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Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- """ Created on Wed Feb 26 22:23:07 2020 @author: Neal LONG Try to construct URL with string.format """ base_url = "http://quotes.money.163.com/service/gszl_{:>06}.html?type={}" stock = "000002" api_type = 'cp' print("http://quotes.money.163.com/service/gszl_"+stock+".html?type="+api_type) print(base_url.format(stock,api_type)) print('='*40) stock = "00002" print("http://quotes.money.163.com/service/gszl_"+stock+".html?type="+api_type) print(base_url.format(stock,api_type)) print('='*40) print('='*40) print('{:>6}'.format('236')) print('{:>06}'.format('236')) print("Every {} should know the use of {}-{} programming and {}" .format("programmer", "Open", "Source", "Operating Systems")) print("Every {3} should know the use of {2}-{1} programming and {0}" .format("programmer", "Open", "Source", "Operating Systems"))
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
|
api
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 918
| false
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\r\n\"\"\"\r\nCreated on Wed Feb 26 22:23:07 2020\r\n\r\n@author: Neal LONG\r\n\r\nTry to construct URL with string.format\r\n\"\"\"\r\n\r\nbase_url = \"http://quotes.money.163.com/service/gszl_{:>06}.html?type={}\"\r\nstock = \"000002\"\r\napi_type = 'cp'\r\n\r\nprint(\"http://quotes.money.163.com/service/gszl_\"+stock+\".html?type=\"+api_type)\r\nprint(base_url.format(stock,api_type))\r\n\r\nprint('='*40)\r\nstock = \"00002\"\r\n\r\nprint(\"http://quotes.money.163.com/service/gszl_\"+stock+\".html?type=\"+api_type)\r\nprint(base_url.format(stock,api_type))\r\n \r\nprint('='*40)\r\nprint('='*40) \r\nprint('{:>6}'.format('236'))\r\nprint('{:>06}'.format('236'))\r\n\r\n\r\nprint(\"Every {} should know the use of {}-{} programming and {}\"\r\n .format(\"programmer\", \"Open\", \"Source\", \"Operating Systems\")) \r\n \r\n\r\nprint(\"Every {3} should know the use of {2}-{1} programming and {0}\"\r\n .format(\"programmer\", \"Open\", \"Source\", \"Operating Systems\"))"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
4c4be3eb705a80e6147920908a86da5673e90f59
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: from conans.server.launcher import ServerLauncher from conans.util.env_reader import get_env launcher = ServerLauncher(server_dir=get_env("CONAN_SERVER_HOME")) app = launcher.server.root_app def main(*args): launcher.launch() if __name__ == "__main__": main() ... code continues ...
|
Completion: Missing: If block is incomplete - body missing To complete: • Add body to If block or use 'pass' statement Example continuation:
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intermediate
|
machine_learning
|
incomplete_code
|
Pythoncode:Python
| 1
| 0
| 273
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom conans.server.launcher import ServerLauncher\n\nfrom conans.util.env_reader import get_env\n\nlauncher = ServerLauncher(server_dir=get_env(\"CONAN_SERVER_HOME\"))\napp = launcher.server.root_app\n\n\ndef main(*args):\n launcher.launch()\n\n\nif __name__ == \"__main__\":\n main()\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: If block is incomplete - body missing\n\n To complete:\n \u2022 Add body to If block or use 'pass' statement\n\n Example continuation:"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
4c4da9a43e106d41a3befb2cd7c5b3dab87492dd
|
TheStack--python--000.parquet
|
Review 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 azure.core.exceptions import HttpResponseError import msrest.serialization class Resource(msrest.serialization.Model): """Common fields that are returned in the response for all Azure Resource Manager resources. Variables are only populated by the server, and will be ignored when sending a request. :ivar id: Fully qualified resource ID for the resource. Ex - /subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/{resourceProviderNamespace}/{resourceType}/{resourceName}. :vartype id: str :ivar name: The name of the resource. :vartype name: str :ivar type: The type of the resource. E.g. "Microsoft.Compute/virtualMachines" or "Microsoft.Storage/storageAccounts". :vartype type: str :ivar system_data: Azure Resource Manager metadata containing createdBy and modifiedBy information. :vartype system_data: ~video_analyzer.models.SystemData """ _validation = { 'id': {'readonly': True}, 'name': {'readonly': True}, 'type': {'readonly': True}, 'system_data': {'readonly': True}, } _attribute_map = { 'id': {'key': 'id', 'type': 'str'}, 'name': {'key': 'name', 'type': 'str'}, 'type': {'key': 'type', 'type': 'str'}, 'system_data': {'key': 'systemData', 'type': 'SystemData'}, } def __init__( self, **kwargs ): super(Resource, self).__init__(**kwargs) self.id = None self.name = None self.type = None self.system_data = None ... [206 more classdefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 14 Invalid syntax at line 57: ... [206 more classdefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 35 Unexpected indentation at line 36 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 ✨ Improvements: Complete the expression on the last line Add closing quote at line 14 Review syntax near the error location
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advanced
|
api
|
code_review
|
Pythoncode:Python
| 1
| 1
| 2,078
| true
|
[{"role": "user", "content": "Review 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 azure.core.exceptions import HttpResponseError\nimport msrest.serialization\n\n\nclass Resource(msrest.serialization.Model):\n \"\"\"Common fields that are returned in the response for all Azure Resource Manager resources.\n\n Variables are only populated by the server, and will be ignored when sending a request.\n\n :ivar id: Fully qualified resource ID for the resource. Ex -\n /subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/{resourceProviderNamespace}/{resourceType}/{resourceName}.\n :vartype id: str\n :ivar name: The name of the resource.\n :vartype name: str\n :ivar type: The type of the resource. E.g. \"Microsoft.Compute/virtualMachines\" or\n \"Microsoft.Storage/storageAccounts\".\n :vartype type: str\n :ivar system_data: Azure Resource Manager metadata containing createdBy and modifiedBy\n information.\n :vartype system_data: ~video_analyzer.models.SystemData\n \"\"\"\n\n _validation = {\n 'id': {'readonly': True},\n 'name': {'readonly': True},\n 'type': {'readonly': True},\n 'system_data': {'readonly': True},\n }\n\n _attribute_map = {\n 'id': {'key': 'id', 'type': 'str'},\n 'name': {'key': 'name', 'type': 'str'},\n 'type': {'key': 'type', 'type': 'str'},\n 'system_data': {'key': 'systemData', 'type': 'SystemData'},\n }\n\n def __init__(\n self,\n **kwargs\n ):\n super(Resource, self).__init__(**kwargs)\n self.id = None\n self.name = None\n self.type = None\n self.system_data = None\n\n\n\n ... [206 more classdefs 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 14\n Invalid syntax at line 57: ... [206 more classdefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 35\n Unexpected indentation at line 36\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 14\n Review syntax near the error location"}]
| false
| null | null | null |
4c4dd7e5ec767d2a5876ed8c611d8ac4661dfd09
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # # This module builds upon Cycles nodes work licensed as # Copyright 2011-2013 Blender Foundation # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # li
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
intermediate
|
api
|
error_detection
|
Pythoncode:Python
| 1
| 0
| 612
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#\n# This module builds upon Cycles nodes work licensed as\n# Copyright 2011-2013 Blender Foundation\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# li"}, {"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
|
4c4fedd0e6fc912cf1a282846b6e90c655a094c7
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import configparser import numpy as np import os class Config: def _select_val(self, section: str, key: str = None): if section in self._custom and key in self._custom[section]: return self._custom[section][key] elif section in self._config: return self._config[section][key] elif section in self._pickit_config: return self._pickit_config[section][key]
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
advanced
|
oop
|
error_detection
|
Pythoncode:Python
| 1
| 1
| 432
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport configparser\r\nimport numpy as np\r\nimport os\r\n\r\n\r\nclass Config:\r\n def _select_val(self, section: str, key: str = None):\r\n if section in self._custom and key in self._custom[section]:\r\n return self._custom[section][key]\r\n elif section in self._config:\r\n return self._config[section][key]\r\n elif section in self._pickit_config:\r\n return self._pickit_config[section][key]"}, {"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
|
4c4ffee559cb6b71ce9c01f453a956254f1cdb8a
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: # Copyright 2019 Jian Wu # License: Apache 2.0 (http://www.apache.org/licenses/LICENSE-2.0) import math import numpy as np import torch as th import torch.nn as nn import torch.nn.functional as tf import librosa.filters as filters from aps.const import EPSILON from typing import Optional, Union, Tuple def init_window(wnd: str, frame_len: int) -> th.Tensor: """ Return window coefficient Args: wnd: window name frame_len: length of the frame """ def sqrthann(frame_len, periodic=True): return th.hann_window(frame_len, periodic=periodic)**0.5 if wnd not in ["bartlett", "hann", "hamm", "blackman", "rect", "sqrthann"]: raise RuntimeError(f"Unknown window type: {wnd}") wnd_tpl = { "sqrthann": sqrthann, "hann": th.hann_window, "hamm": th.hamming_window, "blackman": th.blackman_window, "bartlett": th.bartlett_window, "rect": th.ones } if wnd != "rect": # match with librosa c = wnd_tpl[wnd](frame_len, periodic=True) else: c = wnd_tpl[wnd](frame_len) return c def init_kernel(frame_len: int, frame_hop: int, window: str, round_pow_of_two: bool = True, normalized: bool = False, inverse: bool = False, mode: str = "librosa") -> th.Tensor: """ Return STFT kernels Args: frame_len: length of the frame frame_hop: hop size between frames window: window name round_pow_of_two: if true, choose round(#power_of_two) as the FFT size normalized: return normalized DFT matrix inverse: return iDFT matrix mode: framing mode (librosa or kaldi) """ if mode not in ["librosa", "kaldi"]: raise ValueError(f"Unsupported mode: {mode}") # FFT points B = 2**math.ceil(math.log2(frame_len)) if round_pow_of_two else frame_len # center padding window if needed if mode == "librosa" and B != frame_len: lpad = (B - frame_len) // 2 window = tf.pad(window, (lpad, B - frame_len - lpad)) if normalized: # make K^H * K = I S = B**0.5 else: S = 1 I = th.stack([th.eye(B), th.zeros(B, B)], dim=-1) # W x B x 2 K = th.fft(I / S, 1) if mode == "kaldi": K = K[:frame_len] if inverse and not normalized: # to make K^H * K = I K = K / B # 2 x B x W K = th.transpose(K, 0, 2) * window # 2B x 1 x W K = th.reshape(K, (B * 2, 1, K.shape[-1])) return K, window ... [17 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 17 Invalid syntax at line 93: ... [17 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 35 Unexpected indentation at line 36 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 43 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 66 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 71 Unexpected indentation at line 72 Unexpected indentation at line 74 Unexpected indentation at line 75 Unexpected indentation at line 77 Unexpected indentation at line 78 Unexpected indentation at line 79 Unexpected indentation at line 80 Unexpected indentation at line 82 Unexpected indentation at line 84 Unexpected indentation at line 85 Unexpected indentation at line 86 Unexpected indentation at line 87 Unexpected indentation at line 88 Unexpected indentation at line 89 ✨ Improvements: Complete the expression on the last line Add closing quote at line 17 Review syntax near the error location
|
intermediate
|
api
|
code_review
|
Pythoncode:Python
| 3
| 0
| 2,642
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Copyright 2019 Jian Wu\n# License: Apache 2.0 (http://www.apache.org/licenses/LICENSE-2.0)\n\nimport math\n\nimport numpy as np\nimport torch as th\nimport torch.nn as nn\nimport torch.nn.functional as tf\nimport librosa.filters as filters\n\nfrom aps.const import EPSILON\nfrom typing import Optional, Union, Tuple\n\n\ndef init_window(wnd: str, frame_len: int) -> th.Tensor:\n \"\"\"\n Return window coefficient\n Args:\n wnd: window name\n frame_len: length of the frame\n \"\"\"\n\n def sqrthann(frame_len, periodic=True):\n return th.hann_window(frame_len, periodic=periodic)**0.5\n\n if wnd not in [\"bartlett\", \"hann\", \"hamm\", \"blackman\", \"rect\", \"sqrthann\"]:\n raise RuntimeError(f\"Unknown window type: {wnd}\")\n\n wnd_tpl = {\n \"sqrthann\": sqrthann,\n \"hann\": th.hann_window,\n \"hamm\": th.hamming_window,\n \"blackman\": th.blackman_window,\n \"bartlett\": th.bartlett_window,\n \"rect\": th.ones\n }\n if wnd != \"rect\":\n # match with librosa\n c = wnd_tpl[wnd](frame_len, periodic=True)\n else:\n c = wnd_tpl[wnd](frame_len)\n return c\n\n\ndef init_kernel(frame_len: int,\n frame_hop: int,\n window: str,\n round_pow_of_two: bool = True,\n normalized: bool = False,\n inverse: bool = False,\n mode: str = \"librosa\") -> th.Tensor:\n \"\"\"\n Return STFT kernels\n Args:\n frame_len: length of the frame\n frame_hop: hop size between frames\n window: window name\n round_pow_of_two: if true, choose round(#power_of_two) as the FFT size\n normalized: return normalized DFT matrix\n inverse: return iDFT matrix\n mode: framing mode (librosa or kaldi)\n \"\"\"\n if mode not in [\"librosa\", \"kaldi\"]:\n raise ValueError(f\"Unsupported mode: {mode}\")\n # FFT points\n B = 2**math.ceil(math.log2(frame_len)) if round_pow_of_two else frame_len\n # center padding window if needed\n if mode == \"librosa\" and B != frame_len:\n lpad = (B - frame_len) // 2\n window = tf.pad(window, (lpad, B - frame_len - lpad))\n if normalized:\n # make K^H * K = I\n S = B**0.5\n else:\n S = 1\n I = th.stack([th.eye(B), th.zeros(B, B)], dim=-1)\n # W x B x 2\n K = th.fft(I / S, 1)\n if mode == \"kaldi\":\n K = K[:frame_len]\n if inverse and not normalized:\n # to make K^H * K = I\n K = K / B\n # 2 x B x W\n K = th.transpose(K, 0, 2) * window\n # 2B x 1 x W\n K = th.reshape(K, (B * 2, 1, K.shape[-1]))\n return K, window\n\n\n\n ... [17 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 17\n Invalid syntax at line 93: ... [17 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 35\n Unexpected indentation at line 36\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 40\n Unexpected indentation at line 41\n Unexpected indentation at line 43\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 71\n Unexpected indentation at line 72\n Unexpected indentation at line 74\n Unexpected indentation at line 75\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 82\n Unexpected indentation at line 84\n Unexpected indentation at line 85\n Unexpected indentation at line 86\n Unexpected indentation at line 87\n Unexpected indentation at line 88\n Unexpected indentation at line 89\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 17\n Review syntax near the error location"}]
| false
| null | null | null |
4c50b18cade6c81fd3dffac9c31804d4407603cf
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # Copyright 2019 Graphcore Ltd. from models.resnet_base import ResNet import tensorflow.compat.v1 as tf import tensorflow.contrib as contrib from tensorflow.python.ipu import normalization_ops # This is all written for: NHWC class TensorflowResNet(ResNet): def __init__(self, *args, **kwargs): self.dtype = tf.float16 super(TensorflowResNet, self).__init__(*args, **kwargs) def _get_variable(self, name, shape, init): return tf.get_variable(name, shape, initializer=init, dtype=self.dtype) def residual(self, x, shortcut, out_filters, stride, type='B'): in_shape = shortcut.get_shape() pad = int(x.get_shape()[3] - in_shape[3]) if pad != 0 or type == 'C': if type == 'A': shortcut = tf.strided_slice(shortcut, [0, 0, 0, 0], in_shape, strides=[1, stride, stride, 1]) shortcut = tf.pad(shortcut, paddings=[[0, 0], [0, 0], [0, 0], [0, pad]]) else: shortcut = self.conv(shortcut, 1, stride, out_filters) shortcut = self.norm(shortcut) x = shortcut + x x = self.relu(x) return x def relu(self, x): return tf.nn.relu(x) def conv(self, x, ksize, stride, filters_out, bias=True): filters_in = x.get_shape()[-1] wshape = [ksize, ksize, filters_in, filters_out] w_init = contrib.layers.xavier_initializer(dtype=self.dtype) weights = self._get_variable('weights', shape=wshape, init=w_init) x = tf.nn.conv2d(x, weights, [1, stride, stride, 1], padding='SAME') if bias: bshape = [filters_out] b_init = tf.zeros_initializer() biases = self._get_variable('biases', shape=bshape, init=b_init) x = x + biases return x def norm(self, x, type='BATCH', groups=32, training=False): if type == 'BATCH': # Perhaps use tf.nn.fused_batch_norm instead. x = tf.layers.batch_normalization(x, fused=True, center=True, scale=True, training=training, trainable=training, momentum=0.997, epsilon=1e-5) elif type == 'GROUP': x = normalization_ops.group_norm(x, groups=groups, center=True, scale=True, training=training, trainable=training, channels_axis=-1, reduction_axes=[-3, -2]) return x ... [4 more functiondefs truncated] ...
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 64: ... [4 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 14 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 25 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
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advanced
|
database
|
debugging
|
Pythoncode:Python
| 6
| 1
| 2,600
| true
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[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Copyright 2019 Graphcore Ltd.\nfrom models.resnet_base import ResNet\n\nimport tensorflow.compat.v1 as tf\nimport tensorflow.contrib as contrib\nfrom tensorflow.python.ipu import normalization_ops\n\n# This is all written for: NHWC\n\n\nclass TensorflowResNet(ResNet):\n def __init__(self, *args, **kwargs):\n self.dtype = tf.float16\n super(TensorflowResNet, self).__init__(*args, **kwargs)\n\n def _get_variable(self, name, shape, init):\n return tf.get_variable(name, shape, initializer=init, dtype=self.dtype)\n\n def residual(self, x, shortcut, out_filters, stride, type='B'):\n in_shape = shortcut.get_shape()\n pad = int(x.get_shape()[3] - in_shape[3])\n if pad != 0 or type == 'C':\n if type == 'A':\n shortcut = tf.strided_slice(shortcut, [0, 0, 0, 0], in_shape,\n strides=[1, stride, stride, 1])\n shortcut = tf.pad(shortcut, paddings=[[0, 0], [0, 0], [0, 0], [0, pad]])\n else:\n shortcut = self.conv(shortcut, 1, stride, out_filters)\n shortcut = self.norm(shortcut)\n x = shortcut + x\n x = self.relu(x)\n return x\n\n def relu(self, x):\n return tf.nn.relu(x)\n\n def conv(self, x, ksize, stride, filters_out, bias=True):\n filters_in = x.get_shape()[-1]\n\n wshape = [ksize, ksize, filters_in, filters_out]\n w_init = contrib.layers.xavier_initializer(dtype=self.dtype)\n weights = self._get_variable('weights', shape=wshape, init=w_init)\n x = tf.nn.conv2d(x, weights, [1, stride, stride, 1], padding='SAME')\n if bias:\n bshape = [filters_out]\n b_init = tf.zeros_initializer()\n biases = self._get_variable('biases', shape=bshape, init=b_init)\n x = x + biases\n return x\n\n def norm(self, x, type='BATCH', groups=32, training=False):\n if type == 'BATCH':\n # Perhaps use tf.nn.fused_batch_norm instead.\n x = tf.layers.batch_normalization(x, fused=True, center=True, scale=True,\n training=training, trainable=training,\n momentum=0.997, epsilon=1e-5)\n elif type == 'GROUP':\n x = normalization_ops.group_norm(x, groups=groups, center=True, scale=True,\n training=training, trainable=training,\n channels_axis=-1, reduction_axes=[-3, -2])\n return x\n\n\n ... [4 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 64: ... [4 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 14\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 25\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
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4c517119112a50b7dbf0616dc32615e3180ecafa
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TheStack--python--000.parquet
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Complete this Pythoncode:Python code: # Generated by Django 3.1.4 on 2020-12-05 18:46 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('app', '0020_auto_20201204_2324'), ] operations = [ migrations.AlterField( model_name='profile',
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name='profileBankAccountNr', field=models.CharField(blank=True, max_length=30, null=True), ), migrations.AlterField( model_name='profile', name='profileTelephoneNumber', field=models.CharField(blank=True, max_length=15, null=True), ), ]
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advanced
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machine_learning
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code_completion
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Pythoncode:Python
| 0
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[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# Generated by Django 3.1.4 on 2020-12-05 18:46\n\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('app', '0020_auto_20201204_2324'),\n ]\n\n operations = [\n migrations.AlterField(\n model_name='profile',"}, {"role": "assistant", "content": "\n name='profileBankAccountNr',\n field=models.CharField(blank=True, max_length=30, null=True),\n ),\n migrations.AlterField(\n model_name='profile',\n name='profileTelephoneNumber',\n field=models.CharField(blank=True, max_length=15, null=True),\n ),\n ]"}]
| false
| null | null | null |
4c545b9b4e257d67ea1869f9e75cf7e1b7bca4c8
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: #!/usr/bin/env python3 import time import os import tempfile import shutil import logging from enum import Enum from argparse import ArgumentParser, Namespace, FileType from netCDF4 import Dataset, MFDataset import geopandas as gpd import numpy as np def get_node_ids(shps, masked): merged = None for i,shp in enumerate(shps): df = gpd.read_file(shp) df.set_index('node_id', inplace=True) logger.debug("Shapefile {0} has {1} nodes".format(shp, len(df))) if merged is None: merged = df.index else: merged = merged.union(df.index) logger.debug("get_node_ids found {0} nodes in {1} shapefiles".format( len(merged), len(shps))) masked_nodes = np.loadtxt(masked) merged = merged.difference(masked_nodes)
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
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intermediate
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api
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error_detection
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Pythoncode:Python
| 4
| 0
| 793
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n\nimport time\nimport os\nimport tempfile\nimport shutil\nimport logging\nfrom enum import Enum\nfrom argparse import ArgumentParser, Namespace, FileType\nfrom netCDF4 import Dataset, MFDataset\nimport geopandas as gpd\nimport numpy as np\n\ndef get_node_ids(shps, masked):\n merged = None\n for i,shp in enumerate(shps):\n df = gpd.read_file(shp)\n df.set_index('node_id', inplace=True)\n logger.debug(\"Shapefile {0} has {1} nodes\".format(shp, len(df)))\n if merged is None:\n merged = df.index\n else:\n merged = merged.union(df.index)\n logger.debug(\"get_node_ids found {0} nodes in {1} shapefiles\".format(\n len(merged), len(shps)))\n\n masked_nodes = np.loadtxt(masked)\n merged = merged.difference(masked_nodes)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Fix: Complete the truncated code structure"}]
| true
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syntax
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HARD_CUT
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CRITICAL
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4c551d5c25c26d348d1738fdb22529ee094e17ed
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TheStack--python--000.parquet
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Fix this broken Pythoncode:Python code: from logging import getLogger from libcity.executor.abstract_tradition_executor import AbstractTraditionExecutor from libcity.utils import get_evaluator class MapMatchingExecutor(AbstractTraditionExecutor): def __init__(self, config, model): self.model = model self.config = config self.evaluator = get_evaluator(config) self.evaluate_res_dir = './libcity/cache/evaluate_cache' self._logger = getLogger() def evaluate(self, test_data): """ use model to test data Error: SyntaxError / EOF
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Fixed Code: from logging import getLogger from libcity.executor.abstract_tradition_executor import AbstractTraditionExecutor from libcity.utils import get_evaluator class MapMatchingExecutor(AbstractTraditionExecutor): def __init__(self, config, model): self.model = model self.config = config self.evaluator = get_evaluator(config) self.evaluate_res_dir = './libcity/cache/evaluate_cache' self._logger = getLogger() def evaluate(self, test_data): """ use model to test data Args: test_data Explanation: Complete the truncated code structure
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advanced
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testing
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error_fixing
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Pythoncode:Python
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| 531
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[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom logging import getLogger\nfrom libcity.executor.abstract_tradition_executor import AbstractTraditionExecutor\nfrom libcity.utils import get_evaluator\n\n\nclass MapMatchingExecutor(AbstractTraditionExecutor):\n\n def __init__(self, config, model):\n self.model = model\n self.config = config\n self.evaluator = get_evaluator(config)\n self.evaluate_res_dir = './libcity/cache/evaluate_cache'\n self._logger = getLogger()\n\n def evaluate(self, test_data):\n \"\"\"\n use model to test data\n\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom logging import getLogger\nfrom libcity.executor.abstract_tradition_executor import AbstractTraditionExecutor\nfrom libcity.utils import get_evaluator\n\n\nclass MapMatchingExecutor(AbstractTraditionExecutor):\n\n def __init__(self, config, model):\n self.model = model\n self.config = config\n self.evaluator = get_evaluator(config)\n self.evaluate_res_dir = './libcity/cache/evaluate_cache'\n self._logger = getLogger()\n\n def evaluate(self, test_data):\n \"\"\"\n use model to test data\n\n Args:\n test_data\n\n Explanation: Complete the truncated code structure"}]
| true
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syntax
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HARD_CUT
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CRITICAL
|
4c55251ed58f769e9fbe55114b14a016770952cb
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TheStack--python--000.parquet
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Fix this broken Pythoncode:Python code: # Generated by Django 2.2.5 on 2020-04-08 00:08 from django.db import migrations Error: SyntaxError / EOF
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Fixed Code: # Generated by Django 2.2.5 on 2020-04-08 00:08 from django.db import migrations class Migration(migrations.Migration): dependencies = [ ('budget', '0004_auto_20200407_2356'), ] Explanation: Complete the truncated code structure
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intermediate
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machine_learning
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error_fixing
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Pythoncode:Python
| 0
| 1
| 83
| true
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[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Generated by Django 2.2.5 on 2020-04-08 00:08\n\nfrom django.db import migrations\n\n\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Generated by Django 2.2.5 on 2020-04-08 00:08\n\nfrom django.db import migrations\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('budget', '0004_auto_20200407_2356'),\n ]\n\n Explanation: Complete the truncated code structure"}]
| true
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syntax
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HARD_CUT
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CRITICAL
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4c55a30419a518ea1054e9871ae5c2c7cf5db9f5
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TheStack--python--000.parquet
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Complete this Pythoncode:Python code: # 대신증권 API # 데이터 요청 방법 2가지 BlockRequest 와 Request 방식 비교 예제 # 플러스 API 에서 데이터를 요청하는 방법은 크게 2가지가 있습니다 # # BlockRequest 방식 - 가장 간단하게 데이터 요청해서 수신 가능 # Request 호출 후 Received 이벤트로 수신 받기 # # 아래는 위 2가지를 비교할 수 있도록 만든 예제 코드입니다 # 일반적인 데이터 요청에는 BlockRequest 방식이 가장 간단합니다 # 다만, BlockRequest 함수 내에서도 동일 하게 메시지펌핑을 하고 있어 해당 통신이 마치기 전에 실시간 시세를 수신 받거나 # 다른 이벤트에 의해 재귀 호출 되는 문제가 있을 경우 함수 호출이 실패할 수 있습니다 # 복잡한 실시간 시세 수신 중에 통신을 해야 하는 경우에는 Request 방식을 이용해야 합니다. import pythoncom from PyQt5.QtWidgets import * import win32com.client import win32event class CpEvent: def set_params(self, client, name, caller): self.client = client # CP 실시간 통신 object self.name = name # 서비스가 다른 이벤트를 구분하기 위한 이름 self.caller = caller # callback 을 위해 보관 def OnReceived(self):
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# 실시간 처리 - 현재가 주문 체결 if self.name == 'stockmst': print('recieved') win32event.SetEvent(StopEvent) return class CpCurReply: def __init__(self, objEvent): self.name = "stockmst" self.obj = objEvent def Subscribe(self): handler = win32com.client.WithEvents(self.obj, CpEvent) handler.set_params(self.obj, self.name, None) ... [1 more functiondefs truncated] ...
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advanced
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api
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code_completion
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Pythoncode:Python
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[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# \ub300\uc2e0\uc99d\uad8c API\r\n# \ub370\uc774\ud130 \uc694\uccad \ubc29\ubc95 2\uac00\uc9c0 BlockRequest \uc640 Request \ubc29\uc2dd \ube44\uad50 \uc608\uc81c\r\n# \ud50c\ub7ec\uc2a4 API \uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc694\uccad\ud558\ub294 \ubc29\ubc95\uc740 \ud06c\uac8c 2\uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4\r\n#\r\n# BlockRequest \ubc29\uc2dd - \uac00\uc7a5 \uac04\ub2e8\ud558\uac8c \ub370\uc774\ud130 \uc694\uccad\ud574\uc11c \uc218\uc2e0 \uac00\ub2a5\r\n# Request \ud638\ucd9c \ud6c4 Received \uc774\ubca4\ud2b8\ub85c \uc218\uc2e0 \ubc1b\uae30\r\n#\r\n# \uc544\ub798\ub294 \uc704 2\uac00\uc9c0\ub97c \ube44\uad50\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4e0 \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4\r\n\r\n# \uc77c\ubc18\uc801\uc778 \ub370\uc774\ud130 \uc694\uccad\uc5d0\ub294 BlockRequest \ubc29\uc2dd\uc774 \uac00\uc7a5 \uac04\ub2e8\ud569\ub2c8\ub2e4\r\n# \ub2e4\ub9cc, BlockRequest \ud568\uc218 \ub0b4\uc5d0\uc11c\ub3c4 \ub3d9\uc77c \ud558\uac8c \uba54\uc2dc\uc9c0\ud38c\ud551\uc744 \ud558\uace0 \uc788\uc5b4 \ud574\ub2f9 \ud1b5\uc2e0\uc774 \ub9c8\uce58\uae30 \uc804\uc5d0 \uc2e4\uc2dc\uac04 \uc2dc\uc138\ub97c \uc218\uc2e0 \ubc1b\uac70\ub098\r\n# \ub2e4\ub978 \uc774\ubca4\ud2b8\uc5d0 \uc758\ud574 \uc7ac\uadc0 \ud638\ucd9c \ub418\ub294 \ubb38\uc81c\uac00 \uc788\uc744 \uacbd\uc6b0 \ud568\uc218 \ud638\ucd9c\uc774 \uc2e4\ud328\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4 \r\n# \ubcf5\uc7a1\ud55c \uc2e4\uc2dc\uac04 \uc2dc\uc138 \uc218\uc2e0 \uc911\uc5d0 \ud1b5\uc2e0\uc744 \ud574\uc57c \ud558\ub294 \uacbd\uc6b0\uc5d0\ub294 Request \ubc29\uc2dd\uc744 \uc774\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.\r\n\r\nimport pythoncom\r\nfrom PyQt5.QtWidgets import *\r\nimport win32com.client\r\n\r\nimport win32event\r\n\r\nclass CpEvent:\r\n def set_params(self, client, name, caller):\r\n self.client = client # CP \uc2e4\uc2dc\uac04 \ud1b5\uc2e0 object\r\n self.name = name # \uc11c\ube44\uc2a4\uac00 \ub2e4\ub978 \uc774\ubca4\ud2b8\ub97c \uad6c\ubd84\ud558\uae30 \uc704\ud55c \uc774\ub984\r\n self.caller = caller # callback \uc744 \uc704\ud574 \ubcf4\uad00\r\n\r\n def OnReceived(self):"}, {"role": "assistant", "content": "\n # \uc2e4\uc2dc\uac04 \ucc98\ub9ac - \ud604\uc7ac\uac00 \uc8fc\ubb38 \uccb4\uacb0\r\n if self.name == 'stockmst':\r\n print('recieved')\r\n win32event.SetEvent(StopEvent)\r\n return\r\n\r\n\r\nclass CpCurReply:\r\n def __init__(self, objEvent):\r\n self.name = \"stockmst\"\r\n self.obj = objEvent\r\n\r\n def Subscribe(self):\r\n handler = win32com.client.WithEvents(self.obj, CpEvent)\r\n handler.set_params(self.obj, self.name, None)\r\n\r\n\r\n\n ... [1 more functiondefs truncated] ..."}]
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4c55bbb06ea35dd59d573da6a8f782da8c81fbf2
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: #%% import numpy as np import copy import matplotlib.pyplot as plt import time def split_cluster_new(tree,local_density,dc_eps,closest_denser_nodes_id,mixin_near_matrix): ''' dc_eps: density_connectivity 阈值 使用父子节点的直接距离，与子节点与兄弟节点的连通距离进行聚簇划分； 使用平均密度划分outlier 返回： outlier_forest cluster_forest ''' mean_density = np.mean(local_density) outlier_forest = {} cluster_forest = {} uncertain_forest = {} not_direct_reach = [] #* 计算不可直接可达的点： for k in range(len(closest_denser_nodes_id)): near_nodes = mixin_near_matrix[k] if closest_denser_nodes_id[k] not in near_nodes: not_direct_reach.append(k) pass not_direct_reach = np.array(not_direct_reach) # not_direct_reach = np.where(closest_dis_denser>eps)[0] #* 将不直接距离可达的点按层次排列： # not_direct_reach = np.array(not_direct_reach) depth_list_not_direct_reach= np.zeros(len(not_direct_reach),dtype=np.int16) for i in range(len(not_direct_reach)): # depth_list_not_direct_reach[i] = tree.node_dir[not_direct_reach[i]].getLvl() depth_list_not_direct_reach[i] = tree.calcu_depth(not_direct_reach[i],0) pass not_direct_reach = list(not_direct_reach[np.argsort(depth_list_not_direct_reach)]) #* 模拟栈结构，层次深的先处理 start = time.clock() while(len(not_direct_reach)>0): #* 判断是否 连通：距离小于阈值，并且密度要大于子树的平均密度 node_id = not_direct_reach.pop() if(node_id==129193 or node_id==61589 or node_id == 123593): print(node_id) if node_id in tree.sorted_gamma_index[0:10]: cluster_forest[node_id] = tree.remove_subtree(node_id) continue node = tree.node_dir[node_id] parent_id = node.parent_id parent_node = tree.node_dir[parent_id] children = parent_node.getChildren() siblings_reliable = [ i for i in children if i not in not_direct_reach] #* 求得兄弟节点，其中兄弟节点不能是不直接可达的点 not_reliable_nodes = [i for i in children if i not in siblings_reliable] if node_id in not_reliable_nodes: not_reliable_nodes.remove(node_id) if node_id in siblings_reliable: siblings_reliable.remove(node_id) pairs_nodes = is_connected_new(tree,local_density,dc_eps,node_id,siblings_reliable,not_reliable_nodes,mixin_near_matrix) if len(pairs_nodes)==0: if(node_id==tree.root_node.node_id): continue if(local_density[node_id]-mean_density*dc_eps)>=0: #* 获取子节点个数: offspring_id = tree.get_subtree_offspring_id(node_id,[node_id]) if(len(offspring_id)<local_density[node_id]): uncertain_forest[node_id] = tree.remove_subtree(node_id) pass else: cluster_forest[node_id] = tree.remove_subtree(node_id) pass pass else: outlier_forest[node_id] ... [code truncated] ...
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Functions: split_cluster_new This code demonstrates Pythoncode:Python programming.
