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Repair the syntax errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- from __future__ import print_function, unicode_literals def set_colored_logger(verbosity_level): class ColoredFormatter(logging.Formatter): def format(self, record): if record.levelname in COL: record.levelname = COLOR_SEQ % ( 30 + COL[record.levelname]) + record.levelname + RESET_SEQ record.msg = unicode(record.msg) record.msg = COLOR_SEQ % (30 + GREEN) + record.msg + RESET_SEQ return logging.Formatter.format(self, record) formatter = ColoredFormatter("%(asctime)s %(name)s %(funcName)s:%(lineno)d" " %(levelname)s: %(message)s") handler = logging.StreamHandler() handler.setFormatter(formatter) logger = logging.getLogger() logger.addHandler(handler) logger2 = logging.getLogger("ldtools._add_property") logger2.setLevel(logging.INFO) mapper = {1: logging.DEBUG, 2: logging.INFO, 3: logging.WARNING, 4: logging.ERROR, 5: None} try: log_level = mapper[verbosity_level except KeyError: log_level = mapper[2] if log_level: logger.setLevel(log_level) return logger def my_graph_diff(graph1, graph2): """Compares graph2 to graph1 and highlights everything that changed. Colored if pygments available""" # quick fix for wrong type if not type(graph1) == type(graph2) == rdflib.Graph: if type(graph1) == rdflib.ConjunctiveGraph: g1contexts = list(graph1.contexts()) assert len(g1contexts) == 1 graph1 = g1contexts[0] if type(graph2) == rdflib.ConjunctiveGraph: g2contexts = list(graph2.contexts()) assert len(g2contexts) == 1 graph2 = g2contexts[0] # Return if both graphs are isomorphic iso1 = compare.to_isomorphic(graph1) iso2 = compare.to_isomorphic(graph2) if graph1.identifier == graph2.identifier: str_bit = u"The 2 '%s' Graphs" % graph1.identifier else: str_bit = (u"Graphs '%s' and '%s'" % (graph1.identifier, graph2.identifier)) if iso1 == iso2: logger.debug(u"%s are isomorphic" % str_bit) return print(u"Differences between %s." % str_bit) in_both, in_first, in_second = compare.graph_diff(iso1, iso2) ... [1 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 39 • Unclosed '[' at line 30 - expected ']' Fixes: • Complete the expression on the last line • Add closing quote at line 39 • Add closing ']' bracket
advanced
testing
syntax_repair
Pythoncode:Python
3
1
2,433
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom __future__ import print_function, unicode_literals\n\ndef set_colored_logger(verbosity_level):\n class ColoredFormatter(logging.Formatter):\n def format(self, record):\n if record.levelname in COL:\n record.levelname = COLOR_SEQ % (\n 30 + COL[record.levelname]) + record.levelname + RESET_SEQ\n record.msg = unicode(record.msg)\n record.msg = COLOR_SEQ % (30 + GREEN) + record.msg + RESET_SEQ\n return logging.Formatter.format(self, record)\n formatter = ColoredFormatter(\"%(asctime)s %(name)s %(funcName)s:%(lineno)d\"\n \" %(levelname)s: %(message)s\")\n handler = logging.StreamHandler()\n handler.setFormatter(formatter)\n\n logger = logging.getLogger()\n logger.addHandler(handler)\n\n logger2 = logging.getLogger(\"ldtools._add_property\")\n logger2.setLevel(logging.INFO)\n\n mapper = {1: logging.DEBUG,\n 2: logging.INFO,\n 3: logging.WARNING,\n 4: logging.ERROR,\n 5: None}\n try:\nlog_level = mapper[verbosity_level\n except KeyError:\n log_level = mapper[2]\n if log_level:\n logger.setLevel(log_level)\n return logger\n\n\ndef my_graph_diff(graph1, graph2):\n \"\"\"Compares graph2 to graph1 and highlights everything that changed.\n Colored if pygments available\"\"\"\n\n # quick fix for wrong type\n if not type(graph1) == type(graph2) == rdflib.Graph:\n if type(graph1) == rdflib.ConjunctiveGraph:\n g1contexts = list(graph1.contexts())\n assert len(g1contexts) == 1\n graph1 = g1contexts[0]\n if type(graph2) == rdflib.ConjunctiveGraph:\n g2contexts = list(graph2.contexts())\n assert len(g2contexts) == 1\n graph2 = g2contexts[0]\n\n # Return if both graphs are isomorphic\n iso1 = compare.to_isomorphic(graph1)\n iso2 = compare.to_isomorphic(graph2)\n\n if graph1.identifier == graph2.identifier:\n str_bit = u\"The 2 '%s' Graphs\" % graph1.identifier\n else:\n str_bit = (u\"Graphs '%s' and '%s'\"\n % (graph1.identifier, graph2.identifier))\n\n if iso1 == iso2:\n logger.debug(u\"%s are isomorphic\" % str_bit)\n return\n\n print(u\"Differences between %s.\" % str_bit)\n\n in_both, in_first, in_second = compare.graph_diff(iso1, iso2)\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 39\n \u2022 Unclosed '[' at line 30 - expected ']'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 39\n \u2022 Add closing ']' bracket"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
8696b91ed345a9efbc515a25e28bfe35f30846c8
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Debug print levels for fine-grained debug trace output control DNFQUEUE = (1 << 0) # netfilterqueue DGENPKT = (1 << 1) # Generic packet handling DGENPKTV = (1 << 2) # Generic packet handling with TCP analysis DCB = (1 << 3) # Packet handlign callbacks DPROCFS = (1 << 4) # procfs DIPTBLS = (1 << 5) # iptables DNONLOC = (1 << 6) # Nonlocal-destined datagrams DDPF = (1 << 7) # DPF (Dynamic Port Forwarding) DDPFV = (1 << 8) # DPF (Dynamic Port Forwarding) Verbose DIPNAT = (1 << 9) # IP redirection for nonlocal-destined datagrams DMANGLE = (1 << 10) # Packet mangling DPCAP = (1 << 11) # Pcap write logic DIGN = (1 << 12) # Packet redirect ignore conditions
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF Fix: Complete the truncated code structure
intermediate
machine_learning
error_detection
Pythoncode:Python
0
0
735
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Debug print levels for fine-grained debug trace output control\nDNFQUEUE = (1 << 0) # netfilterqueue\nDGENPKT = (1 << 1) # Generic packet handling\nDGENPKTV = (1 << 2) # Generic packet handling with TCP analysis\nDCB = (1 << 3) # Packet handlign callbacks\nDPROCFS = (1 << 4) # procfs\nDIPTBLS = (1 << 5) # iptables\nDNONLOC = (1 << 6) # Nonlocal-destined datagrams\nDDPF = (1 << 7) # DPF (Dynamic Port Forwarding)\nDDPFV = (1 << 8) # DPF (Dynamic Port Forwarding) Verbose\nDIPNAT = (1 << 9) # IP redirection for nonlocal-destined datagrams\nDMANGLE = (1 << 10) # Packet mangling\nDPCAP = (1 << 11) # Pcap write logic\nDIGN = (1 << 12) # Packet redirect ignore conditions"}, {"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\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
8696be28bebb97248ddd7aa9ff8ffc4d35ce9393
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code:
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
beginner
general
refactoring
Pythoncode:Python
0
0
0
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
869714958dec93fb87488625f1ab7000485c9fb2
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import os import sys import threading import time import warnings from contextlib import ExitStack import click import pendulum from dagster import __version__ from dagster.core.instance import DagsterInstance from dagster.daemon.controller import ( def _get_heartbeat_tolerance(): tolerance = os.getenv( "DAGSTER_DAEMON_HEARTBEAT_TOLERANCE", ) return int(tolerance) if tolerance else DEFAULT_DAEMON_HEARTBEAT_TOLERANCE_SECONDS @click.command( name="run", help="Run any daemons configured on the DagsterInstance.", ) def run_command(): with capture_interrupts(): with DagsterInstance.get() as instance: if instance.is_ephemeral: raise Exception( "dagster-daemon can't run using an in-memory instance. Make sure " "the DAGSTER_HOME environment variable has been set correctly and that " "you have created a dagster.yaml file there." ) with daemon_controller_from_instance( instance, heartbeat_tolerance_seconds=_get_heartbeat_tolerance() ) as controller: controller.check_daemon_loop() @click.command( name="health-check", help="DEPRECATED, use liveness-check instead", ) def health_check_command(): war ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: with DagsterInstance.get() as instance: if all_daemons_healthy(instance, heartbeat_tolerance_seconds=_get_heartbeat_tolerance()): click.echo("Daemon healthy") else: click.echo("Daemon not healthy")
advanced
ui
incomplete_code
Pythoncode:Python
6
0
1,320
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport os\nimport sys\nimport threading\nimport time\nimport warnings\nfrom contextlib import ExitStack\n\nimport click\nimport pendulum\nfrom dagster import __version__\nfrom dagster.core.instance import DagsterInstance\nfrom dagster.daemon.controller import (\ndef _get_heartbeat_tolerance():\n tolerance = os.getenv(\n \"DAGSTER_DAEMON_HEARTBEAT_TOLERANCE\",\n )\n return int(tolerance) if tolerance else DEFAULT_DAEMON_HEARTBEAT_TOLERANCE_SECONDS\n\n\n@click.command(\n name=\"run\",\n help=\"Run any daemons configured on the DagsterInstance.\",\n)\ndef run_command():\n with capture_interrupts():\n with DagsterInstance.get() as instance:\n if instance.is_ephemeral:\n raise Exception(\n \"dagster-daemon can't run using an in-memory instance. Make sure \"\n \"the DAGSTER_HOME environment variable has been set correctly and that \"\n \"you have created a dagster.yaml file there.\"\n )\n\n with daemon_controller_from_instance(\n instance, heartbeat_tolerance_seconds=_get_heartbeat_tolerance()\n ) as controller:\n controller.check_daemon_loop()\n\n\n@click.command(\n name=\"health-check\",\n help=\"DEPRECATED, use liveness-check instead\",\n)\ndef health_check_command():\n war\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 with DagsterInstance.get() as instance:\n if all_daemons_healthy(instance, heartbeat_tolerance_seconds=_get_heartbeat_tolerance()):\n click.echo(\"Daemon healthy\")\n else:\n click.echo(\"Daemon not healthy\")"}]
true
syntax
HARD_CUT
CRITICAL
8697573e23a0bff4599f9e6ef4bcf4db3b6b315f
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: import sys, os sys.path.append(os.path.dirname(os.path.dirname(sys.path[0]))) from sportsreference.nfl.teams import Teams for team in Teams(): print(team.name for player in team.roster.players: print(player.name) for game in team.schedule: print(game.dataframe) print(game.dataframe_extended)
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 6 - expected ')' • SyntaxError: '(' was never closed at line 6 Fixes: • Add closing ')' bracket • Review code syntax
intermediate
data_processing
syntax_repair
Pythoncode:Python
0
0
330
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport sys, os\nsys.path.append(os.path.dirname(os.path.dirname(sys.path[0])))\nfrom sportsreference.nfl.teams import Teams\n\nfor team in Teams():\n print(team.name\n for player in team.roster.players:\n print(player.name)\n for game in team.schedule:\n print(game.dataframe)\n print(game.dataframe_extended)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 6 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 6\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
869758494ec4227a029bca8c4e214109b3aea62a
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import numpy as np import matplotlib import matplotlib.pyplot as plt import sys sys.path.append("../") from quelea import * nx = 217 ny = 133 x0 = 0 x1 = 30 # lambdas y0 = 0 y1 = 20 # lambdas xs = np.linspace(x0, x1, nx) ys = np.linspace(y0, y1, ny) # 2d array of (x, y, z, t) coords = np.array( [ [x, y, 0, 0] for x in xs for y in ys ] ) # for map_fields function this should be converted from 2D to 1D array coords = coords.reshape((4 * nx * ny,)) ftype = 1 # plane wave a0 = 1 # normalized field amplitude omega = 1 # frequency fparam = [a0, 1, 0, 0, 0, 1, 0, 0, omega] # parameters of the plane wave ex, ey, ez, bx, by, bz = map_fields(coords, ftype, fparam) # now convert to 2d arrays ex = ex.reshape((nx, ny)) ey = ey.reshape((nx, ny)) ez = ez.reshape((nx, ny)) bx = bx.reshape((nx, ny by = by.reshape((nx, ny)) bz = bz.reshape((nx, ny)) ex = ex.transpose() ey = ey.transpose() ez = ez.transpose() bx = bx.transpose() by = by.transpose() bz = bz.transpose() plt.imshow(ey, cmap = 'RdYlBu', origin = 'lower', extent = [x0, x1, y0, y1]) plt.colorbar() plt.clim(-a0, a0) plt.savefig("map_fields.pdf") Error: IndentationError: unexpected indent
Fixed Code: import numpy as np import matplotlib import matplotlib.pyplot as plt import sys sys.path.append("../") from quelea import * nx = 217 ny = 133 x0 = 0 x1 = 30 # lambdas y0 = 0 y1 = 20 # lambdas xs = np.linspace(x0, x1, nx) ys = np.linspace(y0, y1, ny) # 2d array of (x, y, z, t) Explanation: Fix indentation to match Python syntax rules
intermediate
database
error_fixing
Pythoncode:Python
0
0
1,114
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport numpy as np\nimport matplotlib\nimport matplotlib.pyplot as plt\n\nimport sys\nsys.path.append(\"../\")\nfrom quelea import *\n\nnx = 217\nny = 133\n\nx0 = 0\nx1 = 30 # lambdas\ny0 = 0\ny1 = 20 # lambdas\n\nxs = np.linspace(x0, x1, nx)\nys = np.linspace(y0, y1, ny)\n\n# 2d array of (x, y, z, t)\ncoords = np.array( [ [x, y, 0, 0] for x in xs for y in ys ] )\n# for map_fields function this should be converted from 2D to 1D array\ncoords = coords.reshape((4 * nx * ny,))\n\nftype = 1 # plane wave\na0 = 1 # normalized field amplitude\nomega = 1 # frequency\nfparam = [a0, 1, 0, 0, 0, 1, 0, 0, omega] # parameters of the plane wave\n\nex, ey, ez, bx, by, bz = map_fields(coords, ftype, fparam)\n# now convert to 2d arrays\nex = ex.reshape((nx, ny))\ney = ey.reshape((nx, ny))\nez = ez.reshape((nx, ny))\nbx = bx.reshape((nx, ny\nby = by.reshape((nx, ny))\nbz = bz.reshape((nx, ny))\nex = ex.transpose()\ney = ey.transpose()\nez = ez.transpose()\nbx = bx.transpose()\nby = by.transpose()\nbz = bz.transpose()\n\nplt.imshow(ey, cmap = 'RdYlBu', origin = 'lower', extent = [x0, x1, y0, y1])\nplt.colorbar()\nplt.clim(-a0, a0)\n\nplt.savefig(\"map_fields.pdf\")\n\n\n\n Error: IndentationError: unexpected indent"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport numpy as np\nimport matplotlib\nimport matplotlib.pyplot as plt\n\nimport sys\nsys.path.append(\"../\")\nfrom quelea import *\n\nnx = 217\nny = 133\n\nx0 = 0\nx1 = 30 # lambdas\ny0 = 0\ny1 = 20 # lambdas\n\nxs = np.linspace(x0, x1, nx)\nys = np.linspace(y0, y1, ny)\n\n# 2d array of (x, y, z, t)\n\n Explanation: Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
86979f732a31535e5210a87577515eada4d424aa
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import os from absl import app from absl import flags import numpy as np import tqdm from tensorflow.keras import Model from albumentations import ( def main(argv): reset_tf(FLAGS.device) ds_info = VegetableDataset(FLAGS.data_path) dim = ds_info.hsi_dims cats = ds_info.get_categories() # spoof file path assert FLAGS.spoof_type == "print" or FLAGS.spoof_type == "replay" spooffn = "224_224.m.rf.npy" spoofdir = '03' if FLAGS.spoof_type == 'print' else '04' # "04": replay spooffns = [os.path.join(ds_info.DATASET_ROOT_PATH, str(i).zfill(2), "05", spoofdir, spooffn) for i in cats] # dataset generation input_shape = (224, 224, dim) AUGMENTATIONS_ALL = Compose([ HorizontalFlip(p=0.5), VerticalFlip(p=0.2), RandomContrast(limit=0.001, p=0.5), RandomBrightness(limit=0.001, p=0.5), ShiftScaleRotate( shift_limit=0.3, scale_limit=0.9, rotate_limit=30, border_mode=4, p=0.8),# cv2.BORDER_REFLECT_101 ToFloat(max_value=1024) ]) AUGMENTATIONS_SIMPLE = Compose([ ToFloat(max_value=1024) ]) test_aug_gen = VegetableSequence(dataset=ds_info, instance_ids=[5], sample_ids=[1,2], random_state=2, batch_size=32, augmentations=AUGMENTATIONS_ALL, isTest=True) # build and load models print("building model") nb_classes = ds_info.object_categories seg_model = build_seg_model(input_shape=input_shape) seg_model.load_weights(FLAGS.seg_model) pix_class_model = build_pixel_mlp_class_model( nb_classes=nb_classes, input_shape=(1,dim)) pix_class_model.load_weights(FLAGS.class_model) penultimate_feat_extractor = Model(inputs=pix_class_model.input, outputs=pix_class_model.get_layer("penultimate").output) ... [3 more functiondefs truncated] ...
Functions: main This code demonstrates Pythoncode:Python programming.
intermediate
testing
code_explanation
Pythoncode:Python
1
0
1,921
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport os\nfrom absl import app\nfrom absl import flags\nimport numpy as np\nimport tqdm\n\nfrom tensorflow.keras import Model\nfrom albumentations import (\ndef main(argv):\n reset_tf(FLAGS.device)\n ds_info = VegetableDataset(FLAGS.data_path)\n dim = ds_info.hsi_dims\n cats = ds_info.get_categories()\n\n # spoof file path\n assert FLAGS.spoof_type == \"print\" or FLAGS.spoof_type == \"replay\"\n spooffn = \"224_224.m.rf.npy\"\n spoofdir = '03' if FLAGS.spoof_type == 'print' else '04' # \"04\": replay\n spooffns = [os.path.join(ds_info.DATASET_ROOT_PATH, str(i).zfill(2),\n \"05\", spoofdir, spooffn) for i in cats]\n\n # dataset generation\n input_shape = (224, 224, dim)\n AUGMENTATIONS_ALL = Compose([\n HorizontalFlip(p=0.5),\n VerticalFlip(p=0.2),\n RandomContrast(limit=0.001, p=0.5),\n RandomBrightness(limit=0.001, p=0.5),\n ShiftScaleRotate(\n shift_limit=0.3, scale_limit=0.9,\n rotate_limit=30, border_mode=4, p=0.8),# cv2.BORDER_REFLECT_101\n ToFloat(max_value=1024)\n ])\n AUGMENTATIONS_SIMPLE = Compose([\n ToFloat(max_value=1024)\n ])\n test_aug_gen = VegetableSequence(dataset=ds_info, instance_ids=[5],\n sample_ids=[1,2], random_state=2, batch_size=32,\n augmentations=AUGMENTATIONS_ALL, isTest=True)\n\n # build and load models\n print(\"building model\")\n nb_classes = ds_info.object_categories\n seg_model = build_seg_model(input_shape=input_shape)\n seg_model.load_weights(FLAGS.seg_model)\n\n pix_class_model = build_pixel_mlp_class_model(\n nb_classes=nb_classes, input_shape=(1,dim))\n pix_class_model.load_weights(FLAGS.class_model)\n penultimate_feat_extractor = Model(inputs=pix_class_model.input,\n outputs=pix_class_model.get_layer(\"penultimate\").output)\n \n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: main\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
86981ef4c2dc9e662bd6493203efcef25a7c5284
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: from django.conf import settings from suit import apps from suit.apps import DjangoSuitConfig from suit.menu import ParentItem, ChildItem ... [1 more classdefs truncated ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '[' at line 8 - expected ']' • Invalid syntax at line 8: ... [1 more classdefs truncated ... Fixes: • Complete the expression on the last line • Add closing ']' bracket • Review syntax near the error location
beginner
ui
syntax_repair
Pythoncode:Python
0
0
183
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom django.conf import settings\n\nfrom suit import apps\nfrom suit.apps import DjangoSuitConfig\nfrom suit.menu import ParentItem, ChildItem\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 8 - expected ']'\n \u2022 Invalid syntax at line 8: ... [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
MISSING_BRACKETS
MEDIUM
8698961278b2541aa172b54c8053ea36ceff0d54
TheStack--python--000.parquet
Review this Pythoncode:Python code: import h5py import numpy as np
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF ✨ Improvements: Complete the expression on the last line
beginner
general
code_review
Pythoncode:Python
0
0
30
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport h5py\nimport numpy as np"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n\n\u2728 Improvements:\n Complete the expression on the last line"}]
false
null
null
null
869a0bbbdd3ad540b61675d429b25b1caee7f14d
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # Natural Language Toolkit: Interface to Weka Classsifiers # # Copyright (C) 2001-2015 NLTK Project # Author: Edward Loper <edloper@gmail.com> # URL: <http://nltk.org/> # For license information, see LICENSE.TXT def config_weka(classpath=None): global _weka_classpath # Make sure java's configured first. config_java() if classpath is not None: _weka_classpath = classpath if _weka_classpath is None: searchpath = _weka_search if 'WEKAHOME' in os.environ: searchpath.insert(0, os.environ['WEKAHOME']) for path in searchpath: if os.path.exists(os.path.join(path, 'weka.jar')): _weka_classpath = os.path.join(path, 'weka.jar') version = _check_weka_version(_weka_classpath) if version: print(('[Found Weka: %s (version %s)]' % (_weka_classpath, version))) else: print('[Found Weka: %s]' % _weka_classpath) _check_weka_version(_weka_classpath) if _weka_classpath is None: raise LookupError('Unable to find weka.jar! Use config_weka() ' 'or set the WEKAHOME environment variable. ' 'For more information about Weka, please see ' 'http://www.cs.waikato.ac.nz/ml/weka/') def _check_weka_version(jar): try: zf = zipfile.ZipFile(jar) except SystemExit as KeyboardInterrupt: raise except: return None try: try: return zf.read('weka/core/version.txt') except KeyError: return None finally: zf.close() class WekaClassifier(ClassifierI): def __init__(self, formatter, model_filename): self._formatter = formatter self._model = model_filename def prob_classify_many(self, featuresets): return self._classify_many(featuresets, ['-p', '0', '-distribution']) def classify_many(self, featuresets): return self._classify_many(featuresets, ['-p', '0']) ... [14 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 11 Invalid syntax at line 66: ... [14 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 7 Unexpected indentation at line 10 Unexpected indentation at line 12 Unexpected indentation at line 13 💡 Suggestions: Complete the expression on the last line Add closing quote at line 11 Review syntax near the error location
advanced
api
debugging
Pythoncode:Python
5
1
2,207
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Natural Language Toolkit: Interface to Weka Classsifiers\r\n#\r\n# Copyright (C) 2001-2015 NLTK Project\r\n# Author: Edward Loper <edloper@gmail.com>\r\n# URL: <http://nltk.org/>\r\n# For license information, see LICENSE.TXT\r\n\r\ndef config_weka(classpath=None):\r\n global _weka_classpath\r\n\r\n # Make sure java's configured first.\r\n config_java()\r\n\r\n if classpath is not None:\r\n _weka_classpath = classpath\r\n\r\n if _weka_classpath is None:\r\n searchpath = _weka_search\r\n if 'WEKAHOME' in os.environ:\r\n searchpath.insert(0, os.environ['WEKAHOME'])\r\n\r\n for path in searchpath:\r\n if os.path.exists(os.path.join(path, 'weka.jar')):\r\n _weka_classpath = os.path.join(path, 'weka.jar')\r\n version = _check_weka_version(_weka_classpath)\r\n if version:\r\n print(('[Found Weka: %s (version %s)]' %\r\n (_weka_classpath, version)))\r\n else:\r\n print('[Found Weka: %s]' % _weka_classpath)\r\n _check_weka_version(_weka_classpath)\r\n\r\n if _weka_classpath is None:\r\n raise LookupError('Unable to find weka.jar! Use config_weka() '\r\n 'or set the WEKAHOME environment variable. '\r\n 'For more information about Weka, please see '\r\n 'http://www.cs.waikato.ac.nz/ml/weka/')\r\n\r\ndef _check_weka_version(jar):\r\n try:\r\n zf = zipfile.ZipFile(jar)\r\n except SystemExit as KeyboardInterrupt:\r\n raise\r\n except:\r\n return None\r\n try:\r\n try:\r\n return zf.read('weka/core/version.txt')\r\n except KeyError:\r\n return None\r\n finally:\r\n zf.close()\r\n\r\nclass WekaClassifier(ClassifierI):\r\n def __init__(self, formatter, model_filename):\r\n self._formatter = formatter\r\n self._model = model_filename\r\n\r\n def prob_classify_many(self, featuresets):\r\n return self._classify_many(featuresets, ['-p', '0', '-distribution'])\r\n\r\n def classify_many(self, featuresets):\r\n return self._classify_many(featuresets, ['-p', '0'])\r\n\r\n\n ... [14 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 11\n Invalid syntax at line 66: ... [14 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 7\n Unexpected indentation at line 10\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 11\n Review syntax near the error location"}]
false
null
null
null
869a42d471e5a0264cf98babfcdd88a6669b3cbc
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import pandas as pd import numpy as np from src.si.util.util import label_gen class Dataset: def __init__(self, X=None, Y=None, xnames: list = None, yname: str = None): """ Tabular Dataset""" if X is None: raise Exception("Trying to instanciate a DataSet without any data") self.X = X self.Y = Y self.xnames = xnames if xnames else label_gen(X.shape[1]) self.yname = yname if yname else 'Y' @classmethod def from_data(cls, filename, sep=",", labeled=True): """Creates a DataSet from a data file. :param filename: The filename :type filename: str :param sep: attributes separator, defaults to "," :type sep: str, optional :return: A DataSet object :rtype: DataSet """ data = np.genfromtxt(filename, delimiter=sep) if labeled: X = data[:, 0:-1] Y = data[:, -1] else: X = data Y = None return cls(X, Y) @classmethod def from_dataframe(cls, df, ylabel=None): """Creates a DataSet from a pandas dataframe. :param df: [description] :type df: [type] :param ylabel: [description], defaults to None :type ylabel: [type], optional :return: [description] :rtype: [type] """ if ylabel and ylabel in df.columns: X = df.loc[:, df.columns != ylabel].to_numpy() #transforma num array de numpy Y = df.loc[:, ylabel].to_numpy() # xnames = df.columns.tolist().remove(ylabel) yname = ylabel xnames = df.columns.tolist() for name in xnames: if name == yname: ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: xnames.remove(yname) else: X = df.to_numpy() Y = None
advanced
database
incomplete_code
Pythoncode:Python
8
1
1,760
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport pandas as pd\nimport numpy as np\nfrom src.si.util.util import label_gen\n\nclass Dataset:\n def __init__(self, X=None, Y=None,\n xnames: list = None,\n yname: str = None):\n \"\"\" Tabular Dataset\"\"\"\n if X is None:\n raise Exception(\"Trying to instanciate a DataSet without any data\")\n self.X = X\n self.Y = Y\n self.xnames = xnames if xnames else label_gen(X.shape[1])\n self.yname = yname if yname else 'Y'\n\n @classmethod\n def from_data(cls, filename, sep=\",\", labeled=True):\n \"\"\"Creates a DataSet from a data file.\n\n :param filename: The filename\n :type filename: str\n :param sep: attributes separator, defaults to \",\"\n :type sep: str, optional\n :return: A DataSet object\n :rtype: DataSet\n \"\"\"\n data = np.genfromtxt(filename, delimiter=sep)\n if labeled:\n X = data[:, 0:-1]\n Y = data[:, -1]\n else:\n X = data\n Y = None\n return cls(X, Y)\n\n @classmethod\n def from_dataframe(cls, df, ylabel=None):\n \"\"\"Creates a DataSet from a pandas dataframe.\n :param df: [description]\n :type df: [type]\n :param ylabel: [description], defaults to None\n :type ylabel: [type], optional\n :return: [description]\n :rtype: [type]\n \"\"\"\n\n if ylabel and ylabel in df.columns:\n X = df.loc[:, df.columns != ylabel].to_numpy() #transforma num array de numpy\n Y = df.loc[:, ylabel].to_numpy()\n # xnames = df.columns.tolist().remove(ylabel)\n yname = ylabel\n xnames = df.columns.tolist()\n for name in xnames:\n if name == yname:\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 xnames.remove(yname)\n\n else:\n X = df.to_numpy()\n Y = None"}]
true
syntax
HARD_CUT
CRITICAL
869a8a31a260884a519f22c5d9a29b22876f051f
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: class TFT: '' BLACK = 0 BLUE = 255 BMP = 2 BOTTOM = -9004 CENTER = -9003 COLOR_BITS16 = 16 COLOR_BITS24 = 24 CYAN = 65535 DARKCYAN = 32896 DARKGREEN = 32768 DARKGREY = 8421504 FONT_7seg = 9 FONT_Comic = 4 FONT_Default = 0 FONT_DefaultSmall = 8 FONT_DejaVu18 = 1 FONT_DejaVu24 = 2 FONT_DejaVu40 = 11 FONT_DejaVu56 = 12 FONT_DejaVu72 = 13 FONT_Minya = 5 FONT_Small = 7 FONT_Tooney = 6 FONT_Ubuntu = 3 GREEN = 65280 GREENYELLOW = 11336748 HSPI = 1 JPG = 1 LANDSCAPE = 1 LANDSCAPE_FLIP = 3 LASTX = 7000 LASTY = 8000 LIGHTGREY = 12632256 M5STACK = 6 MAGENTA = 16515327 MAROON = 8388608 NAVY = 128 OLIVE = 8421376 ORANGE = 16557056 PINK = 16564426 PORTRAIT = 0 PORTRAIT_FLIP = 2 PURPLE = 8388736 RED = 16515072 RIGHT = -9004 VSPI = 2 WHITE = 16579836 YELLOW = 16579584 def arc(): pass def attrib7seg(): pass def backlight(): pass def circle(): pass def clear(): pass def clearwin(): pass def compileFont(): pass def deinit(): pass def drawCircle(): pass def drawLine(): pass def drawPixel(): pass def drawRect(): pass def drawRoundRect(): pass def drawTriangle(): pass def ellipse(): pass def fill(): pass def fillCircle(): pass def fillRect(): pass def fillRoundRect(): pass def fillScreen(): pass def fillTriangle(): pass def font(): pass def fontSize(): pass def getCursor(): pass def get_bg(): pass def get_fg(): pass def hsb2rgb(): pass def image(): pass def init(): pass def line(): pass def lineByAngle(): pass
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
advanced
machine_learning
error_detection
Pythoncode:Python
62
1
2,010
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass TFT:\n ''\n BLACK = 0\n BLUE = 255\n BMP = 2\n BOTTOM = -9004\n CENTER = -9003\n COLOR_BITS16 = 16\n COLOR_BITS24 = 24\n CYAN = 65535\n DARKCYAN = 32896\n DARKGREEN = 32768\n DARKGREY = 8421504\n FONT_7seg = 9\n FONT_Comic = 4\n FONT_Default = 0\n FONT_DefaultSmall = 8\n FONT_DejaVu18 = 1\n FONT_DejaVu24 = 2\n FONT_DejaVu40 = 11\n FONT_DejaVu56 = 12\n FONT_DejaVu72 = 13\n FONT_Minya = 5\n FONT_Small = 7\n FONT_Tooney = 6\n FONT_Ubuntu = 3\n GREEN = 65280\n GREENYELLOW = 11336748\n HSPI = 1\n JPG = 1\n LANDSCAPE = 1\n LANDSCAPE_FLIP = 3\n LASTX = 7000\n LASTY = 8000\n LIGHTGREY = 12632256\n M5STACK = 6\n MAGENTA = 16515327\n MAROON = 8388608\n NAVY = 128\n OLIVE = 8421376\n ORANGE = 16557056\n PINK = 16564426\n PORTRAIT = 0\n PORTRAIT_FLIP = 2\n PURPLE = 8388736\n RED = 16515072\n RIGHT = -9004\n VSPI = 2\n WHITE = 16579836\n YELLOW = 16579584\n def arc():\n pass\n\n def attrib7seg():\n pass\n\n def backlight():\n pass\n\n def circle():\n pass\n\n def clear():\n pass\n\n def clearwin():\n pass\n\n def compileFont():\n pass\n\n def deinit():\n pass\n\n def drawCircle():\n pass\n\n def drawLine():\n pass\n\n def drawPixel():\n pass\n\n def drawRect():\n pass\n\n def drawRoundRect():\n pass\n\n def drawTriangle():\n pass\n\n def ellipse():\n pass\n\n def fill():\n pass\n\n def fillCircle():\n pass\n\n def fillRect():\n pass\n\n def fillRoundRect():\n pass\n\n def fillScreen():\n pass\n\n def fillTriangle():\n pass\n\n def font():\n pass\n\n def fontSize():\n pass\n\n def getCursor():\n pass\n\n def get_bg():\n pass\n\n def get_fg():\n pass\n\n def hsb2rgb():\n pass\n\n def image():\n pass\n\n def init():\n pass\n\n def line():\n pass\n\n def lineByAngle():\n pass"}, {"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
869b1718c19f9cae150c01d7070087f780577bf0
TheStack--python--000.parquet
Review this Pythoncode:Python code: import json, requests, datetime from cron_descriptor import get_description from .dbclient import dbclient from .JobsClient import JobsClient from .ClustersClient import ClustersClient from .WorkspaceClient import WorkspaceClient from .ScimClient import ScimClient from .LibraryClient import LibraryClient from .HiveClient import HiveClient from .parser import *
Code Review: ⚠️ Code quality: Avoid 'import *' at line 11 - import specific names
intermediate
api
code_review
Pythoncode:Python
0
0
364
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport json, requests, datetime\nfrom cron_descriptor import get_description\n\nfrom .dbclient import dbclient\nfrom .JobsClient import JobsClient\nfrom .ClustersClient import ClustersClient\nfrom .WorkspaceClient import WorkspaceClient\nfrom .ScimClient import ScimClient\nfrom .LibraryClient import LibraryClient\nfrom .HiveClient import HiveClient\nfrom .parser import *"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Avoid 'import *' at line 11 - import specific names"}]
false
null
null
null
869c4c6a792894e8eb7116f05f76e9950b851051
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- # SkinWeights command and component editor # Copyright (C) 2018 Trevor van Hoof # Website: http://www.trevorius.com # # pyqt attribute sliders # Copyright (C) 2018 Daniele Niero # Website: http://danieleniero.com/ # # neighbour finding algorythm # Copyright (C) 2018 Jan Pijpers # Website: http://www.janpijpers.com/ # # skinningTools and UI # Copyright (C) 2018 Perry Leijten # Website: http://www.perryleijten.com # # This program is free software: you can redistribute it and/or modify # it under the te
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
intermediate
api
error_detection
Pythoncode:Python
0
0
548
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\r\n# SkinWeights command and component editor\r\n# Copyright (C) 2018 Trevor van Hoof\r\n# Website: http://www.trevorius.com\r\n#\r\n# pyqt attribute sliders\r\n# Copyright (C) 2018 Daniele Niero\r\n# Website: http://danieleniero.com/\r\n#\r\n# neighbour finding algorythm\r\n# Copyright (C) 2018 Jan Pijpers\r\n# Website: http://www.janpijpers.com/\r\n#\r\n# skinningTools and UI\r\n# Copyright (C) 2018 Perry Leijten\r\n# Website: http://www.perryleijten.com\r\n#\r\n# This program is free software: you can redistribute it and/or modify\r\n# it under the te"}, {"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
869cca1a77b5e47ef9d5c83e59910c957d0e0eeb
TheStack--python--000.parquet
Explain this Pythoncode:Python code: def _uptime_calculation(seconds_uptime: float, last_value: datetime | None) -> datetime: """Calculate uptime with deviation.""" delta_uptime = utcnow() - timedelta(seconds=seconds_uptime) if ( not last_value or abs((delta_uptime - last_value).total_seconds()) > UPTIME_DEVIATION ): return delta_uptime return last_value def _retrieve_device_uptime_state( status: FritzStatus, last_value: datetime ) -> datetime: """Return uptime from device.""" return _uptime_calculation(status.device_uptime, last_value) def _retrieve_connection_uptime_state( status: FritzStatus, last_value: datetime | None ) -> datetime: """Return uptime from connection.""" return _uptime_calculation(status.connection_uptime, last_value) def _retrieve_external_ip_state(status: FritzStatus, last_value: str) -> str: """Return external ip from device.""" return status.external_ip # type: ignore[no-any-return] def _retrieve_kb_s_sent_state(status: FritzStatus, last_value: str) -> float: """Return upload transmission rate.""" return round(status.transmission_rate[0] / 1000, 1) # type: ignore[no-any-return] def _retrieve_kb_s_received_state(status: FritzStatus, last_value: str) -> float: """Return download transmission rate.""" return round(status.transmission_rate[1] / 1000, 1) # type: ignore[no-any-return] def _retrieve_max_kb_s_sent_state(status: FritzStatus, last_value: str) -> float: """Return upload max transmission rate.""" return round(status.max_bit_rate[0] / 1000, 1) # type: ignore[no-any-return] def _retrieve_max_kb_s_received_state(status: FritzStatus, last_value: str) -> float: """Return download max transmission rate.""" return round(status.max_bit_rate[1] / 1000, 1) # type: ignore[no-any-return] def _retrieve_gb_sent_state(status: FritzStatus, last_value: str) -> float: """Return upload total data.""" return round(status.bytes_sent / 1000 / 1000 / 1000, 1) # type: ignore[no-any-return] def _retrieve_gb_received_state(status: FritzStatus, last_value: str) -> float: """Return download total data.""" return round(status.bytes_received / 1000 / 1000 / 1000, 1) # type: ignore[no-any-return] def _retrieve_link_kb_s_sent_state(status: FritzStatus, last_value: str) -> float: """Return upload link rate.""" return round(status.max_linked_bit_rate[0] / 1000, 1) # type: ignore[no-any-return] def _retrieve_link_kb_s_received_state(status: FritzStatus, last_value: str) -> float: """Return download link rate.""" return round(status.max_linked_bit_rate[1] / 1000, 1) # type: ignore[no-any-return] def _retrieve_link_noise_margin_sent_state( status: FritzStatus, last_value: str ) -> float: """Return upload noise margin.""" return status.noise_margin[0] / 10 # type: ignore[no-any-return] ... [8 more functiondefs truncated] ...
