self.__next = None def get_data(self): return self.__data def set_data(self, data): self.__data = data def get_next(self): return self.__next def set_next(self,next_node): self.__next = next_node class LinkedList: def __init__(self): self.__head = None self.__tail = None def get_head(self): return self.__head def get_tail(self): return self.__tail # ADDING ELEMENT IN THE LINKED LIST def add(self,data): new_node = Node(data) if(self.__head==None): self.__head=self.__tail=new_node else: self.__tail.set_next(new_node) self.__tail=new_node number_list= LinkedList() number_list.add("FE") number_list.add("SE") number_list.add("TE") number_list.add("BE")
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
machine_learning
|
refactoring
|
Pythoncode:Python
| 9
| 2
| 1,135
| false
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Lets create a linked list that has the following elements \r\n'''\r\n1. FE\r\n2. SE\r\n3. TE\r\n4. BE\r\n'''\r\n\r\n# Creating a Node class to create individual Nodes\r\n\r\nclass Node:\r\n def __init__(self,data):\r\n self.__data = data\r\n self.__next = None\r\n \r\n def get_data(self):\r\n return self.__data\r\n \r\n def set_data(self, data):\r\n self.__data = data\r\n \r\n def get_next(self):\r\n return self.__next\r\n\r\n def set_next(self,next_node):\r\n self.__next = next_node\r\n\r\nclass LinkedList:\r\n def __init__(self):\r\n self.__head = None\r\n self.__tail = None\r\n\r\n def get_head(self):\r\n return self.__head\r\n\r\n def get_tail(self):\r\n return self.__tail\r\n\r\n \r\n # ADDING ELEMENT IN THE LINKED LIST\r\n def add(self,data):\r\n new_node = Node(data)\r\n\r\n if(self.__head==None):\r\n self.__head=self.__tail=new_node\r\n else:\r\n self.__tail.set_next(new_node)\r\n self.__tail=new_node\r\n \r\n\r\n\r\n\r\nnumber_list= LinkedList()\r\nnumber_list.add(\"FE\")\r\nnumber_list.add(\"SE\")\r\nnumber_list.add(\"TE\")\r\nnumber_list.add(\"BE\")"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
db9205da95b6b253dd5132561aaf107f9a429836
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: # Copyright (c) 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 torch import torch.nn as nn from monai.utils import optional_import Rearrange, _ = optional_import("einops.layers.torch", name="Rearrange") class SABlock(nn.Module): """ A self-attention block, based on: "Dosovitskiy et al., An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale <https://arxiv.org/abs/2010.11929>" """ def __init__(self, hidden_size: int, num_heads: int, dropout_rate: float = 0.0) -> None: """ Args: hidden_size: dimension of hidden layer. num_heads: number of attention heads. dropout_rate: faction of the input units to drop. """ super().__init__() if not (0 <= dropout_rate <= 1): raise ValueError("dropout_rate should be between 0 and 1.") if hidden_size % num_heads != 0: raise ValueError("hidden size should be divisible by num_heads.") self.num_heads = num_heads Error: SyntaxError / EOF
|
Fixed Code: # Copyright (c) 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 torch import torch.nn as nn from monai.utils import optional_import Rearrange, _ = optional_import("einops.layers.torch", name="Rearrange") class SABlock(nn.Module): Explanation: Complete the truncated code structure
|
advanced
|
api
|
error_fixing
|
Pythoncode:Python
| 2
| 1
| 1,538
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Copyright (c) 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 torch\nimport torch.nn as nn\n\nfrom monai.utils import optional_import\n\nRearrange, _ = optional_import(\"einops.layers.torch\", name=\"Rearrange\")\n\n\nclass SABlock(nn.Module):\n \"\"\"\n A self-attention block, based on: \"Dosovitskiy et al.,\n An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale <https://arxiv.org/abs/2010.11929>\"\n \"\"\"\n\n def __init__(self, hidden_size: int, num_heads: int, dropout_rate: float = 0.0) -> None:\n \"\"\"\n Args:\n hidden_size: dimension of hidden layer.\n num_heads: number of attention heads.\n dropout_rate: faction of the input units to drop.\n\n \"\"\"\n\n super().__init__()\n\n if not (0 <= dropout_rate <= 1):\n raise ValueError(\"dropout_rate should be between 0 and 1.\")\n\n if hidden_size % num_heads != 0:\n raise ValueError(\"hidden size should be divisible by num_heads.\")\n\n self.num_heads = num_heads\n \n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Copyright (c) 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 torch\nimport torch.nn as nn\n\nfrom monai.utils import optional_import\n\nRearrange, _ = optional_import(\"einops.layers.torch\", name=\"Rearrange\")\n\n\nclass SABlock(nn.Module):\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
db92111d1426d48f852fa3b382344c31b99bb952
|
TheStack--python--000.parquet
|
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