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intermediate
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machine_learning
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code_explanation
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Pythoncode:Python
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| true
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#%%\nimport numpy as np\nimport copy\nimport matplotlib.pyplot as plt\nimport time \n\ndef split_cluster_new(tree,local_density,dc_eps,closest_denser_nodes_id,mixin_near_matrix):\n '''\n dc_eps: density_connectivity \u9608\u503c\n \u4f7f\u7528\u7236\u5b50\u8282\u70b9\u7684\u76f4\u63a5\u8ddd\u79bb\uff0c\u4e0e\u5b50\u8282\u70b9\u4e0e\u5144\u5f1f\u8282\u70b9\u7684\u8fde\u901a\u8ddd\u79bb\u8fdb\u884c\u805a\u7c07\u5212\u5206\uff1b\n \u4f7f\u7528\u5e73\u5747\u5bc6\u5ea6\u5212\u5206outlier\n \u8fd4\u56de\uff1a\n outlier_forest\n cluster_forest\n '''\n mean_density = np.mean(local_density)\n outlier_forest = {}\n cluster_forest = {}\n uncertain_forest = {}\n not_direct_reach = []\n #* \u8ba1\u7b97\u4e0d\u53ef\u76f4\u63a5\u53ef\u8fbe\u7684\u70b9\uff1a\n for k in range(len(closest_denser_nodes_id)):\n near_nodes = mixin_near_matrix[k]\n if closest_denser_nodes_id[k] not in near_nodes:\n not_direct_reach.append(k)\n pass\n not_direct_reach = np.array(not_direct_reach)\n # not_direct_reach = np.where(closest_dis_denser>eps)[0]\n #* \u5c06\u4e0d\u76f4\u63a5\u8ddd\u79bb\u53ef\u8fbe\u7684\u70b9\u6309\u5c42\u6b21\u6392\u5217\uff1a\n # not_direct_reach = np.array(not_direct_reach)\n depth_list_not_direct_reach= np.zeros(len(not_direct_reach),dtype=np.int16)\n for i in range(len(not_direct_reach)):\n # depth_list_not_direct_reach[i] = tree.node_dir[not_direct_reach[i]].getLvl()\n depth_list_not_direct_reach[i] = tree.calcu_depth(not_direct_reach[i],0)\n pass\n not_direct_reach = list(not_direct_reach[np.argsort(depth_list_not_direct_reach)])\n #* \u6a21\u62df\u6808\u7ed3\u6784\uff0c\u5c42\u6b21\u6df1\u7684\u5148\u5904\u7406\n start = time.clock()\n while(len(not_direct_reach)>0):\n #* \u5224\u65ad\u662f\u5426 \u8fde\u901a\uff1a\u8ddd\u79bb\u5c0f\u4e8e\u9608\u503c\uff0c\u5e76\u4e14\u5bc6\u5ea6\u8981\u5927\u4e8e\u5b50\u6811\u7684\u5e73\u5747\u5bc6\u5ea6\n node_id = not_direct_reach.pop()\n if(node_id==129193 or node_id==61589 or node_id == 123593):\n print(node_id)\n if node_id in tree.sorted_gamma_index[0:10]:\n cluster_forest[node_id] = tree.remove_subtree(node_id)\n continue\n node = tree.node_dir[node_id]\n parent_id = node.parent_id\n parent_node = tree.node_dir[parent_id]\n children = parent_node.getChildren()\n siblings_reliable = [ i for i in children if i not in not_direct_reach] #* \u6c42\u5f97\u5144\u5f1f\u8282\u70b9\uff0c\u5176\u4e2d\u5144\u5f1f\u8282\u70b9\u4e0d\u80fd\u662f\u4e0d\u76f4\u63a5\u53ef\u8fbe\u7684\u70b9\n not_reliable_nodes = [i for i in children if i not in siblings_reliable]\n if node_id in not_reliable_nodes:\n not_reliable_nodes.remove(node_id)\n if node_id in siblings_reliable:\n siblings_reliable.remove(node_id)\n pairs_nodes = is_connected_new(tree,local_density,dc_eps,node_id,siblings_reliable,not_reliable_nodes,mixin_near_matrix)\n if len(pairs_nodes)==0:\n if(node_id==tree.root_node.node_id):\n continue\n if(local_density[node_id]-mean_density*dc_eps)>=0:\n #* \u83b7\u53d6\u5b50\u8282\u70b9\u4e2a\u6570:\n offspring_id = tree.get_subtree_offspring_id(node_id,[node_id])\n if(len(offspring_id)<local_density[node_id]):\n uncertain_forest[node_id] = tree.remove_subtree(node_id)\n pass\n else:\n cluster_forest[node_id] = tree.remove_subtree(node_id)\n pass\n pass\n else:\n outlier_forest[node_id]\n\n ... [code truncated] ..."}, {"role": "assistant", "content": " Functions: split_cluster_new\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
4c55db68c1c667219febb6705164366e8f8c7adb
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from __future__ import print_function import sys class TAO(data.Dataset): r"""A torch Dataset for loading in `the TAO VOS dataset <https://www.vision.rwth-aachen.de/page/taovos/>`_. Will fetch sequences of rgb images, instance segmentation labels, SuperPoint features (optional). Example of sequence creation from frames with `seqlen=4`, `dilation=1`, `stride=3`, and `start=2`: .. code-block:: sequence0 ┎───────────────┲───────────────┲───────────────┒ | | | | frame0 frame1 frame2 frame3 frame4 frame5 frame6 frame7 frame8 frame9 frame10 frame11 ... | | | | └───────────────┵───────────────┵────────────────┚ sequence1 Args: basedir (str): Path to the base directory containing the directories from TAO. videos (str or tuple of str): Videos to use from sequences (used for creating train/val/test splits). Can be path to a `.txt` file where each line is a Video Seqeunce name, a tuple of scene names. seqlen (int): Number of frames to use for each sequence of frames. Default: 4 dilation (int or None): Number of (original video's) frames to skip between two consecutive frames in the extracted sequence. See above example if unsure. If None, will set `dilation = 0`. Default: None stride (int or None): Number of frames between the first frames of two consecutive extracted sequences. See above example if unsure. If None, will set `stride = seqlen * (dilation + 1)` (non-overlapping sequences). Default: None start (int or None): Index of the frame from which to start extracting sequences for every video. If None, will start from the first frame. Default: None end (int): Index of the frame at which to stop extracting sequences for every video. If None, will continue extracting frames until the end of the video. Default: None height (int): Spatial height to resize frames to. Default: 480 width (int): Spatial width to resize frames to. Default: 640 return_seg (bool): Determines whether to return instance segmentation labels. Default: True return_points (bool): Determines whether to return SuperPoint Features. Default: False return_videonames (bool): Determines whether to return videonames for the sequences. Default: False """ ... [3 more functiondefs truncated] ..
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 4 • Block at line 7 has no indented body Fixes: • Complete the expression on the last line • Add closing quote at line 4 • Review syntax near the error location
|
advanced
|
testing
|
syntax_repair
|
Pythoncode:Python
| 0
| 1
| 2,761
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom __future__ import print_function\nimport sys\nclass TAO(data.Dataset):\n r\"\"\"A torch Dataset for loading in `the TAO VOS dataset <https://www.vision.rwth-aachen.de/page/taovos/>`_. Will fetch sequences of\n rgb images, instance segmentation labels, SuperPoint features (optional).\n\n Example of sequence creation from frames with `seqlen=4`, `dilation=1`, `stride=3`, and `start=2`:\n\n .. code-block::\n\n\n sequence0\n \u250e\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2532\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2532\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2512\n | | | |\n frame0 frame1 frame2 frame3 frame4 frame5 frame6 frame7 frame8 frame9 frame10 frame11 ...\n | | | |\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2535\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2535\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u251a\n sequence1\n\n\n Args:\n basedir (str): Path to the base directory containing the directories from TAO.\n videos (str or tuple of str): Videos to use from sequences (used for creating train/val/test splits). Can\n be path to a `.txt` file where each line is a Video Seqeunce name, a tuple of scene names.\n seqlen (int): Number of frames to use for each sequence of frames. Default: 4\n dilation (int or None): Number of (original video's) frames to skip between two consecutive\n frames in the extracted sequence. See above example if unsure.\n If None, will set `dilation = 0`. Default: None\n stride (int or None): Number of frames between the first frames of two consecutive extracted sequences.\n See above example if unsure. If None, will set `stride = seqlen * (dilation + 1)`\n (non-overlapping sequences). Default: None\n start (int or None): Index of the frame from which to start extracting sequences for every video.\n If None, will start from the first frame. Default: None\n end (int): Index of the frame at which to stop extracting sequences for every video.\n If None, will continue extracting frames until the end of the video. Default: None\n height (int): Spatial height to resize frames to. Default: 480\n width (int): Spatial width to resize frames to. Default: 640\n return_seg (bool): Determines whether to return instance segmentation labels. Default: True\n return_points (bool): Determines whether to return SuperPoint Features. Default: False\n return_videonames (bool): Determines whether to return videonames for the sequences. Default: False\n\n \"\"\"\n\n\n ... [3 more functiondefs truncated] .."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 4\n \u2022 Block at line 7 has no indented body\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 4\n \u2022 Review syntax near the error location"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
4c56a26b957f0f1d768b5949bae27c075bbc9817
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from typing import TYPE_CHECKING if TYPE_CHECKING: from Platforms.Web.main_web import PhaazebotWeb import json from aiohttp.web import Response from Utils.Classes.extendedrequest import ExtendedRequest async def apiDiscordConfigsQuoteDisabledChannelExists(cls:"PhaazebotWeb", WebRequest:ExtendedRequest, **kwargs) -> Response: """ Optional keywords: ------------------ * msg `str` : (Default: None) * [Overwrites default] * channel_id `str` * * channel_name `str` * Default message (*gets altered by optional keywords): ---------------------------------------------------- Disabled quote channel already exists """ res:dict = dict(status=400, error="discord_disabled_regularchannel_exists") channel_id:str = kwargs.get("channel_id", "") if channel_id: res["channel_id"] = str(channel_id) channel_name:str = kwargs.get("channel_name", "") if channel_name: res["channel_name"] = str(channel_name) # build message default_msg:str = "Disabled quote channel already exists" if channel_name: default_msg += f" for '{channel_name}'" # Complete this line default_msg += f" (Channel ID:{channel_id})" msg:str = kwargs.get("msg", default_msg) res["msg"] = msg cls.BASE.Logger.debug(f"(API/Discord) 400 Channel exists: {WebRequest.path}", require="api:400") return cls.response( text=json.dumps(res), content_type="application/json", status=400 ) async def apiDiscordConfigsQuoteDisabledChannelNotExists(cls:"PhaazebotWeb", WebRequest:ExtendedRequest, **kwargs) -> Response: """ Optional keywords: ------------------ * msg `str` : (Default: None) * [Overwrites default] * channel_id `str` * * channel_name `str` * Default message (*gets altered by optional keywords): ---------------------------------------------------- Disabled quote channel does not exists """ res:dict = dict(status=400, error="discord_disabled_regularchannel_not_exists") channel_id:str = kwargs.get("channel_id", "") if channel_id: res["channel_id"] = str(channel_id) channel_name:str = kwargs.get("channel_name", "") if channel_name: res["channel_name"] = str(channel_name) # build message default_msg:str = "Disabled quote channel does not exists" if channel_name: default_msg += f" for '{channel_name}'" if channel_id: default_msg += f" (Channel ID:{channel_id})" msg:str = kwargs.get("msg", default_msg) res["msg"] = msg cls.BASE.Logger.debug(f"(API/Discord) 400 Channel does not exists: {WebRequest.path}", require="api:400") return cls.response( text=json.dumps(res), content_type="application/json", status=400 )
|
The missing line is: if channel_id:
|
intermediate
|
api
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 0
| 2,572
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom typing import TYPE_CHECKING\nif TYPE_CHECKING:\n\tfrom Platforms.Web.main_web import PhaazebotWeb\n\nimport json\nfrom aiohttp.web import Response\nfrom Utils.Classes.extendedrequest import ExtendedRequest\n\nasync def apiDiscordConfigsQuoteDisabledChannelExists(cls:\"PhaazebotWeb\", WebRequest:ExtendedRequest, **kwargs) -> Response:\n\t\"\"\"\n\tOptional keywords:\n\t------------------\n\t* msg `str` : (Default: None) * [Overwrites default]\n\t* channel_id `str` *\n\t* channel_name `str` *\n\n\tDefault message (*gets altered by optional keywords):\n\t----------------------------------------------------\n\tDisabled quote channel already exists\n\t\"\"\"\n\tres:dict = dict(status=400, error=\"discord_disabled_regularchannel_exists\")\n\n\tchannel_id:str = kwargs.get(\"channel_id\", \"\")\n\tif channel_id:\n\t\tres[\"channel_id\"] = str(channel_id)\n\n\tchannel_name:str = kwargs.get(\"channel_name\", \"\")\n\tif channel_name:\n\t\tres[\"channel_name\"] = str(channel_name)\n\n\t# build message\n\tdefault_msg:str = \"Disabled quote channel already exists\"\n\n\tif channel_name:\n\t\tdefault_msg += f\" for '{channel_name}'\"\n\n # Complete this line\n\t\tdefault_msg += f\" (Channel ID:{channel_id})\"\n\n\tmsg:str = kwargs.get(\"msg\", default_msg)\n\tres[\"msg\"] = msg\n\n\tcls.BASE.Logger.debug(f\"(API/Discord) 400 Channel exists: {WebRequest.path}\", require=\"api:400\")\n\treturn cls.response(\n\t\ttext=json.dumps(res),\n\t\tcontent_type=\"application/json\",\n\t\tstatus=400\n\t)\n\nasync def apiDiscordConfigsQuoteDisabledChannelNotExists(cls:\"PhaazebotWeb\", WebRequest:ExtendedRequest, **kwargs) -> Response:\n\t\"\"\"\n\tOptional keywords:\n\t------------------\n\t* msg `str` : (Default: None) * [Overwrites default]\n\t* channel_id `str` *\n\t* channel_name `str` *\n\n\tDefault message (*gets altered by optional keywords):\n\t----------------------------------------------------\n\tDisabled quote channel does not exists\n\t\"\"\"\n\tres:dict = dict(status=400, error=\"discord_disabled_regularchannel_not_exists\")\n\n\tchannel_id:str = kwargs.get(\"channel_id\", \"\")\n\tif channel_id:\n\t\tres[\"channel_id\"] = str(channel_id)\n\n\tchannel_name:str = kwargs.get(\"channel_name\", \"\")\n\tif channel_name:\n\t\tres[\"channel_name\"] = str(channel_name)\n\n\t# build message\n\tdefault_msg:str = \"Disabled quote channel does not exists\"\n\n\tif channel_name:\n\t\tdefault_msg += f\" for '{channel_name}'\"\n\n\tif channel_id:\n\t\tdefault_msg += f\" (Channel ID:{channel_id})\"\n\n\tmsg:str = kwargs.get(\"msg\", default_msg)\n\tres[\"msg\"] = msg\n\n\tcls.BASE.Logger.debug(f\"(API/Discord) 400 Channel does not exists: {WebRequest.path}\", require=\"api:400\")\n\treturn cls.response(\n\t\ttext=json.dumps(res),\n\t\tcontent_type=\"application/json\",\n\t\tstatus=400\n\t)"}, {"role": "assistant", "content": "The missing line is:\n\tif channel_id:"}]
| false
| null | null | null |
4c573a085ee0bd360c33de2b14ef3c06c724afc8
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: import torch import torch.nn as nn class EstimatorCV(): def __init__(self, feature_num, class_num): super(EstimatorCV, self).__init__() self.class_num = class_num self.CoVariance = torch.zeros(class_num, feature_num, feature_num)#.cuda() self.Ave = torch.zeros(class_num, feature_num)#.cuda() self.Amount = torch.zeros(class_num)#.cuda() def update_CV(self, features, labels): N = features.size(0) C = self.class_num A = features.size(1) NxCxFeatures = features.view( N, 1, A ).expand( N, C, A ) onehot = torch.zeros(N, C)#.cuda() onehot.scatter_(1, labels.view(-1, 1), 1) NxCxA_onehot = onehot.view(N, C, 1).expand(N, C, A) features_by_sort = NxCxFeatures.mul(NxCxA_onehot) Amount_CxA = NxCxA_onehot.sum(0) Amount_CxA[Amount_CxA == 0] = 1 ave_CxA = features_by_sort.sum(0) / Amount_CxA var_temp = features_by_sort - \ ave_CxA.expand(N, C, A).mul(NxCxA_onehot) var_temp = torch.bmm( var_temp.permute(1, 2, 0), var_temp.permute(1, 0, 2) ).div(Amount_CxA.view(C, A, 1).expand(C, A, A)) sum_weight_CV = onehot.sum(0).view(C, 1, 1).expand(C, A, A) sum_weight_AV = onehot.sum(0).view(C, 1).expand(C, A) weight_CV = sum_weight_CV.div( sum_weight_CV + self.Amount.view(C, 1, 1).expand(C, A, A) ) weight_CV[weight_CV != weight_CV] = 0 weight_AV = sum_weight_AV.div( sum_weight_AV + self.Amount.view(C, 1 ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: ) weight_AV[weight_AV != weight_AV] = 0 additional_CV = weight_CV.mul(1 - weight_CV).mul( torch.bmm(
|
advanced
|
ui
|
incomplete_code
|
Pythoncode:Python
| 3
| 2
| 1,624
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport torch\nimport torch.nn as nn\n\n\nclass EstimatorCV():\n def __init__(self, feature_num, class_num):\n super(EstimatorCV, self).__init__()\n self.class_num = class_num\n self.CoVariance = torch.zeros(class_num, feature_num, feature_num)#.cuda()\n self.Ave = torch.zeros(class_num, feature_num)#.cuda()\n self.Amount = torch.zeros(class_num)#.cuda()\n\n def update_CV(self, features, labels):\n N = features.size(0)\n C = self.class_num\n A = features.size(1)\n\n NxCxFeatures = features.view(\n N, 1, A\n ).expand(\n N, C, A\n )\n onehot = torch.zeros(N, C)#.cuda()\n onehot.scatter_(1, labels.view(-1, 1), 1)\n\n NxCxA_onehot = onehot.view(N, C, 1).expand(N, C, A)\n\n features_by_sort = NxCxFeatures.mul(NxCxA_onehot)\n\n Amount_CxA = NxCxA_onehot.sum(0)\n Amount_CxA[Amount_CxA == 0] = 1\n\n ave_CxA = features_by_sort.sum(0) / Amount_CxA\n\n var_temp = features_by_sort - \\\n ave_CxA.expand(N, C, A).mul(NxCxA_onehot)\n\n var_temp = torch.bmm(\n var_temp.permute(1, 2, 0),\n var_temp.permute(1, 0, 2)\n ).div(Amount_CxA.view(C, A, 1).expand(C, A, A))\n\n sum_weight_CV = onehot.sum(0).view(C, 1, 1).expand(C, A, A)\n\n sum_weight_AV = onehot.sum(0).view(C, 1).expand(C, A)\n\n weight_CV = sum_weight_CV.div(\n sum_weight_CV + self.Amount.view(C, 1, 1).expand(C, A, A)\n )\n weight_CV[weight_CV != weight_CV] = 0\n\n weight_AV = sum_weight_AV.div(\n sum_weight_AV + self.Amount.view(C, 1\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 weight_AV[weight_AV != weight_AV] = 0\n\n additional_CV = weight_CV.mul(1 - weight_CV).mul(\n torch.bmm("}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
4c59684045a1dab8436432732a93183e33f7d39d
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: class MetaFigure: """A class which defines a figure object""" def __init__(self, kind, sim=None, subplots=None, rcParams=None, autosize=0.35, **kwargs): if not sim: from .. import sim self.sim = sim self.kind = kind # Make a copy of the current matplotlib rcParams and update them self.orig_rcParams = deepcopy(mpl.rcParamsDefault) if rcParams: for rcParam in rcParams: if rcParam in mpl.rcParams: mpl.rcParams[rcParam] = rcParams[rcParam] else: print(rcParam, 'not found in matplotlib.rcParams') self.rcParams = rcParams else: self.rcParams = self.orig_rcParams # Set up any subplots if not subplots: nrows = 1 ncols = 1 elif type(subplots) == int:
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 4 has no indented body • Block at line 28 has no body - expected indented block • IndentationError at line 28 Fix: Complete the truncated code structure
|
advanced
|
oop
|
error_detection
|
Pythoncode:Python
| 1
| 1
| 886
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass MetaFigure:\n \"\"\"A class which defines a figure object\"\"\"\n\n def __init__(self, kind, sim=None, subplots=None, rcParams=None, autosize=0.35, **kwargs):\n\n if not sim:\n from .. import sim\n self.sim = sim\n\n self.kind = kind\n\n # Make a copy of the current matplotlib rcParams and update them\n self.orig_rcParams = deepcopy(mpl.rcParamsDefault)\n if rcParams:\n for rcParam in rcParams:\n if rcParam in mpl.rcParams:\n mpl.rcParams[rcParam] = rcParams[rcParam]\n else:\n print(rcParam, 'not found in matplotlib.rcParams')\n self.rcParams = rcParams\n else:\n self.rcParams = self.orig_rcParams\n\n # Set up any subplots\n if not subplots:\n nrows = 1\n ncols = 1\n elif type(subplots) == int:"}, {"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 Block at line 28 has no body - expected indented block\n \u2022 IndentationError at line 28\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
4c59cbad1a1c628d8be0abf3472039d2b0fe36c6
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: from mo_parsing.helpers import QuotedString wikiInput = """ Here is a simple Wiki input: *This is in italics.* **This is in bold!** ***This is in bold italics!*** Here's a URL to {{Pyparsing's Wiki Page->https://site-closed.wikispaces.com}} """ def convertToHTML(opening, closing): def conversionParseAction(t, l, s): return opening + t[0] + closing return conversionParseAction italicized = QuotedString("*").add_parse_action(convertToHTML("<I>", "</I>")) bolded = QuotedString("**").add_parse_action(convertToHTML("<B>", "</B>")) boldItalicized = QuotedString("***").add_parse_action(convertToHTML("<B><I>", "</I></B>")) def convertToHTML_A(t, l, s): try: text, url = t[0].split("->") except ValueError: raise ParseFatalException(s, l, "invalid URL link reference: " + t[0]) return '<A href="{}">{}</A>'.format(url, text) urlRef = QuotedString("{{", end_quote_char="}}").add_parse_action(convertToHTML_A) wikiMarkup = urlRef | boldItalicized | bolded | italicized
|
Code analysis results: 🔴 Errors found: Unterminated string literal at line 3 ⚠️ Warnings: Unexpected indentation at line 2 Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 8 💡 Suggestions: Add closing quote at line 3
|
intermediate
|
api
|
debugging
|
Pythoncode:Python
| 3
| 0
| 1,069
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom mo_parsing.helpers import QuotedString\r\n\r\nwikiInput = \"\"\"\r\nHere is a simple Wiki input:\r\n *This is in italics.*\r\n **This is in bold!**\r\n ***This is in bold italics!***\r\n Here's a URL to {{Pyparsing's Wiki Page->https://site-closed.wikispaces.com}}\r\n\"\"\"\r\n\r\n\r\ndef convertToHTML(opening, closing):\r\n def conversionParseAction(t, l, s):\r\n return opening + t[0] + closing\r\n\r\n return conversionParseAction\r\n\r\n\r\nitalicized = QuotedString(\"*\").add_parse_action(convertToHTML(\"<I>\", \"</I>\"))\r\nbolded = QuotedString(\"**\").add_parse_action(convertToHTML(\"<B>\", \"</B>\"))\r\nboldItalicized = QuotedString(\"***\").add_parse_action(convertToHTML(\"<B><I>\", \"</I></B>\"))\r\n\r\n\r\ndef convertToHTML_A(t, l, s):\r\n try:\r\n text, url = t[0].split(\"->\")\r\n except ValueError:\r\n raise ParseFatalException(s, l, \"invalid URL link reference: \" + t[0])\r\n return '<A href=\"{}\">{}</A>'.format(url, text)\r\n\r\n\r\nurlRef = QuotedString(\"{{\", end_quote_char=\"}}\").add_parse_action(convertToHTML_A)\r\n\r\nwikiMarkup = urlRef | boldItalicized | bolded | italicized"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 3\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 2\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 3"}]
| false
| null | null | null |
4c5b0cb42835f92d5cfa623b7b0648900462ba33
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: import pytest import re from typing import Any, Tuple from dataclasses import dataclass from app_settings_dict import Settings def test_simple_settings() -> None: settings = Settings( settings_file_path="C:/Users/chris/Documents/sample_settings_file_name.json", default_factories={ "key1": lambda: "value1", }, data={ "key1": "hello", "key2": "world", }, ) assert settings["key1"] == "hello" ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: assert settings["key2"] == "world" del settings["key1"] del settings["key2"] assert "key1" not in settings assert "key2" not in settings
|
intermediate
|
testing
|
incomplete_code
|
Pythoncode:Python
| 3
| 0
| 481
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport pytest\nimport re\nfrom typing import Any, Tuple\nfrom dataclasses import dataclass\nfrom app_settings_dict import Settings\n\n\ndef test_simple_settings() -> None:\n settings = Settings(\n settings_file_path=\"C:/Users/chris/Documents/sample_settings_file_name.json\",\n default_factories={\n \"key1\": lambda: \"value1\",\n },\n data={\n \"key1\": \"hello\",\n \"key2\": \"world\",\n },\n )\n assert settings[\"key1\"] == \"hello\"\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 assert settings[\"key2\"] == \"world\"\n del settings[\"key1\"]\n del settings[\"key2\"]\n assert \"key1\" not in settings\n assert \"key2\" not in settings"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
4c5b215bf00e243da89ca4e94c55e9e94a7ff44a
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import os import time import cv2 import sys def draw_axis(img, yaw, pitch, roll, tdx=None, tdy=None, size = 50): print(yaw,roll,pitch) pitch = pitch * np.pi / 180 yaw = -(yaw * np.pi / 180) roll = roll * np.pi / 180 if tdx != None and tdy != None: tdx = tdx tdy = tdy else: height, width = img.shape[:2] tdx = width / 2 tdy = height / 2 # X-Axis pointing to right. drawn in red x1 = size * (cos(yaw) * cos(roll)) + tdx y1 = size * (cos(pitch) * sin(roll) + cos(roll) * sin(pitch) * sin(yaw)) + tdy # Y-Axis | drawn in green # v x2 = size * (-cos(yaw) * sin(roll)) + tdx y2 = size * (cos(pitch) * cos(roll) - sin(pitch) * sin(yaw) * sin(roll)) + tdy # Z-Axis (out of the screen) drawn in blue x3 = size * (sin(yaw)) + tdx y3 = size * (-cos(yaw) * sin(pitch)) + tdy cv2.line(img, (int(tdx), int(tdy)), (int(x1),int(y1)),(0,0,255),3) cv2.line(img, (int(tdx), int(tdy)), (int(x2),int(y2)),(0,255,0),3) cv2.line(img, (int(tdx), int(tdy)), (int(x3),int(y3)),(255,0,0),2) return img ... [2 more functiondefs truncated] ... Error: IndentationError: unexpected indent
|
Fixed Code: import os import time import cv2 import sys def draw_axis(img, yaw, pitch, roll, tdx=None, tdy=None, size = 50): print(yaw,roll,pitch) pitch = pitch * np.pi / 180 yaw = -(yaw * np.pi / 180) roll = roll * np.pi / 180 if tdx != None and tdy != None: tdx = tdx tdy = tdy else: height, width = img.shape[:2] tdx = width / 2 tdy = height / 2 # X-Axis pointing to right. drawn in red Explanation: Fix indentation to match Python syntax rules
|
intermediate
|
general
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 1,162
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport os\nimport time\n\nimport cv2\nimport sys\ndef draw_axis(img, yaw, pitch, roll, tdx=None, tdy=None, size = 50):\n print(yaw,roll,pitch)\n pitch = pitch * np.pi / 180\n yaw = -(yaw * np.pi / 180)\n roll = roll * np.pi / 180\n\n if tdx != None and tdy != None:\n tdx = tdx\n tdy = tdy\n else:\n height, width = img.shape[:2]\n tdx = width / 2\n tdy = height / 2\n\n # X-Axis pointing to right. drawn in red\n x1 = size * (cos(yaw) * cos(roll)) + tdx\n y1 = size * (cos(pitch) * sin(roll) + cos(roll) * sin(pitch) * sin(yaw)) + tdy\n\n # Y-Axis | drawn in green\n # v\n x2 = size * (-cos(yaw) * sin(roll)) + tdx\n y2 = size * (cos(pitch) * cos(roll) - sin(pitch) * sin(yaw) * sin(roll)) + tdy\n\n # Z-Axis (out of the screen) drawn in blue\n x3 = size * (sin(yaw)) + tdx\n y3 = size * (-cos(yaw) * sin(pitch)) + tdy\n\n cv2.line(img, (int(tdx), int(tdy)), (int(x1),int(y1)),(0,0,255),3)\n cv2.line(img, (int(tdx), int(tdy)), (int(x2),int(y2)),(0,255,0),3)\n cv2.line(img, (int(tdx), int(tdy)), (int(x3),int(y3)),(255,0,0),2)\n\n return img\n \n\n ... [2 more functiondefs truncated] ...\n\n Error: IndentationError: unexpected indent"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport os\nimport time\n\nimport cv2\nimport sys\ndef draw_axis(img, yaw, pitch, roll, tdx=None, tdy=None, size = 50):\n print(yaw,roll,pitch)\n pitch = pitch * np.pi / 180\n yaw = -(yaw * np.pi / 180)\n roll = roll * np.pi / 180\n\n if tdx != None and tdy != None:\n tdx = tdx\n tdy = tdy\n else:\n height, width = img.shape[:2]\n tdx = width / 2\n tdy = height / 2\n\n # X-Axis pointing to right. drawn in red\n\n Explanation: Fix indentation to match Python syntax rules"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
4c5b696f9bc64bbbc8bda141e564e9a8de0891a8
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: import discord from discord.commands import option
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
beginner
|
general
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 51
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport discord\nfrom discord.commands import option"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
4c5b93a68b2014eb34642b9dabeaf09a9053d01e
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: from _thread import start_new_thread from bitcoin.messages import * from bitcoin.net import CAddress from bitcoin.core import CBlock from io import BytesIO as _BytesIO import atexit import bitcoin import fcntl import hashlib import json import os import random import re import socket import struct import sys import time import datetime def terminal(cmd): return os.popen(cmd).read() # Send commands to the Bitcoin Core Console def bitcoin(cmd): return os.popen('./../../src/bitcoin-cli -rpcuser=cybersec -rpcpassword=kZIdeN4HjZ3fp9Lge4iezt0eJrbjSi8kuSuOHeUkEUbQVdf09JZXAAGwF3R5R2qQkPgoLloW91yTFuufo7CYxM2VPT7A5lYeTrodcLWWzMMwIrOKu7ZNiwkrKOQ95KGW8kIuL1slRVFXoFpGsXXTIA55V3iUYLckn8rj8MZHBpmdGQjLxakotkj83ZlSRx1aOJ4BFxdvDNz0WHk1i2OPgXL4nsd56Ph991eKNbXVJHtzqCXUbtDELVf4shFJXame -rpcport=8332 ' + cmd).read() # Generate a random identity using the broadcast address template def random_ip(): # By forcing the IP to be above a certain threshhold, it prevents a lot of errors minimum_ip_range = min(int(attacker_ip.split('.')[-1]), int(victim_ip.split('.')[-1])) + 1 while(True): ip = broadcast_address old_ip = '' while(old_ip != ip): old_ip = ip ip = ip.replace('255', str(random.randint(minimum_ip_range, 255)), 1) # Don't accept already assigned IPs if ip == default_gateway: continue if ip == victim_ip: continue
|
if ip not in [x[0] for x in identity_address]: break return ip #return f'10.0.{str(random.randint(0, 255))}.{str(random.randint(0, 255))}' # Checking the internet by sending a single ping to Google #def internet_is_active(): # return os.system('ping -c 1 google.com') == 0 # If all else fails, we can use this to recover the network #def reset_network(): # print('Resetting network...') # terminal(f'sudo ifconfig {network_interface} {attacker_ip} down') # terminal(f'sudo ifconfig {network_interface} {attacker_ip} up') # Create an alias for a specified identity def ip_alias(ip_address): global alias_num print(f'Setting up IP alias {ip_address} on {network_interface}') interface = f'{network_interface}:{alias_num}' terminal(f'sudo ifconfig {interface} {ip_address} netmask 255.255.255.0 broadcast {broadcast_address} up') alias_num += 1 return interface # Construct a block packet using python-bitcoinlib ... [11 more functiondefs truncated] ...