Functions: _uptime_calculation, _retrieve_device_uptime_state, _retrieve_connection_uptime_state, _retrieve_external_ip_state, _retrieve_kb_s_sent_state This code demonstrates Pythoncode:Python programming.
advanced
data_processing
code_explanation
Pythoncode:Python
13
0
2,926
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\ndef _uptime_calculation(seconds_uptime: float, last_value: datetime | None) -> datetime:\n \"\"\"Calculate uptime with deviation.\"\"\"\n delta_uptime = utcnow() - timedelta(seconds=seconds_uptime)\n\n if (\n not last_value\n or abs((delta_uptime - last_value).total_seconds()) > UPTIME_DEVIATION\n ):\n return delta_uptime\n\n return last_value\n\n\ndef _retrieve_device_uptime_state(\n status: FritzStatus, last_value: datetime\n) -> datetime:\n \"\"\"Return uptime from device.\"\"\"\n return _uptime_calculation(status.device_uptime, last_value)\n\n\ndef _retrieve_connection_uptime_state(\n status: FritzStatus, last_value: datetime | None\n) -> datetime:\n \"\"\"Return uptime from connection.\"\"\"\n return _uptime_calculation(status.connection_uptime, last_value)\n\n\ndef _retrieve_external_ip_state(status: FritzStatus, last_value: str) -> str:\n \"\"\"Return external ip from device.\"\"\"\n return status.external_ip # type: ignore[no-any-return]\n\n\ndef _retrieve_kb_s_sent_state(status: FritzStatus, last_value: str) -> float:\n \"\"\"Return upload transmission rate.\"\"\"\n return round(status.transmission_rate[0] / 1000, 1) # type: ignore[no-any-return]\n\n\ndef _retrieve_kb_s_received_state(status: FritzStatus, last_value: str) -> float:\n \"\"\"Return download transmission rate.\"\"\"\n return round(status.transmission_rate[1] / 1000, 1) # type: ignore[no-any-return]\n\n\ndef _retrieve_max_kb_s_sent_state(status: FritzStatus, last_value: str) -> float:\n \"\"\"Return upload max transmission rate.\"\"\"\n return round(status.max_bit_rate[0] / 1000, 1) # type: ignore[no-any-return]\n\n\ndef _retrieve_max_kb_s_received_state(status: FritzStatus, last_value: str) -> float:\n \"\"\"Return download max transmission rate.\"\"\"\n return round(status.max_bit_rate[1] / 1000, 1) # type: ignore[no-any-return]\n\n\ndef _retrieve_gb_sent_state(status: FritzStatus, last_value: str) -> float:\n \"\"\"Return upload total data.\"\"\"\n return round(status.bytes_sent / 1000 / 1000 / 1000, 1) # type: ignore[no-any-return]\n\n\ndef _retrieve_gb_received_state(status: FritzStatus, last_value: str) -> float:\n \"\"\"Return download total data.\"\"\"\n return round(status.bytes_received / 1000 / 1000 / 1000, 1) # type: ignore[no-any-return]\n\n\ndef _retrieve_link_kb_s_sent_state(status: FritzStatus, last_value: str) -> float:\n \"\"\"Return upload link rate.\"\"\"\n return round(status.max_linked_bit_rate[0] / 1000, 1) # type: ignore[no-any-return]\n\n\ndef _retrieve_link_kb_s_received_state(status: FritzStatus, last_value: str) -> float:\n \"\"\"Return download link rate.\"\"\"\n return round(status.max_linked_bit_rate[1] / 1000, 1) # type: ignore[no-any-return]\n\n\ndef _retrieve_link_noise_margin_sent_state(\n status: FritzStatus, last_value: str\n) -> float:\n \"\"\"Return upload noise margin.\"\"\"\n return status.noise_margin[0] / 10 # type: ignore[no-any-return]\n\n\n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: _uptime_calculation, _retrieve_device_uptime_state, _retrieve_connection_uptime_state, _retrieve_external_ip_state, _retrieve_kb_s_sent_state\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
869e135c2c869c0e98bb08d38ef8fc9d0c3c1530
TheStack--python--000.parquet
Debug this Pythoncode:Python code: from Ifc.ClassRegistry import ifc_class, ifc_abstract_class, ifc_fallback_class @ifc_abstract_class class IfcEntity: """ Generic IFC entity, only for subclassing from it """ def __init__(self, rtype, args): """ rtype: Resource type args: Arguments in *reverse* order, so you can just args.pop() from it """ self.rtype = rtype def __str__(self): return self.rtype def __json__(self): return {'rtype': self.rtype} @ifc_fallback_class class IfcGenericEntity(IfcEntity): """ Generic IFC entity: type and args """ def __init__(self, rtype, args): IfcEntity.__init__(self, rtype, args) self.args = args self.args.reverse() def __str__(self): return "Gen<{sup}>{a}".format( sup=IfcEntity.__str__(self), a=self.args) @ifc_class class IfcScalarValue(IfcEntity): def __init__(self, rtype, args): IfcEntity.__init__(self, rtype, args) self.value = args.pop() def __str__(self): return str(self.value) @ifc_class class BOOLEAN(IfcScalarValue): pass @ifc_class class REAL(IfcScalarValue): pass @ifc_class class BINARY(IfcScalarValue): pass @ifc_class class INTEGER(IfcScalarValue): pass @ifc_class class NUMBER(IfcScalarValue): pass @ifc_class class STRING(IfcScalarValue): pass @ifc_class class LOGICAL(IfcScalarValue): pass class Omitted: """ Marked with '*' it states that some supertype had defined that attribute, but in the subtype it is a derived (calculated) value, so it no longer makes sense to explicitely assign value to it. """ # TODO: Haven't tried if it can be handled 'just as expected' def __init__(self): pass def __str__(self): return "<omitted>" def __json__(self): return None # class-level, enough to reference, no need to create multiple instances (doesn't hurt though) omitted = Omitted() class Reference: """ Refers to another entity by its index """ def __init__(self, index): self.index = index def __str__(self): return "<#{idx}>".format(idx=self.index) def __json__(self): return {'ref': self.index} class EnumValue: """ Item from some set of enumerated values. """ def __init__(self, value): self.value = value def __str__(self): return "<.{val}.>".format(val=self.value) def __json__(self): return self.value @ifc_class class STEPHeader(IfcEntity): def __init__(self): IfcEntity.__init__(self, "STEPHeader", []) self.fields = {} def add(self, e): self.fields[e.rtype] = e def __str__(self): return "STEPHeader({f})".format(f=", ".join(map(lambda f: "{n}: {v}".format(n=f[0], v=str(f[1])), self.fields.iteritems()))) # vim: set sw=4 ts=4 et:
Code analysis results: 🔴 Errors found: Unterminated string literal at line 5 Block at line 137 has no indented body ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 11 Unexpected indentation at line 12 💡 Suggestions: Add closing quote at line 5 Add docstring to class 'IfcScalarValue' Add docstring to class 'BOOLEAN'
advanced
database
debugging
Pythoncode:Python
19
14
2,931
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom Ifc.ClassRegistry import ifc_class, ifc_abstract_class, ifc_fallback_class\n\n@ifc_abstract_class\nclass IfcEntity:\n \"\"\"\n Generic IFC entity, only for subclassing from it\n \"\"\"\n\n def __init__(self, rtype, args):\n \"\"\"\n rtype: Resource type\n args: Arguments in *reverse* order, so you can just args.pop() from it\n \"\"\"\n self.rtype = rtype\n \n def __str__(self):\n return self.rtype\n\n def __json__(self):\n return {'rtype': self.rtype}\n\n\n@ifc_fallback_class\nclass IfcGenericEntity(IfcEntity):\n \"\"\"\n Generic IFC entity: type and args\n \"\"\"\n\n def __init__(self, rtype, args):\n IfcEntity.__init__(self, rtype, args)\n self.args = args\n self.args.reverse()\n \n def __str__(self):\n return \"Gen<{sup}>{a}\".format(\n sup=IfcEntity.__str__(self),\n a=self.args)\n\n\n@ifc_class\nclass IfcScalarValue(IfcEntity):\n def __init__(self, rtype, args):\n IfcEntity.__init__(self, rtype, args)\n self.value = args.pop()\n \n def __str__(self):\n return str(self.value)\n\n@ifc_class\nclass BOOLEAN(IfcScalarValue):\n pass\n\n@ifc_class\nclass REAL(IfcScalarValue):\n pass\n\n@ifc_class\nclass BINARY(IfcScalarValue):\n pass\n\n@ifc_class\nclass INTEGER(IfcScalarValue):\n pass\n\n@ifc_class\nclass NUMBER(IfcScalarValue):\n pass\n\n@ifc_class\nclass STRING(IfcScalarValue):\n pass\n\n@ifc_class\nclass LOGICAL(IfcScalarValue):\n pass\n\n\nclass Omitted:\n \"\"\"\n Marked with '*' it states that some supertype had defined that attribute, but in the subtype it is a derived\n (calculated) value, so it no longer makes sense to explicitely assign value to it.\n \"\"\"\n # TODO: Haven't tried if it can be handled 'just as expected'\n def __init__(self):\n pass\n \n def __str__(self):\n return \"<omitted>\"\n\n def __json__(self):\n return None\n\n# class-level, enough to reference, no need to create multiple instances (doesn't hurt though)\nomitted = Omitted()\n\n\nclass Reference:\n \"\"\"\n Refers to another entity by its index\n \"\"\"\n def __init__(self, index):\n self.index = index\n\n def __str__(self):\n return \"<#{idx}>\".format(idx=self.index)\n\n def __json__(self):\n return {'ref': self.index}\n\n\nclass EnumValue:\n \"\"\"\n Item from some set of enumerated values.\n \"\"\"\n def __init__(self, value):\n self.value = value\n\n def __str__(self):\n return \"<.{val}.>\".format(val=self.value)\n\n def __json__(self):\n return self.value\n\n@ifc_class\nclass STEPHeader(IfcEntity):\n def __init__(self):\n IfcEntity.__init__(self, \"STEPHeader\", [])\n self.fields = {}\n\n def add(self, e):\n self.fields[e.rtype] = e\n\n def __str__(self):\n return \"STEPHeader({f})\".format(f=\", \".join(map(lambda f: \"{n}: {v}\".format(n=f[0], v=str(f[1])), self.fields.iteritems())))\n\n\n# vim: set sw=4 ts=4 et:"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 5\n Block at line 137 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 5\n Add docstring to class 'IfcScalarValue'\n Add docstring to class 'BOOLEAN'"}]
false
null
null
null
869e772414d99f560741ba4d5f3b4440b61ae41b
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: # vim: tabstop=4 shiftwidth=4 softtabstop=4 # # Copyright (c) 2016 Wind River Systems, Inc. # # SPDX-License-Identifier: Apache-2.0 # import logging import os from io_monitor.constants import DOMAIN from io_monitor.utils.data_window import DataCollectionWindow class DeviceDataCollector(object): # Moving average windows MA_WINDOW_SMA = 0 MA_WINDOW_MED = 1 MA_WINDOW_LAR = 2 # Device status STATUS_NORMAL = "N" STATUS_BUILDING = "B" STATUS_CONGESTED = "L" # Data tracked DATA_IOPS = "iops" DATA_AWAIT = "await" def __init__(self, device_node, data_elements, size_sma, size_med, size_lar): self.node = device_node if os.path.exists('/sys/block/' + self.node + '/dm/name'): self.name = open('/sys/block/' + self.node + '/dm/name', 'r').read().rstrip() else: self.name = self.node self.data_dict = {} self.data_caps = {self.DATA_AWAIT: -1, self.DATA_IOPS: -1} self.timestamp = None self.congestion_status = self.STATUS_NORMAL self.congestion_await_minimal_spike = -1 self.congestion_await_sustained = -1 for element in data_elements: self.data_dict.update({element: [ DataCollectionWindow(size_sma, stuck_data_override=True), DataCollectionWindow(size_med, stuck_data_override=True), DataCollectionWindow(size_lar, stuck_data_override=True)]}) def update_congestion_status(self): # Bail if threshold is not set if self.congestion_await_sustained == -1: return ma_sma = self.get_average(self.DATA_AWAIT, self.MA_WINDOW_SMA) ma_med = self.get_average(self.DATA_AWAIT, self.MA_WINDOW_MED) ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: # Set the congestion status based on await moving average if self.congestion_status is self.STATUS_NORMAL: if ma_sma > self.congestion_await_sustained: self.congestion_status = self.STATUS_BUILDING
advanced
database
incomplete_code
Pythoncode:Python
2
1
1,805
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# vim: tabstop=4 shiftwidth=4 softtabstop=4\n#\n# Copyright (c) 2016 Wind River Systems, Inc.\n#\n# SPDX-License-Identifier: Apache-2.0\n#\n\nimport logging\nimport os\n\nfrom io_monitor.constants import DOMAIN\nfrom io_monitor.utils.data_window import DataCollectionWindow\n\nclass DeviceDataCollector(object):\n # Moving average windows\n MA_WINDOW_SMA = 0\n MA_WINDOW_MED = 1\n MA_WINDOW_LAR = 2\n\n # Device status\n STATUS_NORMAL = \"N\"\n STATUS_BUILDING = \"B\"\n STATUS_CONGESTED = \"L\"\n\n # Data tracked\n DATA_IOPS = \"iops\"\n DATA_AWAIT = \"await\"\n\n def __init__(self, device_node, data_elements,\n size_sma, size_med, size_lar):\n\n self.node = device_node\n\n if os.path.exists('/sys/block/' + self.node + '/dm/name'):\n self.name = open('/sys/block/' + self.node + '/dm/name',\n 'r').read().rstrip()\n else:\n self.name = self.node\n\n self.data_dict = {}\n self.data_caps = {self.DATA_AWAIT: -1, self.DATA_IOPS: -1}\n self.timestamp = None\n\n self.congestion_status = self.STATUS_NORMAL\n self.congestion_await_minimal_spike = -1\n self.congestion_await_sustained = -1\n\n for element in data_elements:\n self.data_dict.update({element: [\n DataCollectionWindow(size_sma, stuck_data_override=True),\n DataCollectionWindow(size_med, stuck_data_override=True),\n DataCollectionWindow(size_lar, stuck_data_override=True)]})\n\n def update_congestion_status(self):\n # Bail if threshold is not set\n if self.congestion_await_sustained == -1:\n return\n\n ma_sma = self.get_average(self.DATA_AWAIT, self.MA_WINDOW_SMA)\n ma_med = self.get_average(self.DATA_AWAIT, self.MA_WINDOW_MED)\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\n # Set the congestion status based on await moving average\n if self.congestion_status is self.STATUS_NORMAL:\n if ma_sma > self.congestion_await_sustained:\n self.congestion_status = self.STATUS_BUILDING"}]
true
syntax
HARD_CUT
CRITICAL
869e8784f6deaecfb703cc98502b159dc7530a96
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: # coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. class ModelArguments: """ Arguments pertaining to which model/config/tokenizer we are going to fine-tune, or train from scratch. """ model_name_or_path: Optional[str] = field( default=None, metadata={ "help": "The model checkpoint for weights initialization. Leave None if you want to train a model from scratch." }, ) model_type: Optional[str] = field( default=None, metadata={"help": "If training from scratch, pass a model type from the list: " + ", ".join(MODEL_TYPES)}, ) config_name: Optional[str] = field( default=None, metadata={"help": "Pretrained config name or path if not the same as model_name"} ) tokenizer_name: Optional[str] = field( default=None, metadata={"help": "Pretrained tokenizer name or path if not the same as model_name"} ) cache_dir: Optional[str] = field( default=None, metadata={"help": "Where do you want to store the pretrained models downloaded from s3"} ) force_pad_token: bool = field( default=False, metadata={ "help": "Whether to force the addition of a padding token to tokenizer that does not already have one." }, ) debiasing_head: Optional[str] = field( default=None, metadata={"help": "The type of de-biasing head to be used"} ) @dataclass . Error: SyntaxError: unterminated string literal
Fixed Code: # coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. class ModelArguments: """ Arguments pertaining to which model/config/tokenizer we are going to fine-tune, or train from scratch. """ Explanation: Close the string literal with matching quote
advanced
api
error_fixing
Pythoncode:Python
0
1
2,091
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# coding=utf-8\n# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.\n# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\nclass ModelArguments:\n \"\"\"\n Arguments pertaining to which model/config/tokenizer we are going to fine-tune, or train from scratch.\n \"\"\"\n\n model_name_or_path: Optional[str] = field(\n default=None,\n metadata={\n \"help\": \"The model checkpoint for weights initialization. Leave None if you want to train a model from scratch.\"\n },\n )\n model_type: Optional[str] = field(\n default=None,\n metadata={\"help\": \"If training from scratch, pass a model type from the list: \" + \", \".join(MODEL_TYPES)},\n )\n config_name: Optional[str] = field(\n default=None, metadata={\"help\": \"Pretrained config name or path if not the same as model_name\"}\n )\n tokenizer_name: Optional[str] = field(\n default=None, metadata={\"help\": \"Pretrained tokenizer name or path if not the same as model_name\"}\n )\n cache_dir: Optional[str] = field(\n default=None, metadata={\"help\": \"Where do you want to store the pretrained models downloaded from s3\"}\n )\n force_pad_token: bool = field(\n default=False,\n metadata={\n \"help\": \"Whether to force the addition of a padding token to tokenizer that does not already have one.\"\n },\n )\n debiasing_head: Optional[str] = field(\n default=None, metadata={\"help\": \"The type of de-biasing head to be used\"}\n )\n\n\n@dataclass\n\n .\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# coding=utf-8\n# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.\n# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\nclass ModelArguments:\n \"\"\"\n Arguments pertaining to which model/config/tokenizer we are going to fine-tune, or train from scratch.\n \"\"\"\n\n\n Explanation: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
869e8ff896779ff36d9b024ced2d268e80c7682a
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: from net_common import * import struct import sys def getDirHashOpts(withNames=False, ignoreThumbsFiles=True, ignoreUnixHiddenFiles=True, ignoreEmptyDirs=True): return bytearray([((1 if withNames else 0) + (2 if ignoreThumbsFiles else 0) + (4 if ignoreUnixHiddenFiles else 0) + (8 if ignoreEmptyDirs else 0))]) if __name__ == "__main__": sock = get_connected_local_socket() path = encodeString('/dev/shm/exampleDir') # path = encodeString('/dev/null') sock.sendall(bytearray(b'\x0A')) # HASH request # sock.sendall(bytearray(b'\x01')) # choose MD5 algorithm sock.sendall(bytearray(b'\x06')) # choose SHA3-224 algorithm sock.sendall(getDirHashOpts(withNames=True,ignoreUnixHiddenFiles=False)) # send dirHashOpts byte (unused for regular files) sock.sendall(struct.pack("@H", len(path))) # len of path as unsigned short sock.sendall(path) resp = sock.recv(1) # response first byte: \x00 OK or \xFF ERROR if resp != b'\x00': print("Error byte received, errno is:
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 29 • Unclosed '(' at line 29 - expected ')' • Block at line 29 has no body - expected indented block Fixes: • Add closing quote at line 29 • Add closing ')' bracket • Add block body or use 'pass' statement
intermediate
api
syntax_repair
Pythoncode:Python
1
0
1,152
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom net_common import *\nimport struct\nimport sys\n\ndef getDirHashOpts(withNames=False,\n ignoreThumbsFiles=True,\n ignoreUnixHiddenFiles=True,\n ignoreEmptyDirs=True):\n return bytearray([((1 if withNames else 0) +\n (2 if ignoreThumbsFiles else 0) +\n (4 if ignoreUnixHiddenFiles else 0) +\n (8 if ignoreEmptyDirs else 0))])\n\nif __name__ == \"__main__\":\n sock = get_connected_local_socket()\n\n path = encodeString('/dev/shm/exampleDir')\n # path = encodeString('/dev/null')\n sock.sendall(bytearray(b'\\x0A')) # HASH request\n # sock.sendall(bytearray(b'\\x01')) # choose MD5 algorithm\n sock.sendall(bytearray(b'\\x06')) # choose SHA3-224 algorithm\n sock.sendall(getDirHashOpts(withNames=True,ignoreUnixHiddenFiles=False)) # send dirHashOpts byte (unused for regular files)\n sock.sendall(struct.pack(\"@H\", len(path))) # len of path as unsigned short\n sock.sendall(path)\n\n resp = sock.recv(1) # response first byte: \\x00 OK or \\xFF ERROR\n\n if resp != b'\\x00':\n print(\"Error byte received, errno is:"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 29\n \u2022 Unclosed '(' at line 29 - expected ')'\n \u2022 Block at line 29 has no body - expected indented block\n\n Fixes:\n \u2022 Add closing quote at line 29\n \u2022 Add closing ')' bracket\n \u2022 Add block body or use 'pass' statement"}]
true
syntax
MID_STRING
CRITICAL
869ee02cc744c1a084a226d08c1391e0d7881239
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- # Generated by Django 1.11.13 on 2018-09-11 10:05 from __future__ import unicode_literals import config.s3 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('investment_report', '0019_auto_20180820_1304'), ] operations = [ migrations.AddField( model_name='contact', name='website_href', field=models.URLField(default='https://invest.great.gov.uk/contact/', help_text='Custom link for website (used for tracking)', max_length=255), preserve_default=False, ) ]
Code analysis results: 🔴 Errors found: Block at line 9 has no indented body ⚠️ Warnings: Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 16 Unexpected indentation at line 17 💡 Suggestions: Add docstring to class 'Migration' Line 19 too long (155 chars) - break into multiple lines
advanced
api
debugging
Pythoncode:Python
0
1
624
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Generated by Django 1.11.13 on 2018-09-11 10:05\nfrom __future__ import unicode_literals\n\nimport config.s3\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('investment_report', '0019_auto_20180820_1304'),\n ]\n\n operations = [\n migrations.AddField(\n model_name='contact',\n name='website_href',\n field=models.URLField(default='https://invest.great.gov.uk/contact/', help_text='Custom link for website (used for tracking)', max_length=255),\n preserve_default=False,\n )\n ]"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 9 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'Migration'\n Line 19 too long (155 chars) - break into multiple lines"}]
false
null
null
null
869f105dabe3ba66d48901d5ab1ef89fe7052f2e
TheStack--python--000.parquet
Explain this Pythoncode:Python code: """Validate that number of threads in thread pools is set to 1.""" import numexpr import blosc import threadpoolctl # APIs that return previous number of threads: assert numexpr.set_num_threads(2) == 1 assert blosc.set_nthreads(2) == 1 for d in threadpoolctl.threadpool_info(): assert d["num_threads"] == 1, d
This code demonstrates Pythoncode:Python programming.
intermediate
testing
code_explanation
Pythoncode:Python
0
0
317
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\"\"\"Validate that number of threads in thread pools is set to 1.\"\"\"\n\nimport numexpr\nimport blosc\nimport threadpoolctl\n\n# APIs that return previous number of threads:\nassert numexpr.set_num_threads(2) == 1\nassert blosc.set_nthreads(2) == 1\n\nfor d in threadpoolctl.threadpool_info():\n assert d[\"num_threads\"] == 1, d"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
86a0198d73981242105ec1cd9a6582cfdecf35e4
TheStack--python--000.parquet
Explain this Pythoncode:Python code: #!/usr/bin/env python def Jones2Stokes(Jones): """Convert Jones matrix to Stokes vector. This assumes dual-pol antenna receiving unpolarized unit valued radiation i.e. incoming Stokes = (1,0,0,0).""" brightmat = numpy.matmul(Jones, numpy.swapaxes(numpy.conjugate(Jones),-1,-2)) StokesI = numpy.real(brightmat[...,0,0]+brightmat[...,1,1]) StokesQ = numpy.real(brightmat[...,0,0]-brightmat[...,1,1]) StokesU = numpy.real(brightmat[...,0,1]+brightmat[...,1,0]) StokesV = numpy.imag(brightmat[...,0,1]-brightmat[...,1,0]) return StokesI, StokesQ, StokesU, StokesV def plotStokes_fromFEKOfiles(p_chan_file, q_chan_file, freq): (tvf_p, tvf_q) = (TVecFields(), TVecFields()) tvf_p.load_ffe(p_chan_file) tvf_q.load_ffe(q_chan_file) (ant_p, ant_q) = (RadFarField(tvf_p), RadFarField(tvf_q)) (p_chan_name, q_chan_name) = (os.path.basename(p_chan_file), os.path.basename(q_chan_file)) (ant_p.name, ant_q.name) = (p_chan_name, q_chan_name) dualpolAnt = DualPolElem(ant_p, ant_q) THETA, PHI, Jones = dualpolAnt.getJonesPat(freq) (StokesI, StokesQ, StokesU, StokesV) = Jones2Stokes(Jones) x = THETA*numpy.cos(PHI) y = THETA*numpy.sin(PHI) #x= THETA #y=PHI xyNames = ('theta*cos(phi)','theta*sin(phi)') fig = plt.figure() ax1 = fig.add_subplot(221) plt.pcolormesh(x, y, 10*numpy.log10(StokesI), label="I") #plt.pcolormesh(x, y, StokesI, label="I") plt.colorbar() ax1.set_title('I (dB)') ax2 = fig.add_subplot(222) plt.pcolormesh(x, y, StokesQ/StokesI, label="Q") plt.colorbar() ax2.set_title('Q/I') ax3 = fig.add_subplot(223) plt.pcolormesh(x, y, StokesU/StokesI, label="U") plt.colorbar() ax3.set_title('U/I') ax4 = fig.add_subplot(224) plt.pcolormesh(x, y, StokesV/StokesI, label="V") plt.colorbar() ax4.set_title('V/I') fig.suptitle('Stokes (azimuthal-equidistant proj) @ ' +str(freq/1e9)+' GHz') plt.show() if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument("p_chan_file", help='Filename of polarization channel p') parser.add_argument("q_chan_file", help='Filename of polarization channel p') parser.add_argument("freq", nargs='?', type=float, help="Frequency in Hertz") args = parser.parse_args() if args.p_chan_file.endswith(FEKOsuffix): plotStokes_fromFEKOfiles(args.p_chan_file, args.q_chan_file, args.freq) elif args.p_chan_file.endswith(GRASPsuffix): print("Not implemented yet.") elif args.p_chan_file.endswith(NECsuffix): print("Not implemented yet.") else: print("Far-field pattern file type not known") exit(1)
Functions: Jones2Stokes, plotStokes_fromFEKOfiles This code demonstrates Pythoncode:Python programming.
intermediate
database
code_explanation
Pythoncode:Python
2
0
2,757
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python\ndef Jones2Stokes(Jones):\n \"\"\"Convert Jones matrix to Stokes vector. This assumes dual-pol antenna receiving unpolarized unit\n valued radiation i.e. incoming Stokes = (1,0,0,0).\"\"\"\n brightmat = numpy.matmul(Jones, numpy.swapaxes(numpy.conjugate(Jones),-1,-2))\n StokesI = numpy.real(brightmat[...,0,0]+brightmat[...,1,1])\n StokesQ = numpy.real(brightmat[...,0,0]-brightmat[...,1,1])\n StokesU = numpy.real(brightmat[...,0,1]+brightmat[...,1,0])\n StokesV = numpy.imag(brightmat[...,0,1]-brightmat[...,1,0])\n return StokesI, StokesQ, StokesU, StokesV\n\n\ndef plotStokes_fromFEKOfiles(p_chan_file, q_chan_file, freq):\n (tvf_p, tvf_q) = (TVecFields(), TVecFields())\n tvf_p.load_ffe(p_chan_file)\n tvf_q.load_ffe(q_chan_file)\n (ant_p, ant_q) = (RadFarField(tvf_p), RadFarField(tvf_q))\n (p_chan_name, q_chan_name) = (os.path.basename(p_chan_file), os.path.basename(q_chan_file))\n (ant_p.name, ant_q.name) = (p_chan_name, q_chan_name)\n dualpolAnt = DualPolElem(ant_p, ant_q)\n THETA, PHI, Jones = dualpolAnt.getJonesPat(freq)\n (StokesI, StokesQ, StokesU, StokesV) = Jones2Stokes(Jones)\n\n x = THETA*numpy.cos(PHI)\n y = THETA*numpy.sin(PHI)\n #x= THETA\n #y=PHI\n xyNames = ('theta*cos(phi)','theta*sin(phi)')\n fig = plt.figure()\n ax1 = fig.add_subplot(221)\n plt.pcolormesh(x, y, 10*numpy.log10(StokesI), label=\"I\")\n #plt.pcolormesh(x, y, StokesI, label=\"I\")\n plt.colorbar()\n ax1.set_title('I (dB)')\n\n ax2 = fig.add_subplot(222)\n plt.pcolormesh(x, y, StokesQ/StokesI, label=\"Q\")\n plt.colorbar()\n ax2.set_title('Q/I')\n\n ax3 = fig.add_subplot(223)\n plt.pcolormesh(x, y, StokesU/StokesI, label=\"U\")\n plt.colorbar()\n ax3.set_title('U/I')\n\n ax4 = fig.add_subplot(224)\n plt.pcolormesh(x, y, StokesV/StokesI, label=\"V\")\n plt.colorbar()\n ax4.set_title('V/I')\n fig.suptitle('Stokes (azimuthal-equidistant proj) @ ' +str(freq/1e9)+' GHz')\n plt.show()\n\n\nif __name__ == \"__main__\":\n parser = argparse.ArgumentParser()\n parser.add_argument(\"p_chan_file\",\n help='Filename of polarization channel p')\n parser.add_argument(\"q_chan_file\",\n help='Filename of polarization channel p')\n parser.add_argument(\"freq\", nargs='?', type=float,\n help=\"Frequency in Hertz\")\n args = parser.parse_args()\n \n if args.p_chan_file.endswith(FEKOsuffix):\n plotStokes_fromFEKOfiles(args.p_chan_file, args.q_chan_file, args.freq)\n elif args.p_chan_file.endswith(GRASPsuffix):\n print(\"Not implemented yet.\")\n elif args.p_chan_file.endswith(NECsuffix):\n print(\"Not implemented yet.\")\n else:\n print(\"Far-field pattern file type not known\")\n exit(1)"}, {"role": "assistant", "content": " Functions: Jones2Stokes, plotStokes_fromFEKOfiles\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
86a15534f296338602eb17c7dad23025e0241a4e
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: '''Some helper functions for PyTorch, including: - progress_bar: progress bar mimic xlua.progress. - set_lr : set the learning rate - clip_gradient : clip gradient ''' import os import sys import time import math import torch import torch.nn as nn import torch.nn.init as init from torch.autograd import Function #获取控制台行、列数 if sys.platform == 'win32': term_width = 80 else: print('###', os.popen('stty size', 'r').read()) _, term_width = os.popen('stty size', 'r').read().split() term_width = int(term_width) TOTAL_BAR_LENGTH = 30. last_time = time.time() begin_time = last_time #[==>........ 19/225 ...........] | Loss: 1.961 | Acc: 22.000% (537/2432) def progress_bar(current, total, msg=None): global last_time, begin_time if current == 0: begin_time = time.time() # Reset for new bar. cur_len = int(TOTAL_BAR_LENGTH*current/total) rest_len = int(TOTAL_BAR_LENGTH - cur_len) - 1 sys.stdout.write(' [') for i in range(cur_len): sys.stdout.write('=') sys.stdout.write('>') for i in range(rest_len): sys.stdout.write('.') sys.stdout.write(']') cur_time = time.time() step_time = cur_time - last_time last_time = cur_time tot_time = cur_time - begin_time L = [] if msg: L.append(' | ' + msg) msg = ''.join(L)
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 1 • Unmatched closing bracket ')' at line 37 • Unmatched closing bracket ']' at line 43 Fix: Complete the truncated code structure
intermediate
database
error_detection
Pythoncode:Python
3
0
1,385
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n'''Some helper functions for PyTorch, including:\r\n - progress_bar: progress bar mimic xlua.progress.\r\n - set_lr : set the learning rate\r\n - clip_gradient : clip gradient\r\n'''\r\n\r\nimport os\r\nimport sys\r\nimport time\r\nimport math\r\nimport torch\r\nimport torch.nn as nn\r\nimport torch.nn.init as init\r\nfrom torch.autograd import Function\r\n\r\n#\u83b7\u53d6\u63a7\u5236\u53f0\u884c\u3001\u5217\u6570\r\nif sys.platform == 'win32':\r\n\tterm_width = 80\r\nelse:\r\n\tprint('###', os.popen('stty size', 'r').read())\r\n\t_, term_width = os.popen('stty size', 'r').read().split()\r\n\tterm_width = int(term_width)\r\n\r\nTOTAL_BAR_LENGTH = 30.\r\nlast_time = time.time()\r\nbegin_time = last_time\r\n\r\n#[==>........ 19/225 ...........] | Loss: 1.961 | Acc: 22.000% (537/2432) \r\ndef progress_bar(current, total, msg=None):\r\n global last_time, begin_time\r\n if current == 0:\r\n begin_time = time.time() # Reset for new bar.\r\n\r\n cur_len = int(TOTAL_BAR_LENGTH*current/total)\r\n rest_len = int(TOTAL_BAR_LENGTH - cur_len) - 1\r\n\r\n sys.stdout.write(' [')\r\n for i in range(cur_len):\r\n sys.stdout.write('=')\r\n sys.stdout.write('>')\r\n for i in range(rest_len):\r\n sys.stdout.write('.')\r\n sys.stdout.write(']')\r\n\r\n cur_time = time.time()\r\n step_time = cur_time - last_time\r\n last_time = cur_time\r\n tot_time = cur_time - begin_time\r\n\r\n L = []\r\n if msg:\r\n L.append(' | ' + msg)\r\n\r\n msg = ''.join(L)"}, {"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 Unmatched closing bracket ')' at line 37\n \u2022 Unmatched closing bracket ']' at line 43\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
86a15d2cf1ab721951e4abf4f4b561d571ed4d1c
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from __future__ import absolute_import, division, print_function import logging import sys logging.basicConfig( stream=sys.stdout, level=logging.DEBUG, format='%(asctime)s %(name)s-%(levelname)s: %(message)s', datefmt='%Y-%m-%d %H:%M:%S') import numpy as np import utils logger = logging.getLogger("indexconverter") class IndexConverter(object): def __init__(self, ndim, ngrid): self.ndim = ndim self.ngrid = ngrid self._modulus = [(ngrid - 1) ** (ndim - j - 1) for j in range(ndim)] self._zerodim = np.zeros((self.ndim,)) self.nbins = int(np.rint((ngrid - 1) ** ndim)) def convert_to_vector(self, grid): if grid.shape[0] != self.ngrid - 1: raise Exception("Wrong dimension of grid. Expect length fo %s got %s" % (self.ngrid - 1, grid.shape[0])) vector = np.empty((self.nbins,))
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
advanced
database
error_detection
Pythoncode:Python
5
1
875
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom __future__ import absolute_import, division, print_function\n\nimport logging\nimport sys\n\nlogging.basicConfig(\n stream=sys.stdout,\n level=logging.DEBUG,\n format='%(asctime)s %(name)s-%(levelname)s: %(message)s',\n datefmt='%Y-%m-%d %H:%M:%S')\nimport numpy as np\nimport utils\nlogger = logging.getLogger(\"indexconverter\")\n\n\nclass IndexConverter(object):\n def __init__(self, ndim, ngrid):\n self.ndim = ndim\n self.ngrid = ngrid\n self._modulus = [(ngrid - 1) ** (ndim - j - 1) for j in range(ndim)]\n self._zerodim = np.zeros((self.ndim,))\n self.nbins = int(np.rint((ngrid - 1) ** ndim))\n\n def convert_to_vector(self, grid):\n if grid.shape[0] != self.ngrid - 1:\n raise Exception(\"Wrong dimension of grid. Expect length fo %s got %s\" % (self.ngrid - 1, grid.shape[0]))\n vector = np.empty((self.nbins,))"}, {"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
86a1bd490fa794c86a7ba173a9dce9709f3eb600
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: # Copyright 2020 The Cirq Developers # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from typing import FrozenSet, Callable, List, Sequence, Any, Union, Dict import numpy as np import networkx as nx import cirq from cirq import _compat, GridQubit, LineQubit from cirq.ops import NamedQubit from cirq_pasqal import ThreeDQubit, TwoDQubit, PasqalGateset class PasqalDevice(cirq.devices.Device): """A generic Pasqal device. The most general of Pasqal devices, enforcing only restrictions expected to be shared by all future devices. Serves as the parent class of all Pasqal devices, but can also be used on its own for hosting a nearly unconstrained device. When used as a circuit's device, the qubits have to be of the type cirq.NamedQubit and assumed to be all connected, the idea behind it being that after submission, all optimization and transpilation necessary for its execution on the specified device are handled internally by Pasqal. """ def __init__(self, qubits: Sequence[cirq.Qid]) -> None: """Initializes a device with some qubits. Args: qubits (NamedQubit): Qubits on the device, exclusively unrelated to a physical position. Raises: TypeError: If the wrong qubit type is provided. ValueError: If the numb ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: """ if len(qubits) > 0: q_type = type(qubits[0])
advanced
api
incomplete_code
Pythoncode:Python
1
1
1,837
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# Copyright 2020 The Cirq Developers\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# https://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\nfrom typing import FrozenSet, Callable, List, Sequence, Any, Union, Dict\nimport numpy as np\nimport networkx as nx\n\nimport cirq\nfrom cirq import _compat, GridQubit, LineQubit\nfrom cirq.ops import NamedQubit\nfrom cirq_pasqal import ThreeDQubit, TwoDQubit, PasqalGateset\n\n\nclass PasqalDevice(cirq.devices.Device):\n \"\"\"A generic Pasqal device.\n\n The most general of Pasqal devices, enforcing only restrictions expected to\n be shared by all future devices. Serves as the parent class of all Pasqal\n devices, but can also be used on its own for hosting a nearly unconstrained\n device. When used as a circuit's device, the qubits have to be of the type\n cirq.NamedQubit and assumed to be all connected, the idea behind it being\n that after submission, all optimization and transpilation necessary for its\n execution on the specified device are handled internally by Pasqal.\n \"\"\"\n\n def __init__(self, qubits: Sequence[cirq.Qid]) -> None:\n \"\"\"Initializes a device with some qubits.\n\n Args:\n qubits (NamedQubit): Qubits on the device, exclusively unrelated to\n a physical position.\n Raises:\n TypeError: If the wrong qubit type is provided.\n ValueError: If the numb\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n\n \"\"\"\n if len(qubits) > 0:\n q_type = type(qubits[0])"}]
true
syntax
HARD_CUT
CRITICAL
86a37502649b0fcb2349b60e7e2d86e82dd233f5
TheStack--python--000.parquet
Review this Pythoncode:Python code: import os import sys import numpy as np import iotbx.phil from cctbx import uctbx from dxtbx.model.experiment_list import ExperimentListFactory from scitbx.math import five_number_summary import dials.util from dials.array_family import flex from dials.util import Sorry, tabulate def beam_centre_mm(detector, s0): x, y = (None, None) for panel_id, panel in enumerate(detector): try: x, y = panel.get_ray_intersection(s0) except RuntimeError: continue else: if panel.is_coord_valid_mm((x, y)): break else: x, y = (None, None) return panel_id, (x, y) def beam_centre_raw_image_px(detector, s0): panel_id, (x, y) = beam_centre_mm(detector, s0) panel = detector[panel_id] x_px, y_px = panel.millimeter_to_pixel((x, y)) offset = panel.get_raw_image_offset() return x_px + offset[0], y_px + offset[1] ... [10 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 39: ... [10 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 17 Unexpected indentation at line 20 Unexpected indentation at line 22 Unexpected indentation at line 25 Unexpected indentation at line 27 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 35 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
intermediate
machine_learning
code_review
Pythoncode:Python
2
0
988
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport os\nimport sys\n\nimport numpy as np\n\nimport iotbx.phil\nfrom cctbx import uctbx\nfrom dxtbx.model.experiment_list import ExperimentListFactory\nfrom scitbx.math import five_number_summary\n\nimport dials.util\nfrom dials.array_family import flex\nfrom dials.util import Sorry, tabulate\n\ndef beam_centre_mm(detector, s0):\n x, y = (None, None)\n for panel_id, panel in enumerate(detector):\n try:\n x, y = panel.get_ray_intersection(s0)\n except RuntimeError:\n continue\n else:\n if panel.is_coord_valid_mm((x, y)):\n break\n else:\n x, y = (None, None)\n return panel_id, (x, y)\n\n\ndef beam_centre_raw_image_px(detector, s0):\n panel_id, (x, y) = beam_centre_mm(detector, s0)\n panel = detector[panel_id]\n x_px, y_px = panel.millimeter_to_pixel((x, y))\n offset = panel.get_raw_image_offset()\n return x_px + offset[0], y_px + offset[1]\n\n\n\n ... [10 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 39: ... [10 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 17\n Unexpected indentation at line 20\n Unexpected indentation at line 22\n Unexpected indentation at line 25\n Unexpected indentation at line 27\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 35\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
86a3efacb490990d88c7dfa47acc3b8f0d98c63a
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- from enum import Enum, IntEnum, unique import os class HTML_STATUS(IntEnum): ERROR = -1 OK = 0 # Model MONIKER_SEPARATOR = "/" WACC = 0.1 T0 = 2020 TMAX = 2031 class PriceParams(Enum): WACC = 0 TENOR = 1 VOLUME = 2 class PipelineType(Enum): COMMON = 0 PRODUCER = 1 TRANSPORT = 2 BALANCE = 3 PRICE = 4 SALES = 5 @unique ... [4 more classdefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
0
3
440
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n\nfrom enum import Enum, IntEnum, unique\nimport os\n\n\nclass HTML_STATUS(IntEnum):\n ERROR = -1\n OK = 0\n\n\n# Model\nMONIKER_SEPARATOR = \"/\"\nWACC = 0.1\nT0 = 2020\nTMAX = 2031\n\nclass PriceParams(Enum):\n WACC = 0\n TENOR = 1\n VOLUME = 2\n\nclass PipelineType(Enum):\n COMMON = 0\n PRODUCER = 1\n TRANSPORT = 2\n BALANCE = 3\n PRICE = 4\n SALES = 5\n\n@unique\n\n ... [4 more classdefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
86a477c71ec5eb0f689387ca230eaa223627c82b
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from django.db import models # Create your models here. class Destination(models.Model) : name = models.CharField(max_length = 100) img = models.ImageField(upload_to = 'pics') desc = m
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF Fix: Complete the truncated code structure
intermediate
machine_learning
error_detection
Pythoncode:Python
0
2
198
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom django.db import models\n\n# Create your models here.\n\nclass Destination(models.Model) :\n name = models.CharField(max_length = 100)\n img = models.ImageField(upload_to = 'pics')\n desc = m"}, {"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\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
86a51a9e777416f598dec47e504f16a9b1fa7744
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import base64 import io import dash import dash_core_components as dcc import dash_html_components as html import dash_bootstrap_components as dbc from dash.dependencies import Input, Output import numpy as np
import tensorflow as tf from PIL import Image from constants import CLASSES import yaml ... [3 more functiondefs truncated] ...