|
intermediate
|
machine_learning
|
code_completion
|
Pythoncode:Python
| 4
| 0
| 2,311
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom _thread import start_new_thread\nfrom bitcoin.messages import *\nfrom bitcoin.net import CAddress\nfrom bitcoin.core import CBlock\nfrom io import BytesIO as _BytesIO\nimport atexit\nimport bitcoin\nimport fcntl\nimport hashlib\nimport json\nimport os\nimport random\nimport re\nimport socket\nimport struct\nimport sys\nimport time\nimport datetime\n\ndef terminal(cmd):\n\treturn os.popen(cmd).read()\n\n# Send commands to the Bitcoin Core Console\ndef bitcoin(cmd):\n\treturn os.popen('./../../src/bitcoin-cli -rpcuser=cybersec -rpcpassword=kZIdeN4HjZ3fp9Lge4iezt0eJrbjSi8kuSuOHeUkEUbQVdf09JZXAAGwF3R5R2qQkPgoLloW91yTFuufo7CYxM2VPT7A5lYeTrodcLWWzMMwIrOKu7ZNiwkrKOQ95KGW8kIuL1slRVFXoFpGsXXTIA55V3iUYLckn8rj8MZHBpmdGQjLxakotkj83ZlSRx1aOJ4BFxdvDNz0WHk1i2OPgXL4nsd56Ph991eKNbXVJHtzqCXUbtDELVf4shFJXame -rpcport=8332 ' + cmd).read()\n\n# Generate a random identity using the broadcast address template\ndef random_ip():\n\t# By forcing the IP to be above a certain threshhold, it prevents a lot of errors\n\tminimum_ip_range = min(int(attacker_ip.split('.')[-1]), int(victim_ip.split('.')[-1])) + 1\n\twhile(True):\n\t\tip = broadcast_address\n\t\told_ip = ''\n\t\twhile(old_ip != ip):\n\t\t\told_ip = ip\n\t\t\tip = ip.replace('255', str(random.randint(minimum_ip_range, 255)), 1)\n\t\t# Don't accept already assigned IPs\n\t\tif ip == default_gateway: continue\n\t\tif ip == victim_ip: continue"}, {"role": "assistant", "content": "\n\t\tif ip not in [x[0] for x in identity_address]: break\n\treturn ip\n\t#return f'10.0.{str(random.randint(0, 255))}.{str(random.randint(0, 255))}'\n\n# Checking the internet by sending a single ping to Google\n#def internet_is_active():\n#\treturn os.system('ping -c 1 google.com') == 0\n\n# If all else fails, we can use this to recover the network\n#def reset_network():\n#\tprint('Resetting network...')\n#\tterminal(f'sudo ifconfig {network_interface} {attacker_ip} down')\n#\tterminal(f'sudo ifconfig {network_interface} {attacker_ip} up')\n\n# Create an alias for a specified identity\ndef ip_alias(ip_address):\n\tglobal alias_num\n\tprint(f'Setting up IP alias {ip_address} on {network_interface}')\n\tinterface = f'{network_interface}:{alias_num}'\n\tterminal(f'sudo ifconfig {interface} {ip_address} netmask 255.255.255.0 broadcast {broadcast_address} up')\n\talias_num += 1\n\treturn interface\n\n# Construct a block packet using python-bitcoinlib\n\n ... [11 more functiondefs truncated] ..."}]
| false
| null | null | null |
4c5bad7796ac5e7201e5d6fb5312abee3b503a5c
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: #!python3 ''' 数据库操作类 author: justZero email: alonezero@foxmail.com date: 2017-8-6 ''' import time import pandas as pd import numpy as np import pymysql import pymysql.cursors import pprint class MySQLdb(object): def __init__(self): self.conn = pymysql.connect( host='localhost', user='root', passwd='root', db='douban_movie', port=8889, charset='utf8', cursorclass=pymysql.cursors.DictCursor) self.conn.autocommit(True) self.cursor = self.conn.cursor() def close(self): self.conn.close() self.cursor.close() # 批量插入 def __insert_many(self, sql, params): self.cursor.executemany(sql, params) # 电影数据插入 def inse
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 3 • Block at line 19 has no indented body • Invalid syntax at line 43: def inse Fix: Complete the truncated code structure
|
advanced
|
database
|
error_detection
|
Pythoncode:Python
| 5
| 1
| 885
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!python3\n\n'''\n\u6570\u636e\u5e93\u64cd\u4f5c\u7c7b\n\nauthor: justZero\nemail: alonezero@foxmail.com\ndate: 2017-8-6\n'''\n\nimport time\nimport pandas as pd\nimport numpy as np\nimport pymysql\nimport pymysql.cursors\nimport pprint\n\n\nclass MySQLdb(object):\n\n def __init__(self):\n self.conn = pymysql.connect(\n host='localhost',\n user='root',\n passwd='root',\n db='douban_movie',\n port=8889,\n charset='utf8',\n cursorclass=pymysql.cursors.DictCursor)\n\n self.conn.autocommit(True)\n self.cursor = self.conn.cursor()\n\n def close(self):\n self.conn.close()\n self.cursor.close()\n\n # \u6279\u91cf\u63d2\u5165\n def __insert_many(self, sql, params):\n self.cursor.executemany(sql, params)\n\n # \u7535\u5f71\u6570\u636e\u63d2\u5165\n def inse"}, {"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 3\n \u2022 Block at line 19 has no indented body\n \u2022 Invalid syntax at line 43: def inse\n\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
4c5c39c5c86dfe51c79bcbc35385263a0ba508a1
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import ezff from ezff.interfaces import gulp, qchem # Define ground truths gt_gs = qchem.read_structure('ground_truths/optCHOSx.out') gt_gs_energy = qchem.read_energy('ground_truths/optCHOSx.out') gt_scan = qchem.read_structure('ground_truths/scanCHOSx.out') gt_scan_energy = qchem.read_energy('ground_truths/scanCHOSx.out') def my_error_function(rr): # Get a unique path for GULP jobs from the MPI rank. Set to '0' for serial jobs try: path = str(pool.rank) except: path = '0' # Calculate Ground State md_gs_job = gulp.job(path = path) md_gs_job.structure = gt_gs Error: SyntaxError / EOF
|
Fixed Code: import ezff from ezff.interfaces import gulp, qchem # Define ground truths gt_gs = qchem.read_structure('ground_truths/optCHOSx.out') gt_gs_energy = qchem.read_energy('ground_truths/optCHOSx.out') gt_scan = qchem.read_structure('ground_truths/scanCHOSx.out') gt_scan_energy = qchem.read_energy('ground_truths/scanCHOSx.out') def my_error_function(rr): # Get a unique path for GULP jobs from the MPI rank. Set to '0' for serial jobs try: path = str(pool.rank) except: path = '0' # Calculate Ground State md_gs_job = gulp.job(path = path) md_gs_job.structure = gt_gs md_gs_job.forcefield = ezff.generate_forcefield(template, rr, FFtype = 'reaxff') Explanation: Complete the truncated code structure
|
intermediate
|
database
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 607
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport ezff\nfrom ezff.interfaces import gulp, qchem\n\n# Define ground truths\ngt_gs = qchem.read_structure('ground_truths/optCHOSx.out')\ngt_gs_energy = qchem.read_energy('ground_truths/optCHOSx.out')\ngt_scan = qchem.read_structure('ground_truths/scanCHOSx.out')\ngt_scan_energy = qchem.read_energy('ground_truths/scanCHOSx.out')\n\ndef my_error_function(rr):\n # Get a unique path for GULP jobs from the MPI rank. Set to '0' for serial jobs\n try:\n path = str(pool.rank)\n except:\n path = '0'\n\n # Calculate Ground State\n md_gs_job = gulp.job(path = path)\n md_gs_job.structure = gt_gs\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport ezff\nfrom ezff.interfaces import gulp, qchem\n\n# Define ground truths\ngt_gs = qchem.read_structure('ground_truths/optCHOSx.out')\ngt_gs_energy = qchem.read_energy('ground_truths/optCHOSx.out')\ngt_scan = qchem.read_structure('ground_truths/scanCHOSx.out')\ngt_scan_energy = qchem.read_energy('ground_truths/scanCHOSx.out')\n\ndef my_error_function(rr):\n # Get a unique path for GULP jobs from the MPI rank. Set to '0' for serial jobs\n try:\n path = str(pool.rank)\n except:\n path = '0'\n\n # Calculate Ground State\n md_gs_job = gulp.job(path = path)\n md_gs_job.structure = gt_gs\n md_gs_job.forcefield = ezff.generate_forcefield(template, rr, FFtype = 'reaxff')\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
4c5d1777ffd1452788619a58c2a3c09a88985225
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: import logging from testing_func import testing_func, test_logger from unit_parse import logger, Unit, Q from unit_parse.utils import * test_logger.setLevel(logging.DEBUG) logger.setLevel(logging.DEBUG) test_split_list = [ # positive control (changes) [["fish","pig", "cow"], ["f", "is", "h", "pig", "cow"], {"chunks": ["is"]}], [["fish", Unit("g"), "cow"], ["f", "is", "h", Unit("g"), "cow"], {"chunks": ["is"]}], [["fishpigcow"], ["f", "i", "shpigcow"], {"chunks": ["i"]}], [["fishpigcow"], ["f", "i", "shpig", "c", "ow"], {"chunks": ["i", "c"]}], # negative control (no changes) [["fish"], ["fish"], {"chunks": ["fish"]}], [["fishpigcow"], ["fishpigcow"], {"chunks": ["z"]}], [[Unit("g")], [Unit("g")], {"chunks": ["is"]}], ] testing_func(split_list, test_split_list) test_round_off = [ # [Input, Output] # positive control (works) [234.2342300000001, 234.23423, {"sig_digit": 15}], [234.2342399999999999, 234.23424, {"sig_digit": 15}], [234.2342300000001, 234.23, {"sig_digit": 5}], [234.2342399999999999, 234.23, {"sig_digit": 5}], [234.2342399999999999, 200, {"sig_digit": 1}], [-234.2342399999999999, -200, {"sig_digit": 1}], [-234.2342399999999999, -234.23424, {"sig_digit": 15}], # negative control (fails) ] testing_func(sig_figs, test_round_off) test_list_depth = [ # [Input, Output] # positive control (works) ["", 0], [[], 0], ["asds", 0], [1, 0], [["aaa"], 1], [[["aaa"]], 2], [[["aaa", "aaa", "aaa"], ["aaa"], ["aaa"]], 2], [[["aaa", "aaa", "aaa"], ["aaa"], ["aaa"]], 2], [[[["aaa"], ["aaa"], ["aaa"]]], 3], # negative control (fails) ] testing_func(get_list_depth, test_list_depth) test_remove_empty_cells = [ # [Input, Output] # positive control (works) [[], None], [[""], None], [["asds"], ["asds"]], [1, 1], [["aaa", ""], ["aaa"]], [["aaa", []], ["aaa"]], [[["aaa", []]], [["aaa"]]], [[["aaa", [""]]], [["aaa"]]], # negative control (fails) ] testing_func(remove_empty_cells, test_remove_empty_cells) examples_quantity_difference = [ [Q("5 g"), Q("0.5"), {"quantity2": Q("10 g")}], [5, 1, {"quantity2": Q("10 g")}], ] testing_func(quantity_difference, examples_quantity_difference)
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
testing
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 2,288
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport logging\n\nfrom testing_func import testing_func, test_logger\nfrom unit_parse import logger, Unit, Q\nfrom unit_parse.utils import *\n\ntest_logger.setLevel(logging.DEBUG)\nlogger.setLevel(logging.DEBUG)\n\n\ntest_split_list = [\n # positive control (changes)\n [[\"fish\",\"pig\", \"cow\"], [\"f\", \"is\", \"h\", \"pig\", \"cow\"], {\"chunks\": [\"is\"]}],\n [[\"fish\", Unit(\"g\"), \"cow\"], [\"f\", \"is\", \"h\", Unit(\"g\"), \"cow\"], {\"chunks\": [\"is\"]}],\n [[\"fishpigcow\"], [\"f\", \"i\", \"shpigcow\"], {\"chunks\": [\"i\"]}],\n [[\"fishpigcow\"], [\"f\", \"i\", \"shpig\", \"c\", \"ow\"], {\"chunks\": [\"i\", \"c\"]}],\n\n # negative control (no changes)\n [[\"fish\"], [\"fish\"], {\"chunks\": [\"fish\"]}],\n [[\"fishpigcow\"], [\"fishpigcow\"], {\"chunks\": [\"z\"]}],\n [[Unit(\"g\")], [Unit(\"g\")], {\"chunks\": [\"is\"]}],\n]\ntesting_func(split_list, test_split_list)\n\n\ntest_round_off = [ # [Input, Output]\n # positive control (works)\n [234.2342300000001, 234.23423, {\"sig_digit\": 15}],\n [234.2342399999999999, 234.23424, {\"sig_digit\": 15}],\n [234.2342300000001, 234.23, {\"sig_digit\": 5}],\n [234.2342399999999999, 234.23, {\"sig_digit\": 5}],\n [234.2342399999999999, 200, {\"sig_digit\": 1}],\n [-234.2342399999999999, -200, {\"sig_digit\": 1}],\n [-234.2342399999999999, -234.23424, {\"sig_digit\": 15}],\n # negative control (fails)\n\n]\ntesting_func(sig_figs, test_round_off)\n\n\ntest_list_depth = [ # [Input, Output]\n # positive control (works)\n [\"\", 0],\n [[], 0],\n [\"asds\", 0],\n [1, 0],\n [[\"aaa\"], 1],\n [[[\"aaa\"]], 2],\n [[[\"aaa\", \"aaa\", \"aaa\"], [\"aaa\"], [\"aaa\"]], 2],\n [[[\"aaa\", \"aaa\", \"aaa\"], [\"aaa\"], [\"aaa\"]], 2],\n [[[[\"aaa\"], [\"aaa\"], [\"aaa\"]]], 3],\n\n # negative control (fails)\n\n]\ntesting_func(get_list_depth, test_list_depth)\n\n\ntest_remove_empty_cells = [ # [Input, Output]\n # positive control (works)\n [[], None],\n [[\"\"], None],\n [[\"asds\"], [\"asds\"]],\n [1, 1],\n [[\"aaa\", \"\"], [\"aaa\"]],\n [[\"aaa\", []], [\"aaa\"]],\n [[[\"aaa\", []]], [[\"aaa\"]]],\n [[[\"aaa\", [\"\"]]], [[\"aaa\"]]],\n\n # negative control (fails)\n\n]\ntesting_func(remove_empty_cells, test_remove_empty_cells)\n\n\nexamples_quantity_difference = [\n [Q(\"5 g\"), Q(\"0.5\"), {\"quantity2\": Q(\"10 g\")}],\n\n [5, 1, {\"quantity2\": Q(\"10 g\")}],\n]\ntesting_func(quantity_difference, examples_quantity_difference)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
4c5db4db71b2cfe512dcdca6c87e641cb929544e
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import sys from Crypto.Signature import pkcs1_15 from Crypto.Hash import SHA256 from Crypto.PublicKey import RSA def sign_data(key, data, output_file): with open(key, 'r', encoding='utf-8') as keyFile: rsakey = RSA.importKey(keyFile.read()) signer = pkcs1_15.new(rsakey) digest = SHA256.new(data.encode('utf-8')) with open(output_file, 'wb') as out: out.write(signer.sign(digest)) if __name__ == '__main__': key_file = sys.argv[1 + 1] input_string = sys.argv[2] out_file = sys.argv[3] sign_data(key_file, input_string, out_file)
|
Error Analysis: Error Type: OFF_BY_ONE Error: OFF_BY_ONE Fix: Check loop bounds and array indices carefully
|
intermediate
|
machine_learning
|
error_detection
|
Pythoncode:Python
| 1
| 0
| 598
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport sys\n\nfrom Crypto.Signature import pkcs1_15\nfrom Crypto.Hash import SHA256\nfrom Crypto.PublicKey import RSA\n\ndef sign_data(key, data, output_file):\n with open(key, 'r', encoding='utf-8') as keyFile:\n rsakey = RSA.importKey(keyFile.read())\n signer = pkcs1_15.new(rsakey)\n digest = SHA256.new(data.encode('utf-8'))\n with open(output_file, 'wb') as out:\n out.write(signer.sign(digest))\n\nif __name__ == '__main__':\n key_file = sys.argv[1 + 1]\n input_string = sys.argv[2]\n out_file = sys.argv[3]\n\n sign_data(key_file, input_string, out_file)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: OFF_BY_ONE\n Error: OFF_BY_ONE\n\n Fix: Check loop bounds and array indices carefully"}]
| true
|
logical
|
OFF_BY_ONE
|
MEDIUM
|
4c5e8dbae6d19592874e45bede3206b69cd9c042
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from typing import Any, Callable, NamedTuple, Optional, Union from pandas import DataFrame from freqtrade.exceptions import OperationalException from freqtrade.strategy.strategy_helper import merge_informative_pair class InformativeData(NamedTuple): asset: Optional[str] timeframe: str fmt: Union[str, Callable[[Any], str], None] ffill: bool def informative(timeframe: str, asset: str = '', fmt: Optional[Union[str, Callable[[Any], str]]] = None, ffill: bool = True) -> Callable[[PopulateIndicators], PopulateIndicators]: """ A decorator for populate_indicators_Nn(self, dataframe, metadata), allowing these functions to define informative indicators. Example usage: @informative('1h') def populate_indicators_1h(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe['rsi'] = ta.RSI(dataframe, timeperiod=14) return dataframe :param timeframe: Informative timeframe. Must always be equal or higher than strategy timeframe. :param asset: Informative asset, for example BTC, BTC/USDT, ETH/BTC. Do not specify to use current pair. :param fmt: Column format (str) or column formatter (callable(name, asset, timeframe)). When not specified, defaults to: * {base}_{quote}_{column}_{timeframe} if asset is specified. * {column}_{timeframe} if asset is not specified. Format string supports these format variables: * {asset} - full name of the asset, for example 'BTC/USDT'. * {base} - base currency in lower case, for example 'eth'. * {BASE} - same as {base}, except in upper case. * {quote} - quote currency in lower case, for example 'usdt'. * {QUOTE - same as {quote}, except in upper case. * {column} - name of dataframe column. * {timeframe} - timeframe of informative dataframe. :param ffill: ffill dataframe after merging informative pair. """ _asset = asset _timeframe = timeframe _fmt = fmt _ffill = ffill def decorator(fn: PopulateIndicators): informative_pairs = getattr(fn, '_ft_informative', []) informative_pairs.append(InformativeData(_asset, _timeframe, _fmt, _ffill)) setattr(fn, '_ft_informative', informative_pairs) return fn return decorator def _format_pair_name(config, pair: str) -> str: return pair.format(stake_currency=config['stake_currency'], stake=config['stake_currency']).upper() ... [1 more functiondefs truncated] ...
|
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 19 • Unclosed '{' at line 42 - expected '}' Fix: Add missing '}' bracket at line 42
|
advanced
|
database
|
error_detection
|
Pythoncode:Python
| 4
| 1
| 2,534
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom typing import Any, Callable, NamedTuple, Optional, Union\n\nfrom pandas import DataFrame\n\nfrom freqtrade.exceptions import OperationalException\nfrom freqtrade.strategy.strategy_helper import merge_informative_pair\n\n\nclass InformativeData(NamedTuple):\n asset: Optional[str]\n timeframe: str\n fmt: Union[str, Callable[[Any], str], None]\n ffill: bool\n\n\ndef informative(timeframe: str, asset: str = '',\n fmt: Optional[Union[str, Callable[[Any], str]]] = None,\n ffill: bool = True) -> Callable[[PopulateIndicators], PopulateIndicators]:\n \"\"\"\n A decorator for populate_indicators_Nn(self, dataframe, metadata), allowing these functions to\n define informative indicators.\n\n Example usage:\n\n @informative('1h')\n def populate_indicators_1h(self, dataframe: DataFrame, metadata: dict) -> DataFrame:\n dataframe['rsi'] = ta.RSI(dataframe, timeperiod=14)\n return dataframe\n\n :param timeframe: Informative timeframe. Must always be equal or higher than strategy timeframe.\n :param asset: Informative asset, for example BTC, BTC/USDT, ETH/BTC. Do not specify to use\n current pair.\n :param fmt: Column format (str) or column formatter (callable(name, asset, timeframe)). When not\n specified, defaults to:\n * {base}_{quote}_{column}_{timeframe} if asset is specified.\n * {column}_{timeframe} if asset is not specified.\n Format string supports these format variables:\n * {asset} - full name of the asset, for example 'BTC/USDT'.\n * {base} - base currency in lower case, for example 'eth'.\n * {BASE} - same as {base}, except in upper case.\n * {quote} - quote currency in lower case, for example 'usdt'.\n * {QUOTE - same as {quote}, except in upper case.\n * {column} - name of dataframe column.\n * {timeframe} - timeframe of informative dataframe.\n :param ffill: ffill dataframe after merging informative pair.\n \"\"\"\n _asset = asset\n _timeframe = timeframe\n _fmt = fmt\n _ffill = ffill\n\n def decorator(fn: PopulateIndicators):\n informative_pairs = getattr(fn, '_ft_informative', [])\n informative_pairs.append(InformativeData(_asset, _timeframe, _fmt, _ffill))\n setattr(fn, '_ft_informative', informative_pairs)\n return fn\n return decorator\n\n\ndef _format_pair_name(config, pair: str) -> str:\n return pair.format(stake_currency=config['stake_currency'],\n stake=config['stake_currency']).upper()\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 19\n \u2022 Unclosed '{' at line 42 - expected '}'\n\n Fix: Add missing '}' bracket at line 42"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
4c5f21108bc3014442b8b88f1279054fc89706f5
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from functools import partial from selenium.webdriver import Firefox from selenium.webdriver.support.ui import ( WebDriverWait ) def esperar_elemento(elemento, webdriver): print(f'Tentando encontrar "{elemento}"') if webdriver.find_elements_by_css_selector(elemento): return True return False esperar_botao = partial(esperar_elemento, 'button') esperar_sucesso = partial(esperar_elemento, '#finished') url = 'https://selenium.dunossauro.live/aula_09_a.html' driver = Firefox() wdw = WebDriverWait(driver, 10) driver.get(url) wdw.until(esperar_botao, 'Deu ruim') driver.find_element_by_css_selector('button').click() wdw.until( esperar_sucesso, 'A mensagem de sucesso não apareceu' ) sucesso = driver.find_element_by_css_selector('#finished') assert sucesso.text == 'Carregamento concluído'
|
Functions: esperar_elemento This code demonstrates Pythoncode:Python programming.
|
intermediate
|
testing
|
code_explanation
|
Pythoncode:Python
| 1
| 0
| 835
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom functools import partial\nfrom selenium.webdriver import Firefox\nfrom selenium.webdriver.support.ui import (\n WebDriverWait\n)\n\n\ndef esperar_elemento(elemento, webdriver):\n print(f'Tentando encontrar \"{elemento}\"')\n if webdriver.find_elements_by_css_selector(elemento):\n return True\n return False\n\n\nesperar_botao = partial(esperar_elemento, 'button')\nesperar_sucesso = partial(esperar_elemento, '#finished')\n\nurl = 'https://selenium.dunossauro.live/aula_09_a.html'\n\ndriver = Firefox()\n\nwdw = WebDriverWait(driver, 10)\n\ndriver.get(url)\n\nwdw.until(esperar_botao, 'Deu ruim')\n\ndriver.find_element_by_css_selector('button').click()\n\nwdw.until(\n esperar_sucesso,\n 'A mensagem de sucesso n\u00e3o apareceu'\n)\n\nsucesso = driver.find_element_by_css_selector('#finished')\n\nassert sucesso.text == 'Carregamento conclu\u00eddo'"}, {"role": "assistant", "content": " Functions: esperar_elemento\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
4c60db4ddf2f272ea38921358d511b5e55303545
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: import torch from torch import nn from prae.distances import square_dist, HingedSquaredEuclidean class Loss(nn.Module): """ """ def __init__(self, hinge, neg=True, rew=True): """ """ super().__init__() self.reward_loss = square_dist # If False, no negative sampling self.neg = neg # If False, no reward loss self.rew = rew self.distance = HingedSquaredEuclidean(eps=hinge) def forward(self, z_c, z_l, z_n, z_f, r, r_e): """ """ # Transition loss transition_loss = self.distance.distance(z_n, z_l).mean() # Reward loss if self.rew: reward_loss = 0.5 * self.reward_loss(r, r_e).mean() else: reward_loss = torch.zeros_like(transition_loss) # Negative los if self.neg: z_n = tile(z_n, z_f) batch_size = z_c.shape[0] negative_loss = self.distance.negative_distance(z_n, z_f).sum()/batch_size else: negative_loss = torch.zeros_like(transition_loss) def tile(embedding, example): """ """ n = example.shape[0]//embedding.shape[0] embedding = embedding.unsqueeze(1).repeat(1, n, 1) embedding = squeeze_embedding(embedding) return embedding def squeeze_embedding(x): """ """ b, n, d = x.shape x = x.reshape(b*n, d) return x ... code continues ...
|
Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation:
|
advanced
|
oop
|
incomplete_code
|
Pythoncode:Python
| 4
| 1
| 1,411
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport torch\nfrom torch import nn\nfrom prae.distances import square_dist, HingedSquaredEuclidean\n\n\nclass Loss(nn.Module):\n \"\"\"\n \"\"\"\n def __init__(self, hinge, neg=True, rew=True):\n \"\"\"\n \"\"\"\n super().__init__()\n self.reward_loss = square_dist\n # If False, no negative sampling\n self.neg = neg\n # If False, no reward loss\n self.rew = rew\n self.distance = HingedSquaredEuclidean(eps=hinge)\n\n def forward(self, z_c, z_l, z_n, z_f, r, r_e):\n \"\"\"\n \"\"\"\n # Transition loss\n transition_loss = self.distance.distance(z_n, z_l).mean()\n\n # Reward loss\n if self.rew:\n reward_loss = 0.5 * self.reward_loss(r, r_e).mean()\n else:\n reward_loss = torch.zeros_like(transition_loss)\n\n # Negative los\n if self.neg:\n z_n = tile(z_n, z_f)\n\n batch_size = z_c.shape[0]\n\n negative_loss = self.distance.negative_distance(z_n, z_f).sum()/batch_size\n else:\n negative_loss = torch.zeros_like(transition_loss)\n\n\n\n\ndef tile(embedding, example):\n \"\"\"\n \"\"\"\n n = example.shape[0]//embedding.shape[0]\n embedding = embedding.unsqueeze(1).repeat(1, n, 1)\n embedding = squeeze_embedding(embedding)\n return embedding\n\n\ndef squeeze_embedding(x):\n \"\"\"\n \"\"\"\n b, n, d = x.shape\n x = x.reshape(b*n, d)\n return x\n\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function missing return statement\n\n To complete:\n \u2022 Add return statement to function\n\n Example continuation:"}]
| true
|
syntax
|
INCOMPLETE_LOGIC
|
MEDIUM
|
4c6108b6c6b2c6296484cdaaf51540f0a9efca44
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: """ Handles most general questions (including math!) Requires: - WolframAlpha API key Usage Examples: - "How tall is Mount Everest?" - "What is the derivative of y = 2x?" """ import wolframalpha from orion.classes.module import Module from orion.classes.task import ActiveTask from orion import settings wolfram_client = wolframalpha.Client(settings.WOLFRAM_KEY) class AnswerTask(ActiveTask): def match(self, text): return True def action(self, text): try: query = wolfram_client.query(text) self.speak(next(query.results).text) except: self.speak(settings.NO_MODULES) class Wolfram(Module): def __init__(self): ... code continues ...
|
Completion: Missing: Function '__init__' is incomplete - body truncated To complete: • Complete the function '__init__' body and add missing return Example continuation: tasks = [AnswerTask()] super(Wolfram, self).__init__('wolfram', tasks, priority=0)
|
advanced
|
api
|
incomplete_code
|
Pythoncode:Python
| 3
| 2
| 743
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n\"\"\"\r\nHandles most general questions (including math!)\r\n\r\nRequires:\r\n - WolframAlpha API key\r\n\r\nUsage Examples:\r\n - \"How tall is Mount Everest?\"\r\n - \"What is the derivative of y = 2x?\"\r\n\"\"\"\r\n\r\nimport wolframalpha\r\n\r\nfrom orion.classes.module import Module\r\nfrom orion.classes.task import ActiveTask\r\nfrom orion import settings\r\n\r\nwolfram_client = wolframalpha.Client(settings.WOLFRAM_KEY)\r\n\r\n\r\nclass AnswerTask(ActiveTask):\r\n\r\n def match(self, text):\r\n return True\r\n\r\n def action(self, text):\r\n try:\r\n query = wolfram_client.query(text)\r\n self.speak(next(query.results).text)\r\n except:\r\n self.speak(settings.NO_MODULES)\r\n\r\n\r\nclass Wolfram(Module):\r\n\r\n def __init__(self):\r\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function '__init__' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function '__init__' body and add missing return\n\n Example continuation:\n tasks = [AnswerTask()]\r\n super(Wolfram, self).__init__('wolfram', tasks, priority=0)"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
4c61ecd42ed59f6a2c7fd49a38719e52edaf2a1f
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from polymatch import PolymorphicMatcher class ExactMatcher(PolymorphicMatcher): def compile_pattern(self, raw_pattern): return raw_pattern def compile_pattern_cs(self, raw_pattern: return raw_pattern def compile_pattern_ci(self, raw_pattern): return raw_pattern.lower() def compile_pattern_cf(self, raw_pattern): return raw_pattern.casefold() def match_text(self, pattern, text): return text == pattern @classmethod def get_type(cls): return "exact" class ContainsMatcher(PolymorphicMatcher): def compile_pattern(self, raw_pattern): return raw_pattern def compile_pattern_cs(self, raw_pattern): return raw_pattern def compile_pattern_ci(self, raw_pattern): return raw_pattern.lower() def compile_pattern_cf(self, raw_pattern): return raw_pattern.casefold() def match_text(self, pattern, text): return pattern in text @classmethod def get_type(cls): return "contains" Error: SyntaxError: unmatched brackets
|
Fixed Code: from polymatch import PolymorphicMatcher class ExactMatcher(PolymorphicMatcher): def compile_pattern(self, raw_pattern): return raw_pattern def compile_pattern_cs(self, raw_pattern): return raw_pattern def compile_pattern_ci(self, raw_pattern): return raw_pattern.lower() def compile_pattern_cf(self, raw_pattern): return raw_pattern.casefold() def match_text(self, pattern, text): return text == pattern @classmethod Explanation: Add missing ')' bracket at line 8
|
advanced
|
machine_learning
|
error_fixing
|
Pythoncode:Python
| 12
| 2
| 1,034
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom polymatch import PolymorphicMatcher\n\n\nclass ExactMatcher(PolymorphicMatcher):\n def compile_pattern(self, raw_pattern):\n return raw_pattern\n\n def compile_pattern_cs(self, raw_pattern:\n return raw_pattern\n\n def compile_pattern_ci(self, raw_pattern):\n return raw_pattern.lower()\n\n def compile_pattern_cf(self, raw_pattern):\n return raw_pattern.casefold()\n\n def match_text(self, pattern, text):\n return text == pattern\n\n @classmethod\n def get_type(cls):\n return \"exact\"\n\n\nclass ContainsMatcher(PolymorphicMatcher):\n def compile_pattern(self, raw_pattern):\n return raw_pattern\n\n def compile_pattern_cs(self, raw_pattern):\n return raw_pattern\n\n def compile_pattern_ci(self, raw_pattern):\n return raw_pattern.lower()\n\n def compile_pattern_cf(self, raw_pattern):\n return raw_pattern.casefold()\n\n def match_text(self, pattern, text):\n return pattern in text\n\n @classmethod\n def get_type(cls):\n return \"contains\"\n\n\n Error: SyntaxError: unmatched brackets"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom polymatch import PolymorphicMatcher\n\n\nclass ExactMatcher(PolymorphicMatcher):\n def compile_pattern(self, raw_pattern):\n return raw_pattern\n\n def compile_pattern_cs(self, raw_pattern):\n return raw_pattern\n\n def compile_pattern_ci(self, raw_pattern):\n return raw_pattern.lower()\n\n def compile_pattern_cf(self, raw_pattern):\n return raw_pattern.casefold()\n\n def match_text(self, pattern, text):\n return text == pattern\n\n @classmethod\n\n Explanation: Add missing ')' bracket at line 8"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
4c624ee7a6d344a15a579b043c3cb6fef1c9aa3b
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: __author__ = 'Aaron Yang' __email__ = 'byang971@usc.edu' __date__ = '12/9/2020 4:18 PM' from abc import abstractmethod class Product(object): @abstractmethod def setMsg(self, msg="default info"): self.msg = msg @abstractmethod def info(self): print(self.msg) class DefaultObj(Product): def __init__(self): super().setMsg() class Factory(object): @abstractmethod def produce(self): return DefaultObj() class PC(Product): def __init__(self): self.setMsg('pc info') class LAPTOP(Product): def __init__(self): self.setMsg('laptop info') class PCFactory(Factory): def produce(self): return PC() class LAPTOPFactory(Factory): def produce(self): return LAPTOP() if __name__ == '__main__': ss = Factory().produce() ... code continues ...
|
Completion: Missing: If block is incomplete - body missing To complete: • Add body to If block or use 'pass' statement Example continuation: pc = PCFactory().produce() laptop = LAPTOPFactory().produce() pc.info() laptop.info()
|
advanced
|
machine_learning
|
incomplete_code
|
Pythoncode:Python
| 8
| 7
| 838
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n__author__ = 'Aaron Yang'\n__email__ = 'byang971@usc.edu'\n__date__ = '12/9/2020 4:18 PM'\n\nfrom abc import abstractmethod\n\n\nclass Product(object):\n\n @abstractmethod\n def setMsg(self, msg=\"default info\"):\n self.msg = msg\n\n @abstractmethod\n def info(self):\n print(self.msg)\n\n\nclass DefaultObj(Product):\n\n def __init__(self):\n super().setMsg()\n\n\nclass Factory(object):\n @abstractmethod\n def produce(self):\n return DefaultObj()\n\n\nclass PC(Product):\n def __init__(self):\n self.setMsg('pc info')\n\n\nclass LAPTOP(Product):\n def __init__(self):\n self.setMsg('laptop info')\n\n\nclass PCFactory(Factory):\n def produce(self):\n return PC()\n\n\nclass LAPTOPFactory(Factory):\n def produce(self):\n return LAPTOP()\n\n\nif __name__ == '__main__':\n ss = Factory().produce()\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: If block is incomplete - body missing\n\n To complete:\n \u2022 Add body to If block or use 'pass' statement\n\n Example continuation:\n pc = PCFactory().produce()\n laptop = LAPTOPFactory().produce()\n pc.info()\n laptop.info()"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
4c6339b396838bba425536d8c48a53a76850151f
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import uuid from typing import AsyncGenerator import pytest from sqlalchemy import exc # Complete this line from sqlalchemy.orm import sessionmaker from sqlmodel import Session, SQLModel, create_engine from fastapi_users_db_sqlmodel import (
|
The missing line is: from sqlalchemy.ext.asyncio import AsyncSession, create_async_engine
|
intermediate
|
testing
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 0
| 291
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport uuid\nfrom typing import AsyncGenerator\n\nimport pytest\nfrom sqlalchemy import exc\n # Complete this line\nfrom sqlalchemy.orm import sessionmaker\nfrom sqlmodel import Session, SQLModel, create_engine\n\nfrom fastapi_users_db_sqlmodel import ("}, {"role": "assistant", "content": "The missing line is:\nfrom sqlalchemy.ext.asyncio import AsyncSession, create_async_engine"}]
| false
| null | null | null |
4c63d036bfd0e51ade860a3521aecee117e88f7d
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: #! /usr/bin/env python3 import os from os import path root_dir = path.dirname(path.realpath(__file__)) local_reg_dir = path.join(root_dir, 'registry') os.makedirs(local_reg_dir, exist_ok=True) def copy_reg(reg_dir, files): import shutil for f in files: file_path = path.join(reg_dir, f) if not path.isfile(file_path): raise RuntimeError(file_path + ' could not be found') shutil.copy2(file_path, path.join(local_reg_dir, path.basename(f))) vk_files = [ 'registry/vk.xml', 'registry/reg.py', 'registry/generator.py' ] copy_reg(path.join(root_dir, 'Vulkan-Headers'), vk_files)
|
Functions: copy_reg This code demonstrates Pythoncode:Python programming.
|
intermediate
|
machine_learning
|
code_explanation
|
Pythoncode:Python
| 1
| 0
| 623
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#! /usr/bin/env python3\n\nimport os\nfrom os import path\n\nroot_dir = path.dirname(path.realpath(__file__))\nlocal_reg_dir = path.join(root_dir, 'registry')\nos.makedirs(local_reg_dir, exist_ok=True)\n\ndef copy_reg(reg_dir, files):\n import shutil\n for f in files:\n file_path = path.join(reg_dir, f)\n if not path.isfile(file_path):\n raise RuntimeError(file_path + ' could not be found')\n shutil.copy2(file_path, path.join(local_reg_dir, path.basename(f)))\n\nvk_files = [ 'registry/vk.xml', 'registry/reg.py', 'registry/generator.py' ]\ncopy_reg(path.join(root_dir, 'Vulkan-Headers'), vk_files)"}, {"role": "assistant", "content": " Functions: copy_reg\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
4c64a40785307d838c76dd7877d9296fa9590e81
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import numpy as np import pandas as pd import scipy.stats as st #from medical_ML import Experiment import matplotlib.pyplot as plt import xgboost as xgb from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier from sklearn.dummy import DummyClassifier from sklearn.tree import DecisionTreeClassifier from sklearn.linear_model import LogisticRegression, Lasso from sklearn.neighbors import KNeighborsClassifier from sklearn.svm import SVC from sklearn import linear_model from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor from sklearn.dummy import DummyRegressor def split_cohort(datafile, to_exclude = None, test_ind_col = None, drop = 'some'): """ Load and clean the dataset """ if isinstance(datafile, str): data = pd.read_csv(datafile) else: data = datafile test_data = None if to_exclude is not None: for k in to_exclude.keys(): if k == 'race': data = data[data[k].isin(to_exclude[k])] elif k == 'agebl': data = data[data[k] >= to_exclude[k]] elif to_exclude[k]: data = data[data[k] == 0] if drop == 'some': data = data.drop(k, axis = 1) if drop == 'all': if (k != 'race') & (k != 'agebl'): data = data.drop(k, axis = 1) # self.data = self.data[self.data['year'] <= 2010] # self.data = self.data.drop(['year'], axis = 1) if test_ind_col is not None: test_data = data[data[test_ind_col] == 1] test_data = test_data.drop(test_ind_col, axis = 1) data = data[data[test_ind_col] == 0 data = data.drop(test_ind_col, axis = 1) return(data, test_data) def calc_auc_conf_interval(AUC, N1, N2, ci = 0.95): # from https://ncss-wpengine.netdna-ssl.com/wp-content/themes/ncss/pdf/Procedures/PASS/Confidence_Intervals_for_the_Area_Under_an_ROC_Curve.pdf zsc = st.norm.ppf(1 - (1-ci)/2.) q1 = AUC / (2 - AUC) q2 = (2 * AUC * AUC) / (1 + AUC) numerator = AUC * (1 - AUC) + (N1 - 1) * (q1 - AUC * AUC) + (N2 - 1) * (q2 - AUC * AUC) denom = N1 * N2 se_AUC = np.sqrt(numerator / denom) return (se_AUC, AUC - zsc * se_AUC, AUC, AUC + zsc * se_AUC) ... [5 more functiondefs truncated] ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 20 • Unclosed '[' at line 48 - expected ']' Fixes: • Complete the expression on the last line • Add closing quote at line 20 • Add closing ']' bracket
|
intermediate
|
testing
|
syntax_repair
|
Pythoncode:Python
| 2
| 0
| 2,404
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport numpy as np\nimport pandas as pd\nimport scipy.stats as st\n\n#from medical_ML import Experiment\nimport matplotlib.pyplot as plt\nimport xgboost as xgb\nfrom sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\nfrom sklearn.dummy import DummyClassifier\nfrom sklearn.tree import DecisionTreeClassifier\nfrom sklearn.linear_model import LogisticRegression, Lasso\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.svm import SVC\n\nfrom sklearn import linear_model\nfrom sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\nfrom sklearn.dummy import DummyRegressor\n\ndef split_cohort(datafile, to_exclude = None, test_ind_col = None, drop = 'some'):\n \"\"\" Load and clean the dataset\n \"\"\"\n if isinstance(datafile, str):\n data = pd.read_csv(datafile)\n else:\n data = datafile\n test_data = None\n if to_exclude is not None:\n for k in to_exclude.keys():\n if k == 'race':\n data = data[data[k].isin(to_exclude[k])]\n \n elif k == 'agebl':\n data = data[data[k] >= to_exclude[k]]\n \n elif to_exclude[k]:\n data = data[data[k] == 0]\n if drop == 'some':\n data = data.drop(k, axis = 1)\n \n if drop == 'all':\n if (k != 'race') & (k != 'agebl'):\n data = data.drop(k, axis = 1)\n# self.data = self.data[self.data['year'] <= 2010]\n# self.data = self.data.drop(['year'], axis = 1)\n if test_ind_col is not None:\n test_data = data[data[test_ind_col] == 1]\n test_data = test_data.drop(test_ind_col, axis = 1)\n data = data[data[test_ind_col] == 0\n data = data.drop(test_ind_col, axis = 1)\n \n return(data, test_data)\n\ndef calc_auc_conf_interval(AUC, N1, N2, ci = 0.95):\n # from https://ncss-wpengine.netdna-ssl.com/wp-content/themes/ncss/pdf/Procedures/PASS/Confidence_Intervals_for_the_Area_Under_an_ROC_Curve.pdf\n zsc = st.norm.ppf(1 - (1-ci)/2.)\n q1 = AUC / (2 - AUC)\n q2 = (2 * AUC * AUC) / (1 + AUC)\n numerator = AUC * (1 - AUC) + (N1 - 1) * (q1 - AUC * AUC) + (N2 - 1) * (q2 - AUC * AUC)\n denom = N1 * N2\n se_AUC = np.sqrt(numerator / denom)\n return (se_AUC, AUC - zsc * se_AUC, AUC, AUC + zsc * se_AUC) \n \n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 20\n \u2022 Unclosed '[' at line 48 - expected ']'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 20\n \u2022 Add closing ']' bracket"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
4c64de6df990440fb9bf292eb702bdb614dfcfae
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import json import logging import re import susepubliccloudinfoclient.infoserverrequests as ifsrequest import yaml import sys def get_caasp_release_version(): """Return the version from os-release""" os_release = open('/etc/os-release', 'r').readlines() for entry in os_release: if entry.startswith('VERSION_ID'): version_id = entry.split('=')[-1].strip() # We assume that os-release will always have '"' as # version delimiters version = version_id.strip('"\'') logging.info('Release version: "%s"' % version) return version
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 14 Fix: Complete the truncated code structure
|
intermediate
|
api
|
error_detection
|
Pythoncode:Python
| 3
| 0
| 620
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport json\nimport logging\nimport re\nimport susepubliccloudinfoclient.infoserverrequests as ifsrequest\nimport yaml\nimport sys\n\ndef get_caasp_release_version():\n \"\"\"Return the version from os-release\"\"\"\n os_release = open('/etc/os-release', 'r').readlines()\n for entry in os_release:\n if entry.startswith('VERSION_ID'):\n version_id = entry.split('=')[-1].strip()\n # We assume that os-release will always have '\"' as\n # version delimiters\n version = version_id.strip('\"\\'')\n logging.info('Release version: \"%s\"' % version)\n return version"}, {"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 14\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
4c656802f3785c807e752895a2d07dd94b79c82b
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # Copyright (C) 2015-2016 The bitcoin-blockchain-parser developers # # This file is part of bitcoin-blockchain-parser. # # It is subject to the license terms in the LICENSE file found in the top-level # directory of this distribution. # # No part of bitcoin-blockchain-parser, including this file, may be copied, # modified, propagated, or distributed except according to the terms contained # in the LICENSE file. import unittest from datetime import datetime from .utils import read_test_data from blockchain_parser.block import Block class TestBlock(unittest.TestCase): def test_from_hex(self): block_hex = read_test_data("genesis_block.txt") block = Block.from_hex(block_hex) self.assertEqual(1, block.n_transactions) block_hash = "000000000019d6689c085ae165831e934ff763ae46a2a6c172b3f1" \ "b60a8ce26f" self.assertEqual(block_hash, block.hash) self.assertEqual(486604799, block.header.bits) merkle_root = "4a5e1e4baab89f3a32518a88c31bc87f618f76673e2cc77ab2127" \ "b7afdeda33b" self.assertEqual(merkle_root, block.header.merkle_root) self.assertEqual(2083236893, block.header.nonce) self.assertEqual(1, block.header.version) self.assertEqual(1, block.header.difficulty) self.assertEqual(285, block.size) self.assertEqual(datetime.utcfromtimestamp(1231006505), block.header.timestamp) self.assertEqual("0" * 64, block.header.previous_block_hash) for tx in block.transactions: self.assertEqual(1, tx.version) tx_hash = "4a5e1e4baab89f3a32518a88c31bc87f618f76673e2cc77ab2127" \ "b7afdeda33b" self.assertEqual(tx_hash, tx.hash) self.assertEqual(204, tx.size) self.assertEqual(0, tx.locktime) self.assertEqual(0xffffffff, tx.inputs[0].transaction_index) self.assertEqual(0xffffffff, tx.inputs[0].sequence_number) self.assertTrue("ffff001d" in tx.inputs[0].script.value) self.assertEqual("0" * 64, tx.inputs[0].transaction_hash) self.assertEqual(50 * 100000000, tx.outputs[0].value)
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
testing
|
refactoring
|
Pythoncode:Python
| 1
| 1
| 2,219
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright (C) 2015-2016 The bitcoin-blockchain-parser developers\n#\n# This file is part of bitcoin-blockchain-parser.\n#\n# It is subject to the license terms in the LICENSE file found in the top-level\n# directory of this distribution.\n#\n# No part of bitcoin-blockchain-parser, including this file, may be copied,\n# modified, propagated, or distributed except according to the terms contained\n# in the LICENSE file.\n\nimport unittest\nfrom datetime import datetime\n\nfrom .utils import read_test_data\nfrom blockchain_parser.block import Block\n\n\nclass TestBlock(unittest.TestCase):\n def test_from_hex(self):\n block_hex = read_test_data(\"genesis_block.txt\")\n block = Block.from_hex(block_hex)\n self.assertEqual(1, block.n_transactions)\n block_hash = \"000000000019d6689c085ae165831e934ff763ae46a2a6c172b3f1\" \\\n \"b60a8ce26f\"\n self.assertEqual(block_hash, block.hash)\n self.assertEqual(486604799, block.header.bits)\n merkle_root = \"4a5e1e4baab89f3a32518a88c31bc87f618f76673e2cc77ab2127\" \\\n \"b7afdeda33b\"\n self.assertEqual(merkle_root, block.header.merkle_root)\n self.assertEqual(2083236893, block.header.nonce)\n self.assertEqual(1, block.header.version)\n self.assertEqual(1, block.header.difficulty)\n self.assertEqual(285, block.size)\n self.assertEqual(datetime.utcfromtimestamp(1231006505),\n block.header.timestamp)\n self.assertEqual(\"0\" * 64, block.header.previous_block_hash)\n\n for tx in block.transactions:\n self.assertEqual(1, tx.version)\n tx_hash = \"4a5e1e4baab89f3a32518a88c31bc87f618f76673e2cc77ab2127\" \\\n \"b7afdeda33b\"\n self.assertEqual(tx_hash, tx.hash)\n self.assertEqual(204, tx.size)\n self.assertEqual(0, tx.locktime)\n self.assertEqual(0xffffffff, tx.inputs[0].transaction_index)\n self.assertEqual(0xffffffff, tx.inputs[0].sequence_number)\n self.assertTrue(\"ffff001d\" in tx.inputs[0].script.value)\n self.assertEqual(\"0\" * 64, tx.inputs[0].transaction_hash)\n self.assertEqual(50 * 100000000, tx.outputs[0].value)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
4c66a4345821de6dcbba5bb0bbb633c3ee79daa3
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import os import pandas as pd import pytest from user_similarity_model.config.core import DATASET_DIR, config @pytest.fixture() def sample_local_data(): """AI is creating summary for sample_local_data Returns:
|
[Dict]: This function returns a dictionary with CSV files which in dataset folder. The data will be compared in tests against data that are pulled from Azure PostgreSQL server. """ sample_data = {} for file in config.app_config.csv_files: sample_data[file[0:-4]] = pd.read_csv(os.path.join(DATASET_DIR, file)) return sample_data
|
intermediate
|
testing
|
code_completion
|
Pythoncode:Python
| 1
| 0
| 600
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport os\n\nimport pandas as pd\nimport pytest\n\nfrom user_similarity_model.config.core import DATASET_DIR, config\n\n\n@pytest.fixture()\ndef sample_local_data():\n \"\"\"AI is creating summary for sample_local_data\n\n Returns:"}, {"role": "assistant", "content": "\n [Dict]: This function returns a dictionary with CSV files which\n in dataset folder. The data will be compared in tests against data\n that are pulled from Azure PostgreSQL server.\n \"\"\"\n sample_data = {}\n for file in config.app_config.csv_files:\n sample_data[file[0:-4]] = pd.read_csv(os.path.join(DATASET_DIR, file))\n return sample_data"}]
| false
| null | null | null |
4c69488448856c1dbc829f26d69379083cb5c7c7
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from django.apps import AppConfig import logging logger = logging.getLogger(__name__) class WeatherConfig(AppConfig): # Complete this line def ready(self): from forecastUpdater import updater updater.start()
|
The missing line is: name = 'weather'
|
intermediate
|
oop
|
fill_in_the_blank
|
Pythoncode:Python
| 1
| 1
| 232
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom django.apps import AppConfig\nimport logging\n\nlogger = logging.getLogger(__name__)\n\n\nclass WeatherConfig(AppConfig):\n # Complete this line\n\n def ready(self):\n from forecastUpdater import updater\n updater.start()"}, {"role": "assistant", "content": "The missing line is:\n name = 'weather'"}]
| false
| null | null | null |
4c6a6e28161a83ca0b9ef2212d453c1bc1cfcfd6
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code:
|
Code Review: Code looks good! Consider edge cases Add comprehensive tests
|
beginner
|
general
|
code_review
|
Pythoncode:Python
| 0
| 0
| 0
| false
|
[{"role": "user", "content": "Review this Pythoncode:Python code:"}, {"role": "assistant", "content": " Code Review:\n\n\n Code looks good!\n Consider edge cases\n Add comprehensive tests"}]
| false
| null | null | null |
4c6c5b767e3d2e7d380bed49701614a213de873b
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: __all__ = ['Factory'] import jsfiddle_build import jsfiddle_github import jsfiddle_generator import jsfiddle_readme_generator import getdirs import getfiles import os import popd import yaml @popd.popd def _build(path): os.chdir(path) jsfiddle_build.Build().save("build.html") @popd.popd def _init(path): os.chdir(path) isempty = len(os.listdir(path)) == 0 isfiddle = len( list(filter(os.path.exists, ["demo.css", "demo.js", "demo.html"]))) > 0 if isempty or isfiddle: jsfiddle_generator.JSFiddleRepo().create() @popd.popd def _readme(path): os.chdir(path) jsfiddle_readme_generator.Readme().save("README.md") class Factory: """attrs: `path`. methods: `detox()`, `init()`, `build()`, `readme()`, `update_resources()`""" path = None def __init__(self, path=None): if not path: path = os.getcwd() self.path = path def build_html(self): files = getfiles.getfiles(self.path) matches = ["demo.html", "fiddle.html"] for f in filter(lambda f: os.path.basename(f) in matches, files): _build(os.path.dirname(f)) def create_readme(self): files = getfiles.getfiles(self.path) matches = ["demo.html", "fiddle.html"] for f in filter(lambda f: os.path.basename(f) in matches, files): _readme(os.path.dirname(f)) def init(self): for path in getdirs.getdirs(self.path):
|
Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Block at line 59 has no body - expected indented block • IndentationError at line 59 Fix: Add body to For block or use 'pass' statement
|
advanced
|
ui
|
error_detection
|
Pythoncode:Python
| 9
| 1
| 1,447
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n__all__ = ['Factory']\n\n\nimport jsfiddle_build\nimport jsfiddle_github\nimport jsfiddle_generator\nimport jsfiddle_readme_generator\nimport getdirs\nimport getfiles\nimport os\nimport popd\nimport yaml\n\n\n@popd.popd\ndef _build(path):\n os.chdir(path)\n jsfiddle_build.Build().save(\"build.html\")\n\n\n@popd.popd\ndef _init(path):\n os.chdir(path)\n isempty = len(os.listdir(path)) == 0\n isfiddle = len(\n list(filter(os.path.exists, [\"demo.css\", \"demo.js\", \"demo.html\"]))) > 0\n if isempty or isfiddle:\n jsfiddle_generator.JSFiddleRepo().create()\n\n\n@popd.popd\ndef _readme(path):\n os.chdir(path)\n jsfiddle_readme_generator.Readme().save(\"README.md\")\n\n\nclass Factory:\n \"\"\"attrs: `path`. methods: `detox()`, `init()`, `build()`, `readme()`, `update_resources()`\"\"\"\n path = None\n\n def __init__(self, path=None):\n if not path:\n path = os.getcwd()\n self.path = path\n\n def build_html(self):\n files = getfiles.getfiles(self.path)\n matches = [\"demo.html\", \"fiddle.html\"]\n for f in filter(lambda f: os.path.basename(f) in matches, files):\n _build(os.path.dirname(f))\n\n def create_readme(self):\n files = getfiles.getfiles(self.path)\n matches = [\"demo.html\", \"fiddle.html\"]\n for f in filter(lambda f: os.path.basename(f) in matches, files):\n _readme(os.path.dirname(f))\n\n def init(self):\n for path in getdirs.getdirs(self.path):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_BLOCK\n Error: IndentationError / Expected indented block\n\n Detected Errors:\n \u2022 Block at line 59 has no body - expected indented block\n \u2022 IndentationError at line 59\n\n Fix: Add body to For block or use 'pass' statement"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
4c6cd0ca287f397e656cbb934079a5d03bb867b9
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import logging import os from datetime import datetime from inspect import signature, Parameter from pathlib import Path from pprint import pprint from textwrap import dedent from typing import Optional, Union import fire import tensorflow as tf from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint, TensorBoard, TerminateOnNaN from tensorflow.keras import Model from spellnn import models from spellnn.data import alphabet from spellnn.data.alphabet import get_chars from spellnn.data.processing import DataProcessor from spellnn.data.util import nb_lines from spellnn.layers.mapping import CharMapping class Gym:
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 22 has no body - expected indented block • IndentationError at line 22 Fix: Complete the truncated code structure
|
advanced
|
machine_learning
|
error_detection
|
Pythoncode:Python
| 1
| 1
| 634
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport logging\nimport os\nfrom datetime import datetime\nfrom inspect import signature, Parameter\nfrom pathlib import Path\nfrom pprint import pprint\nfrom textwrap import dedent\nfrom typing import Optional, Union\n\nimport fire\nimport tensorflow as tf\nfrom tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint, TensorBoard, TerminateOnNaN\nfrom tensorflow.keras import Model\n\nfrom spellnn import models\nfrom spellnn.data import alphabet\nfrom spellnn.data.alphabet import get_chars\nfrom spellnn.data.processing import DataProcessor\nfrom spellnn.data.util import nb_lines\nfrom spellnn.layers.mapping import CharMapping\n\nclass Gym:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 22 has no body - expected indented block\n \u2022 IndentationError at line 22\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
4c6d7d5083c40236ec67c12d5db46eb9b81e4185
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # Copyright 2020 The Flax Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. class FrozenDict(Mapping[K, V]): """An immutable variant of the Python dict.""" __slots__ = ('_dict', '_hash') def __init__(self, *args, **kwargs): self._dict = dict(*args, **kwargs) self._hash = None def __getitem__(self, key): v = self._dict[key] if isinstance(v, dict): return FrozenDict(v) return v def __setitem__(self, key, value): raise ValueError('FrozenDict is immutable.') def __contains__(self, key): return key in self._dict def __iter__(self): return iter(self._dict) def __len__(self): return len(self._dict) def __repr__(self): return 'FrozenDict(%r)' % self._dict def __hash__(self): if self._hash is None: h = 0 for key, value in self.items(): h ^= hash((key, value)) self._hash = h return self._hash def copy(self, add_or_replace: Mapping[K, V]) -> 'FrozenDict[K, V]': """Create a new FrozenDict with additional or replaced entries.""" return type(self)(self, **unfreeze(add_or_replace)) def items(self): for key in self._dict: yield (key, self[key]) def pop(self, key: K) -> Tuple['FrozenDict[K, V]', V]: """Create a new FrozenDict where one entry is removed. Example:: state, params = variables.pop('params') Args: key: the key to remove from the dict Returns: A pair with the new FrozenDict and the removed value. """ value = self[key] new_dict = dict(self._dict) new_dict.pop(key) new_self = type(self)(new_dict) return new_self, value def unfreeze(self) -> Dict[K, V]: return unfreeze(self) def tree_flatten(self): return (self._dict,), () @classmethod def tree_unflatten(cls, _, data): return cls(*data) def freeze(xs: Dict[K, V]) -> FrozenDict[K, V]: """Freeze a nested dict. Makes a nested `dict` immutable by transforming it into `FrozenDict`. """ # Turn the nested FrozenDict into a dict. This way the internal data structure # of FrozenDict does not contain any FrozenDicts. # instead we create those lazily in `__getitem__`. # As a result tree_flatten/unflatten will be fast # because it operates on native dicts. xs = unfreeze(xs) return FrozenDict(xs) ... [3 more functiondefs truncated] ...
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Functions: __init__, __getitem__, __setitem__, __contains__, __iter__ Classes: FrozenDict This code demonstrates Pythoncode:Python programming.
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advanced
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api
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code_explanation
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Pythoncode:Python
| 15
| 1
| 2,857
| false
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright 2020 The Flax Authors.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nclass FrozenDict(Mapping[K, V]):\n \"\"\"An immutable variant of the Python dict.\"\"\"\n __slots__ = ('_dict', '_hash')\n\n def __init__(self, *args, **kwargs):\n self._dict = dict(*args, **kwargs)\n self._hash = None\n\n def __getitem__(self, key):\n v = self._dict[key]\n if isinstance(v, dict):\n return FrozenDict(v)\n return v\n\n def __setitem__(self, key, value):\n raise ValueError('FrozenDict is immutable.')\n\n def __contains__(self, key):\n return key in self._dict\n\n def __iter__(self):\n return iter(self._dict)\n\n def __len__(self):\n return len(self._dict)\n\n def __repr__(self):\n return 'FrozenDict(%r)' % self._dict\n\n def __hash__(self):\n if self._hash is None:\n h = 0\n for key, value in self.items():\n h ^= hash((key, value))\n self._hash = h\n return self._hash\n\n def copy(self, add_or_replace: Mapping[K, V]) -> 'FrozenDict[K, V]':\n \"\"\"Create a new FrozenDict with additional or replaced entries.\"\"\"\n return type(self)(self, **unfreeze(add_or_replace))\n\n def items(self):\n for key in self._dict:\n yield (key, self[key])\n\n def pop(self, key: K) -> Tuple['FrozenDict[K, V]', V]:\n \"\"\"Create a new FrozenDict where one entry is removed.\n\n Example::\n\n state, params = variables.pop('params')\n\n Args:\n key: the key to remove from the dict\n Returns:\n A pair with the new FrozenDict and the removed value.\n \"\"\"\n value = self[key]\n new_dict = dict(self._dict)\n new_dict.pop(key)\n new_self = type(self)(new_dict)\n return new_self, value\n\n def unfreeze(self) -> Dict[K, V]:\n return unfreeze(self)\n\n def tree_flatten(self):\n return (self._dict,), ()\n\n @classmethod\n def tree_unflatten(cls, _, data):\n return cls(*data)\n\n\ndef freeze(xs: Dict[K, V]) -> FrozenDict[K, V]:\n \"\"\"Freeze a nested dict.\n\n Makes a nested `dict` immutable by transforming it into `FrozenDict`.\n \"\"\"\n # Turn the nested FrozenDict into a dict. This way the internal data structure\n # of FrozenDict does not contain any FrozenDicts.\n # instead we create those lazily in `__getitem__`.\n # As a result tree_flatten/unflatten will be fast\n # because it operates on native dicts.\n xs = unfreeze(xs)\n return FrozenDict(xs)\n\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__, __getitem__, __setitem__, __contains__, __iter__\n Classes: FrozenDict\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
4c6e61959c8414eed50a9b983937c8b1f9cf4b26
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- from django.utils import translation from django.db.models import ObjectDoesNotExist from pybb import util from pybb.signals import user_saved class PybbMiddleware(object): def process_request(self, request): if request.user.is_authenticated(): try: # Here we try to load profile, but can get error
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Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Code truncated in middle of expression - unexpected EOF • IndentationError at line 14 Fix: Add body to Try block or use 'pass' statement
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advanced
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api
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error_detection
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Pythoncode:Python
| 1
| 1
| 366
| true
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\nfrom django.utils import translation\nfrom django.db.models import ObjectDoesNotExist\nfrom pybb import util\n\nfrom pybb.signals import user_saved\n\n\nclass PybbMiddleware(object):\n def process_request(self, request):\n if request.user.is_authenticated():\n try:\n # Here we try to load profile, but can get error"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_BLOCK\n Error: IndentationError / Expected indented block\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 IndentationError at line 14\n\n Fix: Add body to Try block or use 'pass' statement"}]
| true
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syntax
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MID_BLOCK
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HIGH
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4c72d8c0b48b4984dfd1c6e64ae6bd05f864f9ea
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TheStack--python--000.parquet
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Complete this incomplete Pythoncode:Python code: from enum import Enum class CustomEnum(Enum): @classmethod def has_value(cls, value): ... code continues ...
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Completion: Missing: Function 'has_value' is incomplete - body truncated To complete: • Complete the function 'has_value' body and add missing return Example continuation: return any(value == item.value for item in cls) @classmethod def from_value(cls, value): found_element = None
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advanced
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oop
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incomplete_code
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Pythoncode:Python
| 2
| 5
| 94
| true
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[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom enum import Enum\n\nclass CustomEnum(Enum):\n @classmethod\n def has_value(cls, value):\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'has_value' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'has_value' body and add missing return\n\n Example continuation:\n return any(value == item.value for item in cls)\n \n @classmethod\n def from_value(cls, value):\n found_element = None"}]
| true
|
syntax
|
MID_FUNCTION
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HIGH
|
4c72f9ae2886173a745e73873beb49821cbc3a3f
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TheStack--python--000.parquet
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Debug this Pythoncode:Python code: import fileinput counts = {} for line in fileinput.input(): line = line.strip() p1, p2 = line.split('>') p1 = p1[:-2] x1, y1 = p1.split(',') x1 = int(x1) y1 = int(y1) p2 = p2[1:] x2, y2 = p2.split(',') x2 = int(x2) y2 = int(y2) if x1 == x2: dx = 0 elif x1 > x2: dx = -1 else: dx = 1 if y1 == y2: dy = 0 elif y1 > y2: dy = -1 else: dy = 1 x = x1 y = y1 while True: pt = (x, y) counts[pt] = counts.get(pt, 0) + 1 if x == x2 and y == y2: break x += dx y += dy n = 0 for _, ct in counts.items(): if ct > 1: n += 1 print(n)
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Code analysis results: ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 💡 Suggestions: Remove debug print() at line 45 before production
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intermediate
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general
|
debugging
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Pythoncode:Python
| 0
| 0
| 716
| true
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[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport fileinput\n\ncounts = {}\nfor line in fileinput.input():\n line = line.strip()\n p1, p2 = line.split('>')\n p1 = p1[:-2]\n x1, y1 = p1.split(',')\n x1 = int(x1)\n y1 = int(y1)\n\n p2 = p2[1:]\n x2, y2 = p2.split(',')\n x2 = int(x2)\n y2 = int(y2)\n\n if x1 == x2:\n dx = 0\n elif x1 > x2:\n dx = -1\n else:\n dx = 1\n if y1 == y2:\n dy = 0\n elif y1 > y2:\n dy = -1\n else:\n dy = 1\n\n x = x1\n y = y1\n while True:\n pt = (x, y)\n counts[pt] = counts.get(pt, 0) + 1\n if x == x2 and y == y2:\n break\n x += dx\n y += dy\n\nn = 0\nfor _, ct in counts.items():\n if ct > 1:\n n += 1\n \nprint(n)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n\n\ud83d\udca1 Suggestions:\n Remove debug print() at line 45 before production"}]
| false
| null | null | null |
4c73a2fb986309ca0a2f6912149adaf74509a6fc
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TheStack--python--000.parquet
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Review this Pythoncode:Python code: import logging from web3 import Web3 import sys import time import meditation.meditation as meditation if __name__ == "__main__": log_format = '%(asctime)s|%(name)s|%(levelname)s: %(message)s' logger = logging.getLogger("DFK-meditation") logger.setLevel(logging.DEBUG) logging.basicConfig(level=logging.INFO, format=log_format, stream=sys.stdout) rpc_server = 'https://api.harmony.one' logger.info("Using RPC server " + rpc_server) private_key = None # set private key account_address = '0x2E7669F61eA77F02445A015FBdcFe2DE47083E02' gas_price_gwei = 10 tx_timeout_seconds = 30 w3 = Web3(Web3.HTTPProvider(rpc_server)) active_meditations = meditation.get_active_meditations(account_address, rpc_server) logger.info("Pending meditation on address " + str(account_address) + ": "+str(active_meditations)) level = 1 hero_id = 1 required_runes = meditation.get_required_runes(level, rpc_server) meditation.start_meditation(1, meditation.stat2id('strength'), meditation.stat2id('endurance'), meditation.stat2id('luck'), meditation.ZERO_ADDRESS, private_key, w3.eth.getTransactionCount(account_address), gas_price_gwei, tx_timeout_seconds, rpc_server, logger) hero_meditation = meditation.get_hero_meditation(hero_id, rpc_server) logger.info("Pending meditation "+str(hero_meditation)) time.sleep(5) meditation.complete_meditation(hero_id, private_key, w3.eth.getTransactionCount(account_address), gas_price_gwei, tx_timeout_seconds, rpc_server, logger)
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Code Review: ⚠️ Code quality: Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 16 Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 25 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 35 Unexpected indentation at line 36 Unexpected indentation at line 37 ✨ Improvements: Line 30 too long (127 chars) - break into multiple lines
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intermediate
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api
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code_review
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Pythoncode:Python
| 0
| 0
| 1,635
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport logging\nfrom web3 import Web3\nimport sys\nimport time\nimport meditation.meditation as meditation\n\n\nif __name__ == \"__main__\":\n log_format = '%(asctime)s|%(name)s|%(levelname)s: %(message)s'\n\n logger = logging.getLogger(\"DFK-meditation\")\n logger.setLevel(logging.DEBUG)\n logging.basicConfig(level=logging.INFO, format=log_format, stream=sys.stdout)\n\n rpc_server = 'https://api.harmony.one'\n logger.info(\"Using RPC server \" + rpc_server)\n\n private_key = None # set private key\n account_address = '0x2E7669F61eA77F02445A015FBdcFe2DE47083E02'\n gas_price_gwei = 10\n tx_timeout_seconds = 30\n w3 = Web3(Web3.HTTPProvider(rpc_server))\n\n active_meditations = meditation.get_active_meditations(account_address, rpc_server)\n logger.info(\"Pending meditation on address \" + str(account_address) + \": \"+str(active_meditations))\n\n level = 1\n hero_id = 1\n required_runes = meditation.get_required_runes(level, rpc_server)\n meditation.start_meditation(1, meditation.stat2id('strength'), meditation.stat2id('endurance'), meditation.stat2id('luck'),\n meditation.ZERO_ADDRESS, private_key, w3.eth.getTransactionCount(account_address),\n gas_price_gwei, tx_timeout_seconds, rpc_server, logger)\n hero_meditation = meditation.get_hero_meditation(hero_id, rpc_server)\n logger.info(\"Pending meditation \"+str(hero_meditation))\n time.sleep(5)\n meditation.complete_meditation(hero_id, private_key, w3.eth.getTransactionCount(account_address),\n gas_price_gwei, tx_timeout_seconds, rpc_server, logger)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 25\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 35\n Unexpected indentation at line 36\n Unexpected indentation at line 37\n\n\u2728 Improvements:\n Line 30 too long (127 chars) - break into multiple lines"}]
| false
| null | null | null |
4c73c6bd43cad4b6997238ea62e6e2c529f20e54
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TheStack--python--000.parquet
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Debug this Pythoncode:Python code: import time class Interval(object): def __init__(self, delay_time: int): self.delay_time = delay_time self.current_time = 0 @staticmethod def now(): return time.gmtime().tm_sec def should_run(self) -> bool: if self.current_time == 0: self.current_time = Interval.now() return True return self.is_done() def is_done(self) -> bool: timestamp = Interval.now() return self.current_time + self.delay_time < timestamp or \ self.current_time > timestamp def start(self) -> int: self.current_time = Interval.now() return self.current_time
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Code analysis results: ⚠️ Warnings: Unexpected indentation at line 7 Unexpected indentation at line 10 Unexpected indentation at line 16 Unexpected indentation at line 17 💡 Suggestions: Add docstring to class 'Interval'
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advanced
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oop
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debugging
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Pythoncode:Python
| 5
| 1
| 669
| true
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[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport time\n\n\nclass Interval(object):\n def __init__(self, delay_time: int):\n self.delay_time = delay_time\n self.current_time = 0\n\n @staticmethod\n def now():\n return time.gmtime().tm_sec\n\n def should_run(self) -> bool:\n if self.current_time == 0:\n self.current_time = Interval.now()\n return True\n return self.is_done()\n\n def is_done(self) -> bool:\n timestamp = Interval.now()\n return self.current_time + self.delay_time < timestamp or \\\n self.current_time > timestamp\n\n def start(self) -> int:\n self.current_time = Interval.now()\n return self.current_time"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 7\n Unexpected indentation at line 10\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'Interval'"}]
| false
| null | null | null |
4c752c3e0e33ba7c7da469ab66cb6adfa9bb958a
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TheStack--python--000.parquet
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Repair the syntax errors in this Pythoncode:Python code: ''' Copyright (c) The Dojo Foundation 2011. All Rights Reserved. Copyright (c) IBM Corporation 2008, 2011. All Rights Reserved. ''' # tornado import tornado.ioloop # std lib import logging import time import weakref import functools # coweb from .base import BotWrapperBase log = logging.getLogger('coweb.bot') class ObjectBotWrapper(BotWrapperBase): def __init__(self, manager, botClass, serviceName, serviceToken, appData): self.serviceName = serviceName self.appData = appData self._serviceToken = serviceToken self._manager = weakref.proxy(manager) self._bot = botClass(self, serviceName, appData) self._ioLoop = tornado.ioloop.IOLoop.instance() # asynchronously inform local manager we're ready self.add_callback(self._manager.on_bot_ready, serviceName, serviceToken, self) def on_message(self, mtdName, *args): '''Proxy messages from manager to bot impl.''' try: mtd = getattr(self._bot, mtdName) except AttributeError: # bot isn't listening for this message type return # keep sync with manager so we can catch exceptions, else exception # fires in context of original request which is wrong, it's a bot # error not a client error try: mtd(*args) except Exception: log.exception('bot error') def reply(self, replyToken, data): '''Sends a private reply to a requestor.''' self._manager.on_bot_response(self.serviceName, replyToken, data) def publish(self, data): '''Sends a public reply to subscribes on a bot subchannel.''' self._manager.on_bot_publish(self.serviceName, data) def add_callback(self, callback, *args, **kwargs): '''Schedule a callback in the main loop.''' f = functools.partial(callback, *args, **kwargs) self._ioLoop.add_callback(f def add_timer(self, delay, callback, *args, **kwargs): '''Add a one-shot timer that schedules a main loop callback.''' f = functools.partial(callback, *args, **kwargs) return self._ioLoop.add_timeout(time.time() + delay, f) def remove_timer(self, timer): '''Remove a one-shot timer.''' self._ioLoop.remove_timeout(timer)
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Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 1 • Unclosed '(' at line 56 - expected ')' • SyntaxError: '(' was never closed at line 56 Fixes: • Add closing quote at line 1 • Add closing ')' bracket • Review code syntax
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advanced
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api
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syntax_repair
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Pythoncode:Python
| 7
| 1
| 2,328
| true
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[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n'''\nCopyright (c) The Dojo Foundation 2011. All Rights Reserved.\nCopyright (c) IBM Corporation 2008, 2011. All Rights Reserved.\n'''\n# tornado\nimport tornado.ioloop\n# std lib\nimport logging\nimport time\nimport weakref\nimport functools\n# coweb\nfrom .base import BotWrapperBase\n\nlog = logging.getLogger('coweb.bot')\n\nclass ObjectBotWrapper(BotWrapperBase):\n def __init__(self, manager, botClass, serviceName, serviceToken, appData):\n self.serviceName = serviceName\n self.appData = appData\n self._serviceToken = serviceToken\n self._manager = weakref.proxy(manager)\n self._bot = botClass(self, serviceName, appData)\n self._ioLoop = tornado.ioloop.IOLoop.instance()\n\n # asynchronously inform local manager we're ready\n self.add_callback(self._manager.on_bot_ready, \n serviceName, serviceToken, self)\n\n def on_message(self, mtdName, *args):\n '''Proxy messages from manager to bot impl.'''\n try:\n mtd = getattr(self._bot, mtdName)\n except AttributeError:\n # bot isn't listening for this message type\n return\n # keep sync with manager so we can catch exceptions, else exception\n # fires in context of original request which is wrong, it's a bot \n # error not a client error\n try:\n mtd(*args)\n except Exception:\n log.exception('bot error')\n \n def reply(self, replyToken, data):\n '''Sends a private reply to a requestor.'''\n self._manager.on_bot_response(self.serviceName, replyToken, data)\n\n def publish(self, data):\n '''Sends a public reply to subscribes on a bot subchannel.'''\n self._manager.on_bot_publish(self.serviceName, data)\n\n def add_callback(self, callback, *args, **kwargs):\n '''Schedule a callback in the main loop.'''\n f = functools.partial(callback, *args, **kwargs)\n self._ioLoop.add_callback(f\n \n def add_timer(self, delay, callback, *args, **kwargs):\n '''Add a one-shot timer that schedules a main loop callback.'''\n f = functools.partial(callback, *args, **kwargs)\n return self._ioLoop.add_timeout(time.time() + delay, f)\n \n def remove_timer(self, timer):\n '''Remove a one-shot timer.'''\n self._ioLoop.remove_timeout(timer)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 1\n \u2022 Unclosed '(' at line 56 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 56\n\n Fixes:\n \u2022 Add closing quote at line 1\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
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syntax
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MISSING_BRACKETS
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MEDIUM
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4c76367fcd11568b786d20b9e43e17b970ff6e48
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TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import pygame import random def draw_text(text, font, text_col, x, y): img = font.render(text, True, text_col) screen.blit(img, (x, y)) #function for drawing background def draw_bg(): screen.blit(background_img, (0, 0)) #function for drawing panel def draw_panel(): #draw panel rectangle screen.blit(panel_img, (0, screen_height - bottom_panel)) #show knight stats draw_text(f'{knight.name} HP: {knight.hp}', font, red, 100, screen_height - bottom_panel + 10) for count, i in enumerate(bandit_list): #show name and health draw_text(f'{i.name} HP: {i.hp}', font, red, 550, (screen_height - bottom_panel + 10) + count * 60) #fighter class class Fighter(): def __init__(self, x, y, name, max_hp, strength, potions): self.name = name self.max_hp = max_hp self.hp = max_hp self.strength = strength self.start_potions = potions self.potions = potions self.alive = True self.animation_list = [] self.frame_index = 0 self.action = 0#0:idle, 1:attack, 2:hurt, 3:dead self.update_time = pygame.time.get_ticks() #load idle images temp_list = [] for i in range(8): img = pygame.image.load(f'img/{self.name}/Idle/{i}.png') img = pygame.transform.scale(img, (img.get_width() * 3, img.get_height() * 3)) temp_list.append(img) self.animation_list.append(temp_list) #load attack images temp_list = [] for i in range(8): img = pygame.image.load(f'img/{self.name}/Attack/{i}.png') img = pygame.transform.scale(img, (img.get_width() * 3, img.get_height() * 3)) # Complete this line self.animation_list.append(temp_list) self.image = self.animation_list[self.action][self.frame_index] self.rect = self.image.get_rect() self.rect.center = (x, y) def update(self): animation_cooldown = 100 #handle animation #update image self.image = self.animation_list[self.action][self.frame_index] #check if enough time has passed since the last update if pygame.time.get_ticks() - self.update_time > animation_cooldown: self.update_time = pygame.time.get_ticks() self.frame_index += 1 #if the animation has run out then reset back to the start if self.frame_index >= len(self.animation_list[self.action]): self.idle() def idle(self): #set variables to attack animation self.action = 0 self.frame_index = 0 self.update_time = pygame.time.get_ticks() def attack(self, target): #deal damage to enemy rand = random.randint(-5, 5) damage = self.strength + rand target.hp -= damage #check if target has died if target.hp < 1: target.hp = 0 target.alive = False #set variables to attack animation self.action = 1 self.frame_index = 0 self.update_time = pygame.time.get_ticks() def draw(self): screen.blit(self.image, self.rect) class HealthBar(): def __init__(self, x, y, hp, max_hp): self.x = x self.y = y self.hp = hp self.max_hp = max_hp ... [1 more functiondefs truncated] ...