intermediate
machine_learning
code_completion
Pythoncode:Python
0
0
350
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport base64\nimport io\n\nimport dash\nimport dash_core_components as dcc\nimport dash_html_components as html\nimport dash_bootstrap_components as dbc\nfrom dash.dependencies import Input, Output\n\nimport numpy as np"}, {"role": "assistant", "content": "\nimport tensorflow as tf\nfrom PIL import Image\n\nfrom constants import CLASSES\n\nimport yaml \n\n ... [3 more functiondefs truncated] ..."}]
false
null
null
null
86a5619ddeca5e16cc4b5d0ebb8500be1708f077
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: import json import requests from django.conf import settings class rakuten: def get_json(self, isbn: str) -> dict: appid = settings.RAKUTEN_APP_ID # API request template api = "https://app.rakuten.co.jp/services/api/BooksTotal/"\ "Search/20170404?format=json&isbnjan={isbnjan}&"\ "applicationId={appid}" # format get api URL url = api.format(isbnjan=isbn, appid=appid) # execute r = requests.get(url # decode to json # Check the status code status_code = r.status_code if status_code != 200: # if failed return None data = json.loads(r.text) if data['count'] == 0: return None json_data = {} json_data['isbn'] = data['Items'][0]['Item']['isbn'] json_data['title'] = data['Items'][0]['Item']['title'] json_data['publisher'] = data['Items'][0]['Item']['publisherName'] json_data['pubdate'] = data['Items'][0]['Item']['salesDate'] json_data['cover'] = data['Items'][0]['Item']['largeImageUrl'] json_data['author'] = data['Items'][0]['Item']['author'] return json_data
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 21 - expected ')' • Block at line 7 has no indented body • SyntaxError: '(' was never closed at line 21 Fixes: • Add closing ')' bracket • Review code syntax
advanced
api
syntax_repair
Pythoncode:Python
1
1
1,213
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport json\nimport requests\nfrom django.conf import settings\n\n\n\nclass rakuten:\n\n def get_json(self, isbn: str) -> dict:\n appid = settings.RAKUTEN_APP_ID\n\n # API request template\n api = \"https://app.rakuten.co.jp/services/api/BooksTotal/\"\\\n \"Search/20170404?format=json&isbnjan={isbnjan}&\"\\\n \"applicationId={appid}\"\n\n # format get api URL\n url = api.format(isbnjan=isbn, appid=appid)\n\n # execute\n r = requests.get(url\n # decode to json\n\n # Check the status code\n status_code = r.status_code\n if status_code != 200:\n # if failed\n return None\n\n data = json.loads(r.text)\n\n if data['count'] == 0:\n return None\n\n json_data = {}\n json_data['isbn'] = data['Items'][0]['Item']['isbn']\n json_data['title'] = data['Items'][0]['Item']['title']\n json_data['publisher'] = data['Items'][0]['Item']['publisherName']\n json_data['pubdate'] = data['Items'][0]['Item']['salesDate']\n json_data['cover'] = data['Items'][0]['Item']['largeImageUrl']\n json_data['author'] = data['Items'][0]['Item']['author']\n\n return json_data"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 21 - expected ')'\n \u2022 Block at line 7 has no indented body\n \u2022 SyntaxError: '(' was never closed at line 21\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
86a57ddfcf5854e170f6cff9e4deb86cb8f9d464
TheStack--python--000.parquet
Complete this Pythoncode:Python code: # coding=utf-8 # -------------------------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. See License.txt in the project root for license information. # Code generated by Microsoft (R) AutoRest Code Generator. # Changes may cause incorrect behavior and will be lost if the code is regenerated. # -------------------------------------------------------------------------- from typing import Any, List, Optional from azure.core.exceptions import HttpResponseError import msrest.serialization class ErrorAdditionalInfo(msrest.serialization.Model): """The resource management error additional info. Variables are only populated by the server, and will be ignored when sending a request. :ivar type: The additional info type. :vartype type: str :ivar info: The additional info. :vartype info: any """ _validation = { 'type': {'readonly': True}, 'info': {'readonly': True}, } _attribute_map = { 'type': {'key': 'type', 'type': 'str'}, 'info': {'key': 'info', 'type': 'object'}, } def __init__( self, **kwargs ): super(ErrorAdditionalInfo, self).__init__(**kwargs) self.type = None self.info = None class ErrorDetail(msrest.serialization.Model): """The error detail. Variables are only populated by the server, and will be ignored when sending a request. :ivar code: The error code. :vartype code: str :ivar message: The error message. :vartype message: str :ivar target: The error target. :vartype target: str
:ivar details: The error details. :vartype details: list[~azure.mgmt.authorization.v2018_01_01_preview.models.ErrorDetail] :ivar additional_info: The error additional info. :vartype additional_info: list[~azure.mgmt.authorization.v2018_01_01_preview.models.ErrorAdditionalInfo] """ _validation = { 'code': {'readonly': True}, 'message': {'readonly': True}, 'target': {'readonly': True}, 'details': {'readonly': True}, 'additional_info': {'readonly': True}, } _attribute_map = { 'code': {'key': 'code', 'type': 'str'}, 'message': {'key': 'message', 'type': 'str'}, 'target': {'key': 'target', 'type': 'str'}, 'details': {'key': 'details', 'type': '[ErrorDetail]'}, 'additional_info': {'key': 'additionalInfo', 'type': '[ErrorAdditionalInfo]'}, } def __init__( self, **kwargs ): super(ErrorDetail, self).__init__(**kwargs) self.code = None self.message = None self.target = None self.details = None self.additional_info = None ... [28 more classdefs truncated] ...
advanced
api
code_completion
Pythoncode:Python
2
2
2,837
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# coding=utf-8\n# --------------------------------------------------------------------------\n# Copyright (c) Microsoft Corporation. All rights reserved.\n# Licensed under the MIT License. See License.txt in the project root for license information.\n# Code generated by Microsoft (R) AutoRest Code Generator.\n# Changes may cause incorrect behavior and will be lost if the code is regenerated.\n# --------------------------------------------------------------------------\n\nfrom typing import Any, List, Optional\n\nfrom azure.core.exceptions import HttpResponseError\nimport msrest.serialization\n\n\nclass ErrorAdditionalInfo(msrest.serialization.Model):\n \"\"\"The resource management error additional info.\n\n Variables are only populated by the server, and will be ignored when sending a request.\n\n :ivar type: The additional info type.\n :vartype type: str\n :ivar info: The additional info.\n :vartype info: any\n \"\"\"\n\n _validation = {\n 'type': {'readonly': True},\n 'info': {'readonly': True},\n }\n\n _attribute_map = {\n 'type': {'key': 'type', 'type': 'str'},\n 'info': {'key': 'info', 'type': 'object'},\n }\n\n def __init__(\n self,\n **kwargs\n ):\n super(ErrorAdditionalInfo, self).__init__(**kwargs)\n self.type = None\n self.info = None\n\n\nclass ErrorDetail(msrest.serialization.Model):\n \"\"\"The error detail.\n\n Variables are only populated by the server, and will be ignored when sending a request.\n\n :ivar code: The error code.\n :vartype code: str\n :ivar message: The error message.\n :vartype message: str\n :ivar target: The error target.\n :vartype target: str"}, {"role": "assistant", "content": "\n :ivar details: The error details.\n :vartype details: list[~azure.mgmt.authorization.v2018_01_01_preview.models.ErrorDetail]\n :ivar additional_info: The error additional info.\n :vartype additional_info:\n list[~azure.mgmt.authorization.v2018_01_01_preview.models.ErrorAdditionalInfo]\n \"\"\"\n\n _validation = {\n 'code': {'readonly': True},\n 'message': {'readonly': True},\n 'target': {'readonly': True},\n 'details': {'readonly': True},\n 'additional_info': {'readonly': True},\n }\n\n _attribute_map = {\n 'code': {'key': 'code', 'type': 'str'},\n 'message': {'key': 'message', 'type': 'str'},\n 'target': {'key': 'target', 'type': 'str'},\n 'details': {'key': 'details', 'type': '[ErrorDetail]'},\n 'additional_info': {'key': 'additionalInfo', 'type': '[ErrorAdditionalInfo]'},\n }\n\n def __init__(\n self,\n **kwargs\n ):\n super(ErrorDetail, self).__init__(**kwargs)\n self.code = None\n self.message = None\n self.target = None\n self.details = None\n self.additional_info = None\n\n\n\n ... [28 more classdefs truncated] ..."}]
false
null
null
null
86a699aa985f4eb39369d4b317e19a2eb2706a0b
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: from django.shortcuts import render,redirect,reverse from . import forms,models from django.db.models import Sum from django.contrib.auth.models import Group from django.http import HttpResponseRedirect from django.contrib.auth.decorators import login_required,user_passes_test def home_view(request): if request.user.is_authenticated: return HttpResponseRedirect('afterlogin') return render(request,'school/index.html') #for showing signup/login button for teacher(by sumit) def adminclick_view(request): if request.user.is_authenticated: return HttpResponseRedirect('afterlogin') return render(request,'school/adminclick.html') #for showing signup/login button for teacher(by sumit) def teacherclick_view(request): if request.user.is_authenticated: return HttpResponseRedirect('afterlogin') return render(request,'school/teacherclick.html') #for showing signup/login button for student(by sumit) def studentclick_view(request): if request.user.is_authenticated: return HttpResponseRedirect('afterlogin') return render(request,'school/stu ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation:
advanced
testing
incomplete_code
Pythoncode:Python
6
0
1,111
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom django.shortcuts import render,redirect,reverse\nfrom . import forms,models\nfrom django.db.models import Sum\nfrom django.contrib.auth.models import Group\nfrom django.http import HttpResponseRedirect\nfrom django.contrib.auth.decorators import login_required,user_passes_test\n\ndef home_view(request):\n if request.user.is_authenticated:\n return HttpResponseRedirect('afterlogin')\n return render(request,'school/index.html')\n\n\n\n#for showing signup/login button for teacher(by sumit)\ndef adminclick_view(request):\n if request.user.is_authenticated:\n return HttpResponseRedirect('afterlogin')\n return render(request,'school/adminclick.html')\n\n\n#for showing signup/login button for teacher(by sumit)\ndef teacherclick_view(request):\n if request.user.is_authenticated:\n return HttpResponseRedirect('afterlogin')\n return render(request,'school/teacherclick.html')\n\n\n#for showing signup/login button for student(by sumit)\ndef studentclick_view(request):\n if request.user.is_authenticated:\n return HttpResponseRedirect('afterlogin')\n return render(request,'school/stu\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:"}]
true
syntax
HARD_CUT
CRITICAL
86a6e60b85eb87efd2531834b58c525dde29390d
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import os import numpy as np from paddle import fluid from ltr.models.bbreg.atom import atom_resnet50, atom_resnet18 from ltr.models.siamese.siam import siamfc_alexnet from ltr.models.siam.siam import SiamRPN_AlexNet, SiamMask_ResNet50_sharp, SiamMask_ResNet50_base from pytracking.admin.environment import env_settings from pytracking.features.featurebase import MultiFeatureBase from pytracking.libs import TensorList from pytracking.libs.paddle_utils import n2p class ResNet18(MultiFeatureBase): """ResNet18 feature. args: output_layers: List of layers to output. net_path: Relative or absolute net path (default should be fine). use_gpu: Use GPU or CPU. """ def __init__(self, output_layers=('block2', ), net_path='atom_iou', use_gpu=True, *args, **kwargs): super().__init__(*args, **kwargs) self.output_layers = list(output_layers) self.use_gpu = use_gpu self.net_path = net_path def initialize(self): with fluid.dygraph.guard(): if os.path.isabs(self.net_path): net_path_full = self.net_path else: net_path_full = os.path.join(env_settings().network_path, self.net_path) self.net = atom_resnet18( backbone_pretrained=False, backbone_is_test=True, iounet_is_test=True) state_dictsm, _ = fluid.load_dygraph(net_path_full) self.net.load_dict(state_dictsm) self.net.train() self.iou_predictor = self.net.bb_regressor self.layer_stride = { 'conv0': 2, 'conv1': 2, 'block0': 4, 'block1': 8, Error: SyntaxError / EOF
Fixed Code: import os import numpy as np from paddle import fluid from ltr.models.bbreg.atom import atom_resnet50, atom_resnet18 from ltr.models.siamese.siam import siamfc_alexnet from ltr.models.siam.siam import SiamRPN_AlexNet, SiamMask_ResNet50_sharp, SiamMask_ResNet50_base from pytracking.admin.environment import env_settings from pytracking.features.featurebase import MultiFeatureBase from pytracking.libs import TensorList from pytracking.libs.paddle_utils import n2p class ResNet18(MultiFeatureBase): """ResNet18 feature. args: output_layers: List of layers to output. net_path: Relative or absolute net path (default should be fine). use_gpu: Use GPU or CPU. Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
2
1
1,893
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport os\r\n\r\nimport numpy as np\r\nfrom paddle import fluid\r\n\r\nfrom ltr.models.bbreg.atom import atom_resnet50, atom_resnet18\r\nfrom ltr.models.siamese.siam import siamfc_alexnet\r\nfrom ltr.models.siam.siam import SiamRPN_AlexNet, SiamMask_ResNet50_sharp, SiamMask_ResNet50_base\r\nfrom pytracking.admin.environment import env_settings\r\nfrom pytracking.features.featurebase import MultiFeatureBase\r\nfrom pytracking.libs import TensorList\r\nfrom pytracking.libs.paddle_utils import n2p\r\n\r\n\r\nclass ResNet18(MultiFeatureBase):\r\n \"\"\"ResNet18 feature.\r\n args:\r\n output_layers: List of layers to output.\r\n net_path: Relative or absolute net path (default should be fine).\r\n use_gpu: Use GPU or CPU.\r\n \"\"\"\r\n\r\n def __init__(self,\r\n output_layers=('block2', ),\r\n net_path='atom_iou',\r\n use_gpu=True,\r\n *args,\r\n **kwargs):\r\n super().__init__(*args, **kwargs)\r\n\r\n self.output_layers = list(output_layers)\r\n self.use_gpu = use_gpu\r\n self.net_path = net_path\r\n\r\n def initialize(self):\r\n with fluid.dygraph.guard():\r\n if os.path.isabs(self.net_path):\r\n net_path_full = self.net_path\r\n else:\r\n net_path_full = os.path.join(env_settings().network_path,\r\n self.net_path)\r\n\r\n self.net = atom_resnet18(\r\n backbone_pretrained=False,\r\n backbone_is_test=True,\r\n iounet_is_test=True)\r\n\r\n state_dictsm, _ = fluid.load_dygraph(net_path_full)\r\n self.net.load_dict(state_dictsm)\r\n self.net.train()\r\n\r\n self.iou_predictor = self.net.bb_regressor\r\n\r\n self.layer_stride = {\r\n 'conv0': 2,\r\n 'conv1': 2,\r\n 'block0': 4,\r\n 'block1': 8,\r\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport os\r\n\r\nimport numpy as np\r\nfrom paddle import fluid\r\n\r\nfrom ltr.models.bbreg.atom import atom_resnet50, atom_resnet18\r\nfrom ltr.models.siamese.siam import siamfc_alexnet\r\nfrom ltr.models.siam.siam import SiamRPN_AlexNet, SiamMask_ResNet50_sharp, SiamMask_ResNet50_base\r\nfrom pytracking.admin.environment import env_settings\r\nfrom pytracking.features.featurebase import MultiFeatureBase\r\nfrom pytracking.libs import TensorList\r\nfrom pytracking.libs.paddle_utils import n2p\r\n\r\n\r\nclass ResNet18(MultiFeatureBase):\r\n \"\"\"ResNet18 feature.\r\n args:\r\n output_layers: List of layers to output.\r\n net_path: Relative or absolute net path (default should be fine).\r\n use_gpu: Use GPU or CPU.\r\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
86a72a80401e7713121d2f9ca2a2d2dc62069b97
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python2 import sys import random import os.path import shutil import commands import types import math #gsPath = '/usr/local/bin/gs' gsPath = 'gs' logFile = '/dev/null' #logFile = 'plot.log' #--- class PsPlot(fname, pageHeader, pageSubHeader, plotsPerPage) # class PsPlot(object): def __init__(self, fname, pageHeader, pageSubHeader, plotsPerPage): self.foutPath = os.path.dirname(fname)+'/' if self.foutPath == '/': self.foutPath = '' self.foutName = os.path.basename(fname) self.fname = fname+'.ps' self.pageHeader = pageHeader self.pageSubHeader = pageSubHeader self.plotsPerPage = plotsPerPage self.yfix1 = '' self.yfix2 = '' self.xGrid = 1 self.yGrid = 1 self.xUniform = False ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: self.xLen = 6.5 #inches self.seriesTitle = ' ' self.x0 = 0 self.xInc = 0 self.xCount = 0
advanced
database
incomplete_code
Pythoncode:Python
2
1
811
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python2\n\nimport sys\nimport random\nimport os.path\nimport shutil\nimport commands\nimport types\nimport math\n\n#gsPath = '/usr/local/bin/gs'\ngsPath = 'gs'\nlogFile = '/dev/null'\n#logFile = 'plot.log'\n\n#--- class PsPlot(fname, pageHeader, pageSubHeader, plotsPerPage)\n#\nclass PsPlot(object):\n def __init__(self, fname, pageHeader, pageSubHeader, plotsPerPage):\n self.foutPath = os.path.dirname(fname)+'/'\n if self.foutPath == '/':\n self.foutPath = ''\n self.foutName = os.path.basename(fname)\n self.fname = fname+'.ps'\n self.pageHeader = pageHeader\n self.pageSubHeader = pageSubHeader\n self.plotsPerPage = plotsPerPage\n self.yfix1 = ''\n self.yfix2 = ''\n self.xGrid = 1\n self.yGrid = 1\n self.xUniform = False\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n self.xLen = 6.5 #inches\n self.seriesTitle = ' '\n self.x0 = 0\n self.xInc = 0\n self.xCount = 0"}]
true
syntax
HARD_CUT
CRITICAL
86a7a933257c5b58ca131b6e09db3e5af93d5f4e
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # -*- coding: utf-8 -*- # Generated by Django 1.10.3 on 2016-11-28 06:53 from __future__ import unicode_literals from django.db import migrations class Migration(migrations.Migration): dependencies = [ ('exercises', '0002_auto_20161128_1718'), ] operations = [ migrations.RenameModel( old_name='Exercises', new_name='Exercise', ), ]
Classes: Migration This code demonstrates Pythoncode:Python programming.
intermediate
machine_learning
code_explanation
Pythoncode:Python
0
1
402
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Generated by Django 1.10.3 on 2016-11-28 06:53\nfrom __future__ import unicode_literals\n\nfrom django.db import migrations\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('exercises', '0002_auto_20161128_1718'),\n ]\n\n operations = [\n migrations.RenameModel(\n old_name='Exercises',\n new_name='Exercise',\n ),\n ]"}, {"role": "assistant", "content": " Classes: Migration\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
86a7e9fe107833a210f5b3b41b68cc42c51f48ee
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: # Copyright 2021 Northern.tech AS # # 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 setuptools import re VERSIONFILE = "src/mender/_version.py" version_string_line = open(VERSIONFILE, "rt").read() VSRE = r"^__version__ = ['\"]([^'\"]*)['\"]" match = re.search(VSRE, version_string_line, re.M) if match == True: version_string = match.group(1) else: raise RuntimeError("Unable to find version string in %s." % (VERSIONFILE,)) with open("README.md", "r", encoding="utf-8") as fh: long_description = fh.read() setuptools.setup( name="mender-python-client-mendersoftware", version=version_string, license="Apache 2.0", author="Mendersoftware", author_email="contact@mender.io", description="A Python implementation of the Mender client interface", long_description=long_description, long_description_content_type="text/markdown", url="https://github.com/mendersoftware/mender-python-client", classifiers=[ "Programming Language :: Python :: 3", "License :: OSI Approved :: Apache Software License", "Operating System :: OS Independent", ], keywords=["mender", "OTA", "updater"], packages=setuptools.find_packages(where="src"), install_requires=["cryptography", "requests", "msgpack", "websockets"], entry_points={"console_scripts": ["mender-python-client=mender.mender:main"]}, package_dir={"": "src"}, python_requires=">=3.6", zip_safe=False, include_package_data=True, )
Logical Error Analysis: Error Type: WRONG_COMPARISON Issue: Explicit True comparison Severity: LOW Location: Line 21 Buggy code: if match == True: Should be: if match: Explanation: Non-pythonic comparison - works but not idiomatic Fix: Use "is/is not" for None, avoid explicit True comparison
intermediate
api
logical_errors
Pythoncode:Python
0
0
2,014
true
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n# Copyright 2021 Northern.tech AS\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.\nimport setuptools\nimport re\n\nVERSIONFILE = \"src/mender/_version.py\"\nversion_string_line = open(VERSIONFILE, \"rt\").read()\nVSRE = r\"^__version__ = ['\\\"]([^'\\\"]*)['\\\"]\"\nmatch = re.search(VSRE, version_string_line, re.M)\nif match == True:\n version_string = match.group(1)\nelse:\n raise RuntimeError(\"Unable to find version string in %s.\" % (VERSIONFILE,))\n\nwith open(\"README.md\", \"r\", encoding=\"utf-8\") as fh:\n long_description = fh.read()\n\nsetuptools.setup(\n name=\"mender-python-client-mendersoftware\",\n version=version_string,\n license=\"Apache 2.0\",\n author=\"Mendersoftware\",\n author_email=\"contact@mender.io\",\n description=\"A Python implementation of the Mender client interface\",\n long_description=long_description,\n long_description_content_type=\"text/markdown\",\n url=\"https://github.com/mendersoftware/mender-python-client\",\n classifiers=[\n \"Programming Language :: Python :: 3\",\n \"License :: OSI Approved :: Apache Software License\",\n \"Operating System :: OS Independent\",\n ],\n keywords=[\"mender\", \"OTA\", \"updater\"],\n packages=setuptools.find_packages(where=\"src\"),\n install_requires=[\"cryptography\", \"requests\", \"msgpack\", \"websockets\"],\n entry_points={\"console_scripts\": [\"mender-python-client=mender.mender:main\"]},\n package_dir={\"\": \"src\"},\n python_requires=\">=3.6\",\n zip_safe=False,\n include_package_data=True,\n)"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_COMPARISON\n Issue: Explicit True comparison\n Severity: LOW\n\n Location: Line 21\n\n Buggy code:\n if match == True:\n\n Should be:\n if match:\n\n Explanation: Non-pythonic comparison - works but not idiomatic\n Fix: Use \"is/is not\" for None, avoid explicit True comparison"}]
true
logical
WRONG_COMPARISON
LOW
86a8e1ed877d30bb9fe2c31cbcb8f214021f1ba6
TheStack--python--000.parquet
Review this Pythoncode:Python code: """ 295 find median from data stream hard """ from heapq import * class MedianFinder: # max heap and min heap def __init__(self): """ initialize your data structure here. """ self.hi = [] self.lo = [] def addNum(self, num: int) -> None: heappush(self.lo, -heappushpop(self.hi, num)) while len(self.lo) > len(self.hi): heappush(self.hi, -heappop(self.lo)) def findMedian(self) -> float: if len(self.hi) > len(self.lo): return self.hi[0] if len(self.hi) == len(self.lo): return (self.hi[0] - self.lo[0]) / 2.0 sol = MedianFinder() sol.addNum(1) print(sol.findMedian()) sol.addNum(2) print(sol.findMedian())
Code Review: ❌ Critical issues: Unterminated string literal at line 1 Block at line 10 has no indented body ⚠️ Code quality: Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 23 Unexpected indentation at line 30 Potential division by zero - add validation Avoid 'import *' at line 7 - import specific names ✨ Improvements: Add closing quote at line 1 Add docstring to class 'MedianFinder' Remove debug print() at line 38 before production Remove debug print() at line 40 before production
advanced
oop
code_review
Pythoncode:Python
3
1
740
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n\"\"\"\n295\nfind median from data stream\nhard\n\"\"\"\n\nfrom heapq import *\n\n\nclass MedianFinder:\n\n # max heap and min heap\n\n def __init__(self):\n \"\"\"\n initialize your data structure here.\n \"\"\"\n self.hi = []\n self.lo = []\n\n def addNum(self, num: int) -> None:\n heappush(self.lo, -heappushpop(self.hi, num))\n while len(self.lo) > len(self.hi):\n heappush(self.hi, -heappop(self.lo))\n\n\n def findMedian(self) -> float:\n if len(self.hi) > len(self.lo):\n return self.hi[0]\n if len(self.hi) == len(self.lo):\n return (self.hi[0] - self.lo[0]) / 2.0\n\n\n\n\nsol = MedianFinder()\nsol.addNum(1)\nprint(sol.findMedian())\nsol.addNum(2)\nprint(sol.findMedian())"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 1\n Block at line 10 has no indented body\n\n\u26a0\ufe0f Code quality:\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 23\n Unexpected indentation at line 30\n Potential division by zero - add validation\n Avoid 'import *' at line 7 - import specific names\n\n\u2728 Improvements:\n Add closing quote at line 1\n Add docstring to class 'MedianFinder'\n Remove debug print() at line 38 before production\n Remove debug print() at line 40 before production"}]
false
null
null
null
86a985b6e0366a5f31612b64e590684791f59ced
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import os import numpy as np import raisimpy as raisim import math import time
This code demonstrates Pythoncode:Python programming.
beginner
machine_learning
code_explanation
Pythoncode:Python
0
0
79
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport os\nimport numpy as np\nimport raisimpy as raisim\nimport math\nimport time"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
86a988c6aa7f35cfd3902d0931e8d87597572497
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # Copyright 2012 Pedro Navarro Perez # Copyright 2013 Cloudbase Solutions Srl # All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. class VolumeOps(object): """Management class for Volume-related tasks """ def __init__(self): self._vmutils = utilsfactory.get_vmutils() self._default_root_device = 'vda' self.volume_drivers = { constants.STORAGE_PROTOCOL_SMBFS: SMBFSVolumeDriver(), constants.STORAGE_PROTOCOL_ISCSI: ISCSIVolumeDriver(), constants.STORAGE_PROTOCOL_FC: FCVolumeDriver()} def _get_volume_driver(self, connection_info): driver_type = connection_info.get('driver_volume_type') if driver_type not in self.volume_drivers: raise exception.VolumeDriverNotFound(driver_type=driver_type) return self.volume_drivers[driver_type def attach_volumes(self, volumes, instance_name): for vol in volumes: self.attach_volume(vol['connection_info'], instance_name) def disconnect_volumes(self, block_device_info): mapping = driver.block_device_info_get_mapping(block_device_info) for vol in mapping: self.disconnect_volume(vol['connection_info']) ... [33 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 18 • Unclosed '[' at line 33 - expected ']' Fixes: • Complete the expression on the last line • Add closing quote at line 18 • Add closing ']' bracket
advanced
api
syntax_repair
Pythoncode:Python
4
1
1,808
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Copyright 2012 Pedro Navarro Perez\n# Copyright 2013 Cloudbase Solutions Srl\n# All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\n\nclass VolumeOps(object):\n \"\"\"Management class for Volume-related tasks\n \"\"\"\n\n def __init__(self):\n self._vmutils = utilsfactory.get_vmutils()\n self._default_root_device = 'vda'\n self.volume_drivers = {\n constants.STORAGE_PROTOCOL_SMBFS: SMBFSVolumeDriver(),\n constants.STORAGE_PROTOCOL_ISCSI: ISCSIVolumeDriver(),\n constants.STORAGE_PROTOCOL_FC: FCVolumeDriver()}\n\n def _get_volume_driver(self, connection_info):\n driver_type = connection_info.get('driver_volume_type')\n if driver_type not in self.volume_drivers:\n raise exception.VolumeDriverNotFound(driver_type=driver_type)\n return self.volume_drivers[driver_type\n\n def attach_volumes(self, volumes, instance_name):\n for vol in volumes:\n self.attach_volume(vol['connection_info'], instance_name)\n\n def disconnect_volumes(self, block_device_info):\n mapping = driver.block_device_info_get_mapping(block_device_info)\n for vol in mapping:\n self.disconnect_volume(vol['connection_info'])\n\n\n ... [33 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 18\n \u2022 Unclosed '[' at line 33 - expected ']'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 18\n \u2022 Add closing ']' bracket"}]
true
syntax
MISSING_BRACKETS
MEDIUM
86aa12779a6111083d5f447b8a7b523841c60e96
TheStack--python--000.parquet
Review this Pythoncode:Python code: # -------------- # Importing header files import numpy as np import pandas as pd from scipy.stats import mode # code starts here bank = pd.read_csv(path) categorical_var = bank.select_dtypes(include = 'object') print(categorical_var) numerical_var = bank.select_dtypes(include = 'number') print(numerical_var) banks = bank.drop(columns=['Loan_ID']) bank_mode = banks.mode() banks = banks.fillna(bank_mode.iloc[0]) print(banks.isnull().sum()) avg_loan_amount = pd.pivot_table(banks, index=['Gender', 'Married', 'Self_Employed'], values='LoanAmount', aggfunc = 'mean') print(avg_loan_amount) loan_approved_se = banks[ (banks['Self_Employed'] == "Yes") & (banks['Loan_Status'] == "Y") ] loan_approved_nse = banks[ (banks['Self_Employed'] == "No") & (banks['Loan_Status'] == "Y") ] percentage_se = (len(loan_approved_se) / 614) * 100 percentage_nse = (len(loan_approved_nse) / 614) * 100 # loan amount term loan_term = banks['Loan_Amount_Term'].apply(lambda x: int(x)/12 ) big_loan_term=len(loan_term[loan_term>=25]) print(big_loan_term) columns_to_show = ['ApplicantIncome', 'Credit_History'] loan_groupby=banks.groupby(['Loan_Status'])[columns_to_show] # Check the mean value mean_values=loan_groupby.agg([np.mean]) print(mean_values) # code ends here
Code Review: ⚠️ Code quality: Unexpected indentation at line 6 Unexpected indentation at line 16 Unexpected indentation at line 22 Unexpected indentation at line 25 Unexpected indentation at line 28 Unexpected indentation at line 31 Unexpected indentation at line 33 Unexpected indentation at line 35 Unexpected indentation at line 38 Unexpected indentation at line 40 Unexpected indentation at line 43 Unexpected indentation at line 45 Unexpected indentation at line 48 Unexpected indentation at line 50 Potential division by zero - add validation Potential division by zero - add validation Potential division by zero - add validation ✨ Improvements: Remove debug print() at line 13 before production Remove debug print() at line 15 before production Remove debug print() at line 21 before production Line 23 too long (125 chars) - break into multiple lines Remove debug print() at line 24 before production Remove debug print() at line 39 before production Remove debug print() at line 49 before production
intermediate
oop
code_review
Pythoncode:Python
0
0
1,326
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# --------------\n# Importing header files\r\nimport numpy as np\r\nimport pandas as pd\r\nfrom scipy.stats import mode \r\n\r\n\r\n\r\n\r\n# code starts here\r\nbank = pd.read_csv(path)\r\ncategorical_var = bank.select_dtypes(include = 'object')\r\nprint(categorical_var)\r\nnumerical_var = bank.select_dtypes(include = 'number')\r\nprint(numerical_var)\r\n\r\n\r\nbanks = bank.drop(columns=['Loan_ID'])\r\nbank_mode = banks.mode()\r\nbanks = banks.fillna(bank_mode.iloc[0])\r\nprint(banks.isnull().sum())\r\n\r\navg_loan_amount = pd.pivot_table(banks, index=['Gender', 'Married', 'Self_Employed'], values='LoanAmount', aggfunc = 'mean')\r\nprint(avg_loan_amount)\r\n\r\nloan_approved_se = banks[ (banks['Self_Employed'] == \"Yes\") & (banks['Loan_Status'] == \"Y\") ]\r\nloan_approved_nse = banks[ (banks['Self_Employed'] == \"No\") & (banks['Loan_Status'] == \"Y\") ]\r\n\r\npercentage_se = (len(loan_approved_se) / 614) * 100\r\npercentage_nse = (len(loan_approved_nse) / 614) * 100\r\n\r\n# loan amount term \r\n\r\nloan_term = banks['Loan_Amount_Term'].apply(lambda x: int(x)/12 )\r\n\r\n\r\nbig_loan_term=len(loan_term[loan_term>=25])\r\n\r\nprint(big_loan_term)\r\n\r\n\r\ncolumns_to_show = ['ApplicantIncome', 'Credit_History']\r\n\r\nloan_groupby=banks.groupby(['Loan_Status'])[columns_to_show]\r\n\r\n# Check the mean value \r\nmean_values=loan_groupby.agg([np.mean])\r\n\r\nprint(mean_values)\r\n\r\n# code ends here"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 6\n Unexpected indentation at line 16\n Unexpected indentation at line 22\n Unexpected indentation at line 25\n Unexpected indentation at line 28\n Unexpected indentation at line 31\n Unexpected indentation at line 33\n Unexpected indentation at line 35\n Unexpected indentation at line 38\n Unexpected indentation at line 40\n Unexpected indentation at line 43\n Unexpected indentation at line 45\n Unexpected indentation at line 48\n Unexpected indentation at line 50\n Potential division by zero - add validation\n Potential division by zero - add validation\n Potential division by zero - add validation\n\n\u2728 Improvements:\n Remove debug print() at line 13 before production\n Remove debug print() at line 15 before production\n Remove debug print() at line 21 before production\n Line 23 too long (125 chars) - break into multiple lines\n Remove debug print() at line 24 before production\n Remove debug print() at line 39 before production\n Remove debug print() at line 49 before production"}]
false
null
null
null
86aa70a303cf42efa31de488c8f84aac08996583
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import influxdb_client from influxdb_client import InfluxDBClient bucket = "python-client-sandbox" org = "Energy Monitor" token = "miQdAvNXHiNDVVzPzV5FpkCaR_8qdQ-L1FlPCOXQPI325Kbrh1fgfhkcDUZ4FepaebDdpZ-A1gmtnnjU0_hViA==" # Complete this line client = InfluxDBClient(url=url, token=token, org=org) writeApi = client.write_api() write_api.write("my-bucket", "my-org", [{"measurement": "h2o_feet", "tags": {"location": "coyote_creek"}, "fields": {"water_level": 1}, "time": 1}])
The missing line is: url = "http://localhost:9999"
intermediate
api
fill_in_the_blank
Pythoncode:Python
0
0
487
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport influxdb_client\nfrom influxdb_client import InfluxDBClient\n\nbucket = \"python-client-sandbox\"\norg = \"Energy Monitor\"\ntoken = \"miQdAvNXHiNDVVzPzV5FpkCaR_8qdQ-L1FlPCOXQPI325Kbrh1fgfhkcDUZ4FepaebDdpZ-A1gmtnnjU0_hViA==\"\n # Complete this line\n\nclient = InfluxDBClient(url=url, token=token, org=org)\nwriteApi = client.write_api()\nwrite_api.write(\"my-bucket\", \"my-org\", [{\"measurement\": \"h2o_feet\", \"tags\": {\"location\": \"coyote_creek\"}, \"fields\": {\"water_level\": 1}, \"time\": 1}])"}, {"role": "assistant", "content": "The missing line is:\nurl = \"http://localhost:9999\""}]
false
null
null
null
86ab2a7a0d57050e80f3f20e1f2f61131ca45a9a
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: # No shebang line, this module is meant to be imported # # Copyright 2014 Oliver Palmer # # 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 from collections import namedtuple from pprint import pprint from random import randint from StringIO import StringIO from textwrap import dedent class FakeLoggingManhole(LoggingManhole): QUIT = False GET_PEER_CALLS = 0 class terminal(object): RIGHT_ARROW, LEFT_ARROW = None, None class transport(object): @classmethod def getPeer(cls): FakeLoggingManhole.GET_PEER_CALLS += 1 return Peer(os.urandom(12).encode("hex"), randint(1024, 65535)) def handle_QUIT(self): self.QUIT = True class TestManholeBase(TestCase): # Complete this line TelnetRealm.NAMESPACE = None FakeLoggingManhole.GET_PEER_CALLS = 0 FakeLoggingManhole.QUIT = False class TestManholeFactory(TestManholeBase): def test_assertions(self): with self.assertRaises(AssertionError): manhole_factory(None, "", "") with self.assertRaises(AssertionError): manhole_factory({}, None, "") with self.assertRaises(AssertionError): manhole_factory({}, "", None) def test_instance_one(self): namespace = {"bob": None} username = os.urandom(32).encode("hex") password = os.urandom(32).encode("hex") manhole_factory(namespace, username, password) with self.assertRaises(AssertionError): manhole_factory(namespace, username, password) ... [12 more functiondefs truncated] ...