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The missing line is: temp_list.append(img)
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advanced
|
database
|
fill_in_the_blank
|
Pythoncode:Python
| 9
| 2
| 2,921
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport pygame\nimport random\n\ndef draw_text(text, font, text_col, x, y):\n\timg = font.render(text, True, text_col)\n\tscreen.blit(img, (x, y))\n\n\n#function for drawing background\ndef draw_bg():\n\tscreen.blit(background_img, (0, 0))\n\n\n#function for drawing panel\ndef draw_panel():\n\t#draw panel rectangle\n\tscreen.blit(panel_img, (0, screen_height - bottom_panel))\n\t#show knight stats\n\tdraw_text(f'{knight.name} HP: {knight.hp}', font, red, 100, screen_height - bottom_panel + 10)\n\tfor count, i in enumerate(bandit_list):\n\t\t#show name and health\n\t\tdraw_text(f'{i.name} HP: {i.hp}', font, red, 550, (screen_height - bottom_panel + 10) + count * 60)\n\n\n\n\n#fighter class\nclass Fighter():\n\tdef __init__(self, x, y, name, max_hp, strength, potions):\n\t\tself.name = name\n\t\tself.max_hp = max_hp\n\t\tself.hp = max_hp\n\t\tself.strength = strength\n\t\tself.start_potions = potions\n\t\tself.potions = potions\n\t\tself.alive = True\n\t\tself.animation_list = []\n\t\tself.frame_index = 0\n\t\tself.action = 0#0:idle, 1:attack, 2:hurt, 3:dead\n\t\tself.update_time = pygame.time.get_ticks()\n\t\t#load idle images\n\t\ttemp_list = []\n\t\tfor i in range(8):\n\t\t\timg = pygame.image.load(f'img/{self.name}/Idle/{i}.png')\n\t\t\timg = pygame.transform.scale(img, (img.get_width() * 3, img.get_height() * 3))\n\t\t\ttemp_list.append(img)\n\t\tself.animation_list.append(temp_list)\n\t\t#load attack images\n\t\ttemp_list = []\n\t\tfor i in range(8):\n\t\t\timg = pygame.image.load(f'img/{self.name}/Attack/{i}.png')\n\t\t\timg = pygame.transform.scale(img, (img.get_width() * 3, img.get_height() * 3))\n # Complete this line\n\t\tself.animation_list.append(temp_list)\n\t\tself.image = self.animation_list[self.action][self.frame_index]\n\t\tself.rect = self.image.get_rect()\n\t\tself.rect.center = (x, y)\n\n\n\tdef update(self):\n\t\tanimation_cooldown = 100\n\t\t#handle animation\n\t\t#update image\n\t\tself.image = self.animation_list[self.action][self.frame_index]\n\t\t#check if enough time has passed since the last update\n\t\tif pygame.time.get_ticks() - self.update_time > animation_cooldown:\n\t\t\tself.update_time = pygame.time.get_ticks()\n\t\t\tself.frame_index += 1\n\t\t#if the animation has run out then reset back to the start\n\t\tif self.frame_index >= len(self.animation_list[self.action]):\n\t\t\tself.idle()\n\n\n\t\n\tdef idle(self):\n\t\t#set variables to attack animation\n\t\tself.action = 0\n\t\tself.frame_index = 0\n\t\tself.update_time = pygame.time.get_ticks()\n\n\n\tdef attack(self, target):\n\t\t#deal damage to enemy\n\t\trand = random.randint(-5, 5)\n\t\tdamage = self.strength + rand\n\t\ttarget.hp -= damage\n\t\t#check if target has died\n\t\tif target.hp < 1:\n\t\t\ttarget.hp = 0\n\t\t\ttarget.alive = False\n\t\t#set variables to attack animation\n\t\tself.action = 1\n\t\tself.frame_index = 0\n\t\tself.update_time = pygame.time.get_ticks()\n\n\n\tdef draw(self):\n\t\tscreen.blit(self.image, self.rect)\n\n\n\nclass HealthBar():\n\tdef __init__(self, x, y, hp, max_hp):\n\t\tself.x = x\n\t\tself.y = y\n\t\tself.hp = hp\n\t\tself.max_hp = max_hp\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n\t\t\ttemp_list.append(img)"}]
| false
| null | null | null |
4c76baa8499aec4813a3d47e851bd3cbe62268bf
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: matriz = [[0, 0, 0], [0, 0, 0], [0, 0, 0]] soma = col3 = maior = 0 for l in range(0, 3): for c in range(0, 3): matriz[l][c] = int(input(f'[{l}][{c}]: ')) for l in range(0, 3): for c in range(0, 3): print(f'[{matriz[l][c]:^5}]', end='') if matriz[l][c] % 2 == 0: soma += matriz[l][c] # Complete this line for l in range(0, 3): col3 += matriz[l][2] for c in range(0, 3): if c == 0: maior = matriz[1][c] elif matriz[1][c] > maior: maior = matriz[1][c] print(f'A soma dos numeros pares é {soma}') print(f'A soma dos valores da 3 coluna é {col3}') print(f'O maior numero da 2 linha é {maior}')
|
The missing line is: print()
|
intermediate
|
machine_learning
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 0
| 651
| false
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nmatriz = [[0, 0, 0], [0, 0, 0], [0, 0, 0]]\nsoma = col3 = maior = 0\nfor l in range(0, 3):\n for c in range(0, 3):\n matriz[l][c] = int(input(f'[{l}][{c}]: '))\nfor l in range(0, 3):\n for c in range(0, 3):\n print(f'[{matriz[l][c]:^5}]', end='')\n if matriz[l][c] % 2 == 0:\n soma += matriz[l][c]\n # Complete this line\nfor l in range(0, 3):\n col3 += matriz[l][2]\nfor c in range(0, 3):\n if c == 0:\n maior = matriz[1][c]\n elif matriz[1][c] > maior:\n maior = matriz[1][c]\nprint(f'A soma dos numeros pares \u00e9 {soma}')\nprint(f'A soma dos valores da 3 coluna \u00e9 {col3}')\nprint(f'O maior numero da 2 linha \u00e9 {maior}')"}, {"role": "assistant", "content": "The missing line is:\n print()"}]
| false
| null | null | null |
4c791be103564830f1d4250200840c0dccc964ac
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import onvif import os import asyncio import urllib.parse from onvif import ONVIFCamera from pytapo import Tapo from .const import ENABLE_MOTION_SENSOR, DOMAIN, LOGGER, CLOUD_PASSWORD from homeassistant.const import CONF_IP_ADDRESS, CO
|
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
| 235
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport onvif\nimport os\nimport asyncio\nimport urllib.parse\nfrom onvif import ONVIFCamera\nfrom pytapo import Tapo\nfrom .const import ENABLE_MOTION_SENSOR, DOMAIN, LOGGER, CLOUD_PASSWORD\nfrom homeassistant.const import CONF_IP_ADDRESS, CO"}, {"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
|
4c79ab828e049f734329ac9fd7817c526a06676d
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- # ---------------------------------------------------------------------------- # Name: test_uidattr # Purpose: Test driver for module 'uidattr' # # Author: Michael Amrhein (michael@adrhinum.de) # # Copyright: (c) 2018 Michael Amrhein # ---------------------------------------------------------------------------- # $Source$ # $Revision$ """Test driver for module 'uidattr'""" import unittest from uuid import uuid1 from camd3.infrastructure.component import ( Component, register_utility, UniqueIdAttribute) from camd3.infrastructure.component.idfactories import ( UUIDGenerator, uuid_generator) # factory for UUIDs def custom_uuid_generator() -> UUIDGenerator: # noqa: D103 while True: yield uuid1() class ExplID(Component): id = UniqueIdAttribute(uid_gen=custom_uuid_generator()) def __init__(self): self.__class__.id.set_once(self) class ImplID(Component): id = UniqueIdAttribute() def __init__(self): self.__class__.id.set_once(self)
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 33 has no indented body • Block at line 41 has no indented body Fix: Complete the truncated code structure
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 6
| 3
| 1,088
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n# ----------------------------------------------------------------------------\n# Name: test_uidattr\n# Purpose: Test driver for module 'uidattr'\n#\n# Author: Michael Amrhein (michael@adrhinum.de)\n#\n# Copyright: (c) 2018 Michael Amrhein\n# ----------------------------------------------------------------------------\n# $Source$\n# $Revision$\n\n\n\"\"\"Test driver for module 'uidattr'\"\"\"\n\n\nimport unittest\nfrom uuid import uuid1\n\nfrom camd3.infrastructure.component import (\n Component, register_utility, UniqueIdAttribute)\nfrom camd3.infrastructure.component.idfactories import (\n UUIDGenerator, uuid_generator)\n\n\n# factory for UUIDs\ndef custom_uuid_generator() -> UUIDGenerator: # noqa: D103\n while True:\n yield uuid1()\n\n\nclass ExplID(Component):\n\n id = UniqueIdAttribute(uid_gen=custom_uuid_generator())\n\n def __init__(self):\n self.__class__.id.set_once(self)\n\n\nclass ImplID(Component):\n\n id = UniqueIdAttribute()\n\n def __init__(self):\n self.__class__.id.set_once(self)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 33 has no indented body\n \u2022 Block at line 41 has no indented body\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
4c79db5803090229f5cee46e595e5f692bd63c32
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: import requests import time from bs4 import BeautifulSoup def get_web_page(url): resp = requests.get( url=url, ) if resp.status_code != 200: print('Invalid url:', resp.url) return None else: return resp.text def get_articles(dom): soup = BeautifulSoup(dom, 'html.parser') tag = soup.find_all('a','recipe-name') articles=tag return articles def run(): page = get_web_page('https://icook.tw/recipes/popular?ref=icook-footer') if page: current_articles = get_articles(page) i=1 s='' for post in current_articles: temp=str(post) num=int(temp.find("\" href=")) #print('The Number {0}: {1}'.format(i, temp[35:num])) s=s+'The Number {0}: {1}\n'.format(i, temp[35:num]) i=i+1 return s
|
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 12 💡 Suggestions: Add docstring to function 'get_articles' Remove debug print() at line 11 before production
|
intermediate
|
api
|
debugging
|
Pythoncode:Python
| 3
| 0
| 883
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport requests\nimport time\nfrom bs4 import BeautifulSoup\n\n\ndef get_web_page(url):\n resp = requests.get(\n url=url,\n )\n if resp.status_code != 200:\n print('Invalid url:', resp.url)\n return None\n else:\n return resp.text\n\n\ndef get_articles(dom):\n soup = BeautifulSoup(dom, 'html.parser')\n tag = soup.find_all('a','recipe-name')\n articles=tag\n \n return articles\n\n\ndef run():\n page = get_web_page('https://icook.tw/recipes/popular?ref=icook-footer')\n if page:\n current_articles = get_articles(page)\n i=1\n s=''\n for post in current_articles: \n temp=str(post)\n num=int(temp.find(\"\\\" href=\"))\n #print('The Number {0}: {1}'.format(i, temp[35:num]))\n s=s+'The Number {0}: {1}\\n'.format(i, temp[35:num])\n i=i+1\n return s"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 12\n\n\ud83d\udca1 Suggestions:\n Add docstring to function 'get_articles'\n Remove debug print() at line 11 before production"}]
| false
| null | null | null |
4c7a9873c160d856f0a448855b2b79215e8191fc
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: import uuid from abc import ABC, abstractmethod from collections import defaultdict from typing import Union from boto3.dynamodb.conditions import Attr as BotoAttr from boto3.dynamodb.conditions import Key as BotoKey from awstin.dynamodb.utils import from_decimal, to_decimal class NotSet: """ A value of an attribute on a data model is not present in a DynamoDB result """ def __str__(self): return "<<Attribute not set>>" def __repr__(self): return "<<Attribute not set>>" NOT_SET = NotSet() class BaseAttribute: def __init__(self, attribute_name: Union[str, None] = None): """ Parameters ---------- attribute_name : str, optional Name of the property in the DynamoDB table. Defaults to the name of the attribute on the DynamoModel class. """ # Set by user self._attribute_name = attribute_name # Set by Model self._name_on_model = None @property def _awstin_name(self): if self._attribute_name is not None: return self._attribute_name else: return self._name_on_model def __getattr__(self, name): """ Support for nested mapping queries """ try: return super().__getattr__(name) except AttributeError: return type(self)(attribute_name=f"{self._awstin_name}.{name}") def __getitem__(self, index): """ Support for nested container queries """ return type(self)(attribute_name=f"{self._awstin_name}[{index}]") # --- Query and scan filter expressions --- def begins_with(self, value): """ Filter results by a key or attribute beginning with a value Parameters ---------- value : str Starting string for returned results """ return self._query_type(self._awstin_name).begins_with(to_decimal(value)) def between(self, low, high): """ Filter results by range (inclusive) Parameters ---------- low : Any Low end of the range high : Any High end of the range """ return self._query_type(self._awstin_name).between( to_decimal(low), to_decimal(high), ) def __eq__(self, value): return self._query_type(self._awstin_name).eq(to_decimal(value)) def __gt__(self, value): return self._query_type(self._awstin_name).gt(to_decimal(value)) def __ge__(self, value): return self._query_type(self._awstin_name).gte(to_decimal(value)) def __lt__(self, value): return self._query_type(self._awstin_name).lt(to_decimal(value)) def __le__(self, value): return self._query_type(self._awstin_name).lte(to_decimal(value)) ... [65 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
database
|
refactoring
|
Pythoncode:Python
| 13
| 2
| 2,918
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport uuid\nfrom abc import ABC, abstractmethod\nfrom collections import defaultdict\nfrom typing import Union\n\nfrom boto3.dynamodb.conditions import Attr as BotoAttr\nfrom boto3.dynamodb.conditions import Key as BotoKey\n\nfrom awstin.dynamodb.utils import from_decimal, to_decimal\n\n\nclass NotSet:\n \"\"\"\n A value of an attribute on a data model is not present in a DynamoDB result\n \"\"\"\n\n def __str__(self):\n return \"<<Attribute not set>>\"\n\n def __repr__(self):\n return \"<<Attribute not set>>\"\n\n\nNOT_SET = NotSet()\n\n\nclass BaseAttribute:\n def __init__(self, attribute_name: Union[str, None] = None):\n \"\"\"\n Parameters\n ----------\n attribute_name : str, optional\n Name of the property in the DynamoDB table. Defaults to the name of\n the attribute on the DynamoModel class.\n \"\"\"\n # Set by user\n self._attribute_name = attribute_name\n\n # Set by Model\n self._name_on_model = None\n\n @property\n def _awstin_name(self):\n if self._attribute_name is not None:\n return self._attribute_name\n else:\n return self._name_on_model\n\n def __getattr__(self, name):\n \"\"\"\n Support for nested mapping queries\n \"\"\"\n try:\n return super().__getattr__(name)\n except AttributeError:\n return type(self)(attribute_name=f\"{self._awstin_name}.{name}\")\n\n def __getitem__(self, index):\n \"\"\"\n Support for nested container queries\n \"\"\"\n return type(self)(attribute_name=f\"{self._awstin_name}[{index}]\")\n\n # --- Query and scan filter expressions ---\n\n def begins_with(self, value):\n \"\"\"\n Filter results by a key or attribute beginning with a value\n\n Parameters\n ----------\n value : str\n Starting string for returned results\n \"\"\"\n return self._query_type(self._awstin_name).begins_with(to_decimal(value))\n\n def between(self, low, high):\n \"\"\"\n Filter results by range (inclusive)\n\n Parameters\n ----------\n low : Any\n Low end of the range\n high : Any\n High end of the range\n \"\"\"\n return self._query_type(self._awstin_name).between(\n to_decimal(low),\n to_decimal(high),\n )\n\n def __eq__(self, value):\n return self._query_type(self._awstin_name).eq(to_decimal(value))\n\n def __gt__(self, value):\n return self._query_type(self._awstin_name).gt(to_decimal(value))\n\n def __ge__(self, value):\n return self._query_type(self._awstin_name).gte(to_decimal(value))\n\n def __lt__(self, value):\n return self._query_type(self._awstin_name).lt(to_decimal(value))\n\n def __le__(self, value):\n return self._query_type(self._awstin_name).lte(to_decimal(value))\n\n\n ... [65 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
4c7abb53711251283db1d2b1869388b7608f3858
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from .supervise import * def get_losses(name, **kwargs): name = name.lower() if name == 'rhloss': loss = RHLoss(**kwargs) elif nam
|
Syntax Analysis: Syntax Errors Found: • Block at line 3 has no indented body • SyntaxError: expected ':' at line 8 Fixes: • Review code syntax
|
intermediate
|
database
|
syntax_repair
|
Pythoncode:Python
| 1
| 0
| 152
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom .supervise import *\n\ndef get_losses(name, **kwargs):\n\n name = name.lower()\n if name == 'rhloss':\n loss = RHLoss(**kwargs)\n elif nam"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Block at line 3 has no indented body\n \u2022 SyntaxError: expected ':' at line 8\n\n Fixes:\n \u2022 Review code syntax"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
d5b22ea34f0bbc299fab73839184251258eecd69
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import torch import torch.nn as nn from torch.nn.parameter import Parameter from torch.nn.utils.rnn import pad_packed_sequence as unpack from torch.nn.utils.rnn import pack_padded_sequence as pack from .my_optim import weight_norm as WN # TODO: use system func to bind ~ class OneLayerBRNN(nn.Module): def __init__(self, input_size, hidden_size, prefix='stack_rnn', opt={}, dropout=None): super(OneLayerBRNN, self).__init__() self.opt = opt self.prefix = prefix self.cell_type = self.opt.get('{}_cell'.format(self.prefix), 'lstm') self.emb_dim = self.opt.get('{}_embd_dim'.format(self.prefix), 0) self.maxout_on = self.opt.get('{}_maxout_on'.format(self.prefix), False) self.weight_norm_on = self.opt.get('{}_weight_norm_on'.format(self.prefix), False) self.dropout = dropout self.output_size = hidden_size if self.maxout_on else hidden_size * 2 self.hidden_size = hidden_size self.rnn = RNN_MAP[self.cell_type](input_size, hidden_size, num_layers=1, bidirectional=True) def forward(self, x, x_mask): x = x.transpose(0, 1) size = list(x.size()) rnn_output, h = self.rnn(x) if self.maxout_on: rnn_output = rnn_output.view(size[0], size[1], self.hidden_size, 2).max(-1)[0] # Transpose back hiddens = rnn_output.transpose(0, 1) return hiddens class BRNNEncoder(nn.Module): def __init__(self, input_size, hidden_size, prefix='rnn', opt={}, dropout=None): super(BRNNEncoder, self).__init__() self.opt = opt self.dropout = dropout self.cell_type = opt.get('{}_cell'.format(self.prefix), 'gru') self.weight_norm_on = opt.get('{}_weight_norm_on'.format(self.prefix), False) self.top_layer_only = opt.get('{}_top_layer_only'.format(self.prefix), False) self.num_layers = opt.get('{}_num_layers'.format(self.prefix), 1) self.rnn = RNN_MAP[self.cell_type](input_size, hidden_size, self.num_layers, bidirectional=True) if self.weight_norm_on: self.rnn = WN(self.rnn if self.top_layer_only: self.output_size = hidden_size * 2 else: self.output_size = self.num_layers * hidden_size * 2 ... [9 more functiondefs truncated] ...
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Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 44 - expected ')' • SyntaxError: '(' was never closed at line 44 Fixes: • Complete the expression on the last line • Add closing ')' bracket • Review code syntax
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advanced
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database
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syntax_repair
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Pythoncode:Python
| 3
| 2
| 2,364
| true
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[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport torch\r\nimport torch.nn as nn\r\nfrom torch.nn.parameter import Parameter\r\nfrom torch.nn.utils.rnn import pad_packed_sequence as unpack\r\nfrom torch.nn.utils.rnn import pack_padded_sequence as pack\r\nfrom .my_optim import weight_norm as WN\r\n\r\n# TODO: use system func to bind ~\r\nclass OneLayerBRNN(nn.Module):\r\n def __init__(self, input_size, hidden_size, prefix='stack_rnn', opt={}, dropout=None):\r\n super(OneLayerBRNN, self).__init__()\r\n self.opt = opt\r\n self.prefix = prefix\r\n self.cell_type = self.opt.get('{}_cell'.format(self.prefix), 'lstm')\r\n self.emb_dim = self.opt.get('{}_embd_dim'.format(self.prefix), 0)\r\n self.maxout_on = self.opt.get('{}_maxout_on'.format(self.prefix), False)\r\n self.weight_norm_on = self.opt.get('{}_weight_norm_on'.format(self.prefix), False)\r\n self.dropout = dropout\r\n self.output_size = hidden_size if self.maxout_on else hidden_size * 2\r\n self.hidden_size = hidden_size\r\n self.rnn = RNN_MAP[self.cell_type](input_size, hidden_size, num_layers=1, bidirectional=True)\r\n\r\n def forward(self, x, x_mask):\r\n x = x.transpose(0, 1)\r\n size = list(x.size())\r\n rnn_output, h = self.rnn(x)\r\n if self.maxout_on:\r\n rnn_output = rnn_output.view(size[0], size[1], self.hidden_size, 2).max(-1)[0]\r\n # Transpose back\r\n hiddens = rnn_output.transpose(0, 1)\r\n return hiddens\r\n\r\nclass BRNNEncoder(nn.Module):\r\n def __init__(self, input_size, hidden_size, prefix='rnn', opt={}, dropout=None):\r\n super(BRNNEncoder, self).__init__()\r\n self.opt = opt\r\n self.dropout = dropout\r\n self.cell_type = opt.get('{}_cell'.format(self.prefix), 'gru')\r\n self.weight_norm_on = opt.get('{}_weight_norm_on'.format(self.prefix), False)\r\n self.top_layer_only = opt.get('{}_top_layer_only'.format(self.prefix), False)\r\n self.num_layers = opt.get('{}_num_layers'.format(self.prefix), 1)\r\n self.rnn = RNN_MAP[self.cell_type](input_size, hidden_size, self.num_layers, bidirectional=True)\r\n if self.weight_norm_on:\r\n self.rnn = WN(self.rnn\r\n if self.top_layer_only:\r\n self.output_size = hidden_size * 2\r\n else:\r\n self.output_size = self.num_layers * hidden_size * 2\r\n\r\n\n ... [9 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '(' at line 44 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 44\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
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syntax
|
MISSING_BRACKETS
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MEDIUM
|
d5b25fcda4db3927e0504a3caa222468f8e2eb7c
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TheStack--python--000.parquet
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Suggest refactoring for this Pythoncode:Python code: #!//anaconda/envs/py36/bin/python # # File name: kmc_pld.py # Date: 2018/08/03 09:07 # Author: Lukas Vlcek # # Description: # import numpy as np from collections import Counter class EventTree: """ Class maintaining a binary tree for random event type lookup and arrays for choosing specific event. """ def __init__(self, rates, events): self.rates = rates self.events = events self.__setup() def __build_tree(self, e_ratio): self.event_tree = [] # create event ratio array level 0 - bottom if len(e_ratio) % 2 == 1: e_ratio.extend([0.0]) # create the bottom level (rates*numbers) self.event_tree.append(np.array(e_ratio)) # create partial summs (iteratively) up to the 2nd highest level while len(e_ratio) > 2: e_ratio = [e_ratio[i]+e_ratio[i+1] for i in range(0, len(e_ratio), 2)] if len(e_ratio) % 2 == 1: e_ratio.extend([0.0]) self.event_tree.append(np.array(e_ratio)) # create top level = sum of all rates self.event_tree.append(np.array(sum(e_ratio))) def __setup(self): # Get dictionary of event type counts e_counts = Counter([e['type'] for e in self.events]) print(e_counts) # create a list of events based on event types self.event_counts = [[] for _ in range(len(self.rates))] for e in self.events: self.event_counts[e['type']].append(e) e_ratio = [e_counts.get(t, 0)*r for t, r in enumerate(self.rates)] print('e_ratio', e_ratio) self.__build_tree(e_ratio) def update_events(self, old_events, new_events): """ Update tree: remove old events and add new events """ pass def find_event(self): """Find and return an event""" # generate a random number [0,Rs) q = self.Rs*np.random.random() # cycle through levels (top->down) # start with top-level child (k-2) end with level above bottom (1) j = 0 for k in range(len(self.event_tree)-2, 0, -1): # left child value left = self.event_tree[k][j] if q < left: j = 2*j else: q -= left j = 2*j + 1 # bottom level - return selected event type if q < self.event_tree[0][j]: event_type = self.events[j] else: event_type = self.events[j+1] # select a random event index of a given type event_number = np.random.randint(len(self.event_counts[event_type])) # get the event object event = event_counts[event_type][event_number] return event
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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advanced
|
ui
|
refactoring
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Pythoncode:Python
| 5
| 1
| 2,810
| true
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[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#!//anaconda/envs/py36/bin/python\n#\n# File name: kmc_pld.py\n# Date: 2018/08/03 09:07\n# Author: Lukas Vlcek\n#\n# Description: \n#\n\nimport numpy as np\nfrom collections import Counter\n\nclass EventTree:\n \"\"\"\n Class maintaining a binary tree for random event type lookup\n and arrays for choosing specific event. \n \"\"\"\n\n def __init__(self, rates, events):\n\n self.rates = rates\n self.events = events\n self.__setup()\n\n\n def __build_tree(self, e_ratio):\n\n self.event_tree = []\n\n # create event ratio array level 0 - bottom\n if len(e_ratio) % 2 == 1:\n e_ratio.extend([0.0])\n\n # create the bottom level (rates*numbers)\n self.event_tree.append(np.array(e_ratio))\n\n # create partial summs (iteratively) up to the 2nd highest level\n while len(e_ratio) > 2:\n e_ratio = [e_ratio[i]+e_ratio[i+1] for i in range(0, len(e_ratio), 2)]\n if len(e_ratio) % 2 == 1:\n e_ratio.extend([0.0])\n\n self.event_tree.append(np.array(e_ratio))\n\n # create top level = sum of all rates\n self.event_tree.append(np.array(sum(e_ratio)))\n \n\n def __setup(self):\n\n # Get dictionary of event type counts\n e_counts = Counter([e['type'] for e in self.events])\n print(e_counts)\n\n # create a list of events based on event types\n self.event_counts = [[] for _ in range(len(self.rates))]\n for e in self.events:\n self.event_counts[e['type']].append(e)\n\n e_ratio = [e_counts.get(t, 0)*r for t, r in enumerate(self.rates)]\n\n print('e_ratio', e_ratio)\n self.__build_tree(e_ratio)\n\n\n def update_events(self, old_events, new_events):\n \"\"\"\n Update tree: remove old events and add new events\n \"\"\"\n pass\n\n\n def find_event(self):\n \"\"\"Find and return an event\"\"\"\n\n # generate a random number [0,Rs)\n q = self.Rs*np.random.random()\n\n # cycle through levels (top->down)\n # start with top-level child (k-2) end with level above bottom (1)\n j = 0\n for k in range(len(self.event_tree)-2, 0, -1):\n # left child value\n left = self.event_tree[k][j]\n\n if q < left:\n j = 2*j\n else:\n q -= left\n j = 2*j + 1\n \n # bottom level - return selected event type\n if q < self.event_tree[0][j]:\n event_type = self.events[j]\n else:\n event_type = self.events[j+1]\n\n # select a random event index of a given type \n event_number = np.random.randint(len(self.event_counts[event_type]))\n\n # get the event object \n event = event_counts[event_type][event_number]\n\n return event"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
d5b27d5f6e6878759cb3ab473c4702b3507a5b67
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: # -*- coding: utf-8 -*- # Copyright (C) 2006-2007 Søren Roug, European Environment Agency # # This library is free software; you can redistribute it and/or # modify it under the terms of the GNU Lesser General Public # License as published by the Free Software Foundation; either # version 2.1 of the License, or (at your option) any later version. # # This library is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU # Lesser General Public License for more details. # # You should have received a copy of the GNU Lesser General Public # License along with this library; if not, write to the Free Software # Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA # # Contributor(s): # from odf.namespaces import METANS from odf.element import Element # Autogenerated def AutoReload(**args): return Element(qname = (METANS,'auto-reload'), **args) def CreationDate(**args): return Element(qname = (METANS,'creation-date'), **args) def DateString(**args): return Element(qname = (METANS,'date-string'), **args) def DocumentStatistic(**args): return Element(qname = (METANS,'document-statistic'), **args) def EditingCycles(**args): return Element(qname = (METANS,'editing-cycles'), **args) def EditingDuration(**args): return Element(qname = (METANS,'editing-duration'), **args) def Generator(**args): return Element(qname = (METANS,'generator'), **args) def HyperlinkBehaviour(**args): return Element(qname = (METANS,'hyperlink-behaviour'), **args) def InitialCreator(**args): return Element(qname = (METANS,'initial-creator'), **args) def Keyword(**args): return Element(qname = (METANS,'keyword'), **args) def PrintDate(**args): return Element(qname = (METANS,'print-date'), **args) def PrintedBy(**args): return Element(qname = (METANS,'printed-by'), **args) def Template(**args): args.setdefault('type', 'simple') return Element(qname = (METANS,'template'), **args) def UserDefined(**args): return Element(qname = (METANS,'user-defined'), **args)
|
Functions: AutoReload, CreationDate, DateString, DocumentStatistic, EditingCycles This code demonstrates Pythoncode:Python programming.
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advanced
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testing
|
code_explanation
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Pythoncode:Python
| 14
| 0
| 2,181
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Copyright (C) 2006-2007 S\u00f8ren Roug, European Environment Agency\n#\n# This library is free software; you can redistribute it and/or\n# modify it under the terms of the GNU Lesser General Public\n# License as published by the Free Software Foundation; either\n# version 2.1 of the License, or (at your option) any later version.\n#\n# This library is distributed in the hope that it will be useful,\n# but WITHOUT ANY WARRANTY; without even the implied warranty of\n# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU\n# Lesser General Public License for more details.\n#\n# You should have received a copy of the GNU Lesser General Public\n# License along with this library; if not, write to the Free Software\n# Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA\n#\n# Contributor(s):\n#\n\nfrom odf.namespaces import METANS\nfrom odf.element import Element\n\n# Autogenerated\ndef AutoReload(**args):\n return Element(qname = (METANS,'auto-reload'), **args)\n\ndef CreationDate(**args):\n return Element(qname = (METANS,'creation-date'), **args)\n\ndef DateString(**args):\n return Element(qname = (METANS,'date-string'), **args)\n\ndef DocumentStatistic(**args):\n return Element(qname = (METANS,'document-statistic'), **args)\n\ndef EditingCycles(**args):\n return Element(qname = (METANS,'editing-cycles'), **args)\n\ndef EditingDuration(**args):\n return Element(qname = (METANS,'editing-duration'), **args)\n\ndef Generator(**args):\n return Element(qname = (METANS,'generator'), **args)\n\ndef HyperlinkBehaviour(**args):\n return Element(qname = (METANS,'hyperlink-behaviour'), **args)\n\ndef InitialCreator(**args):\n return Element(qname = (METANS,'initial-creator'), **args)\n\ndef Keyword(**args):\n return Element(qname = (METANS,'keyword'), **args)\n\ndef PrintDate(**args):\n return Element(qname = (METANS,'print-date'), **args)\n\ndef PrintedBy(**args):\n return Element(qname = (METANS,'printed-by'), **args)\n\ndef Template(**args):\n args.setdefault('type', 'simple')\n return Element(qname = (METANS,'template'), **args)\n\ndef UserDefined(**args):\n return Element(qname = (METANS,'user-defined'), **args)"}, {"role": "assistant", "content": " Functions: AutoReload, CreationDate, DateString, DocumentStatistic, EditingCycles\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
d5b2899060598acf5361fb2c9db968e61435c9da
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: import os ... [1 more functiondefs truncated] ...
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This code demonstrates Pythoncode:Python programming.
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beginner
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general
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code_explanation
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Pythoncode:Python
| 0
| 0
| 57
| true
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport os\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
d5b2a5e3c1f4caec8e1b4e760aef349c24f989cf
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TheStack--python--000.parquet
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Debug this Pythoncode:Python code:
|
Code analysis results: No critical issues found Consider adding unit tests Add inline comments for complex logic
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beginner
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general
|
debugging
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Pythoncode:Python
| 0
| 0
| 0
| false
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:"}, {"role": "assistant", "content": " Code analysis results:\n\n\n No critical issues found\n\n Consider adding unit tests\n Add inline comments for complex logic"}]
| false
| null | null | null |
d5b2ddd3598b303bcb8230980f8ef5b2b4388ef0
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Copyright 2015 Carnegie Mellon University # # Author: Han Chen <hanc@andrew.cmu.edu> # # 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 ast import json from oslo
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Invalid syntax at line 19: from oslo Fix: Complete the truncated code structure
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advanced
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api
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error_detection
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Pythoncode:Python
| 1
| 1
| 667
| true
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright 2015 Carnegie Mellon University\n#\n# Author: Han Chen <hanc@andrew.cmu.edu>\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\n\nimport ast\nimport json\nfrom oslo"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Invalid syntax at line 19: from oslo\n\n\n Fix: Complete the truncated code structure"}]
| true
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syntax
|
HARD_CUT
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CRITICAL
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d5b36222e5f117b24edaf10265aa3e6b8fc6c46c
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TheStack--python--000.parquet
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Fix this broken Pythoncode:Python code: from typing import Optional, Callable import requests from requests.auth import AuthBase from requests.exceptions import RequestException class BearerAuth(AuthBase): def __init__(self, token): self.token = token def __call__(self, r): r.headers['Authorization'] = f'Bearer {self.token}' return r class ServiceClient: DEFAULT_MAX_RETRIES = 0 def __init__( self, base_url: str, token: Optional[str] = None, ): self.base_url = base_url.rstrip("/") self.token = token self.session = self._create_client_session() def _dispose(self): """ Class method to close user session """ self.session.close() def _create_client_session(self): """ Class method to create client session """ session = requests.Session() session.auth = self._get_http_a Error: SyntaxError / EOF
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Fixed Code: from typing import Optional, Callable import requests from requests.auth import AuthBase from requests.exceptions import RequestException class BearerAuth(AuthBase): def __init__(self, token): self.token = token def __call__(self, r): r.headers['Authorization'] = f'Bearer {self.token}' return r class ServiceClient: DEFAULT_MAX_RETRIES = 0 def __init__( Explanation: Complete the truncated code structure
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advanced
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api
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error_fixing
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Pythoncode:Python
| 8
| 2
| 914
| true
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[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom typing import Optional, Callable\n\nimport requests\nfrom requests.auth import AuthBase\nfrom requests.exceptions import RequestException\n\n\nclass BearerAuth(AuthBase):\n def __init__(self, token):\n self.token = token\n\n def __call__(self, r):\n r.headers['Authorization'] = f'Bearer {self.token}'\n return r\n\n\nclass ServiceClient:\n DEFAULT_MAX_RETRIES = 0\n\n def __init__(\n self,\n base_url: str,\n token: Optional[str] = None,\n ):\n self.base_url = base_url.rstrip(\"/\")\n self.token = token\n self.session = self._create_client_session()\n\n def _dispose(self):\n \"\"\"\n Class method to close user session\n \"\"\"\n self.session.close()\n\n def _create_client_session(self):\n \"\"\"\n Class method to create client session\n \"\"\"\n session = requests.Session()\n session.auth = self._get_http_a\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom typing import Optional, Callable\n\nimport requests\nfrom requests.auth import AuthBase\nfrom requests.exceptions import RequestException\n\n\nclass BearerAuth(AuthBase):\n def __init__(self, token):\n self.token = token\n\n def __call__(self, r):\n r.headers['Authorization'] = f'Bearer {self.token}'\n return r\n\n\nclass ServiceClient:\n DEFAULT_MAX_RETRIES = 0\n\n def __init__(\n\n Explanation: Complete the truncated code structure"}]
| true
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syntax
|
HARD_CUT
|
CRITICAL
|
d5b52472e7e5df33cf0c5865ffdc86c08a3ea627
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import os import shutil from .ZipFileManager import ZipFileManager from .DiskFileManager import DiskFileManager from .Directory import Directory import string printable = set(string.printable) - set("\x0b\x0c") def is_hex(s): return any(c not in printable for c in s) def file_tree(target, replace=False): """Open a connection to a file tree which can be either a disk folder, a zip archive, or an in-memory zip archive. Parameters ---------- target Either the path to a target folder, or a zip file, or '@memory' to write a zip file in memory (at which case a string of the zip file is returned) If the target is already a flametree directory, it is returned as-is. replace If True, will remove the target if it already exists. If False, new files will be written inside the target and some files may be overwritten. """ if isinstance(target, Directory): return target if (not isinstance(target, str)) or is_hex(target): return Directory(file_manager=ZipFileManager(source=target)) elif target == "@memory": return Directory("@memory", file_manager=ZipFileManager("@memory")) elif target.lower().endswith(".zip"): return Directory(target, file_manager=ZipFileManager(target, replace=replace))
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Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Unterminated string literal at line 18 Fix: Add body to If block or use 'pass' statement
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intermediate
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general
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error_detection
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Pythoncode:Python
| 2
| 0
| 1,313
| true
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os\nimport shutil\n\nfrom .ZipFileManager import ZipFileManager\nfrom .DiskFileManager import DiskFileManager\nfrom .Directory import Directory\n\nimport string\n\nprintable = set(string.printable) - set(\"\\x0b\\x0c\")\n\n\ndef is_hex(s):\n return any(c not in printable for c in s)\n\n\ndef file_tree(target, replace=False):\n \"\"\"Open a connection to a file tree which can be either a disk folder, a\n zip archive, or an in-memory zip archive.\n\n Parameters\n ----------\n\n target\n Either the path to a target folder, or a zip file, or '@memory' to write\n a zip file in memory (at which case a string of the zip file is returned)\n If the target is already a flametree directory, it is returned as-is.\n\n replace\n If True, will remove the target if it already exists. If False, new files\n will be written inside the target and some files may be overwritten.\n \"\"\"\n if isinstance(target, Directory):\n return target\n if (not isinstance(target, str)) or is_hex(target):\n return Directory(file_manager=ZipFileManager(source=target))\n elif target == \"@memory\":\n return Directory(\"@memory\", file_manager=ZipFileManager(\"@memory\"))\n elif target.lower().endswith(\".zip\"):\n return Directory(target, file_manager=ZipFileManager(target, replace=replace))"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_BLOCK\n Error: IndentationError / Expected indented block\n\n Detected Errors:\n \u2022 Unterminated string literal at line 18\n\n Fix: Add body to If block or use 'pass' statement"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
d5b58f8a34e9535374ceecc69e4b47358c97ddb9
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: import sys import socket import time ip = '127.0.0.1' port = 9001 if (len(sys.argv)>1): ip = sys.argv[1] if (len(sys.argv)>2): port = int(sys.argv[2]) sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) sock.connect((ip,port)) sock.send('bip\n\r') data = sock.recv(80) print data sock.send('TTS[it-IT] ciao, come stai?\n\r') data = sock.recv(80) print data sock.send('TTS[en-US] very well, thank you!\n\r') data = sock.recv(80) print data sock.send('TTS default language is english!\n\r') data = sock.recv(80) print data sock.send('bop\n\r') data = sock.recv(80) print data time.sleep(1) sock.close()
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
machine_learning
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 628
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport sys\nimport socket\nimport time\n\nip = '127.0.0.1'\nport = 9001\n\nif (len(sys.argv)>1):\n ip = sys.argv[1]\nif (len(sys.argv)>2):\n port = int(sys.argv[2])\n\nsock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n\nsock.connect((ip,port))\n\n\nsock.send('bip\\n\\r')\ndata = sock.recv(80)\nprint data\n\nsock.send('TTS[it-IT] ciao, come stai?\\n\\r')\ndata = sock.recv(80)\nprint data\n\nsock.send('TTS[en-US] very well, thank you!\\n\\r')\ndata = sock.recv(80)\nprint data\n\n\nsock.send('TTS default language is english!\\n\\r')\ndata = sock.recv(80)\nprint data\n\nsock.send('bop\\n\\r')\ndata = sock.recv(80)\nprint data\n\ntime.sleep(1)\n\nsock.close()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
d5b74bc11e212074f29e2869fb5c41c2c3cd585b
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from abc import ABC, abstractmethod from typing import List from .common import ( class MsgMatcher(ABC): def msg_chain_from_ctx(self, ctx): return BasicMessage(ctx.msg).messageChain() def get_cell_type(self, msg_cell): return msg_cell.get("type", None) @abstractmethod def match(self, ctx) -> bool: pass class GroupMsg(MsgMatcher): def match(self, ctx) -> bool: return BasicMessage(ctx.msg).type() == MessageType.GroupMessage class FriendMsg(MsgMatcher): def match(self, ctx) -> bool: return BasicMessage(ctx.msg).type() == MessageType.FriendMessage class TempMsg(MsgMatcher): def match(self, ctx) -> bool: return BasicMessage(ctx.msg).type() == MessageType.TempMessage class AtMsg(GroupMsg): def match(self, ctx) -> bool: if not super().match(ctx): return False msg_chain = self.msg_chain_from_ctx(ctx) return self.get_cell_type(msg_chain[1]) == MsgCellType.At class AtMeMsg(AtMsg): me_qq: int def __init__(self, me_qq) -> None: super(AtMeMsg, self).__init__() self.me_qq = me_qq def match(self, ctx) -> bool: if not super().match(ctx): return False msg_chain = GroupMessage(ctx.msg).messageChain() at = AtCell(msg_chain[1]) return self.me_qq == at.target() class JustAtMeMsg(AtMeMsg): def __init__(self, me_qq) -> None: super(JustAtMeMsg, self).__init__(me_qq) def match(self, ctx) -> bool: Error: SyntaxError / EOF
|
Fixed Code: from abc import ABC, abstractmethod from typing import List from .common import ( class MsgMatcher(ABC): def msg_chain_from_ctx(self, ctx): return BasicMessage(ctx.msg).messageChain() def get_cell_type(self, msg_cell): return msg_cell.get("type", None) @abstractmethod def match(self, ctx) -> bool: pass class GroupMsg(MsgMatcher): def match(self, ctx) -> bool: return BasicMessage(ctx.msg).type() == MessageType.GroupMessage Explanation: Complete the truncated code structure
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advanced
|
machine_learning
|
error_fixing
|
Pythoncode:Python
| 17
| 11
| 1,513
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom abc import ABC, abstractmethod\nfrom typing import List\nfrom .common import (\nclass MsgMatcher(ABC):\n def msg_chain_from_ctx(self, ctx):\n return BasicMessage(ctx.msg).messageChain()\n\n def get_cell_type(self, msg_cell):\n return msg_cell.get(\"type\", None)\n\n @abstractmethod\n def match(self, ctx) -> bool:\n pass\n\n\nclass GroupMsg(MsgMatcher):\n def match(self, ctx) -> bool:\n return BasicMessage(ctx.msg).type() == MessageType.GroupMessage\n\n\nclass FriendMsg(MsgMatcher):\n def match(self, ctx) -> bool:\n return BasicMessage(ctx.msg).type() == MessageType.FriendMessage\n\n\nclass TempMsg(MsgMatcher):\n def match(self, ctx) -> bool:\n return BasicMessage(ctx.msg).type() == MessageType.TempMessage\n\n\nclass AtMsg(GroupMsg):\n def match(self, ctx) -> bool:\n if not super().match(ctx):\n return False\n msg_chain = self.msg_chain_from_ctx(ctx)\n return self.get_cell_type(msg_chain[1]) == MsgCellType.At\n\n\nclass AtMeMsg(AtMsg):\n me_qq: int\n\n def __init__(self, me_qq) -> None:\n super(AtMeMsg, self).__init__()\n self.me_qq = me_qq\n\n def match(self, ctx) -> bool:\n if not super().match(ctx):\n return False\n msg_chain = GroupMessage(ctx.msg).messageChain()\n at = AtCell(msg_chain[1])\n return self.me_qq == at.target()\n\n\nclass JustAtMeMsg(AtMeMsg):\n def __init__(self, me_qq) -> None:\n super(JustAtMeMsg, self).__init__(me_qq)\n\n def match(self, ctx) -> bool:\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom abc import ABC, abstractmethod\nfrom typing import List\nfrom .common import (\nclass MsgMatcher(ABC):\n def msg_chain_from_ctx(self, ctx):\n return BasicMessage(ctx.msg).messageChain()\n\n def get_cell_type(self, msg_cell):\n return msg_cell.get(\"type\", None)\n\n @abstractmethod\n def match(self, ctx) -> bool:\n pass\n\n\nclass GroupMsg(MsgMatcher):\n def match(self, ctx) -> bool:\n return BasicMessage(ctx.msg).type() == MessageType.GroupMessage\n\n\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
d5b8242c634dcf60f9e745fdadd1c86fe716bf6e
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: class Solution: def invertTree(self, root: Optional[TreeNode]) -> Optional[TreeNode]: if root: root.left,root.right = self.invertTree(root.right),self.invertTree(root.left) return None ... code continues ...