The missing line is: def setUp(self):
advanced
testing
fill_in_the_blank
Pythoncode:Python
5
5
2,124
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# No shebang line, this module is meant to be imported\n#\n# Copyright 2014 Oliver Palmer\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport os\nfrom collections import namedtuple\nfrom pprint import pprint\nfrom random import randint\nfrom StringIO import StringIO\nfrom textwrap import dedent\n\nclass FakeLoggingManhole(LoggingManhole):\n QUIT = False\n GET_PEER_CALLS = 0\n\n class terminal(object):\n RIGHT_ARROW, LEFT_ARROW = None, None\n\n class transport(object):\n @classmethod\n def getPeer(cls):\n FakeLoggingManhole.GET_PEER_CALLS += 1\n return Peer(os.urandom(12).encode(\"hex\"), randint(1024, 65535))\n\n def handle_QUIT(self):\n self.QUIT = True\n\n\nclass TestManholeBase(TestCase):\n # Complete this line\n TelnetRealm.NAMESPACE = None\n FakeLoggingManhole.GET_PEER_CALLS = 0\n FakeLoggingManhole.QUIT = False\n\n\nclass TestManholeFactory(TestManholeBase):\n def test_assertions(self):\n with self.assertRaises(AssertionError):\n manhole_factory(None, \"\", \"\")\n\n with self.assertRaises(AssertionError):\n manhole_factory({}, None, \"\")\n\n with self.assertRaises(AssertionError):\n manhole_factory({}, \"\", None)\n\n def test_instance_one(self):\n namespace = {\"bob\": None}\n username = os.urandom(32).encode(\"hex\")\n password = os.urandom(32).encode(\"hex\")\n manhole_factory(namespace, username, password)\n\n with self.assertRaises(AssertionError):\n manhole_factory(namespace, username, password)\n\n\n ... [12 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n def setUp(self):"}]
false
null
null
null
86ab8849571d80e31e545baaa8fc3a7e45faa001
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # coding: utf-8 """ 插入所有需要的库,和函数 """ #---------------------------------------------------------------------- def klSigmode(self): """查找模式""" if self.mode == 'deal': self.canvas.updateSig(self.signalsOpen) self.mode = 'dealOpen' else: self.canvas.updateSig(self.signals self.mode = 'deal'
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 2 • Unclosed '(' at line 13 - expected ')' • SyntaxError: '(' was never closed at line 13 Fixes: • Add closing quote at line 2 • Add closing ')' bracket • Review code syntax
intermediate
general
syntax_repair
Pythoncode:Python
1
0
337
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# coding: utf-8\n\"\"\"\n\u63d2\u5165\u6240\u6709\u9700\u8981\u7684\u5e93\uff0c\u548c\u51fd\u6570\n\"\"\"\n\n#----------------------------------------------------------------------\ndef klSigmode(self):\n \"\"\"\u67e5\u627e\u6a21\u5f0f\"\"\" \n if self.mode == 'deal':\n self.canvas.updateSig(self.signalsOpen)\n self.mode = 'dealOpen'\n else:\n self.canvas.updateSig(self.signals\n self.mode = 'deal'"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 2\n \u2022 Unclosed '(' at line 13 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 13\n\n Fixes:\n \u2022 Add closing quote at line 2\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
86abdce88613d6ee71e638ae7487297146c3e7a8
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # 2020, BackThen Maps # Coded by Remi Petitpierre https://github.com/RPetitpierre # For Bibliothèque nationale de France (BnF) import cv2, thinning, os import numpy as np import pandas as pd import shapefile as shp from skimage.measure import approximate_polygon from PIL import Image, ImageDraw from utils.utils import * from utils.match import toLatLon def skeletonize(road_network: np.ndarray, path: str = "workshop/vectorized.png", largest_component: bool = False): ''' Thinning/skeletonization of the road network image to a wired model. Input(s): road_network: black and white image of the road network (streets in white) path: path where the skeletonized image should be saved largest_component: if True, only the largest road network component will be kept Output(s): vectorized: skeletonized image ''' assert len(road_network.shape) == 2, 'ERROR: road_network must be grayscale image' img = cv2.resize(road_network, (road_network.shape[1]//2, road_network.shape[0]//2)) vectorized = thinning.guo_hall_thinning(img) vectorized[vectorized > 100] = 255 vectorized[vectorized <= 100] = 0 if largest_component: try: _, labels, stats, _ = cv2.connectedComponentsWithStats(vectorized.copy(), connectivity=8, stats=cv2.CC_STAT_AREA) stats = stats[1:] main_component = (np.argmax(stats[:,4])+1).astype('int32') vectorized = (labels == main_component).astype('uint8')*255 except: 'Warning: Skeletonization failed to apply largest_component = True param. Skipping.' cv2.imwrite(path, vectorized) return vectorized ... [10 more functiondefs truncated] ...
Functions: skeletonize This code demonstrates Pythoncode:Python programming.
intermediate
testing
code_explanation
Pythoncode:Python
1
0
1,749
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# 2020, BackThen Maps \n# Coded by Remi Petitpierre https://github.com/RPetitpierre\n# For Biblioth\u00e8que nationale de France (BnF)\n\nimport cv2, thinning, os\n\nimport numpy as np\nimport pandas as pd\nimport shapefile as shp\n\nfrom skimage.measure import approximate_polygon\nfrom PIL import Image, ImageDraw\n\nfrom utils.utils import *\nfrom utils.match import toLatLon\n\ndef skeletonize(road_network: np.ndarray, path: str = \"workshop/vectorized.png\", largest_component: bool = False):\n ''' Thinning/skeletonization of the road network image to a wired model.\n Input(s):\n road_network: black and white image of the road network (streets in white)\n path: path where the skeletonized image should be saved\n largest_component: if True, only the largest road network component will be kept\n Output(s):\n vectorized: skeletonized image\n '''\n \n assert len(road_network.shape) == 2, 'ERROR: road_network must be grayscale image'\n \n img = cv2.resize(road_network, (road_network.shape[1]//2, road_network.shape[0]//2))\n vectorized = thinning.guo_hall_thinning(img)\n vectorized[vectorized > 100] = 255\n vectorized[vectorized <= 100] = 0\n \n if largest_component:\n try:\n _, labels, stats, _ = cv2.connectedComponentsWithStats(vectorized.copy(), connectivity=8, stats=cv2.CC_STAT_AREA)\n stats = stats[1:]\n main_component = (np.argmax(stats[:,4])+1).astype('int32')\n vectorized = (labels == main_component).astype('uint8')*255\n except:\n 'Warning: Skeletonization failed to apply largest_component = True param. Skipping.'\n \n cv2.imwrite(path, vectorized)\n \n return vectorized\n\n\n\n ... [10 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: skeletonize\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
86acd0c8a74d48d7a1cf116cc0a40300ec411cd2
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from unittest import TestCase from unittest.mock import patch from easy2fa import cli class TestCheckInput(TestCase): @patch('builtins.input') def test_default(self, mock_input): mock_input.return_value = '' self.assertEquals(cli.check_input('prompt', default='one'), 'one') mock_input.return_value = 'two' self.assertEquals(cli.check_input('prompt', default='one'), 'two') @patch('builtins.input')
@patch('builtins.print') def test_assertions(self, mock_print, mock_input): def assertion(value): if value not in ['yes', 'no']: return 'use yes or no' mock_input.side_effect = ['input', '', 'no'] self.assertEquals(cli.check_input('prompt', assertion=assertion), 'no') mock_print.assert_called_with('\tInvalid input: use yes or no')
advanced
testing
code_completion
Pythoncode:Python
3
1
875
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom unittest import TestCase\nfrom unittest.mock import patch\n\nfrom easy2fa import cli\n\n\nclass TestCheckInput(TestCase):\n @patch('builtins.input')\n def test_default(self, mock_input):\n mock_input.return_value = ''\n self.assertEquals(cli.check_input('prompt', default='one'), 'one')\n mock_input.return_value = 'two'\n self.assertEquals(cli.check_input('prompt', default='one'), 'two')\n\n @patch('builtins.input')"}, {"role": "assistant", "content": "\n @patch('builtins.print')\n def test_assertions(self, mock_print, mock_input):\n def assertion(value):\n if value not in ['yes', 'no']:\n return 'use yes or no'\n\n mock_input.side_effect = ['input', '', 'no']\n self.assertEquals(cli.check_input('prompt', assertion=assertion),\n 'no')\n mock_print.assert_called_with('\\tInvalid input: use yes or no')"}]
false
null
null
null
86acd82b514b30458fa54cefc7db6d72f32e8646
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from torch.utils.data import TensorDataset, DataLoader, RandomSampler, SequentialSampler from bert_finetuning.data import GermanData class GermanDataLoader: def __init__( self, data_paths, model_name, do_cleansing, max_sequence_length, batch_size=8, dataset_cls=GermanData, ): self.german_data = dataset_cls( data_paths, model_name, max_sequence_length=max_sequence_length, do_cleansing=do_cleansing, ) self.batch_size = batch_size self.create_loaders() def create_loaders(self): """ Create Torch dataloaders for data splits """ self.german_data.text_to_tensors() print("creating dataloaders") train_data = TensorDataset( self.german_data.train_inputs, self.german_data.train_masks, self.german_data.train_labels, ) train_sampler = RandomSampler(train_data) self.train_dataloader = DataLoader( train_data, sampler=train_sampler, batch_size=self.batch_size ) validation_data = TensorDataset( self.german_data.validation_inputs, self.german_data.validation_masks, self.german_data.validation_labels, ) validation_sampler = SequentialSampler(validation_data) self.validation_dataloader = DataLoader( validation_data, sampler=validation_sampler, batch_size=self.batch_size ) test_data = TensorDataset( self.german_data.test_inputs, self.german_data.test_masks, self.german_data.test_labels, ) test_sampler = SequentialSampler(test_data) self.test_dataloader = DataLoader( test_data, sampler=test_sampler, batch_size=self.batch_size ) print("finished creating dataloaders") """ ** FOR DEBUGGING ** if __name__ == "__main__": ## define data paths germeval_data_paths = { "train": "./datasets/hasoc_dataset/hasoc_german_train.csv", "dev": "./datasets/hasoc_dataset/hasoc_german_validation.csv", "test": "./datasets/hasoc_dataset/hasoc_german_test.csv", } hasoc_german_data_paths = { "train": "./datasets/hasoc_dataset/hasoc_german_train.csv", "dev": "./datasets/hasoc_dataset/hasoc_german_validation.csv", "test": "./datasets/hasoc_dataset/hasoc_german_test.csv", } ## create dataloaders print("creating germeval dataloaders...") germ_eval_dataloader = GermanDataLoader(germeval_data_paths) print("creating hasoc dataloaders...") hasoc_german_dataloader = GermanDataLoader(hasoc_german_data_paths) """
Functions: __init__, create_loaders Classes: GermanDataLoader This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
2
1
2,845
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom torch.utils.data import TensorDataset, DataLoader, RandomSampler, SequentialSampler\r\n\r\nfrom bert_finetuning.data import GermanData\r\n\r\n\r\nclass GermanDataLoader:\r\n def __init__(\r\n self,\r\n data_paths,\r\n model_name,\r\n do_cleansing,\r\n max_sequence_length,\r\n batch_size=8,\r\n dataset_cls=GermanData,\r\n ):\r\n self.german_data = dataset_cls(\r\n data_paths,\r\n model_name,\r\n max_sequence_length=max_sequence_length,\r\n do_cleansing=do_cleansing,\r\n )\r\n self.batch_size = batch_size\r\n self.create_loaders()\r\n\r\n def create_loaders(self):\r\n \"\"\"\r\n Create Torch dataloaders for data splits\r\n \"\"\"\r\n self.german_data.text_to_tensors()\r\n print(\"creating dataloaders\")\r\n train_data = TensorDataset(\r\n self.german_data.train_inputs,\r\n self.german_data.train_masks,\r\n self.german_data.train_labels,\r\n )\r\n train_sampler = RandomSampler(train_data)\r\n self.train_dataloader = DataLoader(\r\n train_data, sampler=train_sampler, batch_size=self.batch_size\r\n )\r\n\r\n validation_data = TensorDataset(\r\n self.german_data.validation_inputs,\r\n self.german_data.validation_masks,\r\n self.german_data.validation_labels,\r\n )\r\n validation_sampler = SequentialSampler(validation_data)\r\n self.validation_dataloader = DataLoader(\r\n validation_data, sampler=validation_sampler, batch_size=self.batch_size\r\n )\r\n\r\n test_data = TensorDataset(\r\n self.german_data.test_inputs,\r\n self.german_data.test_masks,\r\n self.german_data.test_labels,\r\n )\r\n test_sampler = SequentialSampler(test_data)\r\n self.test_dataloader = DataLoader(\r\n test_data, sampler=test_sampler, batch_size=self.batch_size\r\n )\r\n print(\"finished creating dataloaders\")\r\n\r\n\r\n\"\"\"\r\n** FOR DEBUGGING **\r\n\r\nif __name__ == \"__main__\":\r\n ## define data paths\r\n germeval_data_paths = {\r\n \"train\": \"./datasets/hasoc_dataset/hasoc_german_train.csv\",\r\n \"dev\": \"./datasets/hasoc_dataset/hasoc_german_validation.csv\",\r\n \"test\": \"./datasets/hasoc_dataset/hasoc_german_test.csv\",\r\n }\r\n\r\n hasoc_german_data_paths = {\r\n \"train\": \"./datasets/hasoc_dataset/hasoc_german_train.csv\",\r\n \"dev\": \"./datasets/hasoc_dataset/hasoc_german_validation.csv\",\r\n \"test\": \"./datasets/hasoc_dataset/hasoc_german_test.csv\",\r\n }\r\n\r\n ## create dataloaders\r\n\r\n print(\"creating germeval dataloaders...\")\r\n germ_eval_dataloader = GermanDataLoader(germeval_data_paths)\r\n\r\n print(\"creating hasoc dataloaders...\")\r\n hasoc_german_dataloader = GermanDataLoader(hasoc_german_data_paths)\r\n\r\n\"\"\""}, {"role": "assistant", "content": " Functions: __init__, create_loaders\n Classes: GermanDataLoader\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
86ad342de7b5dfdb142a5dff63b155f6c655c5c6
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import torch import numpy as np import torch.utils.data as data from torch.utils.data import Subset from data.fast_mnist import create_MNIST_dataset from data.ambiguous_mnist.ambiguous_mnist_dataset import AmbiguousMNIST def get_train_valid_loader(root, batch_size, val_seed=1, val_size=0.1, **kwargs): error_msg = "[!] val_size should be in the range [0, 1]." assert (val_size >= 0) and (val_size <= 1), error_msg # load the dataset mnist_train_dataset, _ = create_MNIST_dataset() # AmbiguousMNIST does whiten the data itself device = torch.device("cuda" if torch.cuda.is_available() else "cpu") train_dataset = data.ConcatDataset( [mnist_train_dataset, AmbiguousMNIST(root=root, train=True, device=device),] ) valid_dataset = data.ConcatDataset( [mnist_train_dataset, AmbiguousMNIST(root=root, train=True, device=device),] ) num_train = len(train_dataset) indices = list(range(num_train)) split = int(np.floor(val_size * num_train)) np.random.seed(val_seed) np.random.shuffle(indices) train_idx, valid_idx = indices[split:], indices[:split]
train_subset = Subset(train_dataset, train_idx) valid_subset = Subset(valid_dataset, valid_idx) train_loader = torch.utils.data.DataLoader(train_subset, batch_size=batch_size, num_workers=0, shuffle=True) valid_loader = torch.utils.data.DataLoader(valid_subset, batch_size=batch_size, num_workers=0, shuffle=False) return train_loader, valid_loader def get_test_loader(root, batch_size, **kwargs): # load the dataset _, mnist_test_dataset = create_MNIST_dataset() device = torch.device("cuda" if torch.cuda.is_available() else "cpu") test_dataset = data.ConcatDataset( [mnist_test_dataset, AmbiguousMNIST(root=root, train=False, device=device),] ) test_loader = torch.utils.data.DataLoader(test_dataset, batch_size=batch_size, shuffle=False, num_workers=0) return test_loader
intermediate
testing
code_completion
Pythoncode:Python
2
0
1,973
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport torch\nimport numpy as np\nimport torch.utils.data as data\nfrom torch.utils.data import Subset\n\nfrom data.fast_mnist import create_MNIST_dataset\nfrom data.ambiguous_mnist.ambiguous_mnist_dataset import AmbiguousMNIST\n\n\ndef get_train_valid_loader(root, batch_size, val_seed=1, val_size=0.1, **kwargs):\n\n error_msg = \"[!] val_size should be in the range [0, 1].\"\n assert (val_size >= 0) and (val_size <= 1), error_msg\n\n # load the dataset\n mnist_train_dataset, _ = create_MNIST_dataset()\n\n # AmbiguousMNIST does whiten the data itself\n device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n train_dataset = data.ConcatDataset(\n [mnist_train_dataset, AmbiguousMNIST(root=root, train=True, device=device),]\n )\n valid_dataset = data.ConcatDataset(\n [mnist_train_dataset, AmbiguousMNIST(root=root, train=True, device=device),]\n )\n\n num_train = len(train_dataset)\n indices = list(range(num_train))\n split = int(np.floor(val_size * num_train))\n\n np.random.seed(val_seed)\n np.random.shuffle(indices)\n\n train_idx, valid_idx = indices[split:], indices[:split]"}, {"role": "assistant", "content": "\n train_subset = Subset(train_dataset, train_idx)\n valid_subset = Subset(valid_dataset, valid_idx)\n\n train_loader = torch.utils.data.DataLoader(train_subset, batch_size=batch_size, num_workers=0, shuffle=True)\n\n valid_loader = torch.utils.data.DataLoader(valid_subset, batch_size=batch_size, num_workers=0, shuffle=False)\n\n return train_loader, valid_loader\n\n\ndef get_test_loader(root, batch_size, **kwargs):\n\n # load the dataset\n _, mnist_test_dataset = create_MNIST_dataset()\n\n device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n test_dataset = data.ConcatDataset(\n [mnist_test_dataset, AmbiguousMNIST(root=root, train=False, device=device),]\n )\n\n test_loader = torch.utils.data.DataLoader(test_dataset, batch_size=batch_size, shuffle=False, num_workers=0)\n\n return test_loader"}]
false
null
null
null
86ae167dd0746f0077e0b0c327435fcca99f837b
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- import logging import datetime from flask import request, render_template from flask_jwt_extended import ( def setup(api, api_base, services): path = "/".join([api_base, module_name]) log.info(f'Setting up "{path}" and subdirectories') api.add_resource( ResetPassword, path+'/reset', endpoint="reset_password", methods=('POST',), resource_class_kwargs=services ) api.add_resource( RecoverPassword, path+'/lost', endpoint='recover_password', methods=('POST',), resource_class_kwargs=services ) # ------------------------------------------------------------------------------ # Resources / API's # ------------------------------------------------------------------------------ class ResetPassword(ServicesResources): """user can use recover token to reset their password.""" @swag_from(str(Path(r"swagger/post_reset_password.yaml")), endpoint='reset_password') def post(self): """"submit email-adress receive token.""" # retrieve user based on email or username body = request.get_json() reset_token = body.get("reset_token") password = body.get("password") if not reset_token or not password: return {"msg": "reset token and/or password is missing!"}, \ HTTPStatus.BAD_REQUEST # obtain user try: user_id = decode_token(reset_token)['identity'].get('id') except DecodeError: return {"msg": "Invalid recovery token!"}, HTTPStatus.BAD_REQUEST log.debug(user_id) user = db.User.get(user_id) # set password user.set_password(password) user.save() log.info(f"Successfull password reset for '{user.username}'") return {"msg": "password successfully been reset!"}, \ HTTPStatus.OK class RecoverPassword(ServicesResources): """send a mail containing a recover token""" @swag_from(str(Path(r"swagger/post_recover_password.yaml")), endpoint='recover_password') ... [1 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
2
2
2,182
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nimport logging\nimport datetime\n\nfrom flask import request, render_template\nfrom flask_jwt_extended import (\ndef setup(api, api_base, services):\n\n path = \"/\".join([api_base, module_name])\n log.info(f'Setting up \"{path}\" and subdirectories')\n\n api.add_resource(\n ResetPassword,\n path+'/reset',\n endpoint=\"reset_password\",\n methods=('POST',),\n resource_class_kwargs=services\n )\n\n api.add_resource(\n RecoverPassword,\n path+'/lost',\n endpoint='recover_password',\n methods=('POST',),\n resource_class_kwargs=services\n )\n\n\n# ------------------------------------------------------------------------------\n# Resources / API's\n# ------------------------------------------------------------------------------\nclass ResetPassword(ServicesResources):\n \"\"\"user can use recover token to reset their password.\"\"\"\n\n @swag_from(str(Path(r\"swagger/post_reset_password.yaml\")),\n endpoint='reset_password')\n def post(self):\n \"\"\"\"submit email-adress receive token.\"\"\"\n\n # retrieve user based on email or username\n body = request.get_json()\n reset_token = body.get(\"reset_token\")\n password = body.get(\"password\")\n\n if not reset_token or not password:\n return {\"msg\": \"reset token and/or password is missing!\"}, \\\n HTTPStatus.BAD_REQUEST\n\n # obtain user\n try:\n user_id = decode_token(reset_token)['identity'].get('id')\n except DecodeError:\n return {\"msg\": \"Invalid recovery token!\"}, HTTPStatus.BAD_REQUEST\n\n log.debug(user_id)\n user = db.User.get(user_id)\n\n # set password\n user.set_password(password)\n user.save()\n\n log.info(f\"Successfull password reset for '{user.username}'\")\n return {\"msg\": \"password successfully been reset!\"}, \\\n HTTPStatus.OK\n\n\nclass RecoverPassword(ServicesResources):\n \"\"\"send a mail containing a recover token\"\"\"\n\n @swag_from(str(Path(r\"swagger/post_recover_password.yaml\")),\n endpoint='recover_password')\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
86ae868b0b9598e5f2e99607cce26d99b3a34dc3
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import os from typing import Any, Callable, Dict import tomodachi from tomodachi import aws_sns_sqs, aws_sns_sqs_publish from tomodachi.discovery import AWSSNSRegistration from tomodachi.envelope import JsonBase async def middleware_function( func: Callable, service: Any, message: Any, topic: str, context: Dict, *args: Any, **kwargs: Any ) -> Any: # Functionality before function is called service.log("middleware before") return_value = await func(*args, **kwargs) # There's also the possibility to pass in extra arguments or keywords arguments, for example: # return_value = await func(*args, id='overridden', **kwargs) # Functinoality after function is called service.log("middleware after") return return_value class ExampleAWSSNSSQSService(tomodachi.Service): name = "example-aws-sns-sqs-service" log_level = "INFO" uuid = str(os.environ.get("SERVICE_UUID") or "") # Build own "discovery" functions, to be run on start and stop # See tomodachi/discovery/aws_sns_registration.py for example discovery = [AWSSNSRegistration] # The message envelope class defines how a message should be processed when sent and received # See tomodachi/envelope/json_base.py for a basic example using JSON and transferring some metadata message_envelope = JsonBase # Adds a middleware function that is run on every incoming message. # Several middlewares can be chained. message_middleware = [middleware_function] # Some options can be specified to define credentials, used ports, hostnames, access log, etc. options = { "aws_sns_sqs": { "region_name": None, # specify AWS region (example: 'eu-west-1') "aws_access_key_id": None, # specify AWS access key (example: 'AKIAXNTIENCJIY2STOCI') "aws_secret_access_key": None, # specify AWS secret key (example: 'f7sha92hNotarealsecretkeyn29ShnSYQi3nzgA') }, "aws_endpoint_urls": { "sns": None, # For example 'http://localhost:4575' if localstack is used for testing "sqs": None, # For example 'http://localhost:4576' if localstack is used for testing }, @aws_sns_sqs("example-route1") async def route1a(self, data: Any) -> None: self.log('Received data (function: route1a) - "{}"'.format(data)) async def _started_service(self) -> None: async def publish(data: Any, topic: str) -> None: self.log('Publish data "{}"'.format(data)) await aws_sns_sqs_publish(self, data, topic=topic, wait=False) await publish("友達", "example-route1")
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unterminated string literal at line 18 • Unclosed '{' at line 45 - expected '}' • SyntaxError: '{' was never closed at line 45 Fix: Add missing '}' bracket at line 55
advanced
testing
error_detection
Pythoncode:Python
0
1
2,632
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os\nfrom typing import Any, Callable, Dict\n\nimport tomodachi\nfrom tomodachi import aws_sns_sqs, aws_sns_sqs_publish\nfrom tomodachi.discovery import AWSSNSRegistration\nfrom tomodachi.envelope import JsonBase\n\n\nasync def middleware_function(\n func: Callable, service: Any, message: Any, topic: str, context: Dict, *args: Any, **kwargs: Any\n) -> Any:\n # Functionality before function is called\n service.log(\"middleware before\")\n\n return_value = await func(*args, **kwargs)\n\n # There's also the possibility to pass in extra arguments or keywords arguments, for example:\n # return_value = await func(*args, id='overridden', **kwargs)\n\n # Functinoality after function is called\n service.log(\"middleware after\")\n\n return return_value\n\n\nclass ExampleAWSSNSSQSService(tomodachi.Service):\n name = \"example-aws-sns-sqs-service\"\n log_level = \"INFO\"\n uuid = str(os.environ.get(\"SERVICE_UUID\") or \"\")\n\n # Build own \"discovery\" functions, to be run on start and stop\n # See tomodachi/discovery/aws_sns_registration.py for example\n discovery = [AWSSNSRegistration]\n\n # The message envelope class defines how a message should be processed when sent and received\n # See tomodachi/envelope/json_base.py for a basic example using JSON and transferring some metadata\n message_envelope = JsonBase\n\n # Adds a middleware function that is run on every incoming message.\n # Several middlewares can be chained.\n message_middleware = [middleware_function]\n\n # Some options can be specified to define credentials, used ports, hostnames, access log, etc.\n options = {\n \"aws_sns_sqs\": {\n \"region_name\": None, # specify AWS region (example: 'eu-west-1')\n \"aws_access_key_id\": None, # specify AWS access key (example: 'AKIAXNTIENCJIY2STOCI')\n \"aws_secret_access_key\": None, # specify AWS secret key (example: 'f7sha92hNotarealsecretkeyn29ShnSYQi3nzgA')\n },\n \"aws_endpoint_urls\": {\n \"sns\": None, # For example 'http://localhost:4575' if localstack is used for testing\n \"sqs\": None, # For example 'http://localhost:4576' if localstack is used for testing\n },\n \n\n @aws_sns_sqs(\"example-route1\")\n async def route1a(self, data: Any) -> None:\n self.log('Received data (function: route1a) - \"{}\"'.format(data))\n\n async def _started_service(self) -> None:\n async def publish(data: Any, topic: str) -> None:\n self.log('Publish data \"{}\"'.format(data))\n await aws_sns_sqs_publish(self, data, topic=topic, wait=False)\n\n await publish(\"\u53cb\u9054\", \"example-route1\")"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unterminated string literal at line 18\n \u2022 Unclosed '{' at line 45 - expected '}'\n \u2022 SyntaxError: '{' was never closed at line 45\n\n Fix: Add missing '}' bracket at line 55"}]
true
syntax
MISSING_BRACKETS
MEDIUM
86b032b82ee76fccb3eab7e57dd8b06b6868e592
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: types_of_people = 10 x = f"There are {types_of_people} types of people." binary = "binary" do_not = "don't" y = f"Those who know {binary} and those who {do_not}." print(x) print(y) print(f"I said: {x}") print(f"I also said: '{y}'") hilarious = False joke_evaluation = "Isn't that joke so funny?! {}" print(joke_evaluation.format(hilarious)) w="This is the left side of..." e="a string with a right side." print(w + e)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
0
0
425
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\ntypes_of_people = 10\nx = f\"There are {types_of_people} types of people.\"\n\nbinary = \"binary\"\ndo_not = \"don't\"\ny = f\"Those who know {binary} and those who {do_not}.\"\n\nprint(x)\nprint(y)\n\nprint(f\"I said: {x}\")\nprint(f\"I also said: '{y}'\")\n\nhilarious = False\njoke_evaluation = \"Isn't that joke so funny?! {}\"\n\nprint(joke_evaluation.format(hilarious))\n\nw=\"This is the left side of...\"\ne=\"a string with a right side.\"\n\nprint(w + e)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
86b0a422c8bc9f85b86cb962da85b578f24f06e1
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import base64 from google.protobuf import json_format from importlib import import_module import json import numpy as np import os import sys from mmdnn.conversion.caffe.errors import ConversionError from mmdnn.conversion.caffe.common_graph import fetch_attr_value from mmdnn.conversion.caffe.utils import get_lower_case, get_upper_case, get_real_name class JsonFormatter(object): '''Dumpt a DL graph into a Json file.''' def __init__(self, graph): result = graph_def + 1 # BUG: using before init self.graph_def = graph.as_graph_def() def dump(self, json_path): json_txt = json_format.MessageToJson(self.graph_def) parsed = json.loads(json_txt) formatted = json.dumps(parsed, indent=4, sort_keys=True) with open(json_path, 'w') as f: f.write(formatted) class PyWriter(object): '''Dumpt a DL graph into a Python script.''' def __init__(self, graph, data, target): self.graph = graph self.data = data self.tab = ' ' * 4 self.prefix = '' target = target.lower() if target == 'tensorflow': self.target = target self.net = 'TensorFlowNetwork' elif target == 'keras': self.target = target self.net = 'KerasNetwork' elif target == 'caffe': self.target = target self.net = 'CaffeNetwork' else: raise ConversionError('Target %s is not supported yet.' % target) def indent(self): self.prefix += self.tab def outdent(self): self.prefix = self.prefix[:-len(self.tab)] def statement(self, s): return self.prefix + s + '\n' def emit_imports(self): return self.statement('from dlconv.%s import %s\n' % (self.target, self.net)) def emit_class_def(self, name): return self.statement('class %s(%s):' % (name, self.net)) def emit_setup_def(self): return self.statement('def setup(self):') def emit_node(self, node): '''Emits the Python source for this node.''' def pair(key, value): return '%s=%s' % (key, value) args = [] for input in node.input: input = input.strip().split(':') name = ''.join(input[:-1]) idx = int(input[-1]) assert name in self.graph.node_dict parent = self.graph.get_node(name) args.append(parent.output[idx]) #FIXME: output = [node.output[0]] # output = node.output for k, v in node.attr: if k == 'cell_type': args.append(pair(k, "'" + fetch_attr_value(v) + "'")) else: args.append(pair(k, fetch_attr_value(v))) args.append(pair('name', "'" + node.name + "'")) # Set the node name args = ', '.join(args) return self.statement('%s = self.%s(%s)' % (', '.join(output), node.op, args)) ... [10 more functiondefs truncated] ...
Error Analysis: Error Type: UNINITIALIZED_VAR Error: UNINITIALIZED_VAR Detected Errors: • Code truncated in middle of expression - unexpected EOF • Invalid syntax at line 94: ... [10 more functiondefs truncated] ... Fix: Initialize variable before using it
advanced
testing
error_detection
Pythoncode:Python
11
2
3,005
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport base64\nfrom google.protobuf import json_format\nfrom importlib import import_module\nimport json\nimport numpy as np\nimport os\nimport sys\n\nfrom mmdnn.conversion.caffe.errors import ConversionError\nfrom mmdnn.conversion.caffe.common_graph import fetch_attr_value\nfrom mmdnn.conversion.caffe.utils import get_lower_case, get_upper_case, get_real_name\n\n\nclass JsonFormatter(object):\n '''Dumpt a DL graph into a Json file.'''\n\n def __init__(self, graph):\n result = graph_def + 1 # BUG: using before init\n self.graph_def = graph.as_graph_def()\n\n def dump(self, json_path):\n json_txt = json_format.MessageToJson(self.graph_def)\n parsed = json.loads(json_txt)\n formatted = json.dumps(parsed, indent=4, sort_keys=True)\n with open(json_path, 'w') as f:\n f.write(formatted)\n\n \nclass PyWriter(object):\n '''Dumpt a DL graph into a Python script.'''\n\n def __init__(self, graph, data, target):\n self.graph = graph\n self.data = data\n self.tab = ' ' * 4\n self.prefix = ''\n target = target.lower()\n if target == 'tensorflow':\n self.target = target\n self.net = 'TensorFlowNetwork'\n elif target == 'keras':\n self.target = target\n self.net = 'KerasNetwork'\n elif target == 'caffe':\n self.target = target\n self.net = 'CaffeNetwork'\n else:\n raise ConversionError('Target %s is not supported yet.' % target)\n\n def indent(self):\n self.prefix += self.tab\n\n def outdent(self):\n self.prefix = self.prefix[:-len(self.tab)]\n\n def statement(self, s):\n return self.prefix + s + '\\n'\n\n def emit_imports(self):\n return self.statement('from dlconv.%s import %s\\n' % (self.target, self.net))\n\n def emit_class_def(self, name):\n return self.statement('class %s(%s):' % (name, self.net))\n\n def emit_setup_def(self):\n return self.statement('def setup(self):')\n\n def emit_node(self, node):\n '''Emits the Python source for this node.'''\n \n def pair(key, value):\n return '%s=%s' % (key, value)\n args = []\n for input in node.input:\n input = input.strip().split(':')\n name = ''.join(input[:-1])\n idx = int(input[-1])\n assert name in self.graph.node_dict\n parent = self.graph.get_node(name)\n args.append(parent.output[idx])\n #FIXME:\n output = [node.output[0]]\n # output = node.output\n for k, v in node.attr:\n if k == 'cell_type':\n args.append(pair(k, \"'\" + fetch_attr_value(v) + \"'\"))\n else:\n args.append(pair(k, fetch_attr_value(v)))\n args.append(pair('name', \"'\" + node.name + \"'\")) # Set the node name\n args = ', '.join(args)\n return self.statement('%s = self.%s(%s)' % (', '.join(output), node.op, args))\n\n\n ... [10 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: UNINITIALIZED_VAR\n Error: UNINITIALIZED_VAR\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Invalid syntax at line 94: ... [10 more functiondefs truncated] ...\n\n\n Fix: Initialize variable before using it"}]
true
logical
UNINITIALIZED_VAR
CRITICAL
86b2f2b4446116811cbd5f27739dd93c92634c93
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: """ leetcode-85 给定一个仅包含 0 和 1 , 大小为 rows x cols 的二维二进制矩阵, 找出只包含 1 的最大矩形, 并返回其面积。 """ from typing import List class Solution: def maximalRectangle(self, matrix: List[List[str]]) -> int: """ 统计直方图然后单调递增栈 """ rows = len(matrix) if rows == 0: return 0 columns = len(matrix[0]) res = 0 heights = [0]*columns for r in range(rows): for c in range(columns): if matrix[r][c]=="1": heights[c]+=1 else: # Complete this line res = max(res,self.largestRectangleArea(heights)) def largestRectangleArea(self, heights: List[int]) -> int: #单调递增栈 heights = [-1] + heights + [-1] res = 0 ascend_stack = [] for i in range(len(heights)): while ascend_stack and heights[ascend_stack[-1]] > heights[i]: window_L_height_min_height = heights[ascend_stack.pop(-1)] window_L = ascend_stack[-1] + 1 window_R = i - 1 cur_area = window_L_height_min_height * (window_R - window_L + 1) res = max(res, cur_area) ascend_stack.append(i) return res
The missing line is: heights[c]=0
advanced
oop
fill_in_the_blank
Pythoncode:Python
2
1
1,258
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n\"\"\"\nleetcode-85\n\u7ed9\u5b9a\u4e00\u4e2a\u4ec5\u5305\u542b 0 \u548c 1 , \u5927\u5c0f\u4e3a rows x cols \u7684\u4e8c\u7ef4\u4e8c\u8fdb\u5236\u77e9\u9635, \u627e\u51fa\u53ea\u5305\u542b 1 \u7684\u6700\u5927\u77e9\u5f62, \u5e76\u8fd4\u56de\u5176\u9762\u79ef\u3002\n\"\"\"\nfrom typing import List\nclass Solution:\n def maximalRectangle(self, matrix: List[List[str]]) -> int:\n \"\"\"\n \u7edf\u8ba1\u76f4\u65b9\u56fe\u7136\u540e\u5355\u8c03\u9012\u589e\u6808\n \"\"\"\n rows = len(matrix)\n if rows == 0:\n return 0\n columns = len(matrix[0])\n\n res = 0\n heights = [0]*columns\n for r in range(rows):\n for c in range(columns):\n if matrix[r][c]==\"1\":\n heights[c]+=1\n else:\n # Complete this line\n res = max(res,self.largestRectangleArea(heights))\n \n def largestRectangleArea(self, heights: List[int]) -> int:\n #\u5355\u8c03\u9012\u589e\u6808\n heights = [-1] + heights + [-1]\n res = 0\n ascend_stack = [] \n for i in range(len(heights)):\n while ascend_stack and heights[ascend_stack[-1]] > heights[i]:\n window_L_height_min_height = heights[ascend_stack.pop(-1)]\n window_L = ascend_stack[-1] + 1\n window_R = i - 1\n cur_area = window_L_height_min_height * (window_R - window_L + 1)\n res = max(res, cur_area)\n ascend_stack.append(i)\n return res"}, {"role": "assistant", "content": "The missing line is:\n heights[c]=0"}]
false
null
null
null
86b35d8336f90b1f441624f230053b48e0260a33
TheStack--python--000.parquet
Complete this Pythoncode:Python code: # -*- coding: utf-8 -*- # Copyright (c) 2016-2018 by University of Kassel and Fraunhofer Institute for Energy Economics # and Energy System Technology (IEE), Kassel. All rights reserved. import numpy as np import pytest from pandapower.optimal_powerflow import OPFNotConverged import pandapower as pp def test_cost_piecewise_linear_gen(): """ Testing a very simple network for the resulting cost value constraints with OPF """ # boundaries: vm_max = 1.05 vm_min = 0.95 # create net net = pp.create_empty_network() pp.create_bus(net, max_vm_pu=vm_max, min_vm_pu=vm_min, vn_kv=10.) pp.create_bus(net, max_vm_pu=vm_max, min_vm_pu=vm_min, vn_kv=.4) pp.create_gen(net, 1, p_kw=-100, controllable=True, max_p_kw=-5, min_p_kw=-150, max_q_kvar=50, min_q_kvar=-50) pp.create_ext_grid(net, 0) pp.create_load(net, 1, p_kw=20, controllable=False) pp.create_line_from_parameters(net, 0, 1, 50, name="line2", r_ohm_per_km=0.876, c_nf_per_km=260.0, max_i_ka=0.123, x_ohm_per_km=0.1159876, max_loading_percent=100 * 690) pp.create_piecewise_linear_cost(net, 0, "gen", np.array([[-150, -100], [-75, -50], [0, 0]])) # run OPF pp.runopp(net, verbose=False) assert net["OPF_converged"] assert net.res_cost - net.res_gen.p_kw.values / 1.5 < 1e-3 def test_cost_piecewise_linear_eg(): """ Testing a very simple network for the resulting cost value
constraints with OPF """ # boundaries: vm_max = 1.05 vm_min = 0.95 # create net net = pp.create_empty_network() pp.create_bus(net, max_vm_pu=vm_max, min_vm_pu=vm_min, vn_kv=10.) pp.create_bus(net, max_vm_pu=vm_max, min_vm_pu=vm_min, vn_kv=10) pp.create_ext_grid(net, 0, max_p_kw=0, min_p_kw=-50) pp.create_gen(net, 1, p_kw=-10, max_p_kw=0, min_p_kw=-50, controllable=True) # pp.create_ext_grid(net, 0) pp.create_load(net, 1, p_kw=20, controllable=False) pp.create_line_from_parameters(net, 0, 1, 50, name="line2", r_ohm_per_km=0.876, c_nf_per_km=260.0, max_i_ka=0.123, x_ohm_per_km=0.1159876, max_loading_percent=100 * 690) pp.create_piecewise_linear_cost(net, 0, "ext_grid", np.array([[-50, -500], [0, 0]])) # run OPF pp.runopp(net, verbose=False) assert net["OPF_converged"] assert net.res_cost - - net.res_ext_grid.p_kw.values * 10 < 1e-3 # check and assert result ... [6 more functiondefs truncated] ...
intermediate
testing
code_completion
Pythoncode:Python
2
0
2,567
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n# Copyright (c) 2016-2018 by University of Kassel and Fraunhofer Institute for Energy Economics\n# and Energy System Technology (IEE), Kassel. All rights reserved.\n\n\nimport numpy as np\nimport pytest\nfrom pandapower.optimal_powerflow import OPFNotConverged\n\n\nimport pandapower as pp\n\ndef test_cost_piecewise_linear_gen():\n \"\"\" Testing a very simple network for the resulting cost value\n constraints with OPF \"\"\"\n # boundaries:\n vm_max = 1.05\n vm_min = 0.95\n\n # create net\n net = pp.create_empty_network()\n pp.create_bus(net, max_vm_pu=vm_max, min_vm_pu=vm_min, vn_kv=10.)\n pp.create_bus(net, max_vm_pu=vm_max, min_vm_pu=vm_min, vn_kv=.4)\n pp.create_gen(net, 1, p_kw=-100, controllable=True, max_p_kw=-5, min_p_kw=-150, max_q_kvar=50,\n min_q_kvar=-50)\n pp.create_ext_grid(net, 0)\n pp.create_load(net, 1, p_kw=20, controllable=False)\n pp.create_line_from_parameters(net, 0, 1, 50, name=\"line2\", r_ohm_per_km=0.876,\n c_nf_per_km=260.0, max_i_ka=0.123, x_ohm_per_km=0.1159876,\n max_loading_percent=100 * 690)\n\n pp.create_piecewise_linear_cost(net, 0, \"gen\", np.array([[-150, -100], [-75, -50], [0, 0]]))\n # run OPF\n pp.runopp(net, verbose=False)\n\n assert net[\"OPF_converged\"]\n assert net.res_cost - net.res_gen.p_kw.values / 1.5 < 1e-3\n\n\ndef test_cost_piecewise_linear_eg():\n \"\"\" Testing a very simple network for the resulting cost value"}, {"role": "assistant", "content": "\n constraints with OPF \"\"\"\n\n # boundaries:\n vm_max = 1.05\n vm_min = 0.95\n\n # create net\n net = pp.create_empty_network()\n pp.create_bus(net, max_vm_pu=vm_max, min_vm_pu=vm_min, vn_kv=10.)\n pp.create_bus(net, max_vm_pu=vm_max, min_vm_pu=vm_min, vn_kv=10)\n pp.create_ext_grid(net, 0, max_p_kw=0, min_p_kw=-50)\n pp.create_gen(net, 1, p_kw=-10, max_p_kw=0, min_p_kw=-50, controllable=True)\n # pp.create_ext_grid(net, 0)\n pp.create_load(net, 1, p_kw=20, controllable=False)\n pp.create_line_from_parameters(net, 0, 1, 50, name=\"line2\", r_ohm_per_km=0.876,\n c_nf_per_km=260.0, max_i_ka=0.123, x_ohm_per_km=0.1159876,\n max_loading_percent=100 * 690)\n\n pp.create_piecewise_linear_cost(net, 0, \"ext_grid\", np.array([[-50, -500], [0, 0]]))\n # run OPF\n pp.runopp(net, verbose=False)\n\n assert net[\"OPF_converged\"]\n assert net.res_cost - - net.res_ext_grid.p_kw.values * 10 < 1e-3\n # check and assert result\n\n\n\n ... [6 more functiondefs truncated] ..."}]
false
null
null
null
86b35f885b38c215bfc2684f695ba3ae9b742e9a
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- # @Author: GXR # @CreateTime: 2022-01-20 # @UpdateTime: 2022-01-20 import redis import config import cookie_login from cookie_api import app red = redis.Redis( host=config.REDIS_HOST, port=config.REDIS_PORT, db=config.REDIS_DB, decode_responses=True, ) # 刷新cookie数量 def cookie_refresh(): while 1: cookie_list = red.smembers(config.REDIS_KEY_COOKIE) if len(cookie_list) >= config.COOKIE_COUNT: break cookie_login.run_cookie_login(1) app.logger.info("[cookie数量正常]-[%s]" % len(cookie_list)) def run_cookie_refresh(): cookie_refresh() if __name__ == "__main__": run_cookie_refresh()
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16
intermediate
api
debugging
Pythoncode:Python
2
0
680
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# @Author: GXR\n# @CreateTime: 2022-01-20\n# @UpdateTime: 2022-01-20\n\nimport redis\n\nimport config\nimport cookie_login\nfrom cookie_api import app\n\nred = redis.Redis(\n host=config.REDIS_HOST,\n port=config.REDIS_PORT,\n db=config.REDIS_DB,\n decode_responses=True,\n)\n\n\n# \u5237\u65b0cookie\u6570\u91cf\ndef cookie_refresh():\n while 1:\n cookie_list = red.smembers(config.REDIS_KEY_COOKIE)\n if len(cookie_list) >= config.COOKIE_COUNT:\n break\n cookie_login.run_cookie_login(1)\n app.logger.info(\"[cookie\u6570\u91cf\u6b63\u5e38]-[%s]\" % len(cookie_list))\n\n\ndef run_cookie_refresh():\n cookie_refresh()\n\n\nif __name__ == \"__main__\":\n run_cookie_refresh()"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16"}]
false
null
null
null
86b3d8112beb6b385c29392912e1d48581db14c2
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from feemodel.app.transient import TransientOnline from feemodel.app.pools import PoolsOnlineEstimator from feemodel.app.predict import Prediction from feemodel.app.simonline import SimOnline __all__ = [ 'TransientOnline', 'PoolsOnlineEstimator', 'Prediction', 'SimOnline' ]
This code demonstrates Pythoncode:Python programming.
intermediate
machine_learning
code_explanation
Pythoncode:Python
0
0
292
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom feemodel.app.transient import TransientOnline\nfrom feemodel.app.pools import PoolsOnlineEstimator\nfrom feemodel.app.predict import Prediction\nfrom feemodel.app.simonline import SimOnline\n\n__all__ = [\n 'TransientOnline',\n 'PoolsOnlineEstimator',\n 'Prediction',\n 'SimOnline'\n]"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
86b46d24f10eba79c88afa632d31ceb83f18b3b1
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- from __future__ import unicode_literals # start tutorial from django.db import models from djng.forms import NgModelFormMixin, NgFormValidationMixin from djng.styling.bootstrap3.forms import Bootstrap3ModelForm class SubscribeUser(models.Model): full_name = models.CharField( "Full name", max_length=99) avatar = models.ImageField("Avatar", blank=False, null=True) permit = models.FileField("Permit", blank=True, null=True) class SubscribeForm(NgModelFormMixin, NgFormValidationMixin, Bootstrap3ModelForm): use_required_attribute = False scope_prefix = 'subscribe_data' form_name = 'my_form' class Meta
Syntax Analysis: Syntax Errors Found: • SyntaxError: expected ':' at line 24 Fixes: • Review code syntax
advanced
database
syntax_repair
Pythoncode:Python
0
3
677
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom __future__ import unicode_literals\n# start tutorial\nfrom django.db import models\nfrom djng.forms import NgModelFormMixin, NgFormValidationMixin\nfrom djng.styling.bootstrap3.forms import Bootstrap3ModelForm\n\n\nclass SubscribeUser(models.Model):\n full_name = models.CharField(\n \"Full name\",\n max_length=99)\n\n avatar = models.ImageField(\"Avatar\", blank=False, null=True)\n\n permit = models.FileField(\"Permit\", blank=True, null=True)\n\n\nclass SubscribeForm(NgModelFormMixin, NgFormValidationMixin, Bootstrap3ModelForm):\n use_required_attribute = False\n scope_prefix = 'subscribe_data'\n form_name = 'my_form'\n\n class Meta"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 SyntaxError: expected ':' at line 24\n\n Fixes:\n \u2022 Review code syntax"}]
true
syntax
MID_STRING
CRITICAL
86b4af0033c71e00f4e30f0ac3bfd045c1932aa8
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. # pylint: disable=invalid-name """Compute and schedule for add, multiply, subtract slice op Please note the following assumptions made by the implementation: 1) The inputs will be multiple of crouton layout except for the axis that needs broadcasting.""" from tvm import te from tvm import tir from tvm import topi from ..utils import get_layout_transform_fn def add_broadcast_compute(input_a, input_b): """Call the add op from topi""" return topi.add(input_a, input_b) def subtract_broadcast_compute(input_a, input_b): """Call the subtract op from topi""" return topi.subtract(input_a, input_b) def multiply_broadcast_compute(input_a, input_b): """Call the multiply op from topi""" return topi.multiply(input_a, input_b) def tir_broadcast_schedule( out_m, input_a, input_b, output_layout: str, input_a_layout: str, input_b_layout: str, op_name: str, ): """Schedule for input and output layout nhwc-8h2w32c2w-2d considering broadcast""" func = te.create_prim_func([input_a, input_b, out_m]) s = tir.Schedule(func) block_dict = {"add": "T_add", "subtract": "T_subtract", "multiply": "T_multiply"} block = s.get_block(block_dict[op_name]) if input_a_layout == "nhwc-8h2w32c2w-2d": input_a_transformed_layout = get_layout_transform_fn(input_a_layout) s.transform_layout(block, buffer=("read", 0), index_map=input_a_transformed_layout) if input_b_layout == "nhwc-8h2w32c2w-2d": input_b_transformed_layout = get_layout_transform_fn(input_b_layout) s.transform_layout(block, buffer=("read", 1), index_map=input_b_transformed_layout) output_transformed_layout = get_layout_transform_fn(output_layout) s.transform_layout(block, buffer=("write", 0), index_map=output_transformed_layout) n, h, w, c = s.get_loops(block) h_o, h_i = s.split(h, [None, 8]) w_o, w_i = s.split(w, [None, 4]) c_o, c_i = s.split(c, [None, 32]) wio, wii = s.split(w_i, [None, 2]) s.reorder(n, h_o, w_o, c_o, h_i, wio, c_i, wii) fused = s.fuse(c_i, wii) s.vectorize(fused) return s
Code analysis results: 🔴 Errors found: Unterminated string literal at line 19 Unmatched closing bracket ')' at line 23 ⚠️ Warnings: Unexpected indentation at line 18 Unexpected indentation at line 20 Unexpected indentation at line 24 Unexpected indentation at line 29 💡 Suggestions: Add closing quote at line 19
intermediate
api
debugging
Pythoncode:Python
4
0
2,997
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Licensed to the Apache Software Foundation (ASF) under one\r\n# or more contributor license agreements. See the NOTICE file\r\n# distributed with this work for additional information\r\n# regarding copyright ownership. The ASF licenses this file\r\n# to you under the Apache License, Version 2.0 (the\r\n# \"License\"); you may not use this file except in compliance\r\n# with the License. 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,\r\n# software distributed under the License is distributed on an\r\n# \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\r\n# KIND, either express or implied. See the License for the\r\n# specific language governing permissions and limitations\r\n# under the License.\r\n# pylint: disable=invalid-name\r\n\r\n\"\"\"Compute and schedule for add, multiply, subtract slice op\r\n\r\nPlease note the following assumptions made by the implementation:\r\n\r\n1) The inputs will be multiple of crouton layout except for the axis that needs broadcasting.\"\"\"\r\n\r\nfrom tvm import te\r\nfrom tvm import tir\r\nfrom tvm import topi\r\nfrom ..utils import get_layout_transform_fn\r\n\r\n\r\ndef add_broadcast_compute(input_a, input_b):\r\n \"\"\"Call the add op from topi\"\"\"\r\n return topi.add(input_a, input_b)\r\n\r\n\r\ndef subtract_broadcast_compute(input_a, input_b):\r\n \"\"\"Call the subtract op from topi\"\"\"\r\n return topi.subtract(input_a, input_b)\r\n\r\n\r\ndef multiply_broadcast_compute(input_a, input_b):\r\n \"\"\"Call the multiply op from topi\"\"\"\r\n return topi.multiply(input_a, input_b)\r\n\r\n\r\ndef tir_broadcast_schedule(\r\n out_m,\r\n input_a,\r\n input_b,\r\n output_layout: str,\r\n input_a_layout: str,\r\n input_b_layout: str,\r\n op_name: str,\r\n):\r\n \"\"\"Schedule for input and output layout nhwc-8h2w32c2w-2d considering broadcast\"\"\"\r\n func = te.create_prim_func([input_a, input_b, out_m])\r\n\r\n s = tir.Schedule(func)\r\n\r\n block_dict = {\"add\": \"T_add\", \"subtract\": \"T_subtract\", \"multiply\": \"T_multiply\"}\r\n\r\n block = s.get_block(block_dict[op_name])\r\n\r\n if input_a_layout == \"nhwc-8h2w32c2w-2d\":\r\n input_a_transformed_layout = get_layout_transform_fn(input_a_layout)\r\n s.transform_layout(block, buffer=(\"read\", 0), index_map=input_a_transformed_layout)\r\n\r\n if input_b_layout == \"nhwc-8h2w32c2w-2d\":\r\n input_b_transformed_layout = get_layout_transform_fn(input_b_layout)\r\n s.transform_layout(block, buffer=(\"read\", 1), index_map=input_b_transformed_layout)\r\n\r\n output_transformed_layout = get_layout_transform_fn(output_layout)\r\n s.transform_layout(block, buffer=(\"write\", 0), index_map=output_transformed_layout)\r\n\r\n n, h, w, c = s.get_loops(block)\r\n\r\n h_o, h_i = s.split(h, [None, 8])\r\n w_o, w_i = s.split(w, [None, 4])\r\n c_o, c_i = s.split(c, [None, 32])\r\n wio, wii = s.split(w_i, [None, 2])\r\n\r\n s.reorder(n, h_o, w_o, c_o, h_i, wio, c_i, wii)\r\n\r\n fused = s.fuse(c_i, wii)\r\n s.vectorize(fused)\r\n\r\n return s"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 19\n Unmatched closing bracket ')' at line 23\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 18\n Unexpected indentation at line 20\n Unexpected indentation at line 24\n Unexpected indentation at line 29\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 19"}]
false
null
null
null
86b6adb997cbd21ec9e8e9a5843dcd2235408ae3
TheStack--python--000.parquet
Review this Pythoncode:Python code: import contextlib import os from collections import namedtuple import yaml from dagster import __version__ as current_dagster_version from dagster import check from .ecr import ecr_image, get_aws_account_id, get_aws_region from .utils import ( def do_nothing(_cwd): yield class DagsterDockerImage(namedtuple("_DagsterDockerImage", "image build_cm path")): """Represents a Dagster image. Properties: image (str): Name of the image build_cm (function): function that is a context manager for build (e.g. for populating a build cache) path (Optional(str)): The path to the image's path. Defaults to docker/images/<IMAGE NAME> """ def __new__(cls, image, build_cm=do_nothing, path=None): return super(DagsterDockerImage, cls).__new__( cls, check.str_param(image, "image"), check.callable_param(build_cm, "build_cm"), check.opt_str_param( path, "path", default=os.path.join(os.path.dirname(__file__), "images", image) ), ) @property def python_versions(self): """List of Python versions supported for this image.""" with open(os.path.join(self.path, "versions.yaml"), "r") as f: versions = yaml.safe_load(f.read()) return list(versions.keys()) def _get_last_updated_for_python_version(self, python_version): """Retrieve the last_updated timestamp for a particular python_version of this image.""" check.str_param(python_version, "python_version") with open(os.path.join(self.path, "last_updated.yaml"), "r") as f: last_updated = yaml.safe_load(f.read()) return last_updated[python_version] def _set_last_updated_for_python_version(self, timestamp, python_version): """Update the last_updated timestamp for a particular python_version of this image.""" check.str_param(timestamp, "timestamp") check.str_param(python_version, "python_version") last_updated = {} last_updated_path = os.path.join(self.path, "last_updated.yaml") if os.path.exists(last_updated_path): with open(last_updated_path, "r") as f: last_updated = yaml.safe_load(f.read()) last_updated[python_version] = timestamp with open(os.path.join(self.path, "last_updated.yaml"), "w") as f: yaml.dump(last_updated, f, default_flow_style=False) def local_image(self, python_version): """Generates the local image name, like: "dagster/foo:some-tag" """ check.str_param(python_version, "python_version") last_updated = self._get_last_updated_for_python_version(python_version) tag = python_version_image_tag(python_version, last_updated) return "{}/{}:{}".format(DEFAULT_LOCAL_PREFIX, self.image, tag) ... [4 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 16 Unclosed '(' at line 10 - expected ')' SyntaxError: '(' was never closed at line 10 ⚠️ Code quality: Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 36 Unexpected indentation at line 38 Unexpected indentation at line 40 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 47 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 57 Unexpected indentation at line 68 Unexpected indentation at line 71 Unexpected indentation at line 72 ✨ Improvements: Complete the expression on the last line Add closing quote at line 16 Add closing ')' bracket Review code syntax
advanced
database
code_review
Pythoncode:Python
6
1
2,913
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport contextlib\nimport os\nfrom collections import namedtuple\n\nimport yaml\nfrom dagster import __version__ as current_dagster_version\nfrom dagster import check\n\nfrom .ecr import ecr_image, get_aws_account_id, get_aws_region\nfrom .utils import (\ndef do_nothing(_cwd):\n yield\n\n\nclass DagsterDockerImage(namedtuple(\"_DagsterDockerImage\", \"image build_cm path\")):\n \"\"\"Represents a Dagster image.\n\n Properties:\n image (str): Name of the image\n build_cm (function): function that is a context manager for build (e.g. for populating a\n build cache)\n path (Optional(str)): The path to the image's path. Defaults to docker/images/<IMAGE NAME>\n \"\"\"\n\n def __new__(cls, image, build_cm=do_nothing, path=None):\n return super(DagsterDockerImage, cls).__new__(\n cls,\n check.str_param(image, \"image\"),\n check.callable_param(build_cm, \"build_cm\"),\n check.opt_str_param(\n path, \"path\", default=os.path.join(os.path.dirname(__file__), \"images\", image)\n ),\n )\n\n @property\n def python_versions(self):\n \"\"\"List of Python versions supported for this image.\"\"\"\n with open(os.path.join(self.path, \"versions.yaml\"), \"r\") as f:\n versions = yaml.safe_load(f.read())\n return list(versions.keys())\n\n def _get_last_updated_for_python_version(self, python_version):\n \"\"\"Retrieve the last_updated timestamp for a particular python_version of this image.\"\"\"\n check.str_param(python_version, \"python_version\")\n with open(os.path.join(self.path, \"last_updated.yaml\"), \"r\") as f:\n last_updated = yaml.safe_load(f.read())\n return last_updated[python_version]\n\n def _set_last_updated_for_python_version(self, timestamp, python_version):\n \"\"\"Update the last_updated timestamp for a particular python_version of this image.\"\"\"\n check.str_param(timestamp, \"timestamp\")\n check.str_param(python_version, \"python_version\")\n\n last_updated = {}\n\n last_updated_path = os.path.join(self.path, \"last_updated.yaml\")\n if os.path.exists(last_updated_path):\n with open(last_updated_path, \"r\") as f:\n last_updated = yaml.safe_load(f.read())\n\n last_updated[python_version] = timestamp\n\n with open(os.path.join(self.path, \"last_updated.yaml\"), \"w\") as f:\n yaml.dump(last_updated, f, default_flow_style=False)\n\n def local_image(self, python_version):\n \"\"\"Generates the local image name, like: \"dagster/foo:some-tag\" \"\"\"\n check.str_param(python_version, \"python_version\")\n\n last_updated = self._get_last_updated_for_python_version(python_version)\n tag = python_version_image_tag(python_version, last_updated)\n return \"{}/{}:{}\".format(DEFAULT_LOCAL_PREFIX, self.image, tag)\n\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 16\n Unclosed '(' at line 10 - expected ')'\n SyntaxError: '(' was never closed at line 10\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 36\n Unexpected indentation at line 38\n Unexpected indentation at line 40\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 47\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 57\n Unexpected indentation at line 68\n Unexpected indentation at line 71\n Unexpected indentation at line 72\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 16\n Add closing ')' bracket\n Review code syntax"}]
false
null
null
null
86b7ef11958dc926cec50bcec5a016a3d479c413
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # Copyright (c) 2012 The Chromium Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. import json import logging import os import unittest from telemetry.core import browser_finder from telemetry.core import exceptions from telemetry.core import extension_to_load from telemetry.core import util from telemetry.core.backends.chrome import cros_interface from telemetry.unittest import options_for_unittests class CrOSAutoTest(unittest.TestCase): def setUp(self): options = options_for_unittests.GetCopy() self._cri = cros_interface.CrOSInterface(options.cros_remote, options.cros_ssh_identity) self._is_guest = options.browser_type == 'cros-chrome-guest' self._username = '' if self._is_guest else options.browser_options.username self._password = options.browser_options.password def _IsCryptohomeMounted(self): """Returns True if cryptohome is mounted""" cryptohomeJSON, _ = self._cri.RunCmdOnDevice(['/usr/sbin/cryptohome', '--action=status']) cryptohomeStatus = json.loads(cryptohomeJSON) return (cryptohomeStatus['mounts'] and cryptohomeStatus['mounts'][0]['mounted']) def _CreateBrowser(self, autotest_ext=False, auto_login=True): """Finds and creates a browser for tests. if autotest_ext is True, also loads the autotest extension""" options = options_for_unittests.GetCopy() if autotest_ext: extension_path = os.path.join(os.path.dirname(__file__), 'autotest_ext') self._load_extension = extension_to_load.ExtensionToLoad( path=extension_path, browser_type=options.browser_type, is_component=True) options.extensions_to_load = [self._load_extension] browser_to_create = browser_finder.FindBrowser(options) self.assertTrue(browser_to_create) options.browser_options.create_browser_with_oobe = True options.browser_options.auto_login = auto_login b = browser_to_create.Create() b.Start() return b def _GetAutotestExtension(self, browser): """Returns the autotest extension instance""" extension = browser.extensions[self._load_extension] self.assertTrue(extension) return extension def _GetLoginStatus(self, browser): extension = self._GetAutotestExtension(browser) self.assertTrue(extension.EvaluateJavaScript( "typeof('chrome.autotestPrivate') != 'undefined'")) extension.ExecuteJavaScript(''' window.__login_status = null; chrome.autotestPrivate.loginStatus(function(s) { window.__login_status = s; }); ''') return util.WaitFor( lambda: extension.EvaluateJavaScript('window.__login_status'), 10) ... [18 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
testing
refactoring
Pythoncode:Python
5
1
2,886
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright (c) 2012 The Chromium Authors. All rights reserved.\n# Use of this source code is governed by a BSD-style license that can be\n# found in the LICENSE file.\nimport json\nimport logging\nimport os\nimport unittest\n\nfrom telemetry.core import browser_finder\nfrom telemetry.core import exceptions\nfrom telemetry.core import extension_to_load\nfrom telemetry.core import util\nfrom telemetry.core.backends.chrome import cros_interface\nfrom telemetry.unittest import options_for_unittests\n\nclass CrOSAutoTest(unittest.TestCase):\n def setUp(self):\n options = options_for_unittests.GetCopy()\n self._cri = cros_interface.CrOSInterface(options.cros_remote,\n options.cros_ssh_identity)\n self._is_guest = options.browser_type == 'cros-chrome-guest'\n self._username = '' if self._is_guest else options.browser_options.username\n self._password = options.browser_options.password\n\n def _IsCryptohomeMounted(self):\n \"\"\"Returns True if cryptohome is mounted\"\"\"\n cryptohomeJSON, _ = self._cri.RunCmdOnDevice(['/usr/sbin/cryptohome',\n '--action=status'])\n cryptohomeStatus = json.loads(cryptohomeJSON)\n return (cryptohomeStatus['mounts'] and\n cryptohomeStatus['mounts'][0]['mounted'])\n\n def _CreateBrowser(self, autotest_ext=False, auto_login=True):\n \"\"\"Finds and creates a browser for tests. if autotest_ext is True,\n also loads the autotest extension\"\"\"\n options = options_for_unittests.GetCopy()\n\n if autotest_ext:\n extension_path = os.path.join(os.path.dirname(__file__), 'autotest_ext')\n self._load_extension = extension_to_load.ExtensionToLoad(\n path=extension_path,\n browser_type=options.browser_type,\n is_component=True)\n options.extensions_to_load = [self._load_extension]\n\n browser_to_create = browser_finder.FindBrowser(options)\n self.assertTrue(browser_to_create)\n options.browser_options.create_browser_with_oobe = True\n options.browser_options.auto_login = auto_login\n b = browser_to_create.Create()\n b.Start()\n return b\n\n def _GetAutotestExtension(self, browser):\n \"\"\"Returns the autotest extension instance\"\"\"\n extension = browser.extensions[self._load_extension]\n self.assertTrue(extension)\n return extension\n\n def _GetLoginStatus(self, browser):\n extension = self._GetAutotestExtension(browser)\n self.assertTrue(extension.EvaluateJavaScript(\n \"typeof('chrome.autotestPrivate') != 'undefined'\"))\n extension.ExecuteJavaScript('''\n window.__login_status = null;\n chrome.autotestPrivate.loginStatus(function(s) {\n window.__login_status = s;\n });\n ''')\n return util.WaitFor(\n lambda: extension.EvaluateJavaScript('window.__login_status'), 10)\n\n\n ... [18 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
86b8aba13af33d7534f429cc7d5eda4e95f58299
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import sqlite3 class Database: def get_connection(self): return sqlite3.connect("./db.sqlite") def add_card(self, card_title, card_text, card_link_text, card_link_url): con = self.get_connection() cur = con.cursor() create_table_query = "CREATE TABLE IF NOT EXISTS cards('card_title' VARCHAR," + \ " 'card_text' TEXT, 'card_link_text' VARCHAR, 'card_link_url' VARCHAR )" insert_data_query = f"INSERT INTO " + \ f"cards VALUES ({card_title}, {card_text}, {card_link_text}, {card_link_url})" try: cur.execute(create_table_query) cur.execute(insert_data_query) con.commit() except: print("an error has been occurred !")
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
database
refactoring
Pythoncode:Python
2
1
790
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport sqlite3\n\n\nclass Database:\n def get_connection(self):\n return sqlite3.connect(\"./db.sqlite\")\n\n def add_card(self, card_title, card_text, card_link_text, card_link_url):\n con = self.get_connection()\n cur = con.cursor()\n\n create_table_query = \"CREATE TABLE IF NOT EXISTS cards('card_title' VARCHAR,\" + \\\n \" 'card_text' TEXT, 'card_link_text' VARCHAR, 'card_link_url' VARCHAR )\"\n insert_data_query = f\"INSERT INTO \" + \\\n f\"cards VALUES ({card_title}, {card_text}, {card_link_text}, {card_link_url})\"\n try:\n cur.execute(create_table_query)\n cur.execute(insert_data_query)\n con.commit()\n except:\n print(\"an error has been occurred !\")"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
86b8d88ae37a5647339fb11a5a98693e6a0c570d
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from django import forms from django.forms.utils import ErrorList from crits.campaigns.campaign import Campaign from crits.core.forms import add_bucketlist_to_form, add_ticket_to_form from crits.core.handlers import get_item_names, get_source_names from crits.core.user_tools import get_user_organization from crits.core import form_consts from crits.vocabulary.relationships import RelationshipTypes class AddBackdoorForm(forms.Form): """ Django form for adding a Backdoor to CRITs. """ error_css_class = 'error' required_css_class = 'required' name = forms.CharField(label=form_consts.Backdoor.NAME, required=True) aliases = forms.CharField(label=form_consts.Backdoor.ALIASES, required=False) version = forms.CharField(label=form_consts.Backdoor.VERSION, required=False) description = forms.CharField(label=form_consts.Backdoor.DESCRIPTION, required=False) campaign = forms.ChoiceField(widget=forms.Select, label=form_consts.Backdoor.CAMPAIGN, required=False) confidence = forms.ChoiceField(label=form_consts.Backdoor.CAMPAIGN_CONFIDENCE, required=False) source = forms.ChoiceField(widget=forms.Select(attrs={'class': 'bulknoinitial'}), label=form_consts.Backdoor.SOURCE, required=True) source_method = forms.CharField(label=form_consts.Backdoor.SOURCE_METHOD, required=False) source_reference = forms.CharField(widget=forms.TextInput(attrs={'size': '90'}), label=form_consts.Backdoor.SOURCE_REFERENCE, required=False) related_id = forms.CharField(widget=forms.HiddenInput(), required=False, label=form_consts.Common.RELATED_ID) related_type = forms.CharField(widget=forms.HiddenInput(), required=False, label=form_consts.Common.RELATED_TYPE) relationship_type = forms.ChoiceField(required=False, label=form_consts.Common.RELATIONSHIP_TYPE, widget=forms.Select(attrs={'id':'relationship_type'})) ... [2 more functiondefs truncated] ...
Classes: AddBackdoorForm This code demonstrates Pythoncode:Python programming.
advanced
database
code_explanation
Pythoncode:Python
0
1
2,380
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom django import forms\nfrom django.forms.utils import ErrorList\n\nfrom crits.campaigns.campaign import Campaign\nfrom crits.core.forms import add_bucketlist_to_form, add_ticket_to_form\nfrom crits.core.handlers import get_item_names, get_source_names\nfrom crits.core.user_tools import get_user_organization\nfrom crits.core import form_consts\n\nfrom crits.vocabulary.relationships import RelationshipTypes\n\n\nclass AddBackdoorForm(forms.Form):\n \"\"\"\n Django form for adding a Backdoor to CRITs.\n \"\"\"\n\n error_css_class = 'error'\n required_css_class = 'required'\n\n name = forms.CharField(label=form_consts.Backdoor.NAME, required=True)\n aliases = forms.CharField(label=form_consts.Backdoor.ALIASES,\n required=False)\n version = forms.CharField(label=form_consts.Backdoor.VERSION,\n required=False)\n description = forms.CharField(label=form_consts.Backdoor.DESCRIPTION,\n required=False)\n campaign = forms.ChoiceField(widget=forms.Select,\n label=form_consts.Backdoor.CAMPAIGN,\n required=False)\n confidence = forms.ChoiceField(label=form_consts.Backdoor.CAMPAIGN_CONFIDENCE,\n required=False)\n source = forms.ChoiceField(widget=forms.Select(attrs={'class': 'bulknoinitial'}),\n label=form_consts.Backdoor.SOURCE,\n required=True)\n source_method = forms.CharField(label=form_consts.Backdoor.SOURCE_METHOD,\n required=False)\n source_reference = forms.CharField(widget=forms.TextInput(attrs={'size': '90'}),\n label=form_consts.Backdoor.SOURCE_REFERENCE,\n required=False)\n related_id = forms.CharField(widget=forms.HiddenInput(), required=False, label=form_consts.Common.RELATED_ID)\n related_type = forms.CharField(widget=forms.HiddenInput(), required=False, label=form_consts.Common.RELATED_TYPE)\n relationship_type = forms.ChoiceField(required=False,\n label=form_consts.Common.RELATIONSHIP_TYPE,\n widget=forms.Select(attrs={'id':'relationship_type'}))\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Classes: AddBackdoorForm\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
86babfbac8b5c2af0dd5e02e52be427fd0ffce35
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: class MujocoResettableWrapper(ResettableEnv, gym.Wrapper): """Converts a MujocoEnv into a ResettableEnv. Note all MuJoCo environments are resettable.""" def __init__(self, env): """Wraps a MujocoEnv, adding get_state and set_state methods. :param env: a MujocoEnv. NOTE: it must not be wrapped in a TimeLimit.""" if hasattr(env, "_max_episode_steps"): raise TypeError( "Environment must not have a time limit " "(try passing in env.unwrapped instead)." ) gym.Wrapper.__init__(self, env) self.sim = env.unwrapped.sim def get_state(self): """Serializes the qpos and qvel state of the MuJoCo emulator.""" return MujocoState.from_mjdata(self.sim.data).flatten() def set_state(self, x): """Restores qpos and qvel, calling forward() to derive other values.""" state = MujocoState.from_flattened(x, self.sim) state.set_mjdata(self.sim.data) self.sim.forward() # put mjData in consistent state def reset(self): """See base class.""" return self.env.reset() def step(self, a): """See base class.""" return self.env.step(a) class MonteCarlo(ABC): """Selects an action for a ResettableEnv by random search. Randomly samples fixed-length sequences of actions. Evaluates each trajectory in the environment, resetting the state to the original after each trajectory.""" @abstractmethod def __init__(self, horizon, trajectories): """Constructs a MonteCarlo instance for env. :param horizon: the length of the trajectories to search over. :param trajectories: the number of trajectories to evaluate.""" self.horizon = horizon self.trajectories = trajectories @abstractmethod def seed(self, seed): """Sets a seed for the PRNG for the action sequences. :param seed (int): a seed.""" pass @abstractmethod def best_action(self, state): """Returns the best action out of a random search of action sequences. Generates self.trajectories action sequences, each of length self.horizon. The cumulative reward of each action sequence is computed, starting from state. The function returns the first action or the cumulative reward of the action sequences with the largest cumulative reward. :param state: a value returned by env.get_state(). :return (action, reward): the best action found and associated reward.""" pass class MonteCarloSingle(MonteCarlo): """Selects an action for a ResettableEnv by random search. See base class for details. This implementation is not parallelized.""" def __init__(self, env, horizon, trajectories): """See base class.""" super().__init__(horizon, trajectories) self.env = env ... [9 more functiondefs truncated] ...
Error Analysis: Error Type: WRONG_OPERATOR Error: WRONG_OPERATOR Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 2 • Invalid syntax at line 78: ... [9 more functiondefs truncated] ... Fix: Change operator back to correct one
advanced
machine_learning
error_detection
Pythoncode:Python
9
3
2,947
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass MujocoResettableWrapper(ResettableEnv, gym.Wrapper):\n \"\"\"Converts a MujocoEnv into a ResettableEnv.\n\n Note all MuJoCo environments are resettable.\"\"\"\n\n def __init__(self, env):\n \"\"\"Wraps a MujocoEnv, adding get_state and set_state methods.\n :param env: a MujocoEnv. NOTE: it must not be wrapped in a TimeLimit.\"\"\"\n if hasattr(env, \"_max_episode_steps\"):\n raise TypeError(\n \"Environment must not have a time limit \" \"(try passing in env.unwrapped instead).\"\n )\n gym.Wrapper.__init__(self, env)\n self.sim = env.unwrapped.sim\n\n def get_state(self):\n \"\"\"Serializes the qpos and qvel state of the MuJoCo emulator.\"\"\"\n return MujocoState.from_mjdata(self.sim.data).flatten()\n\n def set_state(self, x):\n \"\"\"Restores qpos and qvel, calling forward() to derive other values.\"\"\"\n state = MujocoState.from_flattened(x, self.sim)\n state.set_mjdata(self.sim.data)\n self.sim.forward() # put mjData in consistent state\n\n def reset(self):\n \"\"\"See base class.\"\"\"\n return self.env.reset()\n\n def step(self, a):\n \"\"\"See base class.\"\"\"\n return self.env.step(a)\n\n\nclass MonteCarlo(ABC):\n \"\"\"Selects an action for a ResettableEnv by random search. Randomly samples\n fixed-length sequences of actions. Evaluates each trajectory in the\n environment, resetting the state to the original after each trajectory.\"\"\"\n\n @abstractmethod\n def __init__(self, horizon, trajectories):\n \"\"\"Constructs a MonteCarlo instance for env.\n :param horizon: the length of the trajectories to search over.\n :param trajectories: the number of trajectories to evaluate.\"\"\"\n self.horizon = horizon\n self.trajectories = trajectories\n\n @abstractmethod\n def seed(self, seed):\n \"\"\"Sets a seed for the PRNG for the action sequences.\n :param seed (int): a seed.\"\"\"\n pass\n\n @abstractmethod\n def best_action(self, state):\n \"\"\"Returns the best action out of a random search of action sequences.\n\n Generates self.trajectories action sequences, each of length\n self.horizon. The cumulative reward of each action sequence is computed,\n starting from state. The function returns the first action or the\n cumulative reward of the action sequences with the largest cumulative\n reward.\n :param state: a value returned by env.get_state().\n :return (action, reward): the best action found and associated reward.\"\"\"\n pass\n\n\nclass MonteCarloSingle(MonteCarlo):\n \"\"\"Selects an action for a ResettableEnv by random search.\n See base class for details. This implementation is not parallelized.\"\"\"\n\n def __init__(self, env, horizon, trajectories):\n \"\"\"See base class.\"\"\"\n super().__init__(horizon, trajectories)\n self.env = env\n\n\n ... [9 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Error: WRONG_OPERATOR\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 2\n \u2022 Invalid syntax at line 78: ... [9 more functiondefs truncated] ...\n\n\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
86bb18dffc0306993885a2bc13f98c2bb5b4a5b0
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import numpy as np def loadDataSet(): postingList = [['my', 'dog', 'has', 'flea', 'problems', 'help', 'please'], #[0,0,1,1,1......] ['maybe', 'not', 'take', 'him', 'to', 'dog', 'park', 'stupid'], ['my', 'dalmation', 'is', 'so', 'cute', 'I', 'love', 'him'], ['stop', 'posting', 'stupid', 'worthless', 'garbage'], ['mr', 'licks', 'ate', 'my', 'steak', 'how', 'to', 'stop', 'him'], ['quit', 'buying', 'worthless', 'dog', 'food', 'stupid']] classVec = [0, 1, 0, 1, 0, 1] # 1 is abusive, 0 not return postingList, classVec def createVocabList(dataSet): vocabSet = set([]) for document in dataSet: vocabSet = vocabSet | set(document) return list(vocabSet) def setOfWords2Vec(vocabList, inputSet): returnVec = [0] * len(vocabList) for word in inputSet: if word in vocabList: returnVec[vocabList.index(word)] = 1 else: # Complete this line return returnVec def trainNB0(trainMatrix, trainCategory): numTrainDocs = len(trainMatrix) numWords = len(trainMatrix[0]) pAbusive = sum(trainCategory) / float(numTrainDocs) p0Num = np.zeros(numWords) p1Num = np.zeros(numWords) p0Denom = 0.0 p1Denom = 0.0 for i in range(numTrainDocs): if trainCategory[i] == 1: p1Num += trainMatrix[i] p1Denom += sum(trainMatrix[i]) else: p0Num += trainMatrix[i] p0Denom += sum(trainMatrix[i]) p1Vect = p1Num / p1Denom p0Vect = p0Num / p0Denom return p0Vect, p1Vect, pAbusive if __name__ == '__main__': postinList, classVec = loadDataSet() myVocabList = createVocabList(postinList) # print(setOfWords2Vec(myVocabList, postinList[0])) trainMat = [] for postinDoc in postinList: trainMat.append(setOfWords2Vec(myVocabList, postinDoc)) print(trainMat) p0V, p1V, pAb = trainNB0(trainMat, classVec) print(p0V, p1V, pAb)
The missing line is: print('the word: %s is not in my vocabulary' % word)
intermediate
ui
fill_in_the_blank
Pythoncode:Python
4
0
2,063
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n\nimport numpy as np\n\ndef loadDataSet():\n \n postingList = [['my', 'dog', 'has', 'flea', 'problems', 'help', 'please'], #[0,0,1,1,1......]\n ['maybe', 'not', 'take', 'him', 'to', 'dog', 'park', 'stupid'],\n ['my', 'dalmation', 'is', 'so', 'cute', 'I', 'love', 'him'],\n ['stop', 'posting', 'stupid', 'worthless', 'garbage'],\n ['mr', 'licks', 'ate', 'my', 'steak', 'how', 'to', 'stop', 'him'],\n ['quit', 'buying', 'worthless', 'dog', 'food', 'stupid']]\n classVec = [0, 1, 0, 1, 0, 1] # 1 is abusive, 0 not\n return postingList, classVec\n\n\ndef createVocabList(dataSet):\n vocabSet = set([])\n for document in dataSet:\n vocabSet = vocabSet | set(document)\n return list(vocabSet)\n\ndef setOfWords2Vec(vocabList, inputSet):\n returnVec = [0] * len(vocabList)\n for word in inputSet:\n if word in vocabList:\n returnVec[vocabList.index(word)] = 1\n else:\n # Complete this line\n return returnVec\n\ndef trainNB0(trainMatrix, trainCategory):\n numTrainDocs = len(trainMatrix)\n numWords = len(trainMatrix[0])\n pAbusive = sum(trainCategory) / float(numTrainDocs)\n p0Num = np.zeros(numWords)\n p1Num = np.zeros(numWords)\n p0Denom = 0.0\n p1Denom = 0.0\n\n for i in range(numTrainDocs):\n if trainCategory[i] == 1:\n p1Num += trainMatrix[i]\n p1Denom += sum(trainMatrix[i])\n else:\n p0Num += trainMatrix[i]\n p0Denom += sum(trainMatrix[i])\n\n p1Vect = p1Num / p1Denom\n p0Vect = p0Num / p0Denom\n return p0Vect, p1Vect, pAbusive\n\n\nif __name__ == '__main__':\n\n postinList, classVec = loadDataSet()\n myVocabList = createVocabList(postinList)\n \n # print(setOfWords2Vec(myVocabList, postinList[0]))\n trainMat = []\n for postinDoc in postinList:\n trainMat.append(setOfWords2Vec(myVocabList, postinDoc))\n print(trainMat)\n\n p0V, p1V, pAb = trainNB0(trainMat, classVec)\n print(p0V, p1V, pAb)"}, {"role": "assistant", "content": "The missing line is:\n print('the word: %s is not in my vocabulary' % word)"}]
false
null
null
null
86bb2ac534bb948d97b846d6681e205945c4c9dd
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from .swd import SWD from .ahb import AHB from .debugger import Debugger, HaltErr
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF Fix: Complete the truncated code structure
beginner
general
error_detection
Pythoncode:Python
0
0
81
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom .swd import SWD\nfrom .ahb import AHB\nfrom .debugger import Debugger, HaltErr"}, {"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\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
86bbd227d8b7715b6a7438754f63aeb34b54d300
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: class LineSegment3D(object): """A class to represent a 3D line segment.""" def __init__(self, p1, p2): """Initialize with two endpoints.""" if p1 > p2: p1, p2 = (p2, p1) self.p1 = p1 self.p2 = p2 self.count = 1 def __len__(self): """Line segment always has two endpoints.""" return 2 def __iter__(self): """Iterator generator for endpoints.""" yield self.p1 yield self.p2 def __getitem__(self, idx): """Given a vertex number, returns a vertex coordinate vector.""" if idx == 0: return self.p1 if idx == 1: return self.p2 raise LookupError() def __hash__(self): """Returns hash value for endpoints""" return hash((self.p1, self.p2)) def __lt__(self, p): return self < p def __cmp__(self, p): """Compare points for sort ordering in an arbitrary heirarchy.""" val = self[0].__cmp__(p[0]) if val != 0: return val return self[1].__cmp__(p[1]) # Complete this line """Provides .format() support.""" pfx = "" sep = " - " sfx = "" if "a" in fmt: pfx = "[" sep = ", " sfx = "]" elif "s" in fmt: pfx = "" sep = " " sfx = "" p1 = self.p1.__format__(fmt) p2 = self.p2.__format__(fmt) return pfx + p1 + sep + p2 + sfx def __repr__(self): """Standard string representation.""" return "<LineSegment3D: {0}>".format(self) def __str__(self): """Returns a human readable coordinate string.""" return "{0:a}".format(self) def translate(self,offset): """Translate the endpoint's vertices""" self.p1 = (self.p1[a] + offset[a] for a in range(3)) self.p2 = (self.p2[a] + offset[a] for a in range(3)) def scale(self,scale): """Translate the endpoint's vertices""" self.p1 = (self.p1[a] * scale[a] for a in range(3)) self.p2 = (self.p2[a] * scale[a] for a in range(3)) def length(self): """Returns the length of the line.""" return self.p1.distFromPoint(self.p2) class LineSegment3DCache(object): """Cache class for 3D Line Segments.""" def __init__(self): """Initialize as an empty cache.""" self.endhash = {} self.seghash = {} def _add_endpoint(self, p, seg): """Remember that this segment has a given endpoint""" if p not in self.endhash: self.endhash[p] = [] self.endhash[p].append(seg) ... [8 more functiondefs truncated] ...