|
Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation: return None
|
intermediate
|
oop
|
incomplete_code
|
Pythoncode:Python
| 1
| 1
| 216
| false
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nclass Solution:\n def invertTree(self, root: Optional[TreeNode]) -> Optional[TreeNode]:\n if root:\n root.left,root.right = self.invertTree(root.right),self.invertTree(root.left)\n return None\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function missing return statement\n\n To complete:\n \u2022 Add return statement to function\n\n Example continuation:\n return None"}]
| true
|
syntax
|
INCOMPLETE_LOGIC
|
MEDIUM
|
d5b8367e1c83c38e170646eb1abb34d55d607542
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from django.contrib import admin from django.contrib.auth.admin import UserAdmin as DjangoUserAdmin from django.contrib.auth.models import Group from django.utils.translation import ugettext_lazy as _ from main.models import UserInfo, User, Child, Volunteer, Donor, Letter, Need, PurchaseForInstitute, PurchaseForNeed, \ Activity, OngoingUserInfo @admin.register(User) class UserAdmin(DjangoUserAdmin): class UserInfoInline(admin.TabularInline): model = UserInfo extra = 1 max_num = 1 fieldsets = ( (None, {'fields': ('email', 'password')}), (_('Permissions'), {'fields': ('is_active', 'is_staff', 'is_superuser')}), (_('Important dates'), {'fields': ('last_login', 'date_joined')}), ) a
|
Syntax Analysis: Fixes: • Add docstring to class 'UserAdmin' • Add docstring to class 'UserInfoInline'
|
advanced
|
machine_learning
|
syntax_repair
|
Pythoncode:Python
| 0
| 2
| 759
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom django.contrib import admin\nfrom django.contrib.auth.admin import UserAdmin as DjangoUserAdmin\nfrom django.contrib.auth.models import Group\nfrom django.utils.translation import ugettext_lazy as _\n\nfrom main.models import UserInfo, User, Child, Volunteer, Donor, Letter, Need, PurchaseForInstitute, PurchaseForNeed, \\\n Activity, OngoingUserInfo\n\n\n@admin.register(User)\nclass UserAdmin(DjangoUserAdmin):\n class UserInfoInline(admin.TabularInline):\n model = UserInfo\n extra = 1\n max_num = 1\n\n fieldsets = (\n (None, {'fields': ('email', 'password')}),\n (_('Permissions'), {'fields': ('is_active', 'is_staff', 'is_superuser')}),\n (_('Important dates'), {'fields': ('last_login', 'date_joined')}),\n )\n a"}, {"role": "assistant", "content": " Syntax Analysis:\n\n\n Fixes:\n \u2022 Add docstring to class 'UserAdmin'\n \u2022 Add docstring to class 'UserInfoInline'"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
d5b96915a161658ab58f977d3518461eda8624b2
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import tdl import time import hunting.constants as c class Renderer: def __init__(self, main_console=None, level_display_width=c.SCREEN_WIDTH, level_display_height=c.SCREEN_HEIGHT): if main_console is None: self.main_console = tdl.init(level_display_width, level_display_height, 'From Renderer Default Constructor') else: self.main_console = main_console self.level_display_width = level_display_width self.level_display_height = level_display_height self._level_console = tdl.Console(level_display_width, level_display_height) def _render_level(self, con, level): for x in range(level.width): for y in range(level.height): if level[x][y].blocks is not False: self._level_console.draw_rect(x, y, 1, 1, None, bg=[120, 0, 50]) else: self._level_console.draw_rect(x, y, 1, 1, None, bg=[30, 255, 30]) # TODO: This is pretty hacky! i = 1 for o in level._all_objects: if o.faction == '1': # TODO: Better faction implementation! color = [255, 0, 0] else: color = [0, 0, 255] self._level_console.draw_char(o.x, o.y, i, color) i += 1 con.blit(self._level_console) def render_all(self, level): self._render_level(self.main_console, level) tdl.flush() def clear(self, level):
|
for o in level._all_objects: self._level_console.draw_char(o.x, o.y, ' ') def render_event(self, level, event): if event[c.EVENT_TYPE] == c.MOVEMENT_EVENT: # Clear previous location self._level_console.draw_char(event[c.MOVEMENT_PREV_X], event[c.MOVEMENT_PREV_Y], ' ', bg=[0, 15, 7]) # Retrieve faction and color o = level.get_object_by_id(event[c.OBJ_ID]) if o.faction == '1': # TODO: Better faction implementation! color = [255, 0, 0] else: color = [0, 0, 255] self._level_console.draw_char(event[c.OBJ_X], event[c.OBJ_Y], o.faction, fg=color) elif event[c.EVENT_TYPE] == c.OBJECT_DESTRUCTION_EVENT: self._level_console.draw_char(event[c.OBJ_X], event[c.OBJ_Y], ' ', bg=[0, 15, 7]) # Render self.main_console.blit(self._level_console) tdl.flush() def visualize(level, show_time=1): Renderer().render_all(level) time.sleep(show_time)
|
advanced
|
machine_learning
|
code_completion
|
Pythoncode:Python
| 6
| 1
| 2,515
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport tdl\nimport time\nimport hunting.constants as c\n\n\nclass Renderer:\n def __init__(self, main_console=None, level_display_width=c.SCREEN_WIDTH, level_display_height=c.SCREEN_HEIGHT):\n if main_console is None:\n self.main_console = tdl.init(level_display_width, level_display_height, 'From Renderer Default Constructor')\n else:\n self.main_console = main_console\n self.level_display_width = level_display_width\n self.level_display_height = level_display_height\n self._level_console = tdl.Console(level_display_width, level_display_height)\n\n def _render_level(self, con, level):\n for x in range(level.width):\n for y in range(level.height):\n if level[x][y].blocks is not False:\n self._level_console.draw_rect(x, y, 1, 1, None, bg=[120, 0, 50])\n else:\n self._level_console.draw_rect(x, y, 1, 1, None, bg=[30, 255, 30])\n\n # TODO: This is pretty hacky!\n i = 1\n for o in level._all_objects:\n if o.faction == '1': # TODO: Better faction implementation!\n color = [255, 0, 0]\n else:\n color = [0, 0, 255]\n self._level_console.draw_char(o.x, o.y, i, color)\n i += 1\n\n con.blit(self._level_console)\n\n def render_all(self, level):\n self._render_level(self.main_console, level)\n tdl.flush()\n\n def clear(self, level):"}, {"role": "assistant", "content": "\n for o in level._all_objects:\n self._level_console.draw_char(o.x, o.y, ' ')\n\n def render_event(self, level, event):\n if event[c.EVENT_TYPE] == c.MOVEMENT_EVENT:\n # Clear previous location\n self._level_console.draw_char(event[c.MOVEMENT_PREV_X], event[c.MOVEMENT_PREV_Y], ' ', bg=[0, 15, 7])\n\n # Retrieve faction and color\n o = level.get_object_by_id(event[c.OBJ_ID])\n if o.faction == '1': # TODO: Better faction implementation!\n color = [255, 0, 0]\n else:\n color = [0, 0, 255]\n\n self._level_console.draw_char(event[c.OBJ_X], event[c.OBJ_Y], o.faction, fg=color)\n\n elif event[c.EVENT_TYPE] == c.OBJECT_DESTRUCTION_EVENT:\n self._level_console.draw_char(event[c.OBJ_X], event[c.OBJ_Y], ' ', bg=[0, 15, 7])\n\n # Render\n self.main_console.blit(self._level_console)\n tdl.flush()\n\n\ndef visualize(level, show_time=1):\n Renderer().render_all(level)\n time.sleep(show_time)"}]
| false
| null | null | null |
d5b9d02c239d39cdf1dcff5670b5cc5e359e73a5
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: from django.db import models class Idea(models.Model): title = models.CharField(max_length=255, unique=True) description = models.TextField() author = models.OneToOneField('events.Registrant', related_name='author_idea', on_delete=models.CASCADE, blank=True, null=True) written_by = models.ForeignKey('users.User', related_name='written_idea', on_delete=models.CASCADE, blank=True, null=True) event = models.ForeignKey('events.Event', related_name='event_idea', on_delete=models.CASCADE, blank=True, null=True) is_valid = models.BooleanField(default=False) max_number_of_participants = models.PositiveIntegerField(default=7) created_at = models.DateTimeField(auto_now_add=True) modified_at = models.DateTimeField(auto_now=True) is_active = models.BooleanField(default=True) class Meta(): ordering = ['-created_at', '-id'] def __str__(self): return self.title class IdeaTeamMember(models.Model): idea = models.ForeignKey(Idea, related_name='idea_team_member', on_delete=models.CASCADE) member = models.OneToOneField('events.Registrant', related_name='member_idea', on_delete=models.CASCADE) class Meta(): ordering = ['idea'] unique_together = ('idea', 'member') verbose_name = 'Team Member' verbose_name_plural = 'Groups'
|
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 💡 Suggestions: Add docstring to class 'Idea' Add docstring to class 'IdeaTeamMember' Add docstring to class 'Meta'
|
advanced
|
machine_learning
|
debugging
|
Pythoncode:Python
| 1
| 4
| 1,732
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom django.db import models\n\n\nclass Idea(models.Model):\n title = models.CharField(max_length=255, unique=True)\n description = models.TextField()\n author = models.OneToOneField('events.Registrant',\n related_name='author_idea',\n on_delete=models.CASCADE,\n blank=True,\n null=True)\n written_by = models.ForeignKey('users.User',\n related_name='written_idea',\n on_delete=models.CASCADE,\n blank=True,\n null=True)\n event = models.ForeignKey('events.Event',\n related_name='event_idea',\n on_delete=models.CASCADE,\n blank=True,\n null=True)\n is_valid = models.BooleanField(default=False)\n max_number_of_participants = models.PositiveIntegerField(default=7)\n created_at = models.DateTimeField(auto_now_add=True)\n modified_at = models.DateTimeField(auto_now=True)\n is_active = models.BooleanField(default=True)\n\n class Meta():\n ordering = ['-created_at', '-id']\n\n def __str__(self):\n return self.title\n\n\nclass IdeaTeamMember(models.Model):\n idea = models.ForeignKey(Idea, related_name='idea_team_member', on_delete=models.CASCADE)\n member = models.OneToOneField('events.Registrant', related_name='member_idea', on_delete=models.CASCADE)\n\n class Meta():\n ordering = ['idea']\n unique_together = ('idea', 'member')\n verbose_name = 'Team Member'\n verbose_name_plural = 'Groups'"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'Idea'\n Add docstring to class 'IdeaTeamMember'\n Add docstring to class 'Meta'"}]
| false
| null | null | null |
d5ba579f0453b95d1e8c11d5b88d94830943af72
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: """ Module for Pytorch dataset representations """ import torch from torch.utils.data import Dataset class SlicesDataset(Dataset): """ This class represents an indexable Torch dataset which could be consumed by the PyTorch DataLoader class """ def __init__(self, data): self.data = data self.slices = [] for i, d in enumerate(data): for j in range(d["image"].shape[0]): self.slices.append((i, j)) def __getitem__(self, idx): """ This method is called by PyTorch DataLoader class to return a sample with id idx Arguments: idx {int} -- id of sample Returns: Dictionary of 2 Torch Tensors of dimensions [1, W, H] """ slc = self.slices[idx] sample = dict() sample["id"] = idx # You could implement caching strategy here if dataset is too large to fit # in memory entirely # Also this would be the place to call transforms if data augmentation is used # TASK: Create two new keys in the "sample" dictionary, named "image" and "seg" # The values are 3D Torch Tensors with image and label data respectively. # First dimension is size 1, and last two hold the voxel data from the respective # slices. Write code that stores the 2D slice data in the last 2 dimensions of the 3D Tensors. # Your tensor needs to be of shape [1, patch_size, patch_size] # Don't forget that you need to put a Torch Tensor into your dictionary element's value # Hint: your 3D data sits in self.data variable, the id of the 3D volume from data array # and the slice number are in the slc variable. # Hint2: You can use None notation like so: arr[None, :] to add size-1 # dimension to a Numpy array # <YOUR CODE GOES HERE> img = self.data[slc[0]]["image"][slc[1]] sample['image'] = torch.from_numpy(img[None,:]) seg = self.data[slc[0]]["seg"][slc[1]] sample['seg'] = torch.from_numpy(seg[None,:]) return sample def __len__(self): """ This method is called by PyTorch DataLoader class to return number of samples in the dataset Returns: int """ ... code continues ...
|
Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation:
|
advanced
|
database
|
incomplete_code
|
Pythoncode:Python
| 3
| 1
| 2,316
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n\"\"\"\nModule for Pytorch dataset representations\n\"\"\"\n\nimport torch\nfrom torch.utils.data import Dataset\n\nclass SlicesDataset(Dataset):\n \"\"\"\n This class represents an indexable Torch dataset\n which could be consumed by the PyTorch DataLoader class\n \"\"\"\n def __init__(self, data):\n self.data = data\n\n self.slices = []\n\n for i, d in enumerate(data):\n for j in range(d[\"image\"].shape[0]):\n self.slices.append((i, j))\n\n def __getitem__(self, idx):\n \"\"\"\n This method is called by PyTorch DataLoader class to return a sample with id idx\n\n Arguments: \n idx {int} -- id of sample\n\n Returns:\n Dictionary of 2 Torch Tensors of dimensions [1, W, H]\n \"\"\"\n slc = self.slices[idx]\n sample = dict()\n sample[\"id\"] = idx\n\n # You could implement caching strategy here if dataset is too large to fit\n # in memory entirely\n # Also this would be the place to call transforms if data augmentation is used\n \n # TASK: Create two new keys in the \"sample\" dictionary, named \"image\" and \"seg\"\n # The values are 3D Torch Tensors with image and label data respectively. \n # First dimension is size 1, and last two hold the voxel data from the respective\n # slices. Write code that stores the 2D slice data in the last 2 dimensions of the 3D Tensors. \n # Your tensor needs to be of shape [1, patch_size, patch_size]\n # Don't forget that you need to put a Torch Tensor into your dictionary element's value\n # Hint: your 3D data sits in self.data variable, the id of the 3D volume from data array\n # and the slice number are in the slc variable. \n # Hint2: You can use None notation like so: arr[None, :] to add size-1 \n # dimension to a Numpy array\n # <YOUR CODE GOES HERE>\n \n img = self.data[slc[0]][\"image\"][slc[1]]\n sample['image'] = torch.from_numpy(img[None,:])\n \n seg = self.data[slc[0]][\"seg\"][slc[1]]\n sample['seg'] = torch.from_numpy(seg[None,:])\n return sample\n\n def __len__(self):\n \"\"\"\n This method is called by PyTorch DataLoader class to return number of samples in the dataset\n\n Returns:\n int\n \"\"\"\n\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function missing return statement\n\n To complete:\n \u2022 Add return statement to function\n\n Example continuation:"}]
| true
|
syntax
|
INCOMPLETE_LOGIC
|
MEDIUM
|
d5ba81a91490ddb0a286042ea3d0c0e723e0af52
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: from zenslackchat.zendesk_base_webhook import BaseWebHook from zenslackchat.zendesk_email_to_slack import email_from_zendesk from zenslackchat.zendesk_comments_to_slack import comments_from_zendesk class CommentsWebHook(BaseWebHook): """Handle Zendesk Comment Events. """ def handle_event(self, event, slack_client, zendesk_client): """Handle the comment trigger event we have been POSTed. Recover and update the comments with lastest from Zendesk. """ comments_from_zendesk(event, slack_client, zendesk_client) class EmailWebHook(BaseWebHook): """Handle Zendesk Email Events. """ def handle_event(self, event, slack_client, zendesk_client): """Handle an email created issue and create it on slack. ... code continues ...
|
Completion: Missing: Function 'handle_event' is incomplete - body truncated To complete: • Complete the function 'handle_event' body and add missing return Example continuation: """ email_from_zendesk(event, slack_client, zendesk_client)
|
advanced
|
testing
|
incomplete_code
|
Pythoncode:Python
| 2
| 2
| 768
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom zenslackchat.zendesk_base_webhook import BaseWebHook\nfrom zenslackchat.zendesk_email_to_slack import email_from_zendesk\nfrom zenslackchat.zendesk_comments_to_slack import comments_from_zendesk\n\n\nclass CommentsWebHook(BaseWebHook):\n \"\"\"Handle Zendesk Comment Events.\n \"\"\"\n def handle_event(self, event, slack_client, zendesk_client):\n \"\"\"Handle the comment trigger event we have been POSTed.\n\n Recover and update the comments with lastest from Zendesk.\n\n \"\"\"\n comments_from_zendesk(event, slack_client, zendesk_client)\n\n\nclass EmailWebHook(BaseWebHook):\n \"\"\"Handle Zendesk Email Events.\n \"\"\"\n def handle_event(self, event, slack_client, zendesk_client):\n \"\"\"Handle an email created issue and create it on slack.\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'handle_event' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'handle_event' body and add missing return\n\n Example continuation:\n \"\"\"\n email_from_zendesk(event, slack_client, zendesk_client)"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
d5bb9bbb0fed4afc892e132a8963124e532f19f2
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Import modules import groupdocs_merger_cloud from Common import Common # This example demonstrates how to move document page to a new position class MovePage: @classmethod def Run(cls): pagesApi = groupdocs_merger_cloud.PagesApi.from_config(Common.GetConfig(
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 9 - expected ')' • Unclosed '(' at line 9 - expected ')' Fix: Complete the truncated code structure
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advanced
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api
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error_detection
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Pythoncode:Python
| 1
| 1
| 279
| true
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Import modules\nimport groupdocs_merger_cloud\nfrom Common import Common\n\n# This example demonstrates how to move document page to a new position\nclass MovePage:\n @classmethod \n def Run(cls):\n pagesApi = groupdocs_merger_cloud.PagesApi.from_config(Common.GetConfig("}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '(' at line 9 - expected ')'\n \u2022 Unclosed '(' at line 9 - expected ')'\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
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HARD_CUT
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CRITICAL
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d5bbaeac59cde7e794de669fe4ec0942d528fc8d
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: y_pred=ml.predict(x_test) print(y_pred) from sklearn.metrics import r2_score r2_score(y_test,y_pred) pred_y_df=pd.DataFrame({'Actual Value':y_test,'Predicted Value':y_pred, 'Difference': y_test-y_pred}) pred_y_df[0:20]
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This code demonstrates Pythoncode:Python programming.
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intermediate
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testing
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code_explanation
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Pythoncode:Python
| 0
| 0
| 221
| true
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\ny_pred=ml.predict(x_test)\nprint(y_pred)\n\nfrom sklearn.metrics import r2_score\nr2_score(y_test,y_pred)\n\n\npred_y_df=pd.DataFrame({'Actual Value':y_test,'Predicted Value':y_pred, 'Difference': y_test-y_pred})\npred_y_df[0:20]"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
d5bbb325b8069e32756e2756a7150bcc81d9e24f
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- def id_generator(size=6, chars=string.ascii_lowercase + string.digits): """GENERATE A RANDOM STRING TO BE USED AS AN ID Args: size (int, optional): size of the string. Defaults to 6. chars (str, optional): charachters to be used to generate the string. Defaults to string.ascii_lowercase+string.digits. Returns: [str]: a random chain of charachters """ return "".join(random.choice(chars) for _ in range(size)) def save_model(path, model): """SAVE MODEL INTO PICKLE FILE Args: path (str): path where to save the model model (binary): the model to be saved """ with open(path, "wb") as file: pickle.dump(model, file) def update_history(models_hist_path, model_id, model_name, model, params): """SAVE METADATA RELATED TO THE TRAI
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 4 • SyntaxError: unterminated triple-quoted string literal (detected at line 30) at line 30 Fix: Complete the truncated code structure
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intermediate
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machine_learning
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error_detection
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Pythoncode:Python
| 3
| 0
| 876
| false
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\ndef id_generator(size=6, chars=string.ascii_lowercase + string.digits):\n \"\"\"GENERATE A RANDOM STRING TO BE USED AS AN ID\n\n Args:\n size (int, optional): size of the string. Defaults to 6.\n chars (str, optional): charachters to be used to generate the string.\n Defaults to string.ascii_lowercase+string.digits.\n\n Returns:\n [str]: a random chain of charachters\n \"\"\"\n return \"\".join(random.choice(chars) for _ in range(size))\n\n\ndef save_model(path, model):\n \"\"\"SAVE MODEL INTO PICKLE FILE\n\n Args:\n path (str): path where to save the model\n model (binary): the model to be saved\n \"\"\"\n\n with open(path, \"wb\") as file:\n pickle.dump(model, file)\n\n\ndef update_history(models_hist_path, model_id, model_name, model, params):\n \"\"\"SAVE METADATA RELATED TO THE TRAI"}, {"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 4\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 30) at line 30\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
d5bd90ba6b204f06ed13dd7eaecdd9ec577e33cb
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import asyncio import discord from discord.ext import commands import re import sqlite3 Error: SyntaxError / EOF
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Fixed Code: import asyncio import discord from discord.ext import commands import re import sqlite3 from urllib.parse import quote as uriquote import html class Finance(commands.Cog): Explanation: Complete the truncated code structure
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intermediate
|
database
|
error_fixing
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Pythoncode:Python
| 0
| 1
| 87
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport asyncio\nimport discord\nfrom discord.ext import commands\nimport re\nimport sqlite3\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport asyncio\nimport discord\nfrom discord.ext import commands\nimport re\nimport sqlite3\nfrom urllib.parse import quote as uriquote\nimport html\n\n\nclass Finance(commands.Cog):\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
d5c0292ca1d781849b4c6bb27642731423800d86
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TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: from SG_GetFeatureMatrix import * from SG_VectorY import * featureMatrix = featureMatrixFromReviews() Y = getYVector() def getDataForClassifier() : return featureMatrix, Y
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
beginner
|
ui
|
refactoring
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Pythoncode:Python
| 1
| 0
| 174
| true
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[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom SG_GetFeatureMatrix import *\nfrom SG_VectorY import *\n\nfeatureMatrix = featureMatrixFromReviews()\nY = getYVector()\n\ndef getDataForClassifier() :\n\treturn featureMatrix, Y"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
d5c051b72ce68a91896ab21b2fd4b6e93e7e9a10
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TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # Generated by Django 3.1.4 on 2021-01-17 19:12 from django.conf import settings from django.db import migrations, models import django.db.models.deletion class Migration(migrations.Migration): initial = True dependencies = [ migrations.swappable_dependency(settings.AUTH_USER_MODEL), ] operations = [ migrations.CreateModel( name='Organization', fields=[ # Complete this line ('name', models.CharField(max_length=25, null=True)), ('balance', models.FloatField()), ('total', models.FloatField()), ], ), migrations.CreateModel( name='Hunter', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('name', models.CharField(max_length=50, null=True)), ('image', models.ImageField(blank=True, null=True, upload_to='')), ('user', models.OneToOneField(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)), ], ), migrations.CreateModel( name='Bounty', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('name', models.CharField(max_length=25, null=True)), ('image', models.ImageField(blank=True, null=True, upload_to='')), ('price', models.FloatField()), ('city', models.CharField(max_length=25, null=True)), ('hunter', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='bounties.hunter')), ], ), ]
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The missing line is: ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
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advanced
|
machine_learning
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 1
| 1,882
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Generated by Django 3.1.4 on 2021-01-17 19:12\n\nfrom django.conf import settings\nfrom django.db import migrations, models\nimport django.db.models.deletion\n\n\nclass Migration(migrations.Migration):\n\n initial = True\n\n dependencies = [\n migrations.swappable_dependency(settings.AUTH_USER_MODEL),\n ]\n\n operations = [\n migrations.CreateModel(\n name='Organization',\n fields=[\n # Complete this line\n ('name', models.CharField(max_length=25, null=True)),\n ('balance', models.FloatField()),\n ('total', models.FloatField()),\n ],\n ),\n migrations.CreateModel(\n name='Hunter',\n fields=[\n ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),\n ('name', models.CharField(max_length=50, null=True)),\n ('image', models.ImageField(blank=True, null=True, upload_to='')),\n ('user', models.OneToOneField(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),\n ],\n ),\n migrations.CreateModel(\n name='Bounty',\n fields=[\n ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),\n ('name', models.CharField(max_length=25, null=True)),\n ('image', models.ImageField(blank=True, null=True, upload_to='')),\n ('price', models.FloatField()),\n ('city', models.CharField(max_length=25, null=True)),\n ('hunter', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='bounties.hunter')),\n ],\n ),\n ]"}, {"role": "assistant", "content": "The missing line is:\n ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),"}]
| false
| null | null | null |
d5c05a70d2bfb21530d973639155b0914281d250
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: # vim: tabstop=4 shiftwidth=4 softtabstop=4 # # Copyright (c) 2013 dotCloud, Inc. # All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. import contextlib import socket import mock from nova import context from nova import exception from nova.openstack.common import jsonutils from nova.openstack.common import units from nova import test from nova.tests import utils import nova.tests.virt.docker.mock_client from nova.tests.virt.test_virt_drivers import _VirtDriverTestCase from nova.virt.docker import hostinfo from nova.virt.docker import network class DockerDriverTestCase(_VirtDriverTestCase, test.TestCase): driver_module = 'nova.virt.docker.DockerDriver' def setUp(self): super(DockerDriverTestCase, self).setUp() self.stubs.Set(nova.virt.docker.driver.DockerDriver, 'docker', nova.tests.virt.docker.mock_client.MockClient()) def fake_setup_network(self, instance, network_info): return self.stubs.Set(nova.virt.docker.driver.DockerDriver, '_setup_network',
|
fake_setup_network) def fake_get_registry_port(self): return 5042 self.stubs.Set(nova.virt.docker.driver.DockerDriver, '_get_registry_port', fake_get_registry_port) # Note: using mock.object.path on class throws # errors in test_virt_drivers def fake_teardown_network(container_id): return self.stubs.Set(network, 'teardown_network', fake_teardown_network) self.context = context.RequestContext('fake_user', 'fake_project') def test_driver_capabilities(self): self.assertFalse(self.connection.capabilities['has_imagecache']) self.assertFalse(self.connection.capabilities['supports_recreate']) #NOTE(bcwaldon): This exists only because _get_running_instance on the # base class will not let us set a custom disk/container_format. def _get_running_instance(self, obj=False): instance_ref = utils.get_test_instance(obj=obj) network_info = utils.get_test_network_info() network_info[0]['network']['subnets'][0]['meta']['dhcp_server'] = \ '1.1.1.1' image_info = utils.get_test_image_info(None, instance_ref) image_info['disk_format'] = 'raw' image_info['container_format'] = 'docker' self.connection.spawn(self. ... [code truncated] ...
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advanced
|
testing
|
code_completion
|
Pythoncode:Python
| 6
| 1
| 3,033
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# vim: tabstop=4 shiftwidth=4 softtabstop=4\n#\n# Copyright (c) 2013 dotCloud, Inc.\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\nimport contextlib\nimport socket\n\nimport mock\n\nfrom nova import context\nfrom nova import exception\nfrom nova.openstack.common import jsonutils\nfrom nova.openstack.common import units\nfrom nova import test\nfrom nova.tests import utils\nimport nova.tests.virt.docker.mock_client\nfrom nova.tests.virt.test_virt_drivers import _VirtDriverTestCase\nfrom nova.virt.docker import hostinfo\nfrom nova.virt.docker import network\n\n\nclass DockerDriverTestCase(_VirtDriverTestCase, test.TestCase):\n\n driver_module = 'nova.virt.docker.DockerDriver'\n\n def setUp(self):\n super(DockerDriverTestCase, self).setUp()\n\n self.stubs.Set(nova.virt.docker.driver.DockerDriver,\n 'docker',\n nova.tests.virt.docker.mock_client.MockClient())\n\n def fake_setup_network(self, instance, network_info):\n return\n\n self.stubs.Set(nova.virt.docker.driver.DockerDriver,\n '_setup_network',"}, {"role": "assistant", "content": "\n fake_setup_network)\n\n def fake_get_registry_port(self):\n return 5042\n\n self.stubs.Set(nova.virt.docker.driver.DockerDriver,\n '_get_registry_port',\n fake_get_registry_port)\n\n # Note: using mock.object.path on class throws\n # errors in test_virt_drivers\n def fake_teardown_network(container_id):\n return\n\n self.stubs.Set(network, 'teardown_network', fake_teardown_network)\n self.context = context.RequestContext('fake_user', 'fake_project')\n\n def test_driver_capabilities(self):\n self.assertFalse(self.connection.capabilities['has_imagecache'])\n self.assertFalse(self.connection.capabilities['supports_recreate'])\n\n #NOTE(bcwaldon): This exists only because _get_running_instance on the\n # base class will not let us set a custom disk/container_format.\n def _get_running_instance(self, obj=False):\n instance_ref = utils.get_test_instance(obj=obj)\n network_info = utils.get_test_network_info()\n network_info[0]['network']['subnets'][0]['meta']['dhcp_server'] = \\\n '1.1.1.1'\n image_info = utils.get_test_image_info(None, instance_ref)\n image_info['disk_format'] = 'raw'\n image_info['container_format'] = 'docker'\n self.connection.spawn(self.\n\n ... [code truncated] ..."}]
| false
| null | null | null |
d5c06f16c3fcc96993938e0c35fe7c62d8dfa422
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import unittest import unittest.mock as mock import asyncio import pyx.http as http def create_dummy_message(): msg = http.HttpMessage(None) msg.headers = [ http.HttpHeader('Server', 'Pyx'), http.HttpHeader('Cookie', 'a'), http.HttpHeader('Cookie', 'b'), ] return msg def create_dummy_connection(): loop = asyncio.get_event_loop() reader = asyncio.StreamReader(loop=loop) @asyncio.coroutine def dummy_drain(): yield from asyncio.sleep(0.001) writer = mock.Mock(spec=asyncio.StreamWriter) writer.attach_mock(mock.Mock(wraps=dummy_drain), 'drain') conn = http.HttpConnection(reader, writer) return conn def create_dummy_request(): conn = create_dummy_connection() req = http.HttpRequest(conn) return req class TestHttpMessage(unittest.TestCase): def test_get_header(self): msg = create_dummy_message() self.assertEqual(msg.get_header("server"), ["Pyx"]) self.assertEqual(msg.get_header("SERVER"), ["Pyx"]) self.assertEqual(msg.get_header("pragma"), []) self.assertEqual(msg.get_header("cookie"), ["a", "b"]) self.assertEqual(msg.get_first_header("cookie"), "a") # Complete this line def test_write_headers(self): msg = create_dummy_message() self.assertEqual(msg.write_headers(), ['Server: Pyx', 'Cookie: a', 'Cookie: b']) msg.headers = [] self.assertEqual(msg.write_headers(), []) class TestHttpRequest(unittest.TestCase): def test_parse_req_line(self): req = create_dummy_request() req._parse_req_line(b'POST / HTTP/1.1\r\n') self.assertEqual(req.method, 'POST') self.assertEqual(req.path, '/') self.assertTrue(req.query is None) self.assertEqual(req.protocol, 'HTTP') self.assertEqual(req.version, (1, 1)) req._parse_req_line( b'GET /some/path?some=query&some_other=query HTTP/1.1\r\n') self.assertEqual(req.method, 'GET') self.assertEqual(req.path, '/some/path') self.assertEqual(req.query, 'some=query&some_other=query') with self.assertRaises(http.BadHttpRequestError): req._parse_req_line(b'') with self.assertRaises(http.BadHttpRequestError): req._parse_req_line(b'GET /\r\n') with self.assertRaises(http.BadHttpRequestError): req._parse_req_line(b'GET / GARBAGE\r\n') req._parse_req_line(b'GET / HTTP/1\r\n') self.assertEqual(req.version, (1, 0)) ... [14 more functiondefs truncated] ...