The missing line is: def __format__(self, fmt):
advanced
api
fill_in_the_blank
Pythoncode:Python
15
2
2,722
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n\nclass LineSegment3D(object):\n \"\"\"A class to represent a 3D line segment.\"\"\"\n\n def __init__(self, p1, p2):\n \"\"\"Initialize with two endpoints.\"\"\"\n if p1 > p2:\n p1, p2 = (p2, p1)\n self.p1 = p1\n self.p2 = p2\n self.count = 1\n\n def __len__(self):\n \"\"\"Line segment always has two endpoints.\"\"\"\n return 2\n\n def __iter__(self):\n \"\"\"Iterator generator for endpoints.\"\"\"\n yield self.p1\n yield self.p2\n\n def __getitem__(self, idx):\n \"\"\"Given a vertex number, returns a vertex coordinate vector.\"\"\"\n if idx == 0:\n return self.p1\n if idx == 1:\n return self.p2\n raise LookupError()\n\n def __hash__(self):\n \"\"\"Returns hash value for endpoints\"\"\"\n return hash((self.p1, self.p2))\n\n def __lt__(self, p):\n return self < p\n\n def __cmp__(self, p):\n \"\"\"Compare points for sort ordering in an arbitrary heirarchy.\"\"\"\n val = self[0].__cmp__(p[0])\n if val != 0:\n return val\n return self[1].__cmp__(p[1])\n\n # Complete this line\n \"\"\"Provides .format() support.\"\"\"\n pfx = \"\"\n sep = \" - \"\n sfx = \"\"\n if \"a\" in fmt:\n pfx = \"[\"\n sep = \", \"\n sfx = \"]\"\n elif \"s\" in fmt:\n pfx = \"\"\n sep = \" \"\n sfx = \"\"\n p1 = self.p1.__format__(fmt)\n p2 = self.p2.__format__(fmt)\n return pfx + p1 + sep + p2 + sfx\n\n def __repr__(self):\n \"\"\"Standard string representation.\"\"\"\n return \"<LineSegment3D: {0}>\".format(self)\n\n def __str__(self):\n \"\"\"Returns a human readable coordinate string.\"\"\"\n return \"{0:a}\".format(self)\n\n def translate(self,offset):\n \"\"\"Translate the endpoint's vertices\"\"\"\n self.p1 = (self.p1[a] + offset[a] for a in range(3))\n self.p2 = (self.p2[a] + offset[a] for a in range(3))\n\n def scale(self,scale):\n \"\"\"Translate the endpoint's vertices\"\"\"\n self.p1 = (self.p1[a] * scale[a] for a in range(3))\n self.p2 = (self.p2[a] * scale[a] for a in range(3))\n\n def length(self):\n \"\"\"Returns the length of the line.\"\"\"\n return self.p1.distFromPoint(self.p2)\n\n\nclass LineSegment3DCache(object):\n \"\"\"Cache class for 3D Line Segments.\"\"\"\n\n def __init__(self):\n \"\"\"Initialize as an empty cache.\"\"\"\n self.endhash = {}\n self.seghash = {}\n\n def _add_endpoint(self, p, seg):\n \"\"\"Remember that this segment has a given endpoint\"\"\"\n if p not in self.endhash:\n self.endhash[p] = []\n self.endhash[p].append(seg)\n\n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n def __format__(self, fmt):"}]
false
null
null
null
86bd70e7874de4b570ed32325f28d65eaa058486
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import peewee import playhouse.kv from time import time from . import CacheableAdapter class PeeweeAdapter(CacheableAdapter, peewee.Model): key = peewee.CharField(max_length=256, unique=True) value = playhouse.kv.JSONField() mtime = peewee.IntegerField(default=time) ttl = peewee.IntegerField(default=0) class Meta: database = peewee.Proxy() def __init__(self, db_connection, table_name=None): if table_name: self._meta.db_table = table_name self._meta.database.initialize(db_connection) def multiget(self, keys): cls = self.__class__ res = self.select(cls.key, cls.value) \ .where(cls.key << keys & self.__ttl_filter()) \ .tuples() return { x[0] : x[1] for x in res } @classmethod def multiset(cls, data, ttl=None): ts = int(time()) ttl = ttl or 0 kvs = [] for key, value in data.items(): kvs.append({ cls.key : key, cls.value : value, cls.mtime : ts, cls.ttl : ttl, }) cls.insert_many(kvs).upsert().execute() def delete(self, key_or_keys): if list == type(key_or_keys): keys = key_or_keys else: keys = [ key_or_keys ] cls = self.__class__ peewee.DeleteQuery(cls).where(cls.key << keys).execute() def list(self, prefix=None, limit=None): cls = self.__class__ q = self.select(cls.key, cls.value) if prefix: if self.__db_type() == peewee.SqliteDatabase: wildcard = '*' else: wildcard = '%' q = q.where(cls.key % ('%s%s' % (prefix, wildcard))) q = q.where(se Error: SyntaxError: unterminated string literal
Fixed Code: import peewee import playhouse.kv from time import time from . import CacheableAdapter class PeeweeAdapter(CacheableAdapter, peewee.Model): key = peewee.CharField(max_length=256, unique=True) value = playhouse.kv.JSONField() mtime = peewee.IntegerField(default=time) ttl = peewee.IntegerField(default=0) class Meta: database = peewee.Proxy() def __init__(self, db_connection, table_name=None): if table_name: self._meta.db_table = table_name Explanation: Close the string literal with matching quote
advanced
database
error_fixing
Pythoncode:Python
7
2
1,791
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport peewee\nimport playhouse.kv\nfrom time import time\n\nfrom . import CacheableAdapter\n\n\nclass PeeweeAdapter(CacheableAdapter, peewee.Model):\n key = peewee.CharField(max_length=256, unique=True)\n value = playhouse.kv.JSONField()\n mtime = peewee.IntegerField(default=time)\n ttl = peewee.IntegerField(default=0)\n\n class Meta:\n database = peewee.Proxy()\n\n\n def __init__(self, db_connection, table_name=None):\n if table_name:\n self._meta.db_table = table_name\n\n self._meta.database.initialize(db_connection)\n\n\n def multiget(self, keys):\n cls = self.__class__\n res = self.select(cls.key, cls.value) \\\n .where(cls.key << keys & self.__ttl_filter()) \\\n .tuples()\n\n return { x[0] : x[1] for x in res }\n\n @classmethod\n def multiset(cls, data, ttl=None):\n ts = int(time())\n ttl = ttl or 0\n kvs = []\n for key, value in data.items():\n kvs.append({\n cls.key : key,\n cls.value : value,\n cls.mtime : ts,\n cls.ttl : ttl,\n })\n cls.insert_many(kvs).upsert().execute()\n\n\n def delete(self, key_or_keys):\n if list == type(key_or_keys):\n keys = key_or_keys\n else:\n keys = [ key_or_keys ]\n\n cls = self.__class__\n peewee.DeleteQuery(cls).where(cls.key << keys).execute()\n\n\n def list(self, prefix=None, limit=None):\n cls = self.__class__\n\n q = self.select(cls.key, cls.value)\n\n if prefix:\n if self.__db_type() == peewee.SqliteDatabase:\n wildcard = '*'\n else:\n wildcard = '%'\n\n q = q.where(cls.key % ('%s%s' % (prefix, wildcard)))\n\n q = q.where(se\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport peewee\nimport playhouse.kv\nfrom time import time\n\nfrom . import CacheableAdapter\n\n\nclass PeeweeAdapter(CacheableAdapter, peewee.Model):\n key = peewee.CharField(max_length=256, unique=True)\n value = playhouse.kv.JSONField()\n mtime = peewee.IntegerField(default=time)\n ttl = peewee.IntegerField(default=0)\n\n class Meta:\n database = peewee.Proxy()\n\n\n def __init__(self, db_connection, table_name=None):\n if table_name:\n self._meta.db_table = table_name\n\n Explanation: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
86bd7ed417f64120a297b91ba487086bf72ccb3f
TheStack--python--000.parquet
Review this Pythoncode:Python code: from collections import namedtuple import torch from torch.nn import (AdaptiveAvgPool2d, BatchNorm2d, Conv2d, MaxPool2d, class Flatten(Module): """Flatten Module.""" def forward(self, input): return input.view(input.size(0), -1) def l2_norm(input, axis=1): """l2 normalization. Args: input (torch.Tensor): The input tensor. axis (int, optional): Specifies which axis of input to calculate the norm across. Defaults to 1. Returns: Tensor: Tensor after L2 normalization per-instance. """ norm = torch.norm(input, 2, axis, True) output = torch.div(input, norm) return output class Bottleneck(namedtuple('Block', ['in_channel', 'depth', 'stride'])): """A named tuple describing a ResNet block.""" def get_block(in_channel, depth, num_units, stride=2): """Get a single block config. Args: in_channel (int): Input channels. depth (int): Output channels. num_units (int): Number of unit modules. stride (int, optional): Conv2d stride. Defaults to 2. Returns: list: A list of unit modules' config. """ return [Bottleneck(in_channel, depth, stride) ] + [Bottleneck(depth, depth, 1) for i in range(num_units - 1)] def get_blocks(num_layers): """Get block configs of backbone. Args: num_layers (int): Number of ConvBlock layers in backbone. Raises: ValueError: `num_layers` must be one of [50, 100, 152]. Returns: list: A list of block configs. """ if num_layers == 50: blocks = [ get_block(in_channel=64, depth=64, num_units=3), get_block(in_channel=64, depth=128, num_units=4), get_block(in_channel=128, depth=256, num_units=14), get_block(in_channel=256, depth=512, num_units=3) ] elif num_layers == 100: blocks = [ get_block(in_channel=64, depth=64, num_units=3), get_block(in_channel=64, depth=128, num_units=13), get_block(in_channel=128, depth=256, num_units=30), get_block(in_channel=256, depth=512, num_units=3) ] elif num_layers == 152: blocks = [ get_block(in_channel=64, depth=64, num_units=3), get_block(in_channel=64, depth=128, num_units=8), get_block(in_channel=128, depth=256, num_units=36), get_block(in_channel=256, depth=512, num_units=3) ] else: raise ValueError( 'Invalid number of layers: {}. Must be one of [50, 100, 152]'. format(num_layers)) return blocks class SEModule(Module): """Squeeze-and-Excitation Modules. Args: channels (int): Input channels. reduction (int): Intermediate channels reduction ratio. """ ... [8 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 13 Unclosed '(' at line 4 - expected ')' SyntaxError: '(' was never closed at line 4 ⚠️ Code quality: Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 39 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 66 Unexpected indentation at line 67 Unexpected indentation at line 69 Unexpected indentation at line 70 Unexpected indentation at line 71 Unexpected indentation at line 72 Unexpected indentation at line 73 Unexpected indentation at line 74 Unexpected indentation at line 76 Unexpected indentation at line 77 Unexpected indentation at line 78 Unexpected indentation at line 79 Unexpected indentation at line 80 Unexpected indentation at line 81 Unexpected indentation at line 83 Unexpected indentation at line 84 Unexpected indentation at line 85 Unexpected indentation at line 93 Unexpected indentation at line 94 ✨ Improvements: Complete the expression on the last line Add closing quote at line 13 Add closing ')' bracket Review code syntax
advanced
database
code_review
Pythoncode:Python
4
3
2,868
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom collections import namedtuple\n\nimport torch\nfrom torch.nn import (AdaptiveAvgPool2d, BatchNorm2d, Conv2d, MaxPool2d,\nclass Flatten(Module):\n \"\"\"Flatten Module.\"\"\"\n\n def forward(self, input):\n return input.view(input.size(0), -1)\n\n\ndef l2_norm(input, axis=1):\n \"\"\"l2 normalization.\n\n Args:\n input (torch.Tensor): The input tensor.\n axis (int, optional): Specifies which axis of input to calculate the\n norm across. Defaults to 1.\n\n Returns:\n Tensor: Tensor after L2 normalization per-instance.\n \"\"\"\n norm = torch.norm(input, 2, axis, True)\n output = torch.div(input, norm)\n return output\n\n\nclass Bottleneck(namedtuple('Block', ['in_channel', 'depth', 'stride'])):\n \"\"\"A named tuple describing a ResNet block.\"\"\"\n\n\ndef get_block(in_channel, depth, num_units, stride=2):\n \"\"\"Get a single block config.\n\n Args:\n in_channel (int): Input channels.\n depth (int): Output channels.\n num_units (int): Number of unit modules.\n stride (int, optional): Conv2d stride. Defaults to 2.\n\n Returns:\n list: A list of unit modules' config.\n \"\"\"\n return [Bottleneck(in_channel, depth, stride)\n ] + [Bottleneck(depth, depth, 1) for i in range(num_units - 1)]\n\n\ndef get_blocks(num_layers):\n \"\"\"Get block configs of backbone.\n\n Args:\n num_layers (int): Number of ConvBlock layers in backbone.\n\n Raises:\n ValueError: `num_layers` must be one of [50, 100, 152].\n\n Returns:\n list: A list of block configs.\n \"\"\"\n if num_layers == 50:\n blocks = [\n get_block(in_channel=64, depth=64, num_units=3),\n get_block(in_channel=64, depth=128, num_units=4),\n get_block(in_channel=128, depth=256, num_units=14),\n get_block(in_channel=256, depth=512, num_units=3)\n ]\n elif num_layers == 100:\n blocks = [\n get_block(in_channel=64, depth=64, num_units=3),\n get_block(in_channel=64, depth=128, num_units=13),\n get_block(in_channel=128, depth=256, num_units=30),\n get_block(in_channel=256, depth=512, num_units=3)\n ]\n elif num_layers == 152:\n blocks = [\n get_block(in_channel=64, depth=64, num_units=3),\n get_block(in_channel=64, depth=128, num_units=8),\n get_block(in_channel=128, depth=256, num_units=36),\n get_block(in_channel=256, depth=512, num_units=3)\n ]\n else:\n raise ValueError(\n 'Invalid number of layers: {}. Must be one of [50, 100, 152]'.\n format(num_layers))\n return blocks\n\n\nclass SEModule(Module):\n \"\"\"Squeeze-and-Excitation Modules.\n\n Args:\n channels (int): Input channels.\n reduction (int): Intermediate channels reduction ratio.\n \"\"\"\n\n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 13\n Unclosed '(' at line 4 - expected ')'\n SyntaxError: '(' was never closed at line 4\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 39\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 71\n Unexpected indentation at line 72\n Unexpected indentation at line 73\n Unexpected indentation at line 74\n Unexpected indentation at line 76\n Unexpected indentation at line 77\n Unexpected indentation at line 78\n Unexpected indentation at line 79\n Unexpected indentation at line 80\n Unexpected indentation at line 81\n Unexpected indentation at line 83\n Unexpected indentation at line 84\n Unexpected indentation at line 85\n Unexpected indentation at line 93\n Unexpected indentation at line 94\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 13\n Add closing ')' bracket\n Review code syntax"}]
false
null
null
null
86bf8dc5885e11ca632362fcec2e79f7e5e74050
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import os from spotifyclient import SpotifyClient def main(): spotify_client = SpotifyClient(os.getenv("SPOTIFY_AUTHORIZATION_TOKEN"), os.getenv("SPOTIFY_USER_ID")) # get last played tracks num_tracks_to_visualise = int(input("How many tracks would you like to visualise? ")) last_played_tracks = spotify_client.get_last_played_tracks(num_tracks_to_visualise) print(f"\nHere are the last {num_tracks_to_visualise} tracks you listened to on Spotify:") for index, track in enumerate(last_played_tracks): print(f"{index+1}- {track}") # choose which tracks to use as a seed to generate a playlist indexes = input("\nEnter a list of up to 5 tracks you'd like to use as seeds. Use indexes separated by a space: ") indexes = indexes.split() seed_tracks = [last_played_tracks[int(index)-1] for index in indexes] # get recommended tracks based off seed tracks recommended_tracks = spotify_client.get_track_recommendations(seed_tracks) print("\nHere are the recommended tracks which will be included in your new playlist:") for index, track in enumerate(recommended_tracks): print(f"{index+1}- {track}") # get playlist name from user and create playlist playlist_name = input("\nWhat's the playlist name? ") playlist = spotify_client.create_playlist(playlist_name) print(f"\nPlaylist '{playlist.name}' was created successfully.") # populate playlist with recommended tracks spotify_client.populate_playlist(playlist, recommended_tracks) print(f"\nRecommended tracks successfully uploaded to playlist '{playlist.name}'.") if __name__ == "__main__": main()
Code analysis results: 🔴 Errors found: Unterminated string literal at line 19 ⚠️ Warnings: Unexpected indentation at line 8 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 15 💡 Suggestions: Add closing quote at line 19 Add docstring to function 'main' Remove debug print() at line 14 before production
intermediate
machine_learning
debugging
Pythoncode:Python
1
0
1,694
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport os\n\nfrom spotifyclient import SpotifyClient\n\n\ndef main():\n spotify_client = SpotifyClient(os.getenv(\"SPOTIFY_AUTHORIZATION_TOKEN\"),\n os.getenv(\"SPOTIFY_USER_ID\"))\n\n # get last played tracks\n num_tracks_to_visualise = int(input(\"How many tracks would you like to visualise? \"))\n last_played_tracks = spotify_client.get_last_played_tracks(num_tracks_to_visualise)\n\n print(f\"\\nHere are the last {num_tracks_to_visualise} tracks you listened to on Spotify:\")\n for index, track in enumerate(last_played_tracks):\n print(f\"{index+1}- {track}\")\n\n # choose which tracks to use as a seed to generate a playlist\n indexes = input(\"\\nEnter a list of up to 5 tracks you'd like to use as seeds. Use indexes separated by a space: \")\n indexes = indexes.split()\n seed_tracks = [last_played_tracks[int(index)-1] for index in indexes]\n\n # get recommended tracks based off seed tracks\n recommended_tracks = spotify_client.get_track_recommendations(seed_tracks)\n print(\"\\nHere are the recommended tracks which will be included in your new playlist:\")\n for index, track in enumerate(recommended_tracks):\n print(f\"{index+1}- {track}\")\n\n # get playlist name from user and create playlist\n playlist_name = input(\"\\nWhat's the playlist name? \")\n playlist = spotify_client.create_playlist(playlist_name)\n print(f\"\\nPlaylist '{playlist.name}' was created successfully.\")\n\n # populate playlist with recommended tracks\n spotify_client.populate_playlist(playlist, recommended_tracks)\n print(f\"\\nRecommended tracks successfully uploaded to playlist '{playlist.name}'.\")\n\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 19\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 8\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 15\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 19\n Add docstring to function 'main'\n Remove debug print() at line 14 before production"}]
false
null
null
null
86bfaf5a13f46371cddc52c365f2b99eb199e27e
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- from ddtrace.compat import PY2 from ddtrace.constants import ANALYTICS_SAMPLE_RATE_KEY from ddtrace.contrib.flask.patch import flask_version from ddtrace.ext import http from ddtrace.propagation.http import HTTP_HEADER_TRACE_ID, HTTP_HEADER_PARENT_ID from flask import abort from . import BaseFlaskTestCase from ...utils import assert_span_http_status_code class FlaskRequestTestCase(BaseFlaskTestCase): def test_request(self): """ When making a request We create the expected spans """ @self.app.route('/') def index(): return 'Hello Flask', 200 res = self.client.get('/') self.assertEqual(res.status_code, 200) self.assertEqual(res.data, b'Hello Flask') spans = self.get_spans() self.assertEqual(len(spans), 8) # Assert the order of the spans created self.assertListEqual( [ 'flask.request', 'flask.try_trigger_before_first_request_functions', 'flask.preprocess_request', 'flask.dispatch_request', 'tests.contrib.flask.test_request.index', 'flask.process_response', 'flask.do_teardown_request', 'flask.do_teardown_appcontext', ], [s.name for s in spans], ) # Assert span services for span in spans: self.assertEqual(span.service, 'flask') # Root request span req_span = spans[0] self.assertEqual(req_span.service, 'flask') self.assertEqual(req_span.name, 'flask.request') self.assertEqual(req_span.resource, 'GET /') self.assertEqual(req_span.span_type, 'web') self.assertEqual(req_span.error, 0) self.assertIsNone(req_span.parent_id) # Request tags self.assertEqual(req_span.get_tag('flask.endpoint'), 'index') self.assertEqual(req_span.get_tag('flask.url_rule'), '/') self.assertEqual(req_span.
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 15 • Unclosed '(' at line 61 - expected ')' • SyntaxError: '(' was never closed at line 61 Fixes: • Add closing quote at line 15 • Add closing ')' bracket • Review code syntax
advanced
testing
syntax_repair
Pythoncode:Python
3
1
2,051
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom ddtrace.compat import PY2\nfrom ddtrace.constants import ANALYTICS_SAMPLE_RATE_KEY\nfrom ddtrace.contrib.flask.patch import flask_version\nfrom ddtrace.ext import http\nfrom ddtrace.propagation.http import HTTP_HEADER_TRACE_ID, HTTP_HEADER_PARENT_ID\nfrom flask import abort\n\nfrom . import BaseFlaskTestCase\nfrom ...utils import assert_span_http_status_code\n\n\nclass FlaskRequestTestCase(BaseFlaskTestCase):\n def test_request(self):\n \"\"\"\n When making a request\n We create the expected spans\n \"\"\"\n @self.app.route('/')\n def index():\n return 'Hello Flask', 200\n\n res = self.client.get('/')\n self.assertEqual(res.status_code, 200)\n self.assertEqual(res.data, b'Hello Flask')\n\n spans = self.get_spans()\n self.assertEqual(len(spans), 8)\n\n # Assert the order of the spans created\n self.assertListEqual(\n [\n 'flask.request',\n 'flask.try_trigger_before_first_request_functions',\n 'flask.preprocess_request',\n 'flask.dispatch_request',\n 'tests.contrib.flask.test_request.index',\n 'flask.process_response',\n 'flask.do_teardown_request',\n 'flask.do_teardown_appcontext',\n ],\n [s.name for s in spans],\n )\n\n # Assert span services\n for span in spans:\n self.assertEqual(span.service, 'flask')\n\n # Root request span\n req_span = spans[0]\n self.assertEqual(req_span.service, 'flask')\n self.assertEqual(req_span.name, 'flask.request')\n self.assertEqual(req_span.resource, 'GET /')\n self.assertEqual(req_span.span_type, 'web')\n self.assertEqual(req_span.error, 0)\n self.assertIsNone(req_span.parent_id)\n\n # Request tags\n self.assertEqual(req_span.get_tag('flask.endpoint'), 'index')\n self.assertEqual(req_span.get_tag('flask.url_rule'), '/')\n self.assertEqual(req_span."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 15\n \u2022 Unclosed '(' at line 61 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 61\n\n Fixes:\n \u2022 Add closing quote at line 15\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MID_STRING
CRITICAL
86c0f5e44bffc70a506881987c3f56e4e3ef7cdd
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import argparse from trec_car import read_data from tqdm import tqdm import pickle import os import json import copy from utils.util import NUM_FOLD ... [1 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 12: ... [1 more functiondefs truncated] ... 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
beginner
data_processing
debugging
Pythoncode:Python
0
0
198
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport argparse\nfrom trec_car import read_data\nfrom tqdm import tqdm\nimport pickle\nimport os\nimport json\nimport copy\nfrom utils.util import NUM_FOLD\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 12: ... [1 more functiondefs truncated] ...\n\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
86c23c7616ed380cf3c80ae082afe689a1c8e0b9
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: def linestrings_intersect(line1, line2): """ To valid whether linestrings from geojson are intersected with each other. reference: http://www.kevlindev.com/gui/math/intersection/Intersection.js Keyword arguments: line1 -- first line geojson object line2 -- second line geojson object if(line1 intersects with other) return intersect point array else empty array """ intersects = [] for i in range(0, len(line1['coordinates']) - 1): for j in range(0, len(line2['coordinates']) - 1): a1_x = line1['coordinates'][i][1] a1_y = line1['coordinates'][i][0] a2_x = line1['coordinates'][i + 1][1] a2_y = line1['coordinates'][i + 1][0] b1_x = line2['coordinates'][j][1] b1_y = line2['coordinates'][j][0] b2_x = line2['coordinates'][j + 1][1] b2_y = line2['coordinates'][j + 1][0] ua_t = (b2_x - b1_x) * (a1_y - b1_y) - \ (b2_y - b1_y) * (a1_x - b1_x) ub_t = (a2_x - a1_x) * (a1_y - b1_y) - \ (a2_y - a1_y) * (a1_x - b1_x) u_b = (b2_y - b1_y) * (a2_x - a1_x) - (b2_x - b1_x) * (a2_y - a1_y) if not u_b == 0: u_a = ua_t / u_b
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 2 Fix: Complete the truncated code structure
intermediate
api
error_detection
Pythoncode:Python
4
0
1,255
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\ndef linestrings_intersect(line1, line2):\n \"\"\"\n To valid whether linestrings from geojson are intersected with each other.\n reference: http://www.kevlindev.com/gui/math/intersection/Intersection.js\n\n Keyword arguments:\n line1 -- first line geojson object\n line2 -- second line geojson object\n\n if(line1 intersects with other) return intersect point array else empty array\n \"\"\"\n intersects = []\n for i in range(0, len(line1['coordinates']) - 1):\n for j in range(0, len(line2['coordinates']) - 1):\n a1_x = line1['coordinates'][i][1]\n a1_y = line1['coordinates'][i][0]\n a2_x = line1['coordinates'][i + 1][1]\n a2_y = line1['coordinates'][i + 1][0]\n b1_x = line2['coordinates'][j][1]\n b1_y = line2['coordinates'][j][0]\n b2_x = line2['coordinates'][j + 1][1]\n b2_y = line2['coordinates'][j + 1][0]\n ua_t = (b2_x - b1_x) * (a1_y - b1_y) - \\\n (b2_y - b1_y) * (a1_x - b1_x)\n ub_t = (a2_x - a1_x) * (a1_y - b1_y) - \\\n (a2_y - a1_y) * (a1_x - b1_x)\n u_b = (b2_y - b1_y) * (a2_x - a1_x) - (b2_x - b1_x) * (a2_y - a1_y)\n if not u_b == 0:\n u_a = ua_t / u_b"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 2\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
86c253258ad8f50c39a576db2e17ac13da5ea1c7
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import os ''' user = os.environ['POSTGRES_USER'] password = os.environ['POSTGRES_PASSWORD'] host = os.environ['POSTGRES_HOST'] database = os.environ['POSTGRES_DB'] port = os.environ['POSTGRES_PORT'] # Complete this line ''' user = 'test' password = 'password' host = 'localhost' database = 'example' port = '5432' DATABASE_CONNECTION_URI = f'postgresql+psycopg2://{user}:{password}@{host}:{port}/{database}'
The missing line is:
intermediate
testing
fill_in_the_blank
Pythoncode:Python
0
0
388
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport os\n'''\nuser = os.environ['POSTGRES_USER']\npassword = os.environ['POSTGRES_PASSWORD']\nhost = os.environ['POSTGRES_HOST']\ndatabase = os.environ['POSTGRES_DB']\nport = os.environ['POSTGRES_PORT']\n # Complete this line\n'''\nuser = 'test'\npassword = 'password'\nhost = 'localhost'\ndatabase = 'example'\nport = '5432'\n\nDATABASE_CONNECTION_URI = f'postgresql+psycopg2://{user}:{password}@{host}:{port}/{database}'"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
86c29a98e5b655839d8db00b70a6a8da9b1ef8d8
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- """ Created on Mon Jun 3 19:26:47 2019 @author: sercangul """ # Complete this line n = 5 xy = [map(int, input().split()) for _ in range(n)] sx, sy, sx2, sxy = map(sum, zip(*[(x, y, x**2, x * y) for x, y in xy])) b = (n * sxy - sx * sy) / (n * sx2 - sx**2) a = (sy / n) - b * (sx / n) print('{:.3f}'.format(a + b * 80))
The missing line is:
intermediate
database
fill_in_the_blank
Pythoncode:Python
0
0
347
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\"\"\"\nCreated on Mon Jun 3 19:26:47 2019\n\n@author: sercangul\n\"\"\"\n # Complete this line\nn = 5\nxy = [map(int, input().split()) for _ in range(n)]\nsx, sy, sx2, sxy = map(sum, zip(*[(x, y, x**2, x * y) for x, y in xy]))\nb = (n * sxy - sx * sy) / (n * sx2 - sx**2)\na = (sy / n) - b * (sx / n)\nprint('{:.3f}'.format(a + b * 80))"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
86c368ef733994c7aa8778c60fbe8e4bdf94dac9
TheStack--python--000.parquet
Review this Pythoncode:Python code: import gym.envs.mujoco.hopper as hopper import numpy as np class HopperEnv(hopper.HopperEnv): def _get_obs(self): return np.concatenate([ self.sim.data.qpos.flat[1:], self.sim.data.qvel.flat, ]) def reset_obs(self, obs): state = np.insert(obs, 0, 0.) qpos = state[:self.model.nq] qvel = state[self.model.nq:] self.set_state(qpos, qvel) return self._get_obs()
Code Review: ⚠️ Code quality: Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 17 ✨ Improvements: Add docstring to class 'HopperEnv' Add docstring to function 'reset_obs'
intermediate
machine_learning
code_review
Pythoncode:Python
2
1
450
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport gym.envs.mujoco.hopper as hopper\nimport numpy as np\n\n\nclass HopperEnv(hopper.HopperEnv):\n def _get_obs(self):\n return np.concatenate([\n self.sim.data.qpos.flat[1:],\n self.sim.data.qvel.flat,\n ])\n\n def reset_obs(self, obs):\n state = np.insert(obs, 0, 0.)\n qpos = state[:self.model.nq]\n qvel = state[self.model.nq:]\n self.set_state(qpos, qvel)\n return self._get_obs()"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n\n\u2728 Improvements:\n Add docstring to class 'HopperEnv'\n Add docstring to function 'reset_obs'"}]
false
null
null
null
86c4016c71680c25695f7a5d4e332b95ab4759b0
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. import numpy as np # import tensorflow as tf import abc class BaseIterator(object): @abc.abstractmethod def parser_one_line(self, line): pass @abc.abstractmethod def load_data_from_file(self, infile): pass @abc.abstractmethod def _convert_data(self, labels, features): pass @abc.abstractmethod ... [1 more functiondefs truncated] ...
Functions: parser_one_line, load_data_from_file, _convert_data Classes: BaseIterator This code demonstrates Pythoncode:Python programming.
intermediate
oop
code_explanation
Pythoncode:Python
3
1
493
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright (c) Microsoft Corporation. All rights reserved.\n# Licensed under the MIT License.\n\nimport numpy as np\n# import tensorflow as tf\nimport abc\n\n\nclass BaseIterator(object):\n @abc.abstractmethod\n def parser_one_line(self, line):\n pass\n\n @abc.abstractmethod\n def load_data_from_file(self, infile):\n pass\n\n @abc.abstractmethod\n def _convert_data(self, labels, features):\n pass\n\n @abc.abstractmethod\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: parser_one_line, load_data_from_file, _convert_data\n Classes: BaseIterator\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
86c445a03cb1fedcfaa9af4175640a3d81afd9b9
TheStack--python--000.parquet
Explain this Pythoncode:Python code: def create_array(n): res=[] i=1 while i<=n: res.append(i) i += 1 return res
Functions: create_array This code demonstrates Pythoncode:Python programming.