|
The missing line is: self.assertTrue(msg.get_first_header("pragma") is None)
|
advanced
|
testing
|
fill_in_the_blank
|
Pythoncode:Python
| 7
| 2
| 2,654
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport unittest\nimport unittest.mock as mock\nimport asyncio\nimport pyx.http as http\n\n\ndef create_dummy_message():\n msg = http.HttpMessage(None)\n msg.headers = [\n http.HttpHeader('Server', 'Pyx'),\n http.HttpHeader('Cookie', 'a'),\n http.HttpHeader('Cookie', 'b'),\n ]\n return msg\n\n\ndef create_dummy_connection():\n loop = asyncio.get_event_loop()\n\n reader = asyncio.StreamReader(loop=loop)\n\n @asyncio.coroutine\n def dummy_drain():\n yield from asyncio.sleep(0.001)\n writer = mock.Mock(spec=asyncio.StreamWriter)\n writer.attach_mock(mock.Mock(wraps=dummy_drain), 'drain')\n\n conn = http.HttpConnection(reader, writer)\n return conn\n\n\ndef create_dummy_request():\n conn = create_dummy_connection()\n req = http.HttpRequest(conn)\n return req\n\n\nclass TestHttpMessage(unittest.TestCase):\n def test_get_header(self):\n msg = create_dummy_message()\n\n self.assertEqual(msg.get_header(\"server\"), [\"Pyx\"])\n self.assertEqual(msg.get_header(\"SERVER\"), [\"Pyx\"])\n self.assertEqual(msg.get_header(\"pragma\"), [])\n\n self.assertEqual(msg.get_header(\"cookie\"), [\"a\", \"b\"])\n self.assertEqual(msg.get_first_header(\"cookie\"), \"a\")\n # Complete this line\n\n def test_write_headers(self):\n msg = create_dummy_message()\n self.assertEqual(msg.write_headers(),\n ['Server: Pyx', 'Cookie: a', 'Cookie: b'])\n\n msg.headers = []\n self.assertEqual(msg.write_headers(), [])\n\n\nclass TestHttpRequest(unittest.TestCase):\n def test_parse_req_line(self):\n req = create_dummy_request()\n\n req._parse_req_line(b'POST / HTTP/1.1\\r\\n')\n self.assertEqual(req.method, 'POST')\n self.assertEqual(req.path, '/')\n self.assertTrue(req.query is None)\n self.assertEqual(req.protocol, 'HTTP')\n self.assertEqual(req.version, (1, 1))\n\n req._parse_req_line(\n b'GET /some/path?some=query&some_other=query HTTP/1.1\\r\\n')\n self.assertEqual(req.method, 'GET')\n self.assertEqual(req.path, '/some/path')\n self.assertEqual(req.query, 'some=query&some_other=query')\n\n with self.assertRaises(http.BadHttpRequestError):\n req._parse_req_line(b'')\n\n with self.assertRaises(http.BadHttpRequestError):\n req._parse_req_line(b'GET /\\r\\n')\n\n with self.assertRaises(http.BadHttpRequestError):\n req._parse_req_line(b'GET / GARBAGE\\r\\n')\n\n req._parse_req_line(b'GET / HTTP/1\\r\\n')\n self.assertEqual(req.version, (1, 0))\n\n\n ... [14 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n self.assertTrue(msg.get_first_header(\"pragma\") is None)"}]
| false
| null | null | null |
d5c1a9c69d580b85cf1676ca01e443acef7eb239
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- # Copyright 2013 splinter 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 os import unittest from splinter import Browser from .fake_webapp import EXAMPLE_APP from .base import WebDriverTests from selenium.common.exceptions import WebDriverException def chrome_installed(): try: Browser("chrome") except WebDriverException: return False return True class ChromeBrowserTest(WebDriverTests, unittest.TestCase): @classmethod def setUpClass(cls): cls.browser = Browser("chrome") @classmethod def tearDownClass(cls): cls.browser.quit() def setUp(self): self.browser.visit(EXAMPLE_APP) def test_attach_file(self): "should provide a way to change file field value" file_path = os.p
|
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Code truncated in middle of expression - unexpected EOF • Block at line 24 has no indented body Fix: Close the string literal with matching quote
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 10
| 2
| 892
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n# Copyright 2013 splinter authors. All rights reserved.\n# Use of this source code is governed by a BSD-style\n# license that can be found in the LICENSE file.\n\nimport os\nimport unittest\n\nfrom splinter import Browser\nfrom .fake_webapp import EXAMPLE_APP\nfrom .base import WebDriverTests\nfrom selenium.common.exceptions import WebDriverException\n\n\ndef chrome_installed():\n try:\n Browser(\"chrome\")\n except WebDriverException:\n return False\n return True\n\n\nclass ChromeBrowserTest(WebDriverTests, unittest.TestCase):\n\n @classmethod\n def setUpClass(cls):\n cls.browser = Browser(\"chrome\")\n\n @classmethod\n def tearDownClass(cls):\n cls.browser.quit()\n\n def setUp(self):\n self.browser.visit(EXAMPLE_APP)\n\n def test_attach_file(self):\n \"should provide a way to change file field value\"\n file_path = os.p"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Block at line 24 has no indented body\n\n Fix: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
d5c40e739be914cd8694a4a6735e497e975d7778
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import os import json from File.file import File os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' def fileRead(fileName, encoding='utf-8'):
|
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • Block at line 10 has no body - expected indented block • IndentationError at line 10 Fix: Complete the function 'fileRead' body and add missing return
|
intermediate
|
database
|
error_detection
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Pythoncode:Python
| 2
| 0
| 136
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os\n\nimport json\n\nfrom File.file import File\n\nos.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'\n\n\ndef fileRead(fileName, encoding='utf-8'):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Detected Errors:\n \u2022 Block at line 10 has no body - expected indented block\n \u2022 IndentationError at line 10\n\n Fix: Complete the function 'fileRead' body and add missing return"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
d5c480f55405e4b344842fed3a1082b875de03dd
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: import struct import numpy as np import pytest import miniglm def test_add_vec_vec(): result = res + 1 # BUG: using before init res = miniglm.add((1.0, 2.0, 3.0), (1.5, 1.8, 1.2)) np.testing.assert_almost_equal(res, (2.5, 3.8, 4.2)) assert type(res) is tuple def test_add_vec_scalar(): res = miniglm.add((1.0, 2.0, 3.0), 0.5) np.testing.assert_almost_equal(res, (1.5, 2.5, 3.5)) assert type(res) is tuple def test_sub_vec_vec(): res = miniglm.sub((5.0, 6.0, 7.0), (1.5, 1.8, 1.2)) np.testing.assert_almost_equal(res, (3.5, 4.2, 5.8)) assert type(res) is tuple def test_sub_vec_scalar(): res = miniglm.sub((5.0, 6.0, 7.0), 1.5) np.testing.assert_almost_equal(res, (3.5, 4.5, 5.5)) assert type(res) is tuple def test_mul_vec_vec(): res = miniglm.mul((5.0, 6.0, 7.0), (1.5, 1.8, 1.2)) np.testing.assert_almost_equal(res, (7.5, 10.8, 8.4)) assert type(res) is tuple def test_mul_vec_scalar(): res = miniglm.mul((1.0, 2.0, 3.0), 2.0) np.testing.assert_almost_equal(res, (2.0, 4.0, 6.0)) assert type(res) is tuple def test_cross(): res = miniglm.cross((2.0, 3.5, 7.1), (0.2, 10.0, 3.3)) np.testing.assert_almost_equal(res, (-59.45, -5.18, 19.3)) assert type(res) is tuple def test_dot_vec(): res = miniglm.dot((2.0, 3.5, 7.1), (0.2, 10.0, 3.3)) np.testing.assert_almost_equal(res, 58.83) def test_dot_quat(): res = miniglm.dot((2.0, 3.5, 7.1), (0.2, 10.0, 3.3)) np.testing.assert_almost_equal(res, 58.83) def test_mix_vec(): res = miniglm.mix((2.5, 3.4, 4.6), (7.2, 1.1, 3.2), 0.2) np.testing.assert_almost_equal(res, (3.44, 2.94, 4.32)) assert type(res) is tuple def test_mix_scalar(): res = miniglm.mix(1.0, 3.0, 0.5) np.testing.assert_almost_equal(res, 2.0) def test_rotate(): res = miniglm.rotate(miniglm.pi / 3.0, miniglm.norm((0.48, 0.60, 0.64))) expected = (0.24, 0.3, 0.32, 0.8660254037844387) np.testing.assert_almost_equal(res, expected) assert type(res) is tuple def test_split_quat(): quat = (0.24, 0.3, 0.32, 0.8660254037844387) angle, axis = miniglm.split(quat) np.testing.assert_almost_equal(angle, miniglm.pi / 3.0) np.testing.assert_almost_equal(axis, (0.48, 0.60, 0.64)) assert type(axis) is tuple def test_rotate_x_90_deg(): res = miniglm.rotate(miniglm.pi / 2.0, (1.0, 0.0, 0.0)) np.testing.assert_almost_equal(res, (np.sqrt(2.0) / 2.0, 0.0, 0.0, np.sqrt(2.0) / 2.0)) def test_rotate_y_90_deg(): res = miniglm.rotate(miniglm.pi / 2.0, (0.0, 1.0, 0.0)) np.testing.assert_almost_equal(res, (0.0, np.sqrt(2.0) / 2.0, 0.0, np.sqrt(2.0) / 2.0)) def test_rotate_z_90_deg(): res = miniglm.rotate(miniglm.pi / 2.0, (0.0, 0.0, 1.0)) np.testing.assert_almost_equal(res, (0.0, 0.0, np.sqrt(2.0) / 2.0, np.sqrt(2.0) / 2.0)) ... [10 more functiondefs truncated] ...
|
Logical Error Analysis: Error Type: UNINITIALIZED_VAR Issue: Using variable "res" before initialization Severity: CRITICAL Location: Line 10 Explanation: Variable used before assignment - will raise NameError Fix: Initialize variable before using it
|
advanced
|
testing
|
logical_errors
|
Pythoncode:Python
| 16
| 0
| 2,895
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nimport struct\n\nimport numpy as np\nimport pytest\n\nimport miniglm\n\n\ndef test_add_vec_vec():\n result = res + 1 # BUG: using before init\n res = miniglm.add((1.0, 2.0, 3.0), (1.5, 1.8, 1.2))\n np.testing.assert_almost_equal(res, (2.5, 3.8, 4.2))\n assert type(res) is tuple\n\n\ndef test_add_vec_scalar():\n res = miniglm.add((1.0, 2.0, 3.0), 0.5)\n np.testing.assert_almost_equal(res, (1.5, 2.5, 3.5))\n assert type(res) is tuple\n\n\ndef test_sub_vec_vec():\n res = miniglm.sub((5.0, 6.0, 7.0), (1.5, 1.8, 1.2))\n np.testing.assert_almost_equal(res, (3.5, 4.2, 5.8))\n assert type(res) is tuple\n\n\ndef test_sub_vec_scalar():\n res = miniglm.sub((5.0, 6.0, 7.0), 1.5)\n np.testing.assert_almost_equal(res, (3.5, 4.5, 5.5))\n assert type(res) is tuple\n\n\ndef test_mul_vec_vec():\n res = miniglm.mul((5.0, 6.0, 7.0), (1.5, 1.8, 1.2))\n np.testing.assert_almost_equal(res, (7.5, 10.8, 8.4))\n assert type(res) is tuple\n\n\ndef test_mul_vec_scalar():\n res = miniglm.mul((1.0, 2.0, 3.0), 2.0)\n np.testing.assert_almost_equal(res, (2.0, 4.0, 6.0))\n assert type(res) is tuple\n\n\ndef test_cross():\n res = miniglm.cross((2.0, 3.5, 7.1), (0.2, 10.0, 3.3))\n np.testing.assert_almost_equal(res, (-59.45, -5.18, 19.3))\n assert type(res) is tuple\n\n\ndef test_dot_vec():\n res = miniglm.dot((2.0, 3.5, 7.1), (0.2, 10.0, 3.3))\n np.testing.assert_almost_equal(res, 58.83)\n\n\ndef test_dot_quat():\n res = miniglm.dot((2.0, 3.5, 7.1), (0.2, 10.0, 3.3))\n np.testing.assert_almost_equal(res, 58.83)\n\n\ndef test_mix_vec():\n res = miniglm.mix((2.5, 3.4, 4.6), (7.2, 1.1, 3.2), 0.2)\n np.testing.assert_almost_equal(res, (3.44, 2.94, 4.32))\n assert type(res) is tuple\n\n\ndef test_mix_scalar():\n res = miniglm.mix(1.0, 3.0, 0.5)\n np.testing.assert_almost_equal(res, 2.0)\n\n\ndef test_rotate():\n res = miniglm.rotate(miniglm.pi / 3.0, miniglm.norm((0.48, 0.60, 0.64)))\n expected = (0.24, 0.3, 0.32, 0.8660254037844387)\n np.testing.assert_almost_equal(res, expected)\n assert type(res) is tuple\n\n\ndef test_split_quat():\n quat = (0.24, 0.3, 0.32, 0.8660254037844387)\n angle, axis = miniglm.split(quat)\n np.testing.assert_almost_equal(angle, miniglm.pi / 3.0)\n np.testing.assert_almost_equal(axis, (0.48, 0.60, 0.64))\n assert type(axis) is tuple\n\n\ndef test_rotate_x_90_deg():\n res = miniglm.rotate(miniglm.pi / 2.0, (1.0, 0.0, 0.0))\n np.testing.assert_almost_equal(res, (np.sqrt(2.0) / 2.0, 0.0, 0.0, np.sqrt(2.0) / 2.0))\n\n\ndef test_rotate_y_90_deg():\n res = miniglm.rotate(miniglm.pi / 2.0, (0.0, 1.0, 0.0))\n np.testing.assert_almost_equal(res, (0.0, np.sqrt(2.0) / 2.0, 0.0, np.sqrt(2.0) / 2.0))\n\n\ndef test_rotate_z_90_deg():\n res = miniglm.rotate(miniglm.pi / 2.0, (0.0, 0.0, 1.0))\n np.testing.assert_almost_equal(res, (0.0, 0.0, np.sqrt(2.0) / 2.0, np.sqrt(2.0) / 2.0))\n\n\n\n ... [10 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: UNINITIALIZED_VAR\n Issue: Using variable \"res\" before initialization\n Severity: CRITICAL\n\n Location: Line 10\n\n Explanation: Variable used before assignment - will raise NameError\n Fix: Initialize variable before using it"}]
| true
|
logical
|
UNINITIALIZED_VAR
|
CRITICAL
|
d5c5f4f5c79da67180264a12457b76158e4ccc4b
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- from flask import Blueprint, redirect from flaskbb.utils.helpers import render_template from .forms import AddForm, DeleteForm from .models import MyPost from flaskbb.extensions import db news = Blueprint("news", __name__, template_folder="templates") def inject_news_link(): return render_template("navigation_snippet.html") @news.route("/") def index(): return render_template("index.html", newsposts = MyPost.query.all()) @news.route('/add', methods=['GET', 'POST']) def add(): form = AddForm() if form.validate_on_submit(): p = MyPost(name = form.name.data, text = form.text.data) db.session.add(p) db.session.commit() return redirect('/news') return render_template('add.html', form=form) @news.route('/delete', methods=['GET', 'POST']) def delete(): form = DeleteForm() if form.validate_on_submit(): p = MyPost.query.filter(MyPost.name == form.name.data).first() db.session.delete(p) db.session.commit() return redirect('/news') return render_template('delete.html', form=form)
|
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 24 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28
|
intermediate
|
database
|
debugging
|
Pythoncode:Python
| 4
| 0
| 1,131
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom flask import Blueprint, redirect\nfrom flaskbb.utils.helpers import render_template\n\nfrom .forms import AddForm, DeleteForm\nfrom .models import MyPost\nfrom flaskbb.extensions import db\n\nnews = Blueprint(\"news\", __name__, template_folder=\"templates\")\n\n\ndef inject_news_link():\n return render_template(\"navigation_snippet.html\")\n\n\n@news.route(\"/\")\ndef index():\n return render_template(\"index.html\", newsposts = MyPost.query.all())\n\n\n@news.route('/add', methods=['GET', 'POST'])\ndef add():\n form = AddForm()\n if form.validate_on_submit():\n p = MyPost(name = form.name.data, text = form.text.data)\n db.session.add(p)\n db.session.commit()\n return redirect('/news')\n return render_template('add.html', form=form)\n\n@news.route('/delete', methods=['GET', 'POST'])\ndef delete():\n form = DeleteForm()\n if form.validate_on_submit(): \n p = MyPost.query.filter(MyPost.name == form.name.data).first()\n db.session.delete(p)\n db.session.commit() \n return redirect('/news')\n return render_template('delete.html', form=form)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 24\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28"}]
| false
| null | null | null |
d5c61844c85a34a814f44efd7ddfec47f1e2a5e5
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from stix_shifter_utils.stix_translation.src.json_to_stix import json_to_stix_translator from stix_shifter_utils.stix_translation.src.utils.transformer_utils import get_module_transformers from stix_shifter_modules.aws_athena.entry_point import EntryPoint import unittest class TestAwsResultsToStix(unittest.TestCase): """ class to perform unit test case for Aws Athena logs translate results """ @staticmethod def get_first(itr, constraint): """ return the obj in the itr if constraint is true """ return next( (obj for obj in itr if constraint(obj)), None ) @staticmethod def get_first_of_type(itr, typ): """ to check whether the object belongs to respective stix object """ return TestAwsResultsToStix.get_first(itr, lambda o: isinstance(o, dict) and o.get('type') == typ) ... [5 more functiondefs truncated] ...
|
Functions: get_first, get_first_of_type Classes: TestAwsResultsToStix, to This code demonstrates Pythoncode:Python programming.
|
advanced
|
testing
|
code_explanation
|
Pythoncode:Python
| 2
| 2
| 951
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom stix_shifter_utils.stix_translation.src.json_to_stix import json_to_stix_translator\nfrom stix_shifter_utils.stix_translation.src.utils.transformer_utils import get_module_transformers\nfrom stix_shifter_modules.aws_athena.entry_point import EntryPoint\nimport unittest\n\nclass TestAwsResultsToStix(unittest.TestCase):\n \"\"\"\n class to perform unit test case for Aws Athena logs translate results\n \"\"\"\n\n @staticmethod\n def get_first(itr, constraint):\n \"\"\"\n return the obj in the itr if constraint is true\n \"\"\"\n return next(\n (obj for obj in itr if constraint(obj)),\n None\n )\n\n @staticmethod\n def get_first_of_type(itr, typ):\n \"\"\"\n to check whether the object belongs to respective stix object\n \"\"\"\n return TestAwsResultsToStix.get_first(itr, lambda o: isinstance(o, dict) and o.get('type') == typ)\n\n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: get_first, get_first_of_type\n Classes: TestAwsResultsToStix, to\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
d5c64f687d9f59ed689fc14b8df6d5ee61f23931
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: #!/usr/bin/python # -*- coding: utf-8 -*- #file: 03 login.py #@author: Gorit #@contact: gorit@qq.com #@time: 2020/1/20 12:44 import requests from lxml import etree # 封装类，进行学习猿地的登录和订单的获取 class lMonKey(): # 登录请求地址 loginUrl = "https://www.lmonkey.com/login" # 账户中心地址 orderUrl = "https://www.lmonkey.com/my/order" headers = { "User-Agent":"Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/70.0.3538.25 Safari/537.36 Core/1.70.3741.400 QQBrowser/10.5.3863.400" } # 请求对象 req = None # token 口令 token = '' # 订单号 # 初始化的方法 def __init__(self): # 请求对象的初始化 self.req = requests.session() if self.getlogin(): # get 登录成功 if self.postlogin(): # post 登录成功 self.getordder() # get 登录页面，获取 _token def getlogin(self): # 1. get 请求 login页面，设置 cookie，获取_token res = self.req.get(url=self.loginUrl,headers=self.headers) if res.status_code == 200: print("get 页面请求成功") html = etree.HTML(res.text) self.token = html.xpath("//input[@name='_token']/@value")[0] #找到 input 标签下的，属性为 name="_token" 的标签，找它的 vcalue 的值，也就是 token 的值 # input[@name='xxx'] 找到指定标签 print("token 获取成功") return True else: print("请求错误") # post 登录，设置 cookie def postlogin(self): uname = input("输入你的手机号:") passw = input("请输入你的密码:") data = { "_token": self.token, "username": uname, "password": passw } # 发起 post 请求 res = self.req.post(url=self.loginUrl,headers=self.headers,data=data) if res.status_code==200 or res.status_code==302: print("登录成功！！") return True def getordder(self): # 获取订单页，使用 get 请求即可，获取默认订单号 # 解析数据即可 res = self.req.get(url=self.orderUrl,headers=self.headers) if res.status_code == 200: print("请求订单页页面成功") html = etree.HTML(res.text) # 頁面解析 r = html.xpath("//div[@class='avatar-content']/small/text()") print(r) else: ... code continues ...
|
Completion: Missing: If statement incomplete - else clause truncated To complete: • Complete if-else statement Example continuation: print("頁面請求失敗") obj = lMonKey()
|
advanced
|
api
|
incomplete_code
|
Pythoncode:Python
| 4
| 1
| 2,190
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/python\n# -*- coding: utf-8 -*-\n#file: 03 login.py\n#@author: Gorit\n#@contact: gorit@qq.com\n#@time: 2020/1/20 12:44\n\nimport requests\nfrom lxml import etree\n\n# \u5c01\u88c5\u7c7b\uff0c\u8fdb\u884c\u5b66\u4e60\u733f\u5730\u7684\u767b\u5f55\u548c\u8ba2\u5355\u7684\u83b7\u53d6\nclass lMonKey():\n # \u767b\u5f55\u8bf7\u6c42\u5730\u5740\n loginUrl = \"https://www.lmonkey.com/login\"\n # \u8d26\u6237\u4e2d\u5fc3\u5730\u5740\n orderUrl = \"https://www.lmonkey.com/my/order\"\n\n headers = {\n \"User-Agent\":\"Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/70.0.3538.25 Safari/537.36 Core/1.70.3741.400 QQBrowser/10.5.3863.400\"\n }\n\n # \u8bf7\u6c42\u5bf9\u8c61\n req = None\n # token \u53e3\u4ee4\n token = ''\n # \u8ba2\u5355\u53f7\n\n # \u521d\u59cb\u5316\u7684\u65b9\u6cd5\n def __init__(self):\n # \u8bf7\u6c42\u5bf9\u8c61\u7684\u521d\u59cb\u5316\n self.req = requests.session()\n if self.getlogin(): # get \u767b\u5f55\u6210\u529f\n if self.postlogin(): # post \u767b\u5f55\u6210\u529f\n self.getordder()\n\n\n # get \u767b\u5f55\u9875\u9762\uff0c\u83b7\u53d6 _token\n def getlogin(self):\n # 1. get \u8bf7\u6c42 login\u9875\u9762\uff0c\u8bbe\u7f6e cookie\uff0c\u83b7\u53d6_token\n res = self.req.get(url=self.loginUrl,headers=self.headers)\n if res.status_code == 200:\n print(\"get \u9875\u9762\u8bf7\u6c42\u6210\u529f\")\n html = etree.HTML(res.text)\n self.token = html.xpath(\"//input[@name='_token']/@value\")[0]\n #\u627e\u5230 input \u6807\u7b7e\u4e0b\u7684\uff0c\u5c5e\u6027\u4e3a name=\"_token\" \u7684\u6807\u7b7e\uff0c\u627e\u5b83\u7684 vcalue \u7684\u503c\uff0c\u4e5f\u5c31\u662f token \u7684\u503c\n # input[@name='xxx'] \u627e\u5230\u6307\u5b9a\u6807\u7b7e\n print(\"token \u83b7\u53d6\u6210\u529f\")\n return True\n else:\n print(\"\u8bf7\u6c42\u9519\u8bef\")\n\n # post \u767b\u5f55\uff0c\u8bbe\u7f6e cookie\n def postlogin(self):\n uname = input(\"\u8f93\u5165\u4f60\u7684\u624b\u673a\u53f7:\")\n passw = input(\"\u8bf7\u8f93\u5165\u4f60\u7684\u5bc6\u7801:\")\n\n data = {\n \"_token\": self.token,\n \"username\": uname,\n \"password\": passw\n }\n # \u53d1\u8d77 post \u8bf7\u6c42\n res = self.req.post(url=self.loginUrl,headers=self.headers,data=data)\n if res.status_code==200 or res.status_code==302:\n print(\"\u767b\u5f55\u6210\u529f\uff01\uff01\")\n return True\n\n def getordder(self):\n # \u83b7\u53d6\u8ba2\u5355\u9875\uff0c\u4f7f\u7528 get \u8bf7\u6c42\u5373\u53ef\uff0c\u83b7\u53d6\u9ed8\u8ba4\u8ba2\u5355\u53f7\n # \u89e3\u6790\u6570\u636e\u5373\u53ef\n res = self.req.get(url=self.orderUrl,headers=self.headers)\n if res.status_code == 200:\n print(\"\u8bf7\u6c42\u8ba2\u5355\u9875\u9875\u9762\u6210\u529f\")\n html = etree.HTML(res.text)\n # \u9801\u9762\u89e3\u6790\n r = html.xpath(\"//div[@class='avatar-content']/small/text()\")\n print(r)\n else:\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: If statement incomplete - else clause truncated\n\n To complete:\n \u2022 Complete if-else statement\n\n Example continuation:\n print(\"\u9801\u9762\u8acb\u6c42\u5931\u6557\")\n\nobj = lMonKey()"}]
| true
|
syntax
|
INCOMPLETE_LOGIC
|
MEDIUM
|
d5c68966a759ee86d163e95dee1679657c063de3
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: #!/usr/bin/python # -*- coding: utf-8 -*- # This file was created using the DirectGUI Designer from direct.gui import DirectGuiGlobals as DGG from direct.gui.DirectFrame import DirectFrame ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: from direct.gui.DirectLabel import DirectLabel from direct.gui.DirectButton import DirectButton from direct.gui.DirectOptionMenu import DirectOptionMenu from panda3d.core import ( class GUI:
|
intermediate
|
ui
|
incomplete_code
|
Pythoncode:Python
| 0
| 1
| 191
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/python\n# -*- coding: utf-8 -*-\n\n# This file was created using the DirectGUI Designer\n\nfrom direct.gui import DirectGuiGlobals as DGG\n\nfrom direct.gui.DirectFrame import DirectFrame\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:\nfrom direct.gui.DirectLabel import DirectLabel\nfrom direct.gui.DirectButton import DirectButton\nfrom direct.gui.DirectOptionMenu import DirectOptionMenu\nfrom panda3d.core import (\nclass GUI:"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
d5c72a3c1f9827cd7d71f3da809f2313db6f0a32
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from . import FROM_FEED_PUBLISHED_TODAY, STRINGIFY def filter_by_tag(tag, entries): matches = list(filter( lambda x: any(list(map( lambda y: y.term == tag, x.tags ))), entries )) if len(matches) == 0:
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 12 has no body - expected indented block • IndentationError at line 12 Fix: Complete the truncated code structure
|
intermediate
|
api
|
error_detection
|
Pythoncode:Python
| 2
| 0
| 266
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom . import FROM_FEED_PUBLISHED_TODAY, STRINGIFY\n\n\ndef filter_by_tag(tag, entries):\n matches = list(filter(\n lambda x: any(list(map(\n lambda y: y.term == tag,\n x.tags\n ))),\n entries\n ))\n if len(matches) == 0:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 12 has no body - expected indented block\n \u2022 IndentationError at line 12\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
d5c7e9662e071c24633307f69bc18856ffa49ecf
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # Advent of Code 2020 # Day 21 # Author: irobin591 import os import doctest import re def part1(input_data): """ >>> part1(open(os.path.join(os.path.dirname(__file__), "test_part1.txt"), 'r').read().strip().split('\\n')) 5 """ # dict['allergen'] = ['asdfa', 'agbsfb'] allergens = {} ingredients = [] # map strings to allergens for entry in input_data: r = re_entry.match(entry) if not r: raise RuntimeError("") contents = set(r.group(1).split(' ')) ingredients.extend(contents) for allergen in r.group(2).split(', '): if allergen not in allergens: allergens[allergen] = contents else: # only keep already added ingredients allergens[allergen] = [ingredient for ingredient in contents if ingredient in allergens[allergen]] # print(allergens) # print(ingredients) ingredients_with_allergens = set([y for x in allergens.values() for y in x]) # print(list(filter(lambda i: i not in ingredients_with_allergens, ingredients))) return len(list(filter(lambda i: i not in ingredients_with_allergens, ingredients))) def part2(input_data): # Complete this line >>> part2(open(os.path.join(os.path.dirname(__file__), "test_part1.txt"), 'r').read().strip().split('\\n')) 'mxmxvkd,sqjhc,fvjkl' """ # dict['allergen'] = ['asdfa', 'agbsfb'] allergens = {} ingredients = [] # map strings to allergens for entry in input_data: r = re_entry.match(entry) if not r: raise RuntimeError("") contents = set(r.group(1).split(' ')) ingredients.extend(contents) for allergen in r.group(2).split(', '): if allergen not in allergens: allergens[allergen] = list(contents) else: # only keep already added ingredients allergens[allergen] = [ingredient for ingredient in contents if ingredient in allergens[allergen]] # print(allergens) # (allergen, ingredient) assigned_allergens = [] while sum([len(ingreds) for ingreds in allergens.values()]) > 0: for allergen in allergens: if len(allergens[allergen]) == 1: ingredient = allergens[allergen][0] assigned_allergens.append((allergen, ingredient)) for allergen2 in allergens: if ingredient in allergens[allergen2]: allergens[allergen2].remove(ingredient) assigned_allergens.sort(key=lambda x: x[0]) return ",".join([x[1] for x in assigned_allergens]) if __name__ == "__main__": doctest.testmod() print("Part One: {}".format(part1(input_data))) print("Part Two: {}".format(part2(input_data))) pass
|
The missing line is: """
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intermediate
|
testing
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 0
| 2,813
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Advent of Code 2020\n# Day 21\n# Author: irobin591\n\nimport os\nimport doctest\nimport re\n\ndef part1(input_data):\n \"\"\"\n >>> part1(open(os.path.join(os.path.dirname(__file__), \"test_part1.txt\"), 'r').read().strip().split('\\\\n'))\n 5\n \"\"\"\n\n # dict['allergen'] = ['asdfa', 'agbsfb']\n allergens = {}\n ingredients = []\n\n # map strings to allergens\n for entry in input_data:\n r = re_entry.match(entry)\n\n if not r:\n raise RuntimeError(\"\")\n\n contents = set(r.group(1).split(' '))\n ingredients.extend(contents)\n for allergen in r.group(2).split(', '):\n if allergen not in allergens:\n allergens[allergen] = contents\n else:\n # only keep already added ingredients\n allergens[allergen] = [ingredient for ingredient in contents if ingredient in allergens[allergen]]\n\n # print(allergens)\n # print(ingredients)\n\n ingredients_with_allergens = set([y for x in allergens.values() for y in x])\n # print(list(filter(lambda i: i not in ingredients_with_allergens, ingredients)))\n\n return len(list(filter(lambda i: i not in ingredients_with_allergens, ingredients)))\n\n\ndef part2(input_data):\n # Complete this line\n >>> part2(open(os.path.join(os.path.dirname(__file__), \"test_part1.txt\"), 'r').read().strip().split('\\\\n'))\n 'mxmxvkd,sqjhc,fvjkl'\n \"\"\"\n # dict['allergen'] = ['asdfa', 'agbsfb']\n allergens = {}\n ingredients = []\n \n # map strings to allergens\n for entry in input_data:\n r = re_entry.match(entry)\n\n if not r:\n raise RuntimeError(\"\")\n\n contents = set(r.group(1).split(' '))\n ingredients.extend(contents)\n for allergen in r.group(2).split(', '):\n if allergen not in allergens:\n allergens[allergen] = list(contents)\n else:\n # only keep already added ingredients\n allergens[allergen] = [ingredient for ingredient in contents if ingredient in allergens[allergen]]\n\n # print(allergens)\n\n # (allergen, ingredient)\n assigned_allergens = []\n\n while sum([len(ingreds) for ingreds in allergens.values()]) > 0:\n for allergen in allergens:\n if len(allergens[allergen]) == 1:\n ingredient = allergens[allergen][0]\n assigned_allergens.append((allergen, ingredient))\n for allergen2 in allergens:\n if ingredient in allergens[allergen2]:\n allergens[allergen2].remove(ingredient)\n\n assigned_allergens.sort(key=lambda x: x[0])\n\n return \",\".join([x[1] for x in assigned_allergens])\n\n\nif __name__ == \"__main__\":\n doctest.testmod()\n print(\"Part One: {}\".format(part1(input_data)))\n print(\"Part Two: {}\".format(part2(input_data)))\n pass"}, {"role": "assistant", "content": "The missing line is:\n \"\"\""}]
| false
| null | null | null |
d5c8ad01f8962aad9216b71e8846b60294d68306
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: """ Test that escaping characters for HTML is disabled. """ import os, subprocess def test_escape_singlequote(tmpdir): # Define empty dictionaries doc = {} template = {} # Prepare file names doc['path'] = tmpdir.join("document.md") template['path'] = tmpdir.join("template.yaml") # Prepare file contents doc['metadata'] = '''--- mustache: {mustachefile} --- ''' doc['mfiles'] = { "mustachefile": template['path'] } doc['text'] = 'Hello {{place}}' template['content'] = "place: world ' universe" # Write contents to files with open(doc['path'].strpath, "a") as myfile: myfile.write(doc['metadata'].format(**doc['mfiles'])) myfile.write(doc['text']) template['path'].write(template['content']) # Run pandoc output = subprocess.check_output(["pandoc", doc['path'].strpath, "--filter", "pandoc-mustache", "--to=plain"], universal_newlines=True) # Test output assert output == "Hello world ' universe\n" def test_escape_gt(tmpdir): # Define empty dictionaries doc = {} template = {} # Prepare file names doc['path'] = tmpdir.join("document.md") template['path'] = tmpdir.join("template.yaml") # Prepare file contents doc['metadata'] = '''--- mustache: {mustachefile} --- ''' doc['mfiles'] = { "mustachefile": template['path'] } doc['text'] = 'Hello {{place}}' template['content'] = "place: world > universe" # Write contents to files with open(doc['path'].strpath, "a") as myfile: myfile.write(doc['metadata'].format(**doc['mfiles'])) myfile.write(doc['text']) template['path'].write(template['content']) # Run pandoc output = subprocess.check_output(["pandoc", doc['path'].strpath, "--filter", "pandoc-mustache", "--to=plain"], universal_newlines=True) # Test output assert output == "Hello world > universe\n" def test_escape_ampersand(tmpdir): # Define empty dictionaries doc = {} template = {} # Prepare file names doc['path'] = tmpdir.join("document.md") template['path'] = tmpdir.join("template.yaml") # Prepare file contents doc['metadata'] = '''--- mustache: {mustachefile} --- ''' doc['mfiles'] = { "mustachefile": template['path'] } doc['text'] = 'Hello {{place}}' template['content'] = "place: world & universe" # Write contents to files with open(doc['path'].strpath, "a") as myfile: myfile.write(doc['metadata'].format(**doc['mfiles'])) myfile.write(doc['text']) template['path'].write(template['content']) # Run pandoc output = subprocess.check_output(["pandoc", doc['path'].strpath, "--filter", "pandoc-mustache", "--to=plain"], universal_newlines=True) # Test output assert output == "Hello world & universe\n"
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Functions: test_escape_singlequote, test_escape_gt, test_escape_ampersand This code demonstrates Pythoncode:Python programming.
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intermediate
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testing
|
code_explanation
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Pythoncode:Python
| 3
| 0
| 2,807
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\"\"\"\nTest that escaping characters for HTML is disabled.\n\"\"\"\nimport os, subprocess\n\ndef test_escape_singlequote(tmpdir):\n\n # Define empty dictionaries\n doc = {}\n template = {}\n\n # Prepare file names\n doc['path'] = tmpdir.join(\"document.md\")\n template['path'] = tmpdir.join(\"template.yaml\")\n\n # Prepare file contents\n doc['metadata'] = '''---\nmustache: {mustachefile}\n---\n'''\n doc['mfiles'] = { \"mustachefile\": template['path'] }\n doc['text'] = 'Hello {{place}}'\n template['content'] = \"place: world ' universe\"\n\n # Write contents to files\n with open(doc['path'].strpath, \"a\") as myfile:\n myfile.write(doc['metadata'].format(**doc['mfiles']))\n myfile.write(doc['text'])\n template['path'].write(template['content'])\n\n # Run pandoc\n output = subprocess.check_output([\"pandoc\", doc['path'].strpath, \"--filter\", \"pandoc-mustache\", \"--to=plain\"], universal_newlines=True)\n\n # Test output\n assert output == \"Hello world ' universe\\n\"\n\ndef test_escape_gt(tmpdir):\n\n # Define empty dictionaries\n doc = {}\n template = {}\n\n # Prepare file names\n doc['path'] = tmpdir.join(\"document.md\")\n template['path'] = tmpdir.join(\"template.yaml\")\n\n # Prepare file contents\n doc['metadata'] = '''---\nmustache: {mustachefile}\n---\n'''\n doc['mfiles'] = { \"mustachefile\": template['path'] }\n doc['text'] = 'Hello {{place}}'\n template['content'] = \"place: world > universe\"\n\n # Write contents to files\n with open(doc['path'].strpath, \"a\") as myfile:\n myfile.write(doc['metadata'].format(**doc['mfiles']))\n myfile.write(doc['text'])\n template['path'].write(template['content'])\n\n # Run pandoc\n output = subprocess.check_output([\"pandoc\", doc['path'].strpath, \"--filter\", \"pandoc-mustache\", \"--to=plain\"], universal_newlines=True)\n\n # Test output\n assert output == \"Hello world > universe\\n\"\n\ndef test_escape_ampersand(tmpdir):\n\n # Define empty dictionaries\n doc = {}\n template = {}\n\n # Prepare file names\n doc['path'] = tmpdir.join(\"document.md\")\n template['path'] = tmpdir.join(\"template.yaml\")\n\n # Prepare file contents\n doc['metadata'] = '''---\nmustache: {mustachefile}\n---\n'''\n doc['mfiles'] = { \"mustachefile\": template['path'] }\n doc['text'] = 'Hello {{place}}'\n template['content'] = \"place: world & universe\"\n\n # Write contents to files\n with open(doc['path'].strpath, \"a\") as myfile:\n myfile.write(doc['metadata'].format(**doc['mfiles']))\n myfile.write(doc['text'])\n template['path'].write(template['content'])\n\n # Run pandoc\n output = subprocess.check_output([\"pandoc\", doc['path'].strpath, \"--filter\", \"pandoc-mustache\", \"--to=plain\"], universal_newlines=True)\n\n # Test output\n assert output == \"Hello world & universe\\n\""}, {"role": "assistant", "content": " Functions: test_escape_singlequote, test_escape_gt, test_escape_ampersand\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
d5c9c3dcfd93144a733bdffa2a7d7a7dc364d51d
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: from flask import Flask, jsonify, request from w3lib.html import get_base_url import extruct import requests app = Flask(__name__) def extract_osm_tags(data): tags = {} schema_org_type = data.get('@type') if schema_org_type == 'Restaurant': tags['amenity'] = 'restaurant' serves_cuisine = tags.get('servesCuisine') if serves_cuisine: cuisine = [] if 'Burgers' in serves_cuisine: cuisine.append('burger') if 'Fast Casual' in serves_cuisine: tags['amenity'] = 'fast_food' elif schema_org_type == 'Hotel': tags['tourism'] = 'hotel' elif schema_org_type == 'ExerciseGym': tags['leisure'] = 'fitness_centre' elif schema_org_type == 'BankOrCreditUnion': tags['amenity'] = 'bank' else: return {} address = data.get('address', {}).get('streetAddress') if address: tags['addr:full'] = address address = data.get('address', {}).get('addressLocality') if address: tags['addr:city'] = address address = data.get('address', {}).get('addressRegion') if address: tags['addr:state'] = address address = data.get('address', {}).get('postalCode') if address: tags['postcode'] = address address = data.get('address', {}).get('addressCountry') if address: tags['addr:country'] = address brand = data.get('brand') if brand: tags['brand'] = brand name = data.get('name') if name: tags['name'] = name telephone = data.get('telephone') if telephone: tags['phone'] = telephone faxNumber = data.get('faxNumber') if faxNumber: tags['fax'] = faxNumber url = data.get('url') if url: tags['website'] = url return tags @app.route("/extract") def extract(): url = request.args.get('url') if not url: return jsonify(error="Must specify url parameter"), 400 app.logger.info("Extracting json-ld from %s", url) r = requests.get(url) if r.status_code != 200: app.logger.info("HTTP %s from %s", r.status_code, url) return jsonify(error="Error fetching url"), 502 base_url = get_base_url(r.text, r.url) data = extruct.extract(r.text, base_url=base_url, syntaxes=["json-ld"]) data = data.get('json-ld') output = {} suggested_tags = {} for entry in data: suggested_tags.update(extract_osm_tags(entry)) output = { 'status': { 'url': url, 'success': len(suggested_tags) > 0, }, 'suggested_tags': suggested_tags, } if request.args.get('include_extracted', type=bool): output['extracted'] = data return jsonify(output)
|
Code Review: ⚠️ Code quality: Unexpected indentation at line 18 Unexpected indentation at line 23 Unexpected indentation at line 25 Unexpected indentation at line 27 Unexpected indentation at line 29 Unexpected indentation at line 31 Unexpected indentation at line 35 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 51 Unexpected indentation at line 55 Unexpected indentation at line 59 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 66 Unexpected indentation at line 84 Unexpected indentation at line 87 Unexpected indentation at line 88 Unexpected indentation at line 91 Unexpected indentation at line 92 Unexpected indentation at line 96 Unexpected indentation at line 97 Unexpected indentation at line 98 Unexpected indentation at line 99 Unexpected indentation at line 100 Unexpected indentation at line 101 ✨ Improvements: Add docstring to function 'extract_osm_tags' Function 'extract_osm_tags' is too long (24 statements) - consider splitting Add docstring to function 'extract'
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intermediate
|
api
|
code_review
|
Pythoncode:Python
| 2
| 0
| 2,761
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom flask import Flask, jsonify, request\nfrom w3lib.html import get_base_url\nimport extruct\nimport requests\n\napp = Flask(__name__)\n\n\ndef extract_osm_tags(data):\n tags = {}\n\n schema_org_type = data.get('@type')\n\n if schema_org_type == 'Restaurant':\n tags['amenity'] = 'restaurant'\n\n serves_cuisine = tags.get('servesCuisine')\n if serves_cuisine:\n cuisine = []\n\n if 'Burgers' in serves_cuisine:\n cuisine.append('burger')\n if 'Fast Casual' in serves_cuisine:\n tags['amenity'] = 'fast_food'\n elif schema_org_type == 'Hotel':\n tags['tourism'] = 'hotel'\n elif schema_org_type == 'ExerciseGym':\n tags['leisure'] = 'fitness_centre'\n elif schema_org_type == 'BankOrCreditUnion':\n tags['amenity'] = 'bank'\n else:\n return {}\n\n address = data.get('address', {}).get('streetAddress')\n if address:\n tags['addr:full'] = address\n address = data.get('address', {}).get('addressLocality')\n if address:\n tags['addr:city'] = address\n address = data.get('address', {}).get('addressRegion')\n if address:\n tags['addr:state'] = address\n address = data.get('address', {}).get('postalCode')\n if address:\n tags['postcode'] = address\n address = data.get('address', {}).get('addressCountry')\n if address:\n tags['addr:country'] = address\n\n brand = data.get('brand')\n if brand:\n tags['brand'] = brand\n\n name = data.get('name')\n if name:\n tags['name'] = name\n\n telephone = data.get('telephone')\n if telephone:\n tags['phone'] = telephone\n faxNumber = data.get('faxNumber')\n if faxNumber:\n tags['fax'] = faxNumber\n\n url = data.get('url')\n if url:\n tags['website'] = url\n\n return tags\n\n@app.route(\"/extract\")\ndef extract():\n url = request.args.get('url')\n\n if not url:\n return jsonify(error=\"Must specify url parameter\"), 400\n\n app.logger.info(\"Extracting json-ld from %s\", url)\n\n r = requests.get(url)\n\n if r.status_code != 200:\n app.logger.info(\"HTTP %s from %s\", r.status_code, url)\n return jsonify(error=\"Error fetching url\"), 502\n\n base_url = get_base_url(r.text, r.url)\n data = extruct.extract(r.text, base_url=base_url, syntaxes=[\"json-ld\"])\n data = data.get('json-ld')\n\n output = {}\n suggested_tags = {}\n for entry in data:\n suggested_tags.update(extract_osm_tags(entry))\n\n output = {\n 'status': {\n 'url': url,\n 'success': len(suggested_tags) > 0,\n },\n 'suggested_tags': suggested_tags,\n }\n\n if request.args.get('include_extracted', type=bool):\n output['extracted'] = data\n\n return jsonify(output)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 18\n Unexpected indentation at line 23\n Unexpected indentation at line 25\n Unexpected indentation at line 27\n Unexpected indentation at line 29\n Unexpected indentation at line 31\n Unexpected indentation at line 35\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 40\n Unexpected indentation at line 41\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 51\n Unexpected indentation at line 55\n Unexpected indentation at line 59\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 66\n Unexpected indentation at line 84\n Unexpected indentation at line 87\n Unexpected indentation at line 88\n Unexpected indentation at line 91\n Unexpected indentation at line 92\n Unexpected indentation at line 96\n Unexpected indentation at line 97\n Unexpected indentation at line 98\n Unexpected indentation at line 99\n Unexpected indentation at line 100\n Unexpected indentation at line 101\n\n\u2728 Improvements:\n Add docstring to function 'extract_osm_tags'\n Function 'extract_osm_tags' is too long (24 statements) - consider splitting\n Add docstring to function 'extract'"}]
| false
| null | null | null |
d5cb7cb45edf1a90b51258da74fc6a1d2b6758fa
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: """ A simple Python DAG using the Taskflow API. """ import logging import time from datetime import datetime from airflow import DAG from airflow.decorators import task log = logging.getLogger(__name__) with DAG( dag_id='simple_python_taskflow_api', schedule_interval=None, start_date=datetime(2021, 1, 1), catchup=False, # Complete this line ) as dag: @task(task_id="hello_message") def say_hello(): """Print a hello message""" print("Hello, World!") hello_task = say_hello() @task(task_id="go_to_sleep") def sleep_for_1(): """Go to sleep""" time.sleep(1) sleeping_task = sleep_for_1() hello_task >> sleeping_task
|
The missing line is: tags=['airflow101'],
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intermediate
|
api
|
fill_in_the_blank
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Pythoncode:Python
| 2
| 0
| 702
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n\"\"\"\nA simple Python DAG using the Taskflow API.\n\"\"\"\nimport logging\nimport time\nfrom datetime import datetime\n\nfrom airflow import DAG\nfrom airflow.decorators import task\n\nlog = logging.getLogger(__name__)\n\nwith DAG(\n dag_id='simple_python_taskflow_api',\n schedule_interval=None,\n start_date=datetime(2021, 1, 1),\n catchup=False,\n # Complete this line\n) as dag:\n @task(task_id=\"hello_message\")\n def say_hello():\n \"\"\"Print a hello message\"\"\"\n print(\"Hello, World!\")\n\n hello_task = say_hello()\n\n @task(task_id=\"go_to_sleep\")\n def sleep_for_1():\n \"\"\"Go to sleep\"\"\"\n time.sleep(1)\n\n sleeping_task = sleep_for_1()\n\n hello_task >> sleeping_task"}, {"role": "assistant", "content": "The missing line is:\n tags=['airflow101'],"}]
| false
| null | null | null |
d5cdc3a0f5e46ad0ab740a282e0265f0e1bb27d5
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: from . import model import numpy as np from scipy import special, stats class RoyleNicholsModel(model.UnmarkedModel): def __init__(self, det_formula, abun_formula, data): self.response = model.Response(data.y) abun = model.Submodel("Abundance", "abun", abun_formula, np.exp, data.site_covs) det = model.Submodel("Detection", "det", det_formula, special.expit, data.obs_covs) self.submodels = model.SubmodelDict(abun=abun, det=det) def negloglik(self, x, mod, K): x = np.array(x) beta_abun = x[mod["abun"].index] beta_det = x[mod["det"].index] y = mod.response.y N, J = y.shape lam = mod["abun"].predict(beta=beta_abun, interval=False) r = mod["det"].predict(beta=beta_det, interval=False).reshape(N, J) q = 1 - r nll = 0.0 for i in range(N): kvals = range(int(mod.response.Kmin[i]), int(K)+1) f = stats.poisson.pmf(kvals, lam[i]) ymat = np.tile(y[i,], (len(kvals), 1)) qmat = np.tile(q[i,], (len(kvals), 1)) kmat = np.tile(kvals, (J, 1)).transpose() pmat = 1 - qmat**kmat g = stats.binom.logpmf(ymat, 1, pmat).sum(axis=1) fg = f * np.exp(g) nll -= np.log(fg.sum()) return nll def simulate(self): N, J = self.response.y.shape lam = self.predict("abun", interval=False) q = 1 - self.predict("det", interval=False).reshape(N, J) z = np.random.poisson(lam, N) ... code continues ...
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Completion: Missing: Function 'simulate' is incomplete - body truncated To complete: • Complete the function 'simulate' body and add missing return Example continuation: zrep = np.tile(z, (J,1)).transpose() p = 1 - q**zrep y = np.empty((N, J)) for i in range(N): y[i,] = np.random.binomial(1, p[i,], J)
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advanced
|
database
|
incomplete_code
|
Pythoncode:Python
| 3
| 1
| 1,549
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom . import model\nimport numpy as np\nfrom scipy import special, stats\n\nclass RoyleNicholsModel(model.UnmarkedModel):\n def __init__(self, det_formula, abun_formula, data):\n self.response = model.Response(data.y)\n abun = model.Submodel(\"Abundance\", \"abun\", abun_formula, np.exp, data.site_covs)\n det = model.Submodel(\"Detection\", \"det\", det_formula, special.expit, data.obs_covs)\n self.submodels = model.SubmodelDict(abun=abun, det=det)\n \n def negloglik(self, x, mod, K):\n x = np.array(x)\n beta_abun = x[mod[\"abun\"].index]\n beta_det = x[mod[\"det\"].index]\n y = mod.response.y\n N, J = y.shape\n lam = mod[\"abun\"].predict(beta=beta_abun, interval=False)\n r = mod[\"det\"].predict(beta=beta_det, interval=False).reshape(N, J)\n q = 1 - r\n nll = 0.0\n for i in range(N):\n kvals = range(int(mod.response.Kmin[i]), int(K)+1)\n f = stats.poisson.pmf(kvals, lam[i])\n ymat = np.tile(y[i,], (len(kvals), 1)) \n qmat = np.tile(q[i,], (len(kvals), 1))\n kmat = np.tile(kvals, (J, 1)).transpose()\n pmat = 1 - qmat**kmat\n g = stats.binom.logpmf(ymat, 1, pmat).sum(axis=1)\n fg = f * np.exp(g)\n nll -= np.log(fg.sum())\n \n return nll\n \n def simulate(self):\n N, J = self.response.y.shape\n lam = self.predict(\"abun\", interval=False)\n q = 1 - self.predict(\"det\", interval=False).reshape(N, J)\n z = np.random.poisson(lam, N)\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'simulate' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'simulate' body and add missing return\n\n Example continuation:\n zrep = np.tile(z, (J,1)).transpose()\n p = 1 - q**zrep\n y = np.empty((N, J))\n for i in range(N):\n y[i,] = np.random.binomial(1, p[i,], J)"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
d5cdc4a618ee4e3bc14a1bf765626931e9530f36
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: #Contains the functions needed to process both chords and regularized beards # proc_chords is used for chords #proc_beard_regularize for generating beards #proc_pdf saves pdfs of a variable below cloud base #Both have a large overlap, but I split them in two to keep the one script from getting to confusing. import numpy as np import math from netCDF4 import Dataset import os import time as ttiimmee from scipy.interpolate import interp1d from scipy.interpolate import interp2d #from scipy.interpolate import griddata #from mpl_toolkits.axes_grid1 import make_axes_locatable import pickle import sys #sys.path.insert(0, "/home/pgriewank/code/2019-chords-plumes/") #from unionfind import UnionFind from cusize_functions import * #import matplotlib.pyplot as plt import pandas as pd import gc import glob import xarray as xr #turned into a function #removed the possibility to loop over multiple dates, if you want to do that call the function repeatedly #Full list of variables to analyze is unclear, I will try to include everything available, but this might break the memory bank #want to keep the automatic x and y calculation #Scaling shouldn't be needed, as all chord properties should be indepenent of wind direction (right?) #Similarly, no basedefinition is needed, all values are relative to cloud base #Should be able to work for any variable in the column output, or for any 3D variable as long as it is named the same as the file. #Changing 3D output #Default is now to always go over x and y directions #TODO #plot_flag disabled for the mean time ... [4 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
|
machine_learning
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 1,617
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#Contains the functions needed to process both chords and regularized beards\n# proc_chords is used for chords\n#proc_beard_regularize for generating beards\n#proc_pdf saves pdfs of a variable below cloud base\n#Both have a large overlap, but I split them in two to keep the one script from getting to confusing. \n\nimport numpy as np\nimport math\nfrom netCDF4 import Dataset\nimport os\nimport time as ttiimmee\nfrom scipy.interpolate import interp1d\nfrom scipy.interpolate import interp2d\n#from scipy.interpolate import griddata\n#from mpl_toolkits.axes_grid1 import make_axes_locatable\nimport pickle\nimport sys\n#sys.path.insert(0, \"/home/pgriewank/code/2019-chords-plumes/\")\n\n\n#from unionfind import UnionFind\nfrom cusize_functions import *\n#import matplotlib.pyplot as plt\nimport pandas as pd\nimport gc\nimport glob\nimport xarray as xr\n\n#turned into a function\n#removed the possibility to loop over multiple dates, if you want to do that call the function repeatedly \n#Full list of variables to analyze is unclear, I will try to include everything available, but this might break the memory bank\n#want to keep the automatic x and y calculation\n#Scaling shouldn't be needed, as all chord properties should be indepenent of wind direction (right?)\n#Similarly, no basedefinition is needed, all values are relative to cloud base\n\n#Should be able to work for any variable in the column output, or for any 3D variable as long as it is named the same as the file. \n#Changing 3D output\n#Default is now to always go over x and y directions\n\n#TODO\n#plot_flag disabled for the mean time\n\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
d5cdf640db99a0e2d2dcf804807be669d9939f1e
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: """D. mel housekeeping genes based on tau. Uses the intersection of w1118 and orgR to create a list of D. mel housekeeping genes. """ import os from functools import partial import pandas as pd from larval_gonad.io import pickle_load, pickle_dump def main(): # Load mapping of YOgn to FBgn annot = pickle_load(snakemake.input.annot[0]) pickle_dump(intersect_fbgns(snakemake.input.male, annot), snakemake.output.male) pickle_dump(intersect_fbgns(snakemake.input.female, annot), snakemake.output.female) def intersect_fbgns(file_names, annot): return list(set.intersection(*list(map(partial(convert_to_fbgn, annot=annot), file_names)))) def convert_to_fbgn(file_name, annot): return set( [ fbgn for fbgn in map(lambda x: annot.get(x, None), pickle_load(file_name)) if fbgn != None ] ) if __name__ == "__main__": if os.getenv("SNAKE_DEBUG", False): from larval_gonad.debug import snakemake_debug snakemake = snakemake_debug( workdir="expression-atlas-wf", input=dict( male=[ "../output/expression-atlas-wf/tau_housekeeping/w1118_male.pkl", "../output/expression-atlas-wf/tau_housekeeping/orgR_male.pkl", ], female=[ "../output/expression-atlas-wf/tau_housekeeping/w1118_female.pkl", "../output/expression-atlas-wf/tau_housekeeping/orgR_female.pkl", ], annot="../output/expression-atlas-wf/YOgn_to_dmel_ortholog/dmel.pkl", ), ) main()
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Logical Error Analysis: Error Type: WRONG_COMPARISON Issue: Using != instead of is not for None Severity: LOW Location: Line 30 Buggy code: if fbgn != None Should be: if fbgn is not None Explanation: Non-pythonic comparison - works but not idiomatic Fix: Use "is/is not" for None, avoid explicit True comparison
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intermediate
|
machine_learning
|
logical_errors
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Pythoncode:Python
| 3
| 0
| 1,652
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n\"\"\"D. mel housekeeping genes based on tau.\n\nUses the intersection of w1118 and orgR to create a list of\nD. mel housekeeping genes.\n\"\"\"\nimport os\nfrom functools import partial\nimport pandas as pd\n\nfrom larval_gonad.io import pickle_load, pickle_dump\n\n\ndef main():\n # Load mapping of YOgn to FBgn\n annot = pickle_load(snakemake.input.annot[0])\n\n pickle_dump(intersect_fbgns(snakemake.input.male, annot), snakemake.output.male)\n pickle_dump(intersect_fbgns(snakemake.input.female, annot), snakemake.output.female)\n\n\ndef intersect_fbgns(file_names, annot):\n return list(set.intersection(*list(map(partial(convert_to_fbgn, annot=annot), file_names))))\n\n\ndef convert_to_fbgn(file_name, annot):\n return set(\n [\n fbgn\n for fbgn in map(lambda x: annot.get(x, None), pickle_load(file_name))\n if fbgn != None\n ]\n )\n\n\nif __name__ == \"__main__\":\n if os.getenv(\"SNAKE_DEBUG\", False):\n from larval_gonad.debug import snakemake_debug\n\n snakemake = snakemake_debug(\n workdir=\"expression-atlas-wf\",\n input=dict(\n male=[\n \"../output/expression-atlas-wf/tau_housekeeping/w1118_male.pkl\",\n \"../output/expression-atlas-wf/tau_housekeeping/orgR_male.pkl\",\n ],\n female=[\n \"../output/expression-atlas-wf/tau_housekeeping/w1118_female.pkl\",\n \"../output/expression-atlas-wf/tau_housekeeping/orgR_female.pkl\",\n ],\n annot=\"../output/expression-atlas-wf/YOgn_to_dmel_ortholog/dmel.pkl\",\n ),\n )\n\n main()"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_COMPARISON\n Issue: Using != instead of is not for None\n Severity: LOW\n\n Location: Line 30\n\n Buggy code:\n if fbgn != None\n\n Should be:\n if fbgn is not None\n\n Explanation: Non-pythonic comparison - works but not idiomatic\n Fix: Use \"is/is not\" for None, avoid explicit True comparison"}]
| true
|
logical
|
WRONG_COMPARISON
|
LOW
|
d5ce012afb2ebb7c4522ad96e38d4259432b472d
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TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: """ Api Key validation """ from typing import Optional from fastapi.security.api_key import APIKeyHeader from fastapi import HTTPException, Security, Depends from starlette.status import HTTP_401_UNAUTHORIZED, HTTP_400_BAD_REQUEST, HTTP_403_FORBIDDEN from server.core.security import verify_key from server.db.mongodb import AsyncIOMotorClient, get_database from server.models.user import User from server.db.crud.user import get_user_by_email from pydantic import EmailStr api_key_scheme = APIKeyHeader(name="X-API-KEY", auto_error=False) email_scheme = APIKeyHeader(name="X-EMAIL-ID", auto_error=False) async def validate_request( api_key: Optional[str] = Security(api_key_scheme), email_id: Optional[EmailStr] = Security(email_scheme), db: AsyncIOMotorClient = Depends(get_database) ) -> Optional[User]: """Validate a request with given email and api key to any endpoint resource """ if api_key is None: raise HTTPException( status_code=HTTP_400_BAD_REQUEST, detail="X-API-KEY is missing", headers={} ) if email_id is None: raise HTTPException( status_code=HTTP_400_BAD_REQUEST, detail="X-EMAIL-ID is missing", headers={} ) user = await get_user_by_email(db, email_id) # verify email & API key if user: api_key = str(user.salt) + str(api_key) if not verify_key(api_key, user.hashed_api_key): # api key mismatch raise HTTPException( status_code=HTTP_401_UNAUTHORIZED, detail="Access not allowed", headers={} ) if user.disabled: # disabled user raise HTTPException( status_code=HTTP_403_FORBIDDEN, detail="User is disabled", headers={} ) if not user.is_active: # user's email is not verified raise HTTPException( status_code=HTTP_401_UNAUTHORIZED, detail="Email not verified", headers={} ) # All verified return User(**user.dict()) else: # not a valid email provided raise HTTPException( status_code=HTTP_400_BAD_REQUEST, detail="Unknown Email", headers={} )
|
This code demonstrates Pythoncode:Python programming.
|
intermediate
|
api
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code_explanation
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Pythoncode:Python
| 0
| 0
| 2,226
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\"\"\"\nApi Key validation\n\"\"\"\nfrom typing import Optional\n\nfrom fastapi.security.api_key import APIKeyHeader\nfrom fastapi import HTTPException, Security, Depends\nfrom starlette.status import HTTP_401_UNAUTHORIZED, HTTP_400_BAD_REQUEST, HTTP_403_FORBIDDEN\n\nfrom server.core.security import verify_key\nfrom server.db.mongodb import AsyncIOMotorClient, get_database\nfrom server.models.user import User\nfrom server.db.crud.user import get_user_by_email\nfrom pydantic import EmailStr\n\n\napi_key_scheme = APIKeyHeader(name=\"X-API-KEY\", auto_error=False)\nemail_scheme = APIKeyHeader(name=\"X-EMAIL-ID\", auto_error=False)\n\n\nasync def validate_request(\n api_key: Optional[str] = Security(api_key_scheme),\n email_id: Optional[EmailStr] = Security(email_scheme),\n db: AsyncIOMotorClient = Depends(get_database)\n) -> Optional[User]:\n \"\"\"Validate a request with given email and api key\n to any endpoint resource\n \"\"\"\n if api_key is None:\n raise HTTPException(\n status_code=HTTP_400_BAD_REQUEST, detail=\"X-API-KEY is missing\", headers={}\n )\n if email_id is None:\n raise HTTPException(\n status_code=HTTP_400_BAD_REQUEST, detail=\"X-EMAIL-ID is missing\", headers={}\n )\n\n user = await get_user_by_email(db, email_id)\n\n # verify email & API key\n if user:\n api_key = str(user.salt) + str(api_key)\n\n if not verify_key(api_key, user.hashed_api_key):\n # api key mismatch\n raise HTTPException(\n status_code=HTTP_401_UNAUTHORIZED, detail=\"Access not allowed\", headers={}\n )\n if user.disabled:\n # disabled user\n raise HTTPException(\n status_code=HTTP_403_FORBIDDEN, detail=\"User is disabled\", headers={}\n )\n if not user.is_active:\n # user's email is not verified\n raise HTTPException(\n status_code=HTTP_401_UNAUTHORIZED, detail=\"Email not verified\", headers={}\n )\n\n # All verified\n return User(**user.dict())\n else:\n # not a valid email provided\n raise HTTPException(\n status_code=HTTP_400_BAD_REQUEST, detail=\"Unknown Email\", headers={}\n )"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
d5ce93a21169fedfe3df6edeca6f8d5d29633b0f
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: #!/usr/bin/env python # This is a slightly modified version of ChromiumOS' splitconfig # https://chromium.googlesource.com/chromiumos/third_party/kernel/+/stabilize-5899.B-chromeos-3.14/chromeos/scripts/splitconfig """See this page for more details: http://dev.chromium.org/chromium-os/how-tos-and-troubleshooting/kernel-configuration """ import os import re import sys allconfigs = {} # Parse config files for config in sys.argv[1:]: allconfigs[config] = set() for line in open(config): m = re.match("#*\s*CONFIG_(\w+)[\s=](.*)$", line) if not m: continue option, value = m.groups() allconfigs[config].add((option, value)) # Split out common config options common = allconfigs.values()[0].copy() for config in allconfigs.keys(): common &= allconfigs[config] for config in allconfigs.keys(): allconfigs[config] -= common allconfigs["common"] = common # Generate new splitconfigs for config in allconfigs.keys(): f = open("split-" + config, "w") for option, value in sorted(list(allconfigs[config])): if value == "is not set": print >>f, "# CONFIG_%s %s" % (option, value) else: print >>f, "CONFIG_%s=%s" % (option, value) f.close()
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
api
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 1,253
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#!/usr/bin/env python\n\n# This is a slightly modified version of ChromiumOS' splitconfig\n# https://chromium.googlesource.com/chromiumos/third_party/kernel/+/stabilize-5899.B-chromeos-3.14/chromeos/scripts/splitconfig\n\n\"\"\"See this page for more details:\nhttp://dev.chromium.org/chromium-os/how-tos-and-troubleshooting/kernel-configuration\n\"\"\"\nimport os\nimport re\nimport sys\n\nallconfigs = {}\n\n# Parse config files\nfor config in sys.argv[1:]:\n\n allconfigs[config] = set()\n\n for line in open(config):\n m = re.match(\"#*\\s*CONFIG_(\\w+)[\\s=](.*)$\", line)\n if not m:\n continue\n option, value = m.groups()\n allconfigs[config].add((option, value))\n\n# Split out common config options\ncommon = allconfigs.values()[0].copy()\nfor config in allconfigs.keys():\n common &= allconfigs[config]\nfor config in allconfigs.keys():\n allconfigs[config] -= common\n\nallconfigs[\"common\"] = common\n\n# Generate new splitconfigs\nfor config in allconfigs.keys():\n f = open(\"split-\" + config, \"w\")\n for option, value in sorted(list(allconfigs[config])):\n if value == \"is not set\":\n print >>f, \"# CONFIG_%s %s\" % (option, value)\n else:\n print >>f, \"CONFIG_%s=%s\" % (option, value)\n f.close()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
d5cee84d7663e55b77b23428667b37ccfb80fbf9
|
TheStack--python--000.parquet
|
Debug 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 msrest.serialization import Model class LivyStatementOutput(Model): """LivyStatementOutput. :param status: :type status: str :param execution_count: :type execution_count: int :param data: :type data: object :param ename: :type ename: str :param evalue: :type evalue: str :param traceback: :type traceback: list[str] """ _attribute_map = { 'status': {'key': 'status', 'type': 'str'}, 'execution_count': {'key': 'execution_count', 'type': 'int'}, 'data': {'key': 'data', 'type': 'object'}, 'ename': {'key': 'ename', 'type': 'str'}, 'evalue': {'key': 'evalue', 'type': 'str'}, 'traceback': {'key': 'traceback', 'type': '[str]'}, } def __init__(self, **kwargs): super(LivyStatementOutput, self).__init__(**kwargs) self.status = kwargs.get('status', None) self.execution_count = kwargs.get('execution_count', None) self.data = kwargs.get('data', None) self.ename = kwargs.get('ename', None) self.evalue = kwargs.get('evalue', None) self.traceback = kwargs.get('traceback', None)
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Code analysis results: 🔴 Errors found: Unterminated string literal at line 16 ⚠️ Warnings: Unexpected indentation at line 20 Unexpected indentation at line 22 Unexpected indentation at line 24 Unexpected indentation at line 26 💡 Suggestions: Add closing quote at line 16 Add docstring to function '__init__'
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advanced
|
database
|
debugging
|
Pythoncode:Python
| 1
| 1
| 1,631
| true
|
[{"role": "user", "content": "Debug 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\n# license information.\n#\n# Code generated by Microsoft (R) AutoRest Code Generator.\n# Changes may cause incorrect behavior and will be lost if the code is\n# regenerated.\n# --------------------------------------------------------------------------\n\nfrom msrest.serialization import Model\n\n\nclass LivyStatementOutput(Model):\n \"\"\"LivyStatementOutput.\n\n :param status:\n :type status: str\n :param execution_count:\n :type execution_count: int\n :param data:\n :type data: object\n :param ename:\n :type ename: str\n :param evalue:\n :type evalue: str\n :param traceback:\n :type traceback: list[str]\n \"\"\"\n\n _attribute_map = {\n 'status': {'key': 'status', 'type': 'str'},\n 'execution_count': {'key': 'execution_count', 'type': 'int'},\n 'data': {'key': 'data', 'type': 'object'},\n 'ename': {'key': 'ename', 'type': 'str'},\n 'evalue': {'key': 'evalue', 'type': 'str'},\n 'traceback': {'key': 'traceback', 'type': '[str]'},\n }\n\n def __init__(self, **kwargs):\n super(LivyStatementOutput, self).__init__(**kwargs)\n self.status = kwargs.get('status', None)\n self.execution_count = kwargs.get('execution_count', None)\n self.data = kwargs.get('data', None)\n self.ename = kwargs.get('ename', None)\n self.evalue = kwargs.get('evalue', None)\n self.traceback = kwargs.get('traceback', None)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 16\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 20\n Unexpected indentation at line 22\n Unexpected indentation at line 24\n Unexpected indentation at line 26\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 16\n Add docstring to function '__init__'"}]
| false
| null | null | null |
d5cef9720c8cb2b94870da749da3f4cf31757f01
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: #!/usr/bin/env python ''' Notes: - Weak implies weakly supervised learning (4 classes) - Strong implies strongly (fully) superversied learning (10 classes) - frame number is set to 22ms (default); that is the "sweet spot" based on dsp literature - sampling rate is 16kHz (for the MFCC of each track) - Accuracy increases as the test set gets smaller, which implies that a lot of these machine learning models are heavily data-driven (i.e. feed more data for more performance boosts) - Currently, optimal benchmark results are achieved with a test set size of 10 percent of the total data ''' import os import glob import sys import time import warnings warnings.filterwarnings("ignore") import numpy as np import torch import torch.nn as nn import torch.nn.functional as F import torch.optim as optim from processing import mfcc_processing, datasets from deep_models import models from sklearn.model_selection import train_test_split from sklearn.svm import SVC from sklearn.neighbors import KNeighborsClassifier from sklearn.cluster import KMeans from sklearn.preprocessing import MinMaxScaler from sklearn.preprocessing import normalize input_path = './data/genres/' mfcc_path = './data/processed/mfcc/' have_mfccs = True def normalize_and_split(data, test_size, verbose=False): scaler = MinMaxScaler() features = scaler.fit_transform(data['features']) labels = data['labels'] X_train, X_test, y_train, y_test = train_test_split(features, labels, test_size=test_size, random_state=42) norm_data = {} norm_data['X_train'] = X_train norm_data['X_test'] = X_test norm_data['y_train'] = y_train norm_data['y_test'] = y_test if verbose: print 'Training sample feature size:', X_train.shape print 'Training sample label size:', y_train.shape print 'Test sample feature size:', X_test.shape print 'Test sample label size:', y_test.shape return norm_data def svm_classifier(data, test_size, weak=False, verbose=False): norm_data = normalize_and_split(data, test_size, verbose) X_train = norm_data['X_train'] X_test = norm_data['X_test'] y_train = norm_data['y_train'] y_test = norm_data['y_test'] tic = time.time() svm_clf = SVC(C=10000, kernel='poly', degree=3, tol=0.0001, max_iter=5000, decision_function_shape='ovr') if weak \ else SVC(C=10000, kernel='poly', degree=6, tol=0.01, max_iter=5000, decision_function_shape='ovr') svm_clf.fit(X_train, y_train) print 'TEST ACCURACY:', svm_clf.score(X_test, y_test) toc = time.time() if verbose: print '\ttime taken for SVM classifier to run is', toc-tic return def knn_classifier(data, test_size, weak=False, verbose=False): norm_data = normalize_and_split(data, test_size, verbose) X_train = norm_data['X_train'] X_test = norm_data['X_test'] y_train = norm_data['y_train'] y_test = norm_data['y_test'] tic = time.time() knn_clf = KNeighborsClassif ... [code truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 3 SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 52 ⚠️ Code quality: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 70 Unexpected indentation at line 73 Unexpected indentation at line 75 Unexpected indentation at line 79 Unexpected indentation at line 80 Unexpected indentation at line 81 Unexpected indentation at line 82 ✨ Improvements: Complete the expression on the last line Add closing quote at line 3 Review code syntax
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intermediate
|
testing
|
code_review
|
Pythoncode:Python
| 3
| 0
| 3,033
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#!/usr/bin/env python\n\n'''\nNotes:\n - Weak implies weakly supervised learning (4 classes)\n - Strong implies strongly (fully) superversied learning (10 classes)\n - frame number is set to 22ms (default); that is the \"sweet spot\" based on dsp literature\n - sampling rate is 16kHz (for the MFCC of each track)\n - Accuracy increases as the test set gets smaller, which implies that a lot of these machine learning models are heavily data-driven (i.e. feed more data for more performance boosts)\n - Currently, optimal benchmark results are achieved with a test set size of 10 percent of the total data\n'''\n\nimport os\nimport glob\nimport sys\nimport time\nimport warnings\nwarnings.filterwarnings(\"ignore\")\n\nimport numpy as np\n\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nimport torch.optim as optim\n\nfrom processing import mfcc_processing, datasets\nfrom deep_models import models\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.svm import SVC\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.cluster import KMeans\nfrom sklearn.preprocessing import MinMaxScaler\nfrom sklearn.preprocessing import normalize\n\ninput_path = './data/genres/'\nmfcc_path = './data/processed/mfcc/'\nhave_mfccs = True\n\ndef normalize_and_split(data, test_size, verbose=False):\n scaler = MinMaxScaler()\n features = scaler.fit_transform(data['features'])\n labels = data['labels']\n\n X_train, X_test, y_train, y_test = train_test_split(features, labels, test_size=test_size, random_state=42)\n norm_data = {}\n norm_data['X_train'] = X_train\n norm_data['X_test'] = X_test\n norm_data['y_train'] = y_train\n norm_data['y_test'] = y_test\n if verbose:\n print 'Training sample feature size:', X_train.shape\n print 'Training sample label size:', y_train.shape\n print 'Test sample feature size:', X_test.shape\n print 'Test sample label size:', y_test.shape\n return norm_data\n\ndef svm_classifier(data, test_size, weak=False, verbose=False):\n norm_data = normalize_and_split(data, test_size, verbose)\n X_train = norm_data['X_train']\n X_test = norm_data['X_test']\n y_train = norm_data['y_train']\n y_test = norm_data['y_test']\n\n tic = time.time()\n\n svm_clf = SVC(C=10000, kernel='poly', degree=3, tol=0.0001, max_iter=5000, decision_function_shape='ovr') if weak \\\n else SVC(C=10000, kernel='poly', degree=6, tol=0.01, max_iter=5000, decision_function_shape='ovr')\n svm_clf.fit(X_train, y_train)\n print 'TEST ACCURACY:', svm_clf.score(X_test, y_test)\n\n toc = time.time()\n if verbose:\n print '\\ttime taken for SVM classifier to run is', toc-tic\n return\n\ndef knn_classifier(data, test_size, weak=False, verbose=False):\n norm_data = normalize_and_split(data, test_size, verbose)\n X_train = norm_data['X_train']\n X_test = norm_data['X_test']\n y_train = norm_data['y_train']\n y_test = norm_data['y_test']\n\n tic = time.time()\n\n knn_clf = KNeighborsClassif\n\n ... [code truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 3\n SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 52\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 73\n Unexpected indentation at line 75\n Unexpected indentation at line 79\n Unexpected indentation at line 80\n Unexpected indentation at line 81\n Unexpected indentation at line 82\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 3\n Review code syntax"}]
| false
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d5d04044860f90c923e15fee006637515d70252d
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TheStack--python--000.parquet
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Review this Pythoncode:Python code: # # Blowfish encrypt - Encrypt selected region with Blowfish # # Copyright (c) 2019, Nobutaka Mantani # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # 1. Redistributions of source code must retain the above copyright notice, # this list of conditions and the following disclaimer. # 2. Redistributions in binary form must reproduce the above copyright # notice, this list of conditions and the following disclaimer in the # documentation and/or other materials provided with the distribution. # # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS # IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, # THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR # PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR # CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, # EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, # PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; # OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, # WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR # OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF # ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. import binascii import re import sys import time import tkinter import tkinter.ttk import tkinter.messagebox ... [2 more functiondefs truncated] ...
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Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 16 Block at line 8 has no indented body Invalid syntax at line 37: ... [2 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 27 Unexpected indentation at line 35 ✨ Improvements: Complete the expression on the last line Add closing quote at line 16 Review syntax near the error location
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intermediate
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database
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code_review
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Pythoncode:Python
| 0
| 0
| 1,602
| true
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[{"role": "user", "content": "Review this Pythoncode:Python code:\n#\r\n# Blowfish encrypt - Encrypt selected region with Blowfish\r\n#\r\n# Copyright (c) 2019, Nobutaka Mantani\r\n# All rights reserved.\r\n#\r\n# Redistribution and use in source and binary forms, with or without\r\n# modification, are permitted provided that the following conditions are met:\r\n#\r\n# 1. Redistributions of source code must retain the above copyright notice,\r\n# this list of conditions and the following disclaimer.\r\n# 2. Redistributions in binary form must reproduce the above copyright\r\n# notice, this list of conditions and the following disclaimer in the\r\n# documentation and/or other materials provided with the distribution.\r\n#\r\n# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS\r\n# IS\" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,\r\n# THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR\r\n# PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR\r\n# CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,\r\n# EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,\r\n# PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;\r\n# OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,\r\n# WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR\r\n# OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF\r\n# ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\r\n\r\nimport binascii\r\nimport re\r\nimport sys\r\nimport time\r\nimport tkinter\r\nimport tkinter.ttk\r\nimport tkinter.messagebox\r\n\r\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 16\n Block at line 8 has no indented body\n Invalid syntax at line 37: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 27\n Unexpected indentation at line 35\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 16\n Review syntax near the error location"}]
| false
| null | null | null |
d5d07c6912264faadbd6b41b6918a6a30e91f2bc
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TheStack--python--000.parquet
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