beginner
general
code_explanation
Pythoncode:Python
1
0
108
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\ndef create_array(n):\n res=[]\n i=1\n while i<=n:\n res.append(i)\n i += 1\n return res"}, {"role": "assistant", "content": " Functions: create_array\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
86c60d6dd1a1d7d8e36a571eddb9e98fee94282b
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- import requests from ncm.encrypt import encrypted_request from ncm.constants import headers from ncm.constants import song_download_url from ncm.constants import get_song_url from ncm.constants import get_album_url from ncm.constants import get_artist_url from ncm.constants import get_playlist_url class CloudApi(object): def __init__(self, timeout=30): super().__init__() self.session = requests.session() self.session.headers.update(headers) self.timeout = timeout def get_request(self, url): response = self.session.get(url, timeout=self.timeout) result = response.json() if result['code'] != 200: print('Return {} when try to get {}'.format(result, url)) else: return result def post_request(self, url, params): data = encrypted_request(params) response = self.session.post(url, data=data, timeout=self.timeout) result = response.json() if result['code'] != 200: print('Return {} when try to post {} => {}'.format(result, params, url)) else: return result def get_song(self, song_id): """ Get song info by song id :param song_id: :return: """ url = get_song_url(song_id) result = self.get_request(url) return result['songs'][0] def get_album_songs(self, album_id): """ Get all album songs info by album id :param album_id: :return: """ url = get_album_url(album_id) result = self.get_request(url) return result['album']['songs'] def get_song_url(self, song_id, bit_rate=320000): """Get a song's download url. :params song_id: song id<int>. :params bit_rate: {'MD 128k': 128000, 'HD 320k': 320000} :return: """ url = song_download_url csrf = '' params = {'ids': [song_id], 'br': bit_rate, 'csrf_token': csrf} result = self.post_request(url, params) song_url = result['data'][0]['url'] return song_url def get_hot_songs(self, artist_id): """ Get a artist 50 hot songs :param artist_id: :return: """ url = get_artist_url(artist_id) result = self.get_request(url) return result['hotSongs'] def get_playlist_songs(self, playlist_id): """ Get a public playlist all songs :param playlist_id: :return: """ url = get_playlist_url(playlist_id) result = self.get_request(url) return result['playlist']['trackIds'], result['playlist']['name']
Code analysis results: 🔴 Errors found: Unterminated string literal at line 42 Block at line 14 has no indented body Block at line 22 has no indented body Block at line 31 has no indented body ⚠️ Warnings: Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 25 💡 Suggestions: Add closing quote at line 42 Add docstring to class 'CloudApi' Add docstring to function '__init__'
advanced
api
debugging
Pythoncode:Python
8
1
2,723
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\nimport requests\n\nfrom ncm.encrypt import encrypted_request\nfrom ncm.constants import headers\nfrom ncm.constants import song_download_url\nfrom ncm.constants import get_song_url\nfrom ncm.constants import get_album_url\nfrom ncm.constants import get_artist_url\nfrom ncm.constants import get_playlist_url\n\n\nclass CloudApi(object):\n\n def __init__(self, timeout=30):\n super().__init__()\n self.session = requests.session()\n self.session.headers.update(headers)\n self.timeout = timeout\n\n def get_request(self, url):\n\n response = self.session.get(url, timeout=self.timeout)\n result = response.json()\n if result['code'] != 200:\n print('Return {} when try to get {}'.format(result, url))\n else:\n return result\n\n def post_request(self, url, params):\n\n data = encrypted_request(params)\n response = self.session.post(url, data=data, timeout=self.timeout)\n result = response.json()\n if result['code'] != 200:\n print('Return {} when try to post {} => {}'.format(result, params, url))\n else:\n return result\n\n def get_song(self, song_id):\n \"\"\"\n Get song info by song id\n :param song_id:\n :return:\n \"\"\"\n url = get_song_url(song_id)\n result = self.get_request(url)\n\n return result['songs'][0]\n\n def get_album_songs(self, album_id):\n \"\"\"\n Get all album songs info by album id\n :param album_id:\n :return:\n \"\"\"\n url = get_album_url(album_id)\n result = self.get_request(url)\n\n return result['album']['songs']\n\n def get_song_url(self, song_id, bit_rate=320000):\n \"\"\"Get a song's download url.\n :params song_id: song id<int>.\n :params bit_rate: {'MD 128k': 128000, 'HD 320k': 320000}\n :return:\n \"\"\"\n url = song_download_url\n csrf = ''\n params = {'ids': [song_id], 'br': bit_rate, 'csrf_token': csrf}\n result = self.post_request(url, params)\n song_url = result['data'][0]['url']\n return song_url\n\n def get_hot_songs(self, artist_id):\n \"\"\"\n Get a artist 50 hot songs\n :param artist_id:\n :return:\n \"\"\"\n url = get_artist_url(artist_id)\n result = self.get_request(url)\n return result['hotSongs']\n\n def get_playlist_songs(self, playlist_id):\n \"\"\"\n Get a public playlist all songs\n :param playlist_id:\n :return:\n \"\"\"\n \n url = get_playlist_url(playlist_id)\n result = self.get_request(url)\n return result['playlist']['trackIds'], result['playlist']['name']"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 42\n Block at line 14 has no indented body\n Block at line 22 has no indented body\n Block at line 31 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 25\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 42\n Add docstring to class 'CloudApi'\n Add docstring to function '__init__'"}]
false
null
null
null
86c692ea321aa5d6632c79b6a92f458cad0e5a70
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- class TreeNode(object): def __init__(self, key, val, left=None, right=None, parent=None): self.key = key self.val = val self.left = left self.right = right self.parent = parent def is_left_child(self): return self.parent and self.parent.left == self def is_right_child(self): return self.parent and self.parent.right == self def is_leaf(self): return not (self.right or self.left) def has_any_children(self): return self.right or self.left def has_both_children(self): return self.right and self.left def has_one_child(self): return self.has_any_children() and not self.has_both_children() def replace_node_data(self, key, val, left, right): self.key = key self.val = val self.left = left self.right = right if self.left: self.left.parent = self if self.right: self.right.parent = self def __iter__(self): if self is None: return if self.left: # `in` calls `__iter__` so is recu
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 4 has no indented body • IndentationError at line 46 Fix: Complete the truncated code structure
advanced
machine_learning
error_detection
Pythoncode:Python
11
1
1,150
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n\nclass TreeNode(object):\n\n def __init__(self, key, val, left=None, right=None, parent=None):\n self.key = key\n self.val = val\n self.left = left\n self.right = right\n self.parent = parent\n\n def is_left_child(self):\n return self.parent and self.parent.left == self\n\n def is_right_child(self):\n return self.parent and self.parent.right == self\n\n def is_leaf(self):\n return not (self.right or self.left)\n\n def has_any_children(self):\n return self.right or self.left\n\n def has_both_children(self):\n return self.right and self.left\n\n def has_one_child(self):\n return self.has_any_children() and not self.has_both_children()\n\n def replace_node_data(self, key, val, left, right):\n self.key = key\n self.val = val\n self.left = left\n self.right = right\n if self.left:\n self.left.parent = self\n if self.right:\n self.right.parent = self\n\n def __iter__(self):\n if self is None:\n return\n\n if self.left:\n # `in` calls `__iter__` so is recu"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 4 has no indented body\n \u2022 IndentationError at line 46\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
86c7301877ec46ff5d214d67d7d24373229e91aa
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # Copyright (C) 2017 Google Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. ... [17 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 16: ... [17 more functiondefs truncated] ... 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
intermediate
api
debugging
Pythoncode:Python
0
0
624
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Copyright (C) 2017 Google Inc.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\n\n ... [17 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 16: ... [17 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
86c7d4acbb62e0447380b9c4c68ef07bbf5ead1b
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import os, ast import pandas as pd from sklearn.svm import SVC from sklearn.model_selection import train_test_split from sklearn.preprocessing import OneHotEncoder from sklearn.compose import make_column_transformer from sklearn.pipeline import make_pipeline import pickle def main(): # Get the dataset from the users GitHub repository dataset_path = "https://raw.githubusercontent.com/" + os.environ["GITHUB_REPOSITORY"] + "/master/dataset.csv" data = pd.read_csv(dataset_path) print() print(data.describe()) x=data.iloc[:,:-1] y=data.iloc[:,-1] column_trans = make_column_transformer((OneHotEncoder(),[-1]),remainder='passthrough') # apply encoding on output variable x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.2, random_state=0) #define a pipeline pipe = make_pipeline(column_trans,SVC()) pipe.fit(x_train,y_train) #training the model print("\nModel Training Finished") accuracy = pipe.score(x_test,y_test) print("\nAccuracy of the Model: "+str(accuracy*100)) if pipe: pickle.dump(pipe,open('model.pkl','wb')) # store the artifact in docker container if not os.environ["INPUT_MYINPUT"] == 'zeroinputs': inputs = ast.literal_eval(os.environ["INPUT_MYINPUT"]) print("\nThe Predicted Ouput is :") output = pipe.predict([inputs]) print(output) else: output = ["None"] print("\nUser didn't provided inputs to predict") print("\n=======================Action Completed========================") print(f"::set-output name=myOutput::{output[0]}") if __name__ == "__main__": main()
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
testing
refactoring
Pythoncode:Python
1
0
1,668
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport os, ast\nimport pandas as pd\nfrom sklearn.svm import SVC\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.preprocessing import OneHotEncoder\nfrom sklearn.compose import make_column_transformer\nfrom sklearn.pipeline import make_pipeline\nimport pickle\n\n\ndef main():\n # Get the dataset from the users GitHub repository\n dataset_path = \"https://raw.githubusercontent.com/\" + os.environ[\"GITHUB_REPOSITORY\"] + \"/master/dataset.csv\"\n data = pd.read_csv(dataset_path)\n print()\n print(data.describe())\n\n x=data.iloc[:,:-1]\n y=data.iloc[:,-1]\n column_trans = make_column_transformer((OneHotEncoder(),[-1]),remainder='passthrough') # apply encoding on output variable\n x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.2, random_state=0)\n \n #define a pipeline\n pipe = make_pipeline(column_trans,SVC())\n pipe.fit(x_train,y_train) #training the model\n print(\"\\nModel Training Finished\")\n accuracy = pipe.score(x_test,y_test)\n print(\"\\nAccuracy of the Model: \"+str(accuracy*100))\n\n if pipe:\n pickle.dump(pipe,open('model.pkl','wb')) # store the artifact in docker container\n\n if not os.environ[\"INPUT_MYINPUT\"] == 'zeroinputs':\n inputs = ast.literal_eval(os.environ[\"INPUT_MYINPUT\"])\n print(\"\\nThe Predicted Ouput is :\")\n output = pipe.predict([inputs])\n print(output)\n else:\n output = [\"None\"]\n print(\"\\nUser didn't provided inputs to predict\")\n \n print(\"\\n=======================Action Completed========================\")\n print(f\"::set-output name=myOutput::{output[0]}\")\n\n \n\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
86c845d512d008bf07b10c93c9a059cfaa7474a0
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import base64 def parse_basic_auth(header_value): """ Attempts to parse the given header value as a Base64-encoded Basic auth header. """ if not header_value: return None parts = header_value.split(" ") if len(parts) != 2 or parts[0].lower() != "basic": # Complete this line try: basic_parts = base64.b64decode(parts[1]).split(":", 1) if len(basic_parts) != 2: return None return basic_parts except ValueError: return None
The missing line is: return None
intermediate
data_processing
fill_in_the_blank
Pythoncode:Python
1
0
512
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport base64\n\n\ndef parse_basic_auth(header_value):\n \"\"\"\n Attempts to parse the given header value as a Base64-encoded Basic auth header.\n \"\"\"\n\n if not header_value:\n return None\n\n parts = header_value.split(\" \")\n if len(parts) != 2 or parts[0].lower() != \"basic\":\n # Complete this line\n\n try:\n basic_parts = base64.b64decode(parts[1]).split(\":\", 1)\n if len(basic_parts) != 2:\n return None\n\n return basic_parts\n except ValueError:\n return None"}, {"role": "assistant", "content": "The missing line is:\n return None"}]
false
null
null
null
86c8b4810cb292d6be03cbb1ee7d68143bb6929f
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # This file is part of Indico. # Copyright (C) 2002 - 2020 CERN # # Indico is free software
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
intermediate
machine_learning
error_detection
Pythoncode:Python
0
0
91
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# This file is part of Indico.\n# Copyright (C) 2002 - 2020 CERN\n#\n# Indico is free software"}, {"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
86c9f566a6eb8b7449c2eceeae4f2a4b402b56f5
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # Copyright (c) 2013 - 2015 EMC Corporation. # All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. from six.moves import urllib from cinder import context from cinder import exception from cinder.tests.unit import fake_constants as fake from cinder.tests.unit import fake_volume from cinder.tests.unit.volume.drivers.emc import scaleio from cinder.tests.unit.volume.drivers.emc.scaleio import mocks class TestDeleteVolume(scaleio.TestScaleIODriver): """Test cases for ``ScaleIODriver.delete_volume()``""" def setUp(self): """Setup a test case environment. Creates a fake volume object and sets up the required API responses. """ super(TestDeleteVolume, self).setUp() ctx = context.RequestContext('fake', 'fake', auth_token=True) self.volume = fake_volume.fake_volume_obj( ctx, **{'provider_id': fake.PROVIDER_ID}) self.volume_name_2x_enc = urllib.parse.quote( urllib.parse.quote(self.driver._id_to_base64(self.volume.id)) ) self.HTTPS_MOCK_RESPONSES = { self.RESPONSE_MODE.Valid: { 'types/Volume/instances/getByName::' + self.volume_name_2x_enc: self.volume.id, 'instances/Volume::{}/action/removeMappedSdc'.format( self.volume.provider_id): self.volume.provider_id, 'instances/Volume::{}/action/removeVolume'.format( self.volume.provider_id ): self.volume.provider_id, }, self.RESPONSE_MODE.BadStatus: { 'types/Volume/instances/getByName::' + self.volume_name_2x_enc: mocks.MockHTTPSResponse( { 'errorCode': 401, 'message': 'BadStatus Volume Test', }, 401 ), 'instances/Volume::{}/action/removeVolume'.format( self.volume.provider_id ): mocks.MockHTTPSResponse( { 'errorCode': 401, 'message': 'BadStatus Volume Test', }, 401 ), }, } ... [2 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 28 Invalid syntax at line 72: ... [2 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 27 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 💡 Suggestions: Complete the expression on the last line Add closing quote at line 28 Review syntax near the error location
advanced
testing
debugging
Pythoncode:Python
1
1
2,804
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Copyright (c) 2013 - 2015 EMC Corporation.\n# All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\nfrom six.moves import urllib\n\nfrom cinder import context\nfrom cinder import exception\nfrom cinder.tests.unit import fake_constants as fake\nfrom cinder.tests.unit import fake_volume\nfrom cinder.tests.unit.volume.drivers.emc import scaleio\nfrom cinder.tests.unit.volume.drivers.emc.scaleio import mocks\n\n\nclass TestDeleteVolume(scaleio.TestScaleIODriver):\n \"\"\"Test cases for ``ScaleIODriver.delete_volume()``\"\"\"\n def setUp(self):\n \"\"\"Setup a test case environment.\n\n Creates a fake volume object and sets up the required API responses.\n \"\"\"\n super(TestDeleteVolume, self).setUp()\n ctx = context.RequestContext('fake', 'fake', auth_token=True)\n\n self.volume = fake_volume.fake_volume_obj(\n ctx, **{'provider_id': fake.PROVIDER_ID})\n\n self.volume_name_2x_enc = urllib.parse.quote(\n urllib.parse.quote(self.driver._id_to_base64(self.volume.id))\n )\n\n self.HTTPS_MOCK_RESPONSES = {\n self.RESPONSE_MODE.Valid: {\n 'types/Volume/instances/getByName::' +\n self.volume_name_2x_enc: self.volume.id,\n 'instances/Volume::{}/action/removeMappedSdc'.format(\n self.volume.provider_id): self.volume.provider_id,\n 'instances/Volume::{}/action/removeVolume'.format(\n self.volume.provider_id\n ): self.volume.provider_id,\n },\n self.RESPONSE_MODE.BadStatus: {\n 'types/Volume/instances/getByName::' +\n self.volume_name_2x_enc: mocks.MockHTTPSResponse(\n {\n 'errorCode': 401,\n 'message': 'BadStatus Volume Test',\n }, 401\n ),\n 'instances/Volume::{}/action/removeVolume'.format(\n self.volume.provider_id\n ): mocks.MockHTTPSResponse(\n {\n 'errorCode': 401,\n 'message': 'BadStatus Volume Test',\n }, 401\n ),\n },\n }\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 28\n Invalid syntax at line 72: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 27\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 28\n Review syntax near the error location"}]
false
null
null
null
86ca3287dbcbbef744a382d06122c372e95e738d
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: # -*- coding: utf-8 -*- __version__ = '1.0.2' import os import appdirs import osmnx as ox import joblib import requests from .files import load_vars, save_vars, cached, inflate_tar, download_zipfile from .data import data, list_data, problematic from .tools.view_code import show_file from . import mapping cache_dir = None memory = None def set_cache_dir(location=None, compress=True, verbose=0, **kwargs): """ Set up a cache directory for use with the tutorials. Parameter --------- cache_dir : Path-like or False, optional A path for the cache files. Set to False to disable caching. """ # Complete this line if location is None: location = appdirs.user_cache_dir('transportation_tutorials') if location is False: location = None memory = joblib.Memory(location, compress=compress, verbose=verbose, **kwargs) make_cache = ( (ox, 'gdf_from_place'), (ox, 'graph_from_bbox'), (requests, 'get'), (requests, 'post'), ) for module, func_name in make_cache: try: func = getattr(module, f"_{func_name}_orig") except AttributeError: func = getattr(module, func_name) setattr(module, f"_{func_name}_orig", func) setattr(module, func_name, memory.cache(func)) set_cache_dir()
The missing line is: global memory, cache_dir
intermediate
api
fill_in_the_blank
Pythoncode:Python
1
0
1,233
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n__version__ = '1.0.2'\n\nimport os\nimport appdirs\nimport osmnx as ox\nimport joblib\nimport requests\nfrom .files import load_vars, save_vars, cached, inflate_tar, download_zipfile\nfrom .data import data, list_data, problematic\nfrom .tools.view_code import show_file\nfrom . import mapping\n\ncache_dir = None\nmemory = None\n\n\ndef set_cache_dir(location=None, compress=True, verbose=0, **kwargs):\n\t\"\"\"\n\tSet up a cache directory for use with the tutorials.\n\n\tParameter\n\t---------\n\tcache_dir : Path-like or False, optional\n\t\tA path for the cache files. Set to False to disable caching.\n\t\"\"\"\n # Complete this line\n\n\tif location is None:\n\t\tlocation = appdirs.user_cache_dir('transportation_tutorials')\n\n\tif location is False:\n\t\tlocation = None\n\n\tmemory = joblib.Memory(location, compress=compress, verbose=verbose, **kwargs)\n\n\tmake_cache = (\n\t\t(ox, 'gdf_from_place'),\n\t\t(ox, 'graph_from_bbox'),\n\t\t(requests, 'get'),\n\t\t(requests, 'post'),\n\t)\n\n\tfor module, func_name in make_cache:\n\t\ttry:\n\t\t\tfunc = getattr(module, f\"_{func_name}_orig\")\n\t\texcept AttributeError:\n\t\t\tfunc = getattr(module, func_name)\n\t\t\tsetattr(module, f\"_{func_name}_orig\", func)\n\t\tsetattr(module, func_name, memory.cache(func))\n\n\n\n\n\nset_cache_dir()"}, {"role": "assistant", "content": "The missing line is:\n\tglobal memory, cache_dir"}]
false
null
null
null
86ca3cb4e460e6fa964047e9d8e3d1c032b0dafb
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: from requests.models import PreparedRequest def is_valid_url(url): prepared_request = PreparedRequest() try: prepared_request.prepare_url(url, None) return True except Exception as e: return False class Timestamp: # a speedrun.com style timestamp e.g. "3h 53m 233s 380ms" def __init__(self, s): self.hours, self.minutes, self.seconds, self.milliseconds = 0, 0, 0, 0 for arg in s.split(): if arg.endswith("ms"): self.milliseconds += int(arg[:-2]) elif arg.endswith("s"): self.seconds += int(arg[:-1]) elif arg.endswith("m"): self.minutes += int(arg[:-1]) elif arg.endswith("h"): self.hours += int(arg[:-1]) @staticmethod def from_milliseconds(ms): t = Timestamp("0ms") temp = ms t.hours = temp // 3600000 temp %= 3600000 # Complete this line temp %= 60000 t.seconds = temp // 1000 t.milliseconds = temp % 1000 return t def __str__(self): result = [] if self.hours != 0: result.append("{}h".format(self.hours)) if not (self.hours == 0 and self.minutes == 0): result.append("{}m".format(self.minutes)) result.append("{}s".format(self.seconds)) if self.milliseconds > 0: result.append("{}ms".format(self.milliseconds)) return ' '.join(result) def __eq__(self, other): return self.hours == other.hours and self.minutes == other.minutes and self.seconds == other.seconds and self.milliseconds == other.milliseconds def __lt__(self, other): if self.hours < other.hours: return True elif self.hours > other.hours: return False if self.minutes < other.minutes: return True elif self.minutes > other.minutes: return False if self.seconds < other.seconds: return True elif self.seconds > other.seconds: return False return self.milliseconds < other.milliseconds
The missing line is: t.minutes = temp // 60000
advanced
api
fill_in_the_blank
Pythoncode:Python
6
1
2,146
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom requests.models import PreparedRequest\n\n\ndef is_valid_url(url):\n prepared_request = PreparedRequest()\n try:\n prepared_request.prepare_url(url, None)\n return True\n except Exception as e:\n return False\n\n\nclass Timestamp: # a speedrun.com style timestamp e.g. \"3h 53m 233s 380ms\"\n def __init__(self, s):\n self.hours, self.minutes, self.seconds, self.milliseconds = 0, 0, 0, 0\n for arg in s.split():\n if arg.endswith(\"ms\"):\n self.milliseconds += int(arg[:-2])\n elif arg.endswith(\"s\"):\n self.seconds += int(arg[:-1])\n elif arg.endswith(\"m\"):\n self.minutes += int(arg[:-1])\n elif arg.endswith(\"h\"):\n self.hours += int(arg[:-1])\n\n @staticmethod\n def from_milliseconds(ms):\n t = Timestamp(\"0ms\")\n temp = ms\n t.hours = temp // 3600000\n temp %= 3600000\n # Complete this line\n temp %= 60000\n t.seconds = temp // 1000\n t.milliseconds = temp % 1000\n return t\n\n\n def __str__(self):\n result = []\n if self.hours != 0:\n result.append(\"{}h\".format(self.hours))\n if not (self.hours == 0 and self.minutes == 0):\n result.append(\"{}m\".format(self.minutes))\n result.append(\"{}s\".format(self.seconds))\n if self.milliseconds > 0:\n result.append(\"{}ms\".format(self.milliseconds))\n return ' '.join(result)\n\n def __eq__(self, other):\n return self.hours == other.hours and self.minutes == other.minutes and self.seconds == other.seconds and self.milliseconds == other.milliseconds\n\n def __lt__(self, other):\n if self.hours < other.hours:\n return True\n elif self.hours > other.hours:\n return False\n if self.minutes < other.minutes:\n return True\n elif self.minutes > other.minutes:\n return False\n if self.seconds < other.seconds:\n return True\n elif self.seconds > other.seconds:\n return False\n return self.milliseconds < other.milliseconds"}, {"role": "assistant", "content": "The missing line is:\n t.minutes = temp // 60000"}]
false
null
null
null
86ca8c2e422d5ab12a80680e14af6535e5befd05
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import os import sys from . import HendrixTestCase, TEST_SETTINGS from hendrix.contrib import SettingsError from hendrix.options import options as hx_options from hendrix import ux from mock import patch class TestMain(HendrixTestCase): def setUp(self): super(TestMain, self).setUp() self.DEFAULTS = hx_options() os.environ['DJANGO_SETTINGS_MODULE'] = '' self.devnull = open(os.devnull, 'w') self.args_list = ['hx', 'start'] self.patcher = patch('hendrix.ux.findSettingsModule') self.patcher.start() def tearDown(self): super(TestMain, self).tearDown() self.devnull.close() self.patcher.stop() def test_settings_from_system_variable(self): django_settings = 'django.inanity' with patch('hendrix.ux.findSettingsModule') as findSettingsMod: findSettingsMod.return_value = django_settings options = self.DEFAULTS self.assertEqual(options['settings'], '') options = ux.djangoVsWsgi(options) self.assertEqual(options['settings'], django_settings) def test_settings_wsgi_absense(self): with patch('hendrix.ux.findSettingsModule') as findSettingsMod: findSettingsMod.return_value = "" self.assertRaises(SettingsError, ux.djangoVsWsgi, self.DEFAULTS) def test_user_settings_overrides_system_variable(self): django_settings = 'django.inanity' with patch('hendrix.ux.findSettingsModule') as findSettingsMod: findSettingsMod.return_value = django_settings options = self.DEFAULTS Error: SyntaxError / EOF
Fixed Code: import os import sys from . import HendrixTestCase, TEST_SETTINGS from hendrix.contrib import SettingsError from hendrix.options import options as hx_options from hendrix import ux from mock import patch class TestMain(HendrixTestCase): def setUp(self): super(TestMain, self).setUp() self.DEFAULTS = hx_options() os.environ['DJANGO_SETTINGS_MODULE'] = '' self.devnull = open(os.devnull, 'w') self.args_list = ['hx', 'start'] self.patcher = patch('hendrix.ux.findSettingsModule') self.patcher.start() Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
8
1
1,623
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport os\nimport sys\nfrom . import HendrixTestCase, TEST_SETTINGS\nfrom hendrix.contrib import SettingsError\nfrom hendrix.options import options as hx_options\nfrom hendrix import ux\nfrom mock import patch\n\n\nclass TestMain(HendrixTestCase):\n\n def setUp(self):\n super(TestMain, self).setUp()\n self.DEFAULTS = hx_options()\n os.environ['DJANGO_SETTINGS_MODULE'] = ''\n self.devnull = open(os.devnull, 'w')\n self.args_list = ['hx', 'start']\n self.patcher = patch('hendrix.ux.findSettingsModule')\n self.patcher.start()\n\n def tearDown(self):\n super(TestMain, self).tearDown()\n self.devnull.close()\n self.patcher.stop()\n\n def test_settings_from_system_variable(self):\n django_settings = 'django.inanity'\n with patch('hendrix.ux.findSettingsModule') as findSettingsMod:\n findSettingsMod.return_value = django_settings\n options = self.DEFAULTS\n self.assertEqual(options['settings'], '')\n options = ux.djangoVsWsgi(options)\n self.assertEqual(options['settings'], django_settings)\n\n def test_settings_wsgi_absense(self):\n with patch('hendrix.ux.findSettingsModule') as findSettingsMod:\n findSettingsMod.return_value = \"\"\n self.assertRaises(SettingsError, ux.djangoVsWsgi, self.DEFAULTS)\n\n def test_user_settings_overrides_system_variable(self):\n django_settings = 'django.inanity'\n with patch('hendrix.ux.findSettingsModule') as findSettingsMod:\n findSettingsMod.return_value = django_settings\n options = self.DEFAULTS\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport os\nimport sys\nfrom . import HendrixTestCase, TEST_SETTINGS\nfrom hendrix.contrib import SettingsError\nfrom hendrix.options import options as hx_options\nfrom hendrix import ux\nfrom mock import patch\n\n\nclass TestMain(HendrixTestCase):\n\n def setUp(self):\n super(TestMain, self).setUp()\n self.DEFAULTS = hx_options()\n os.environ['DJANGO_SETTINGS_MODULE'] = ''\n self.devnull = open(os.devnull, 'w')\n self.args_list = ['hx', 'start']\n self.patcher = patch('hendrix.ux.findSettingsModule')\n self.patcher.start()\n\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
86cbceec04afe24550cbee582258380f822dc77d
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: class ApplicationCommand(TypedDict): id: Snowflake application_id: Snowflake name: str description: str options: Optional[List[ApplicationCommandOption]] type: Optional[ApplicationCommandType] ApplicationCommandOptionType = Literal[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] class ApplicationCommandOption(TypedDict): type: ApplicationCommandOptionType name: str description: str required: bool choices: Optional[List[ApplicationCommandOptionChoice]] options: Optional[List[ApplicationCommandOption]] class ApplicationCommandOptionChoice(TypedDict): name: str value: Union[str, int] ApplicationCommandPermissionType = Literal[1, 2] class ApplicationCommandPermissions(TypedDict): id: Snowflake type: ApplicationCommandPermissionType permission: bool class BaseGuildApplicationCommandPermissions(TypedDict): permissions: List[ApplicationCommandPermissions] class PartialGuildApplicationCommandPermissions(BaseGuildApplicationCommandPermissions): id: Snowflake class GuildApplicationCommandPermissions(PartialGuildApplicationCommandPermissions): application_id: Snowflake guild_id: Snowflake InteractionType = Literal[1, 2, 3] class _ApplicationCommandInteractionDataOption(TypedDict): name: str class _ApplicationCommandInteractionDataOptionSubcommand(_ApplicationCommandInteractionDataOption): type: Literal[1, 2] options: List[ApplicationCommandInteractionDataOption] class _ApplicationCommandInteractionDataOptionString(_ApplicationCommandInteractionDataOption): type: Literal[3] value: str class _ApplicationCommandInteractionDataOptionInteger(_ApplicationCommandInteractionDataOption): type: Literal[4] value: int
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
advanced
ui
error_detection
Pythoncode:Python
0
16
1,744
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass ApplicationCommand(TypedDict):\n id: Snowflake\n application_id: Snowflake\n name: str\n description: str\n options: Optional[List[ApplicationCommandOption]]\n type: Optional[ApplicationCommandType]\n\n\nApplicationCommandOptionType = Literal[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n\n\nclass ApplicationCommandOption(TypedDict):\n type: ApplicationCommandOptionType\n name: str\n description: str\n required: bool\n choices: Optional[List[ApplicationCommandOptionChoice]]\n options: Optional[List[ApplicationCommandOption]]\n\n\nclass ApplicationCommandOptionChoice(TypedDict):\n name: str\n value: Union[str, int]\n\n\nApplicationCommandPermissionType = Literal[1, 2]\n\n\nclass ApplicationCommandPermissions(TypedDict):\n id: Snowflake\n type: ApplicationCommandPermissionType\n permission: bool\n\n\nclass BaseGuildApplicationCommandPermissions(TypedDict):\n permissions: List[ApplicationCommandPermissions]\n\n\nclass PartialGuildApplicationCommandPermissions(BaseGuildApplicationCommandPermissions):\n id: Snowflake\n\n\nclass GuildApplicationCommandPermissions(PartialGuildApplicationCommandPermissions):\n application_id: Snowflake\n guild_id: Snowflake\n\n\nInteractionType = Literal[1, 2, 3]\n\n\nclass _ApplicationCommandInteractionDataOption(TypedDict):\n name: str\n\n\nclass _ApplicationCommandInteractionDataOptionSubcommand(_ApplicationCommandInteractionDataOption):\n type: Literal[1, 2]\n options: List[ApplicationCommandInteractionDataOption]\n\n\nclass _ApplicationCommandInteractionDataOptionString(_ApplicationCommandInteractionDataOption):\n type: Literal[3]\n value: str\n\n\nclass _ApplicationCommandInteractionDataOptionInteger(_ApplicationCommandInteractionDataOption):\n type: Literal[4]\n value: int"}, {"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
86cc1ac4bd0be7cfc736232b574de4d27f85e0ca
TheStack--python--000.parquet
Review this Pythoncode:Python code: # -*- coding: utf8 -*- import os import re import time import json import random import asyncio from typing import Optional, List, Dict from aiohttp import ClientSession from aiohttp.cookiejar import SimpleCookie from lxml import etree from bs4 import BeautifulSoup from config import * from message import server_chan_send class AutoSign(object): def __init__(self, username, password, schoolid=None, enc=None): """初始化就进行登录""" self.headers = { 'Accept-Encoding': 'gzip, deflate', 'Accept-Language': 'zh-CN,zh;q=0.9', 'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.9', 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/80.0.3987.100 Safari/537.36', } self.session = ClientSession(headers=self.headers) self.username = username self.password = password self.schoolid = '' if schoolid is None else schoolid self.enc = '' if enc is None else enc async def check_login_status(self, status, text): if status == 403: return 1002 data = json.loads(text) if data['result']: return 1000 # 登录成功 else: return 1001 # 登录信息有误 async def set_cookies(self): """设置cookies""" cookie = await self.check_cookies() if not cookie: # 无效则重新登录,并保存cookies status, text, cookie = await self.login() login_status = await self.check_login_status(status, text) if login_status == 1000: cookies = self.dict_from_simple_cookie(cookie) self.save_cookies(cookies) else: return 1001 else: self.session.cookie_jar.update_cookies(cookie) return 1000 def dict_from_simple_cookie(self, cookies) -> dict: """ 从响应对象中抽取cookies """ result = {} for key, value in cookies.items(): result[key] = value.value return result ... [3 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 62 Invalid syntax at line 71: ... [3 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 38 Unexpected indentation at line 39 Unexpected indentation at line 41 Unexpected indentation at line 43 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 57 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 66 Unexpected indentation at line 68 Unexpected indentation at line 69 ✨ Improvements: Complete the expression on the last line Add closing quote at line 62 Review syntax near the error location
advanced
api
code_review
Pythoncode:Python
2
1
2,217
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# -*- coding: utf8 -*-\nimport os\nimport re\nimport time\nimport json\nimport random\nimport asyncio\nfrom typing import Optional, List, Dict\n\nfrom aiohttp import ClientSession\nfrom aiohttp.cookiejar import SimpleCookie\nfrom lxml import etree\nfrom bs4 import BeautifulSoup\n\nfrom config import *\nfrom message import server_chan_send\n\n\nclass AutoSign(object):\n \n def __init__(self, username, password, schoolid=None, enc=None):\n \"\"\"\u521d\u59cb\u5316\u5c31\u8fdb\u884c\u767b\u5f55\"\"\"\n self.headers = {\n 'Accept-Encoding': 'gzip, deflate',\n 'Accept-Language': 'zh-CN,zh;q=0.9',\n 'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.9',\n 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/80.0.3987.100 Safari/537.36',\n }\n self.session = ClientSession(headers=self.headers)\n self.username = username\n self.password = password\n self.schoolid = '' if schoolid is None else schoolid\n self.enc = '' if enc is None else enc\n \n async def check_login_status(self, status, text):\n if status == 403:\n return 1002\n data = json.loads(text)\n if data['result']:\n return 1000 # \u767b\u5f55\u6210\u529f\n else:\n return 1001 # \u767b\u5f55\u4fe1\u606f\u6709\u8bef\n \n async def set_cookies(self):\n \"\"\"\u8bbe\u7f6ecookies\"\"\"\n cookie = await self.check_cookies()\n if not cookie:\n # \u65e0\u6548\u5219\u91cd\u65b0\u767b\u5f55\uff0c\u5e76\u4fdd\u5b58cookies\n status, text, cookie = await self.login()\n login_status = await self.check_login_status(status, text)\n \n if login_status == 1000:\n cookies = self.dict_from_simple_cookie(cookie)\n self.save_cookies(cookies)\n else:\n return 1001\n else:\n self.session.cookie_jar.update_cookies(cookie)\n return 1000\n \n def dict_from_simple_cookie(self, cookies) -> dict:\n \"\"\"\n \u4ece\u54cd\u5e94\u5bf9\u8c61\u4e2d\u62bd\u53d6cookies\n \"\"\"\n result = {}\n for key, value in cookies.items():\n result[key] = value.value\n return result\n \n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 62\n Invalid syntax at line 71: ... [3 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 38\n Unexpected indentation at line 39\n Unexpected indentation at line 41\n Unexpected indentation at line 43\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 57\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 66\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 62\n Review syntax near the error location"}]
false
null
null
null
86cc747c2e5f0caead634114a98e5f4a747d16ea
TheStack--python--000.parquet
Complete this Pythoncode:Python code: #!python import numpy as np from numpy import inf from numpy import nan from scipy.optimize import fmin from scipy.stats import beta from scipy.special import beta as B from scipy.special import comb import argparse import sys def parseArgs(): '''Function for parsing arguments''' parser = argparse.ArgumentParser(description="Pipeline for analyzing barcoded amplicon \ sequencing data with Unique molecular \ identifiers (UMI)") parser.add_argument('-cons', '--cons_file', dest='cons_file', help='Path to cons file, for fitting parameters of the bgmodel') parser.add_argument('-nonbgposfile', '--non-background-positions', dest='nonbgposfile', help='Path to file with non-background positions') parser.add_argument('-out', '--out_file',dest='out_file',help="name of output file, default = %(default)s]",default="bgmodel.params") parser.add_argument('-f','--fsize',dest='fsize', help='Family size cutoff (consensus cutoff) for variant calling. [default = %(default)s]', default=3) args = parser.parse_args(sys.argv[1:]) return(args) def parse_cons_file(filename,fsize=3): n1=[] f1=[] c1=[] posx=[] data=[] with open(filename) as f: for line in f: if not line.startswith('Sample Name'): line=line.rstrip('\n') parts=line.split('\t') pos=parts[1]+':'+parts[2] name=parts[3] #print(name) if name not in "": famsize=parts[-4] if int(famsize)==fsize: frac=float(parts[-2]) alt=parts[-1] count=parts[-3] if frac > 0 and alt not in 'N': cov=int(parts[-5])
f1.append(float(frac)) n1.append(int(cov)) c1.append(int(count)) posx.append(pos) data.append(line) #print(name) #print(famsize) return(f1,n1,c1,posx,data) def betaNLL(params,*args): a,b = params data = np.array(args[0]) pdf=beta.pdf(data,a,b,loc=0,scale=1) lg=np.log(pdf) #lg=np.where(lg==-np.inf,0,lg) mask = np.isfinite(lg) nll = -lg[mask].sum() nll=-1*np.sum(lg) return(nll) def get_beta_parameters(data): m=np.mean(data) v=np.var(data) a0=m*(m * (1-m) / v-1 ) b0=(1-m)*(m * (1-m) / v-1 ) result=fmin(betaNLL,[a0,b0],args=(data,)) return(result) ... [1 more functiondefs truncated] ...
intermediate
machine_learning
code_completion
Pythoncode:Python
4
0
2,749
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!python\nimport numpy as np\nfrom numpy import inf\nfrom numpy import nan\nfrom scipy.optimize import fmin\nfrom scipy.stats import beta\nfrom scipy.special import beta as B\nfrom scipy.special import comb\nimport argparse\nimport sys\n\ndef parseArgs():\n '''Function for parsing arguments'''\n parser = argparse.ArgumentParser(description=\"Pipeline for analyzing barcoded amplicon \\\n sequencing data with Unique molecular \\\n identifiers (UMI)\")\n parser.add_argument('-cons', '--cons_file', dest='cons_file', help='Path to cons file, for fitting parameters of the bgmodel')\n parser.add_argument('-nonbgposfile', '--non-background-positions', dest='nonbgposfile',\n help='Path to file with non-background positions')\n parser.add_argument('-out', '--out_file',dest='out_file',help=\"name of output file, default = %(default)s]\",default=\"bgmodel.params\") \n parser.add_argument('-f','--fsize',dest='fsize', help='Family size cutoff (consensus cutoff) for variant calling. [default = %(default)s]', default=3)\n args = parser.parse_args(sys.argv[1:])\n return(args)\n\ndef parse_cons_file(filename,fsize=3):\n n1=[]\n f1=[]\n c1=[]\n posx=[]\n data=[]\n with open(filename) as f:\n for line in f:\n if not line.startswith('Sample Name'):\n line=line.rstrip('\\n')\n parts=line.split('\\t')\n pos=parts[1]+':'+parts[2]\n name=parts[3]\n #print(name)\n if name not in \"\":\n famsize=parts[-4]\n if int(famsize)==fsize:\n frac=float(parts[-2])\n alt=parts[-1]\n count=parts[-3]\n if frac > 0 and alt not in 'N':\n cov=int(parts[-5])"}, {"role": "assistant", "content": "\n f1.append(float(frac))\n n1.append(int(cov))\n c1.append(int(count))\n posx.append(pos)\n data.append(line)\n #print(name)\n #print(famsize)\n return(f1,n1,c1,posx,data)\n\ndef betaNLL(params,*args):\n a,b = params\n data = np.array(args[0])\n pdf=beta.pdf(data,a,b,loc=0,scale=1)\n lg=np.log(pdf)\n #lg=np.where(lg==-np.inf,0,lg)\n mask = np.isfinite(lg)\n nll = -lg[mask].sum()\n nll=-1*np.sum(lg)\n return(nll)\n\n\ndef get_beta_parameters(data):\n m=np.mean(data)\n v=np.var(data)\n a0=m*(m * (1-m) / v-1 )\n b0=(1-m)*(m * (1-m) / v-1 )\n result=fmin(betaNLL,[a0,b0],args=(data,))\n return(result)\n\n\n ... [1 more functiondefs truncated] ..."}]
false
null
null
null
86ccfd65a1bb34c39113feed67502cda22587b34
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: # Copyright (c) 2016-present, Facebook, Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. ############################################################################## from __future__ import absolute_import from __future__ import division from __future__ import print_function from __future__ import unicode_literals import numpy as np from caffe2.python import core, workspace from caffe2.python.test_util import TestCase, rand_array class TestPartitionOps(TestCase): def test_configs(self): # (main dims, partitions, main type, [list of (extra dims, type)]) configs = [ ((10, ), 3), ((4, ), 10), ((10, 10), 4), ((100, ), 2), Error: SyntaxError / EOF
Fixed Code: # Copyright (c) 2016-present, Facebook, Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. ############################################################################## from __future__ import absolute_import from __future__ import division from __future__ import print_function from __future__ import unicode_literals import numpy as np Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
2
1
1,205
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Copyright (c) 2016-present, Facebook, Inc.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n##############################################################################\n\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\nfrom __future__ import unicode_literals\nimport numpy as np\nfrom caffe2.python import core, workspace\nfrom caffe2.python.test_util import TestCase, rand_array\n\n\nclass TestPartitionOps(TestCase):\n\n def test_configs(self):\n # (main dims, partitions, main type, [list of (extra dims, type)])\n configs = [\n ((10, ), 3),\n ((4, ), 10),\n ((10, 10), 4),\n ((100, ), 2),\n \n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Copyright (c) 2016-present, Facebook, Inc.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n##############################################################################\n\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\nfrom __future__ import unicode_literals\nimport numpy as np\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
86cdf766574c9c743ff631f5d4070feb9f763d2a
TheStack--python--000.parquet
Complete this Pythoncode:Python code: class FibPbtsFallback(Enum): """ FibPbtsFallback (Enum Class) Fib pbts fallback .. data:: list = 1 Fallback to class number list .. data:: any = 2 Fallback to any class .. data:: drop = 3 Fallback to drop """ list = Enum.YLeaf(1, "list") any = Enum.YLeaf(2, "any") drop = Enum.YLeaf(3, "drop") class FibPbtsForwardClass(Enum): """ FibPbtsForwardClass (Enum Class) Fib pbts forward class .. data:: any = 8 Any class """ any = Enum.YLeaf(8, "any") class Fib(Entity): """ CEF configuration .. attribute:: pbts_forward_class_fallbacks PBTS class configuration **type**\: :py:class:`PbtsForwardClassFallbacks <ydk.models.cisco_ios_xr.Cisco_IOS_XR_fib_common_cfg.Fib.PbtsForwardClassFallbacks>`
.. attribute:: platform FIB platform parameters **type**\: :py:class:`Platform <ydk.models.cisco_ios_xr.Cisco_IOS_XR_fib_common_cfg.Fib.Platform>` .. attribute:: auto_hash_recover Set option for automatcially recovering consistent\-hashing state on interface up **type**\: bool .. attribute:: prefer_aib_routes Set options for adjacency routes overriding RIB routes **type**\: bool .. attribute:: encap_sharing_disable Set true to disable encapsulation sharing **type**\: bool .. attribute:: frr_follow_bgp_pic Set option for fast\-reroute to follow BGP PIC update, not to wait for timeout **type**\: bool """ _prefix = 'fib-common-cfg' _revision = '2017-05-01' ... [15 more functiondefs truncated] ...
advanced
database
code_completion
Pythoncode:Python
0
3
1,683
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nclass FibPbtsFallback(Enum):\n \"\"\"\n FibPbtsFallback (Enum Class)\n\n Fib pbts fallback\n\n .. data:: list = 1\n\n \tFallback to class number list\n\n .. data:: any = 2\n\n \tFallback to any class\n\n .. data:: drop = 3\n\n \tFallback to drop\n\n \"\"\"\n\n list = Enum.YLeaf(1, \"list\")\n\n any = Enum.YLeaf(2, \"any\")\n\n drop = Enum.YLeaf(3, \"drop\")\n\n\nclass FibPbtsForwardClass(Enum):\n \"\"\"\n FibPbtsForwardClass (Enum Class)\n\n Fib pbts forward class\n\n .. data:: any = 8\n\n \tAny class\n\n \"\"\"\n\n any = Enum.YLeaf(8, \"any\")\n\n\n\nclass Fib(Entity):\n \"\"\"\n CEF configuration\n \n .. attribute:: pbts_forward_class_fallbacks\n \n \tPBTS class configuration\n \t**type**\\: :py:class:`PbtsForwardClassFallbacks <ydk.models.cisco_ios_xr.Cisco_IOS_XR_fib_common_cfg.Fib.PbtsForwardClassFallbacks>`"}, {"role": "assistant", "content": "\n \n .. attribute:: platform\n \n \tFIB platform parameters\n \t**type**\\: :py:class:`Platform <ydk.models.cisco_ios_xr.Cisco_IOS_XR_fib_common_cfg.Fib.Platform>`\n \n .. attribute:: auto_hash_recover\n \n \tSet option for automatcially recovering consistent\\-hashing state on interface up\n \t**type**\\: bool\n \n .. attribute:: prefer_aib_routes\n \n \tSet options for adjacency routes overriding RIB routes\n \t**type**\\: bool\n \n .. attribute:: encap_sharing_disable\n \n \tSet true to disable encapsulation sharing\n \t**type**\\: bool\n \n .. attribute:: frr_follow_bgp_pic\n \n \tSet option for fast\\-reroute to follow BGP PIC update, not to wait for timeout\n \t**type**\\: bool\n \n \n\n \"\"\"\n\n _prefix = 'fib-common-cfg'\n _revision = '2017-05-01'\n\n\n ... [15 more functiondefs truncated] ..."}]
false
null
null
null
86ce2b47e96edc2e4a65e6684b182564c236c3d3
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: """Series of actions that form a combo chain""" from __future__ import annotations from typing import Optional, Sequence, TYPE_CHECKING from action import Action from core.utility import Array from core.constants import PlayerForm, SimActKind, MomentType from core.database import FromDB if TYPE_CHECKING: from entity.player import Player class Combos: def __init__(self, player: Player, form: PlayerForm, act_ids: Sequence[int], ex_act_ids: Optional[Sequence[int]] = None) -> None: self.player = player self.actions: Array[Action] = Array() for idx, act_id in enumerate(act_ids): self.actions.append(Action(act_id, player, kind=SimActKind.COMBO, form=form, index=idx + 1)) self.ex_actions = None if ex_act_ids: self.ex_actions: Array[Action] = Array() for idx, act_id in enumerate(ex_act_ids): if not act_id: self.ex_actions.append(None) continue self.ex_actions.append(Action(act_id, player, kind=SimActKind.COMBO, form=form, index=idx + 1)) # Complete this line if self.player.current in self.actions: try: return self.actions[self.player.current.index + 1] except IndexError: pass return self.actions[1] def __repr__(self) -> str: if self.ex_actions: return "->".join(map(repr, self.actions)) + "\tEX[" + "->".join(map(repr, self.ex_actions)) + "]" return "->".join(map(repr, self.actions)) class UniqueCombos(Combos, FromDB, table="CharaUniqueCombo"): def __init__(self, id: int, player: Player) -> None: FromDB.__init__(self, id) act_ids = (self._data["_ActionId"] + i for i in range(self._data["_MaxComboNum"])) ex_act_ids = None if not self._data["_ExActionId"] else (self._data["_ExActionId"] + i for i in range(self._data["_MaxComboNum"])) Combos.__init__(self, player, PlayerForm.ADV, act_ids, ex_act_ids=ex_act_ids) if self._data["_ShiftConditionType"] == 1: self.player.events.listen(MomentType.HIT, self.enable) def enable(self, *args, **kwargs): pass class DefaultCombos(Combos, FromDB, table="WeaponType"): def __init__(self, id: int, player: Player) -> None: FromDB.__init__(self, id) act_ids = (self._data[f"_DefaultSkill{i+1:02}"] for i in range(5) if self._data[f"_DefaultSkill{i+1:02}"]) ex_act_ids = None if not self._data["_DefaultSkill05Ex"] else (0, 0, 0, 0, self._data["_DefaultSkill05Ex"]) Combos.__init__(self, player, PlayerForm.ADV, act_ids, ex_act_ids=ex_act_ids) class DragonCombos(Combos): def __init__(self, id: int, combo_max: int, player: Player) -> None: act_ids = (id + i for i in range(combo_max)) Combos.__init__(self, player, PlayerForm.DRG, act_ids)
The missing line is: def next(self):
advanced
database
fill_in_the_blank
Pythoncode:Python
7
4
2,888
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n\"\"\"Series of actions that form a combo chain\"\"\"\nfrom __future__ import annotations\nfrom typing import Optional, Sequence, TYPE_CHECKING\n\nfrom action import Action\nfrom core.utility import Array\nfrom core.constants import PlayerForm, SimActKind, MomentType\nfrom core.database import FromDB\n\nif TYPE_CHECKING:\n from entity.player import Player\n\n\nclass Combos:\n def __init__(self, player: Player, form: PlayerForm, act_ids: Sequence[int], ex_act_ids: Optional[Sequence[int]] = None) -> None:\n self.player = player\n self.actions: Array[Action] = Array()\n for idx, act_id in enumerate(act_ids):\n self.actions.append(Action(act_id, player, kind=SimActKind.COMBO, form=form, index=idx + 1))\n self.ex_actions = None\n if ex_act_ids:\n self.ex_actions: Array[Action] = Array()\n for idx, act_id in enumerate(ex_act_ids):\n if not act_id:\n self.ex_actions.append(None)\n continue\n self.ex_actions.append(Action(act_id, player, kind=SimActKind.COMBO, form=form, index=idx + 1))\n\n # Complete this line\n if self.player.current in self.actions:\n try:\n return self.actions[self.player.current.index + 1]\n except IndexError:\n pass\n return self.actions[1]\n\n def __repr__(self) -> str:\n if self.ex_actions:\n return \"->\".join(map(repr, self.actions)) + \"\\tEX[\" + \"->\".join(map(repr, self.ex_actions)) + \"]\"\n return \"->\".join(map(repr, self.actions))\n\n\nclass UniqueCombos(Combos, FromDB, table=\"CharaUniqueCombo\"):\n def __init__(self, id: int, player: Player) -> None:\n FromDB.__init__(self, id)\n act_ids = (self._data[\"_ActionId\"] + i for i in range(self._data[\"_MaxComboNum\"]))\n ex_act_ids = None if not self._data[\"_ExActionId\"] else (self._data[\"_ExActionId\"] + i for i in range(self._data[\"_MaxComboNum\"]))\n Combos.__init__(self, player, PlayerForm.ADV, act_ids, ex_act_ids=ex_act_ids)\n if self._data[\"_ShiftConditionType\"] == 1:\n self.player.events.listen(MomentType.HIT, self.enable)\n\n def enable(self, *args, **kwargs):\n pass\n\n\nclass DefaultCombos(Combos, FromDB, table=\"WeaponType\"):\n def __init__(self, id: int, player: Player) -> None:\n FromDB.__init__(self, id)\n act_ids = (self._data[f\"_DefaultSkill{i+1:02}\"] for i in range(5) if self._data[f\"_DefaultSkill{i+1:02}\"])\n ex_act_ids = None if not self._data[\"_DefaultSkill05Ex\"] else (0, 0, 0, 0, self._data[\"_DefaultSkill05Ex\"])\n Combos.__init__(self, player, PlayerForm.ADV, act_ids, ex_act_ids=ex_act_ids)\n\n\nclass DragonCombos(Combos):\n def __init__(self, id: int, combo_max: int, player: Player) -> None:\n act_ids = (id + i for i in range(combo_max))\n Combos.__init__(self, player, PlayerForm.DRG, act_ids)"}, {"role": "assistant", "content": "The missing line is:\n def next(self):"}]
false
null
null
null
86ce2bcecdfa6edd6bc5db700d444829470b263a
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import os from datetime import timedelta from flask_unchained import BundleConfig class _DefaultFlaskConfigForSessions(BundleConfig): SESSION_COOKIE_NAME = 'session' """ The name of the session cookie. Defaults to ``'session'``. """ SESSION_COOKIE_DOMAIN = None """ The domain for the session cookie. If this is not set, the cookie will be valid for all subdomains of ``SERVER_NAME``. Defaults to ``None``. """ SESSION_COOKIE_PATH = None """ The path for the session cookie. If this is not set the cookie will be valid for all of ``APPLICATION_ROOT`` or if that is not set for '/'. Defaults to ``None``. """ SESSION_COOKIE_HTTPONLY = True """ Controls if the cookie should be set with the ``httponly`` flag. Browsers will not allow JavaScript access to cookies marked as ``httponly`` for security. Defaults to ``True``. """ SESSION_COOKIE_SECURE = False """ Controls if the cookie should be set with the ``secure`` flag. Browsers will only send cookies with requests over HTTPS if the cookie
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 8 • SyntaxError: unterminated triple-quoted string literal (detected at line 41) at line 39 Fix: Complete the truncated code structure
advanced
api
error_detection
Pythoncode:Python
0
1
1,109
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os\n\nfrom datetime import timedelta\nfrom flask_unchained import BundleConfig\n\nclass _DefaultFlaskConfigForSessions(BundleConfig):\n SESSION_COOKIE_NAME = 'session'\n \"\"\"\n The name of the session cookie.\n\n Defaults to ``'session'``.\n \"\"\"\n\n SESSION_COOKIE_DOMAIN = None\n \"\"\"\n The domain for the session cookie. If this is not set, the cookie will be\n valid for all subdomains of ``SERVER_NAME``.\n\n Defaults to ``None``.\n \"\"\"\n\n SESSION_COOKIE_PATH = None\n \"\"\"\n The path for the session cookie. If this is not set the cookie will be valid\n for all of ``APPLICATION_ROOT`` or if that is not set for '/'.\n\n Defaults to ``None``.\n \"\"\"\n\n SESSION_COOKIE_HTTPONLY = True\n \"\"\"\n Controls if the cookie should be set with the ``httponly`` flag. Browsers will\n not allow JavaScript access to cookies marked as ``httponly`` for security.\n\n Defaults to ``True``.\n \"\"\"\n\n SESSION_COOKIE_SECURE = False\n \"\"\"\n Controls if the cookie should be set with the ``secure`` flag. Browsers will\n only send cookies with requests over HTTPS if the cookie"}, {"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 8\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 41) at line 39\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
86ce3c0225876fe3453133a9a0965f8f30c17a84
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: #!/usr/bin/env python3 -u # -*- coding: utf-8 -*- class _StatsModelsAdapter(_OptionalForecastingHorizonMixin, _SktimeForecaster): """Base class for interfacing statsmodels forecasting algorithms""" _fitted_param_names = () def __init__(self): self._forecaster = None self._fitted_forecaster = None super(_StatsModelsAdapter, self).__init__() def fit(self, y, X=None, fh=None): """Fit to training data. Parameters ---------- y : pd.Series Target time series to which to fit the forecaster. fh : int, list or np.array, optional (default=None) The forecasters horizon with the steps ahead to to predict. X : pd.DataFrame, optional (default=None) Exogenous variables are ignored Returns ------- self : returns an instance of self. """ # statsmodels does not support the pd.Int64Index as required, # so we coerce them here to pd.RangeIndex if isinstance(y, pd.Series) and type(y.index) == pd.Int64Index: y, X = _coerce_int_to_range_index(y, X) self._set_y_X(y, X) self._set_fh(fh) self._fit_forecaster(y, X) self._is_fitted = True return self def _fit_forecaster(self, y_train, X_train=None): """Internal fit""" raise NotImplementedError("abstract method") def _predict(self, fh, X=None, return_pred_int=False, alpha=DEFAULT_ALPHA): """ Make forecasts. Parameters ---------- fh : ForecastingHorizon The forecasters horizon with the steps ahead to to predict. Default is one-step ahead forecast, Error: SyntaxError / EOF
Fixed Code: #!/usr/bin/env python3 -u # -*- coding: utf-8 -*- class _StatsModelsAdapter(_OptionalForecastingHorizonMixin, _SktimeForecaster): """Base class for interfacing statsmodels forecasting algorithms""" _fitted_param_names = () def __init__(self): self._forecaster = None self._fitted_forecaster = None super(_StatsModelsAdapter, self).__init__() def fit(self, y, X=None, fh=None): """Fit to training data. Parameters ---------- y : pd.Series Target time series to which to fit the forecaster. Explanation: Complete the truncated code structure
advanced
ui
error_fixing
Pythoncode:Python
4
1
1,718
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/env python3 -u\n# -*- coding: utf-8 -*-\n\nclass _StatsModelsAdapter(_OptionalForecastingHorizonMixin, _SktimeForecaster):\n \"\"\"Base class for interfacing statsmodels forecasting algorithms\"\"\"\n\n _fitted_param_names = ()\n\n def __init__(self):\n self._forecaster = None\n self._fitted_forecaster = None\n super(_StatsModelsAdapter, self).__init__()\n\n def fit(self, y, X=None, fh=None):\n \"\"\"Fit to training data.\n\n Parameters\n ----------\n y : pd.Series\n Target time series to which to fit the forecaster.\n fh : int, list or np.array, optional (default=None)\n The forecasters horizon with the steps ahead to to predict.\n X : pd.DataFrame, optional (default=None)\n Exogenous variables are ignored\n Returns\n -------\n self : returns an instance of self.\n \"\"\"\n # statsmodels does not support the pd.Int64Index as required,\n # so we coerce them here to pd.RangeIndex\n if isinstance(y, pd.Series) and type(y.index) == pd.Int64Index:\n y, X = _coerce_int_to_range_index(y, X)\n\n self._set_y_X(y, X)\n self._set_fh(fh)\n self._fit_forecaster(y, X)\n self._is_fitted = True\n return self\n\n def _fit_forecaster(self, y_train, X_train=None):\n \"\"\"Internal fit\"\"\"\n raise NotImplementedError(\"abstract method\")\n\n def _predict(self, fh, X=None, return_pred_int=False, alpha=DEFAULT_ALPHA):\n \"\"\"\n Make forecasts.\n\n Parameters\n ----------\n fh : ForecastingHorizon\n The forecasters horizon with the steps ahead to to predict.\n Default is one-step ahead forecast,\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/env python3 -u\n# -*- coding: utf-8 -*-\n\nclass _StatsModelsAdapter(_OptionalForecastingHorizonMixin, _SktimeForecaster):\n \"\"\"Base class for interfacing statsmodels forecasting algorithms\"\"\"\n\n _fitted_param_names = ()\n\n def __init__(self):\n self._forecaster = None\n self._fitted_forecaster = None\n super(_StatsModelsAdapter, self).__init__()\n\n def fit(self, y, X=None, fh=None):\n \"\"\"Fit to training data.\n\n Parameters\n ----------\n y : pd.Series\n Target time series to which to fit the forecaster.\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
86ce9b178e942f833e8db993afdcf0aface18b4a
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # This Python file uses the following encoding: utf-8 class GetLinkPropertiesRequest(genpy.Message): _md5sum = "7d82d60381f1b66a30f2157f60884345" _type = "gazebo_msgs/GetLinkPropertiesRequest" _has_header = False # flag to mark the presence of a Header object _full_text = """string link_name # name of link # link names are prefixed by model name, e.g. pr2::base_link """ __slots__ = ['link_name'] _slot_types = ['string'] def __init__(self, *args, **kwds): """ Constructor. Any message fields that are implicitly/explicitly set to None will be assigned a default value. The recommend use is keyword arguments as this is more robust to future message changes. You cannot mix in-order arguments and keyword arguments. The available fields are: link_name :param args: complete set of field values, in .msg order :param kwds: use keyword arguments corresponding to message field names to set specific fields. """ if args or kwds: super(GetLinkPropertiesRequest, self).__init__(*args, **kwds) # message fields cannot be None, assign default values for those that are if self.link_name is None: self.link_name = '' else: self.link_name = '' def _get_types(self): """ internal API method """ return self._slot_types def serialize(self, buff): """ serialize message into buffer :param buff: buffer, ``StringIO`` """ try: _x = self.link_name length = len(_x) if python3 or type(_x) == unicode: _x = _x.encode('utf-8') length = len(_x) buff.write(struct.Struct('<I%ss'%length).pack(length, _x)) except struct.error as se: self._check_types(struct.error("%s: '%s' when writing '%s'" % (type(se), str(se), str(locals().get('_x', self))))) except TypeError as te: self._check_types(ValueError("%s: '%s' when writing '%s'" % (type(te), str(te), str(locals().get('_x', self))))) def deserialize(self, str): """ unpack serialized message in str into this message instance :param str: byte array of serialized message, ``str`` """ codecs.lookup_error("rosmsg").msg_type = self._type try: end = 0 start = end end += 4 (length,) = _struct_I.unpack(str[start:end]) start = end end += length if python3: self.link_name = str[start:end].decode('utf-8', 'rosmsg') else: self.link_name = str[start:end] return self except struct.error as e: raise genpy.DeserializationError(e) # most likely buffer underfill ... [13 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 6 Invalid syntax at line 78: ... [13 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 4 Unexpected indentation at line 5 Unexpected indentation at line 6 Unexpected indentation at line 7 💡 Suggestions: Complete the expression on the last line Add closing quote at line 6 Review syntax near the error location
advanced
api
debugging
Pythoncode:Python
4
1
2,675
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# This Python file uses the following encoding: utf-8\nclass GetLinkPropertiesRequest(genpy.Message):\n _md5sum = \"7d82d60381f1b66a30f2157f60884345\"\n _type = \"gazebo_msgs/GetLinkPropertiesRequest\"\n _has_header = False # flag to mark the presence of a Header object\n _full_text = \"\"\"string link_name # name of link\n # link names are prefixed by model name, e.g. pr2::base_link\n\"\"\"\n __slots__ = ['link_name']\n _slot_types = ['string']\n\n def __init__(self, *args, **kwds):\n \"\"\"\n Constructor. Any message fields that are implicitly/explicitly\n set to None will be assigned a default value. The recommend\n use is keyword arguments as this is more robust to future message\n changes. You cannot mix in-order arguments and keyword arguments.\n\n The available fields are:\n link_name\n\n :param args: complete set of field values, in .msg order\n :param kwds: use keyword arguments corresponding to message field names\n to set specific fields.\n \"\"\"\n if args or kwds:\n super(GetLinkPropertiesRequest, self).__init__(*args, **kwds)\n # message fields cannot be None, assign default values for those that are\n if self.link_name is None:\n self.link_name = ''\n else:\n self.link_name = ''\n\n def _get_types(self):\n \"\"\"\n internal API method\n \"\"\"\n return self._slot_types\n\n def serialize(self, buff):\n \"\"\"\n serialize message into buffer\n :param buff: buffer, ``StringIO``\n \"\"\"\n try:\n _x = self.link_name\n length = len(_x)\n if python3 or type(_x) == unicode:\n _x = _x.encode('utf-8')\n length = len(_x)\n buff.write(struct.Struct('<I%ss'%length).pack(length, _x))\n except struct.error as se: self._check_types(struct.error(\"%s: '%s' when writing '%s'\" % (type(se), str(se), str(locals().get('_x', self)))))\n except TypeError as te: self._check_types(ValueError(\"%s: '%s' when writing '%s'\" % (type(te), str(te), str(locals().get('_x', self)))))\n\n def deserialize(self, str):\n \"\"\"\n unpack serialized message in str into this message instance\n :param str: byte array of serialized message, ``str``\n \"\"\"\n codecs.lookup_error(\"rosmsg\").msg_type = self._type\n try:\n end = 0\n start = end\n end += 4\n (length,) = _struct_I.unpack(str[start:end])\n start = end\n end += length\n if python3:\n self.link_name = str[start:end].decode('utf-8', 'rosmsg')\n else:\n self.link_name = str[start:end]\n return self\n except struct.error as e:\n raise genpy.DeserializationError(e) # most likely buffer underfill\n\n\n\n ... [13 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 6\n Invalid syntax at line 78: ... [13 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 4\n Unexpected indentation at line 5\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 6\n Review syntax near the error location"}]
false
null
null
null
86cf3a0a9a0e45685f04435a33dcecfd088782c9
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: """Find kernel specifications for a given language""" import os import sys from .languages import same_language from .reraise import reraise try: # I prefer not to take a dependency on jupyter_client from jupyter_client.kernelspec import find_kernel_specs, get_kernel_spec except ImportError as err: find_kernel_specs = reraise(err) get_kernel_spec = reraise(err) def set_kernelspec_from_language(notebook): """Set the kernel specification based on the 'main_language' metadata""" language = notebook.metadata.get("jupytext", {}).get("main_language") if "kernelspec" not in notebook.metadata and language: try: kernelspec = kernelspec_from_language(language) except ValueError: return notebook.metadata["kernelspec"] = kernelspec notebook.metadata.get("jupytext", {}).pop("main_language") def kernelspec_from_language(language): """Return the python kernel that matches the current env, or the first kernel that matches the given language""" if language == "python": # Return the kernel that matches the current Python executable for name in find_kernel_specs(): kernel_specs = get_kernel_spec(name) cmd = kernel_specs.argv[0] if ( kernel_specs.language == "python" and os.path.isfile(cmd) and os.path.samefile(cmd, sys.executable) ): return { "name": name, "language": language, "display_name": kernel_specs.display_name, } raise ValueError( "No kernel found that matches the current python executable {}\n".format( sys.executable ) + "Install one with 'python -m ipykernel install --name kernel_name [--user]'" ) for name in find_kernel_specs(): kernel_specs = get_kernel_spec(name) if same_language(kernel_specs.language, language): return { "name": name, "language": language, "display_name": kernel_specs.display_name, } raise ValueError("No kernel found for the language {}".format(language))
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
2
0
2,268
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n\"\"\"Find kernel specifications for a given language\"\"\"\n\nimport os\nimport sys\n\nfrom .languages import same_language\nfrom .reraise import reraise\n\ntry:\n # I prefer not to take a dependency on jupyter_client\n from jupyter_client.kernelspec import find_kernel_specs, get_kernel_spec\nexcept ImportError as err:\n find_kernel_specs = reraise(err)\n get_kernel_spec = reraise(err)\n\n\ndef set_kernelspec_from_language(notebook):\n \"\"\"Set the kernel specification based on the 'main_language' metadata\"\"\"\n language = notebook.metadata.get(\"jupytext\", {}).get(\"main_language\")\n if \"kernelspec\" not in notebook.metadata and language:\n try:\n kernelspec = kernelspec_from_language(language)\n except ValueError:\n return\n notebook.metadata[\"kernelspec\"] = kernelspec\n notebook.metadata.get(\"jupytext\", {}).pop(\"main_language\")\n\n\ndef kernelspec_from_language(language):\n \"\"\"Return the python kernel that matches the current env, or the first kernel that matches the given language\"\"\"\n if language == \"python\":\n # Return the kernel that matches the current Python executable\n for name in find_kernel_specs():\n kernel_specs = get_kernel_spec(name)\n cmd = kernel_specs.argv[0]\n if (\n kernel_specs.language == \"python\"\n and os.path.isfile(cmd)\n and os.path.samefile(cmd, sys.executable)\n ):\n return {\n \"name\": name,\n \"language\": language,\n \"display_name\": kernel_specs.display_name,\n }\n raise ValueError(\n \"No kernel found that matches the current python executable {}\\n\".format(\n sys.executable\n )\n + \"Install one with 'python -m ipykernel install --name kernel_name [--user]'\"\n )\n\n for name in find_kernel_specs():\n kernel_specs = get_kernel_spec(name)\n if same_language(kernel_specs.language, language):\n return {\n \"name\": name,\n \"language\": language,\n \"display_name\": kernel_specs.display_name,\n }\n\n raise ValueError(\"No kernel found for the language {}\".format(language))"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
86cfbb57e1ec13e6ae0711449af6c95612ae3139
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import numpy as np import scipy.sparse def save_npz(file, matrix, compressed=True): """ Save a sparse matrix to a file using ``.npz`` format. Parameters ---------- file : str or file-like object Either the file name (string) or an open file (file-like object) where the data will be saved. If file is a string, the ``.npz`` extension will be appended to the file name if it is not already there. matrix: spmatrix (format: ``csc``, ``csr``, ``bsr``, ``dia`` or coo``) The sparse matrix to save. compressed : bool, optional Allow compressing the file. Default: True See Also -------- scipy.sparse.load_npz: Load a sparse matrix from a file using ``.npz`` format. numpy.savez: Save several arrays into a ``.npz`` archive. numpy.savez_compressed : Save several arrays into a compressed ``.npz`` archive. Examples -------- Store sparse matrix to disk, and load it again: >>> import scipy.sparse >>> sparse_matrix = scipy.sparse.csc_matrix(np.array([[0, 0, 3], [4, 0, 0]])) >>> sparse_matrix <2x3 sparse matrix of type '<class 'numpy.int64'>' with 2 stored elements in Compressed Sparse Column format> >>> sparse_matrix.todense() matrix([[0, 0, 3], [4, 0, 0]], dtype=int64) >>> scipy.sparse.save_npz('/tmp/sparse_matrix.npz', sparse_matrix) >>> sparse_matrix = scipy.sparse.load_npz('/tmp/sparse_matrix.npz') # Complete this line <2x3 sparse matrix of type '<class 'numpy.int64'>' with 2 stored elements in Compressed Sparse Column format> >>> sparse_matrix.todense() matrix([[0, 0, 3], [4, 0, 0]], dtype=int64) """ arrays_dict = {} if matrix.format in ('csc', 'csr', 'bsr'): arrays_dict.update(indices=matrix.indices, indptr=matrix.indptr) elif matrix.format == 'dia': arrays_dict.update(offsets=matrix.offsets) elif matrix.format == 'coo': arrays_dict.update(row=matrix.row, col=matrix.col) else: raise NotImplementedError('Save is not implemented for sparse matrix of format {}.'.format(matrix.format)) arrays_dict.update( format=matrix.format.encode('ascii'), shape=matrix.shape, data=matrix.data ) if compressed: np.savez_compressed(file, **arrays_dict) else: np.savez(file, **arrays_dict) ... [1 more functiondefs truncated] ...
The missing line is: >>> sparse_matrix
intermediate
database
fill_in_the_blank
Pythoncode:Python
1
0
2,444
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport numpy as np\nimport scipy.sparse\n\ndef save_npz(file, matrix, compressed=True):\n \"\"\" Save a sparse matrix to a file using ``.npz`` format.\n\n Parameters\n ----------\n file : str or file-like object\n Either the file name (string) or an open file (file-like object)\n where the data will be saved. If file is a string, the ``.npz``\n extension will be appended to the file name if it is not already\n there.\n matrix: spmatrix (format: ``csc``, ``csr``, ``bsr``, ``dia`` or coo``)\n The sparse matrix to save.\n compressed : bool, optional\n Allow compressing the file. Default: True\n\n See Also\n --------\n scipy.sparse.load_npz: Load a sparse matrix from a file using ``.npz`` format.\n numpy.savez: Save several arrays into a ``.npz`` archive.\n numpy.savez_compressed : Save several arrays into a compressed ``.npz`` archive.\n\n Examples\n --------\n Store sparse matrix to disk, and load it again:\n\n >>> import scipy.sparse\n >>> sparse_matrix = scipy.sparse.csc_matrix(np.array([[0, 0, 3], [4, 0, 0]]))\n >>> sparse_matrix\n <2x3 sparse matrix of type '<class 'numpy.int64'>'\n with 2 stored elements in Compressed Sparse Column format>\n >>> sparse_matrix.todense()\n matrix([[0, 0, 3],\n [4, 0, 0]], dtype=int64)\n\n >>> scipy.sparse.save_npz('/tmp/sparse_matrix.npz', sparse_matrix)\n >>> sparse_matrix = scipy.sparse.load_npz('/tmp/sparse_matrix.npz')\n\n # Complete this line\n <2x3 sparse matrix of type '<class 'numpy.int64'>'\n with 2 stored elements in Compressed Sparse Column format>\n >>> sparse_matrix.todense()\n matrix([[0, 0, 3],\n [4, 0, 0]], dtype=int64)\n \"\"\"\n arrays_dict = {}\n if matrix.format in ('csc', 'csr', 'bsr'):\n arrays_dict.update(indices=matrix.indices, indptr=matrix.indptr)\n elif matrix.format == 'dia':\n arrays_dict.update(offsets=matrix.offsets)\n elif matrix.format == 'coo':\n arrays_dict.update(row=matrix.row, col=matrix.col)\n else:\n raise NotImplementedError('Save is not implemented for sparse matrix of format {}.'.format(matrix.format))\n arrays_dict.update(\n format=matrix.format.encode('ascii'),\n shape=matrix.shape,\n data=matrix.data\n )\n if compressed:\n np.savez_compressed(file, **arrays_dict)\n else:\n np.savez(file, **arrays_dict)\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n >>> sparse_matrix"}]
false
null
null
null
86d025f02ce51457ef476e760c051f7660045f69
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: from typing import Dict, List from simulator.services.resources.directory import Directory from simulator.services.services import Services class Atlas(Directory): def __init__(self, services: Services, name: str, parent: str, create: bool = False) -> None: super().__init__(services, name, parent, create) if create: metadata: Dict[str, any] = { "next_index": 0, } self._save_metadata(metadata) def append(self, obj: any) -> None: Error: IndentationError / Incomplete Function
Fixed Code: from typing import Dict, List from simulator.services.resources.directory import Directory from simulator.services.services import Services class Atlas(Directory): def __init__(self, services: Services, name: str, parent: str, create: bool = False) -> None: super().__init__(services, name, parent, create) if create: metadata: Dict[str, any] = { "next_index": 0, } self._save_metadata(metadata) def append(self, obj: any) -> None: self.save(str(self._get_next_index()), obj) self._increment_index() Explanation: Complete the function 'append' body and add missing return
advanced
oop
error_fixing
Pythoncode:Python
7
1
512
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom typing import Dict, List\n\nfrom simulator.services.resources.directory import Directory\nfrom simulator.services.services import Services\n\n\nclass Atlas(Directory):\n def __init__(self, services: Services, name: str, parent: str, create: bool = False) -> None:\n super().__init__(services, name, parent, create)\n\n if create:\n metadata: Dict[str, any] = {\n \"next_index\": 0,\n }\n self._save_metadata(metadata)\n\n def append(self, obj: any) -> None:\n\n Error: IndentationError / Incomplete Function"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom typing import Dict, List\n\nfrom simulator.services.resources.directory import Directory\nfrom simulator.services.services import Services\n\n\nclass Atlas(Directory):\n def __init__(self, services: Services, name: str, parent: str, create: bool = False) -> None:\n super().__init__(services, name, parent, create)\n\n if create:\n metadata: Dict[str, any] = {\n \"next_index\": 0,\n }\n self._save_metadata(metadata)\n\n def append(self, obj: any) -> None:\n self.save(str(self._get_next_index()), obj)\n self._increment_index()\n\n\n Explanation: Complete the function 'append' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
86d07b07d670dc9caa0bd92708721764a364d527
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # Copyright 2022 Collate # 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 """ TestCase builder """ from metadata.generated.schema.api.tests.createTableTest import CreateTableTestRequest from metadata.generated.schema.tests.table import tableRowCountToEqual from metadata.generated.schema.tests.tableTest import TableTestType from metadata.great_expectations.builders.table.base_table_test_builders import ( BaseTableTestBuilder, ) class TableRowCountToEqualBuilder(BaseTableTestBuilder): """Builder for `expect_table_row_count_to_equal` GE expectation""" def _build_test(self) -> CreateTableTestRequest: """Specific test builder for the test""" return self.build_test_request( config=tableRowCountToEqual.TableRowCountToEqual( value=self.result["expectation_config"]["kwargs"]["value"], ), test_type=TableTestType.tableRowCountToEqual, )
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 11 • IndentationError at line 16 Fixes: • Add closing quote at line 11 • Fix indentation to match Python syntax rules
advanced
testing
syntax_repair
Pythoncode:Python
1
1
1,428
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Copyright 2022 Collate\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\"\"\"\nTestCase builder\n\"\"\"\n\nfrom metadata.generated.schema.api.tests.createTableTest import CreateTableTestRequest\n from metadata.generated.schema.tests.table import tableRowCountToEqual\nfrom metadata.generated.schema.tests.tableTest import TableTestType\nfrom metadata.great_expectations.builders.table.base_table_test_builders import (\n BaseTableTestBuilder,\n)\n\n\nclass TableRowCountToEqualBuilder(BaseTableTestBuilder):\n \"\"\"Builder for `expect_table_row_count_to_equal` GE expectation\"\"\"\n\n def _build_test(self) -> CreateTableTestRequest:\n \"\"\"Specific test builder for the test\"\"\"\n return self.build_test_request(\n config=tableRowCountToEqual.TableRowCountToEqual(\n value=self.result[\"expectation_config\"][\"kwargs\"][\"value\"],\n ),\n test_type=TableTestType.tableRowCountToEqual,\n )"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 11\n \u2022 IndentationError at line 16\n\n Fixes:\n \u2022 Add closing quote at line 11\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
86d18fa6bf233db205e6db3a19952144dd79aa36
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: class JriekeBboxDataset: def generate(self): print('Generating...') self.WIDTH = 8 self.HEIGHT = 8 num_imgs = 50000 min_object_size = 1 max_object_size = 4 num_objects = 1 self.bboxes = np.zeros((num_imgs, num_objects, 4)) self.imgs = np.zeros((num_imgs, self.WIDTH, self.HEIGHT)) # set background to 0 for i_img in range(num_imgs): for i_object in range(num_objects): w, h = np.random.randint(min_object_size, max_object_size, size=2) x = np.random.randint(0, self.WIDTH - w) y = np.random.randint(0, self.HEIGHT - h) self.imgs[i_img, y:y+h, x:x+w] = 1. # set rectangle to 1 self.bboxes[i_img, i_object] = [x, y, w, h] print("Shapes: imgs ", self.imgs.shape, " bboxes ", self.bboxes.shape) #why this? # X = (self.imgs.reshape(num_imgs, -1) - np.mean(self.imgs)) / np.std(self.imgs) X = self.imgs y = self.bboxes.reshape(num_imgs, -1) / self.WIDTH # Split training and test. i = int(0.8 * num_imgs) train_X = X[:i] #80% for training test_X = X[i:] train_y = y[:i] test_y = y[i:] self.test_imgs = self.imgs[i:] self.test_bboxes = self.bboxes[i:] return train_X, train_y, test_X, test_y def check_dataset_image_compability(self, test_X_sample, test_imgs_sample): fig = plt.figure(figsize=(12, 3)) fig.suptitle('check if the generated imgs match to the test_X slice image') fig.subplots_adjust(top=0.85) plt.subplot(1, 2, 1) plt.gca().set_title('Returned by the dataset class: used for training') plt.imshow(test_X_sample, cmap='Greys', interpolation='none', origin='lower', extent=[0, self.WIDTH, 0, self.HEIGHT]) plt.subplot(1, 2, 2) plt.gca().set_title('Global image holder: used for plotting.') plt.imshow(test_imgs_sample, cmap='Greys', interpolation='none', origin='lower', extent=[0, self.WIDTH, 0, self.HEIGHT]) plt.show() print('compare:',TMP,test_imgs_sample) def IOU(self,bbox1, bbox2): '''Calculate overlap between two bounding boxes [x, y, w, h] as the area of intersection over the area of unity''' x1, y1, w1, h1 = bbox1[0], bbox1[1], bbox1[2], bbox1[3] x2, y2, w2, h2 = bbox2[0], bbox2[1], bbox2[2], bbox2[3] w_I = min(x1 + w1, x2 + w2) - max(x1, x2) h_I = min(y1 + h1, y2 + h2) - max(y1, y2) if w_I <= 0 or h_I <= 0: # no overlap return str(0). I = w_I * h_I U = w1 * h1 + w2 * h2 - I return I / U ... [6 more functiondefs truncated] ...
Logical Error Analysis: Error Type: TYPE_MISMATCH Issue: Return type changed to string Severity: HIGH Location: Line 65 Buggy code: return str(0). Should be: return 0. Explanation: Type mismatch will cause runtime error Fix: Ensure types are compatible in operations
advanced
testing
logical_errors
Pythoncode:Python
3
1
2,746
false
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nclass JriekeBboxDataset:\n def generate(self):\n print('Generating...')\n\n self.WIDTH = 8\n self.HEIGHT = 8\n num_imgs = 50000\n min_object_size = 1\n max_object_size = 4\n num_objects = 1\n\n self.bboxes = np.zeros((num_imgs, num_objects, 4))\n self.imgs = np.zeros((num_imgs, self.WIDTH, self.HEIGHT)) # set background to 0\n\n for i_img in range(num_imgs):\n for i_object in range(num_objects):\n w, h = np.random.randint(min_object_size, max_object_size, size=2)\n x = np.random.randint(0, self.WIDTH - w)\n y = np.random.randint(0, self.HEIGHT - h)\n self.imgs[i_img, y:y+h, x:x+w] = 1. # set rectangle to 1\n self.bboxes[i_img, i_object] = [x, y, w, h]\n\n print(\"Shapes: imgs \", self.imgs.shape, \" bboxes \", self.bboxes.shape)\n\n #why this?\n # X = (self.imgs.reshape(num_imgs, -1) - np.mean(self.imgs)) / np.std(self.imgs)\n X = self.imgs\n\n y = self.bboxes.reshape(num_imgs, -1) / self.WIDTH\n\n # Split training and test.\n i = int(0.8 * num_imgs)\n train_X = X[:i] #80% for training\n test_X = X[i:]\n train_y = y[:i]\n test_y = y[i:]\n self.test_imgs = self.imgs[i:]\n self.test_bboxes = self.bboxes[i:]\n\n return train_X, train_y, test_X, test_y\n\n def check_dataset_image_compability(self, test_X_sample, test_imgs_sample):\n fig = plt.figure(figsize=(12, 3))\n fig.suptitle('check if the generated imgs match to the test_X slice image')\n fig.subplots_adjust(top=0.85)\n\n plt.subplot(1, 2, 1)\n plt.gca().set_title('Returned by the dataset class: used for training')\n plt.imshow(test_X_sample, cmap='Greys', interpolation='none', origin='lower', extent=[0, self.WIDTH, 0, self.HEIGHT])\n\n plt.subplot(1, 2, 2)\n plt.gca().set_title('Global image holder: used for plotting.')\n plt.imshow(test_imgs_sample, cmap='Greys', interpolation='none', origin='lower', extent=[0, self.WIDTH, 0, self.HEIGHT])\n plt.show()\n print('compare:',TMP,test_imgs_sample)\n\n def IOU(self,bbox1, bbox2):\n '''Calculate overlap between two bounding boxes [x, y, w, h] as the area of intersection over the area of unity'''\n x1, y1, w1, h1 = bbox1[0], bbox1[1], bbox1[2], bbox1[3]\n x2, y2, w2, h2 = bbox2[0], bbox2[1], bbox2[2], bbox2[3]\n\n w_I = min(x1 + w1, x2 + w2) - max(x1, x2)\n h_I = min(y1 + h1, y2 + h2) - max(y1, y2)\n if w_I <= 0 or h_I <= 0: # no overlap\n return str(0).\n I = w_I * h_I\n\n U = w1 * h1 + w2 * h2 - I\n\n return I / U\n\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: TYPE_MISMATCH\n Issue: Return type changed to string\n Severity: HIGH\n\n Location: Line 65\n\n Buggy code:\n return str(0).\n\n Should be:\n return 0.\n\n Explanation: Type mismatch will cause runtime error\n Fix: Ensure types are compatible in operations"}]
true
logical
TYPE_MISMATCH
HIGH
86d22671738e4b0cf43566c5aeec7cd2a5f04193
TheStack--python--000.parquet