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Explain this Pythoncode:Python code: from test_plus.test import TestCase from ...administrative_units.factories import AdministrativeUnitFactory from ...cases.factories import CaseFactory from ...channels.factories import ChannelFactory from ...events.factories import EventFactory from ...features.factories import FeatureFactory, FeatureOptionFactory from ...generic.tests.test_views import ReadOnlyViewSetMixin from ...institutions.factories import InstitutionFactory from ...letters.factories import DocumentTypeFactory, ReferenceNumberFactory from ...search.tests.mixins import SearchQueryMixin from ...tags.factories import TagFactory from ...users.factories import UserFactory class AdministrativeUnitAutocompleteViewSetTestCase( ReadOnlyViewSetMixin, SearchQueryMixin, TestCase ): basename = "autocomplete_administrative_unit" factory_class = AdministrativeUnitFactory def validate_item(self, item): self.assertEqual(item["id"], self.obj.id) self.assertEqual(item["name"], self.obj.name) class CaseAutocompleteViewSetTestCase(ReadOnlyViewSetMixin, SearchQueryMixin, TestCase): basename = "autocomplete_case" factory_class = CaseFactory def validate_item(self, item): self.assertEqual(item["id"], self.obj.id) self.assertEqual(item["name"], self.obj.name) class ChannelAutocompleteViewSetTestCase( ReadOnlyViewSetMixin, SearchQueryMixin, TestCase ): basename = "autocomplete_channel" factory_class = ChannelFactory def validate_item(self, item): self.assertEqual(item["id"], self.obj.id) self.assertEqual(item["name"], self.obj.name) class DocumentTypeAutocompleteViewSetTestCase( ReadOnlyViewSetMixin, SearchQueryMixin, TestCase ): basename = "autocomplete_document_type" factory_class = DocumentTypeFactory def validate_item(self, item): self.assertEqual(item["id"], self.obj.id) self.assertEqual(item["name"], self.obj.name) class ReferenceNumberAutocompleteViewSetTestCase( ReadOnlyViewSetMixin, SearchQueryMixin, TestCase ): basename = "autocomplete_reference_number" factory_class = ReferenceNumberFactory def validate_item(self, item): self.assertEqual(item["id"], self.obj.id) self.assertEqual(item["name"], self.obj.name) class EventAutocompleteViewSetTestCase( ReadOnlyViewSetMixin, SearchQueryMixin, TestCase ): basename = "autocomplete_event" factory_class = EventFactory def validate_item(self, item): self.assertEqual(item["id"], self.obj.id) self.assertEqual(item["name"], self.obj.name) class FeatureAutocompleteViewSetTestCase( ReadOnlyViewSetMixin, SearchQueryMixin, TestCase ): basename = "autocomplete_feature" factory_class = FeatureFactory def validate_item(self, item): self.assertEqual(item["id"], self.obj.id) self.assertEqual(item["name"], self.obj.name) ... [8 more classdefs truncated] ...
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Functions: validate_item, validate_item, validate_item, validate_item, validate_item Classes: AdministrativeUnitAutocompleteViewSetTestCase, CaseAutocompleteViewSetTestCase, ChannelAutocompleteViewSetTestCase This code demonstrates Pythoncode:Python programming.
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advanced
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testing
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code_explanation
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Pythoncode:Python
| 7
| 7
| 2,939
| true
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom test_plus.test import TestCase\n\nfrom ...administrative_units.factories import AdministrativeUnitFactory\nfrom ...cases.factories import CaseFactory\nfrom ...channels.factories import ChannelFactory\nfrom ...events.factories import EventFactory\nfrom ...features.factories import FeatureFactory, FeatureOptionFactory\nfrom ...generic.tests.test_views import ReadOnlyViewSetMixin\nfrom ...institutions.factories import InstitutionFactory\nfrom ...letters.factories import DocumentTypeFactory, ReferenceNumberFactory\nfrom ...search.tests.mixins import SearchQueryMixin\nfrom ...tags.factories import TagFactory\nfrom ...users.factories import UserFactory\n\n\nclass AdministrativeUnitAutocompleteViewSetTestCase(\n ReadOnlyViewSetMixin, SearchQueryMixin, TestCase\n):\n basename = \"autocomplete_administrative_unit\"\n factory_class = AdministrativeUnitFactory\n\n def validate_item(self, item):\n self.assertEqual(item[\"id\"], self.obj.id)\n self.assertEqual(item[\"name\"], self.obj.name)\n\n\nclass CaseAutocompleteViewSetTestCase(ReadOnlyViewSetMixin, SearchQueryMixin, TestCase):\n basename = \"autocomplete_case\"\n factory_class = CaseFactory\n\n def validate_item(self, item):\n self.assertEqual(item[\"id\"], self.obj.id)\n self.assertEqual(item[\"name\"], self.obj.name)\n\n\nclass ChannelAutocompleteViewSetTestCase(\n ReadOnlyViewSetMixin, SearchQueryMixin, TestCase\n):\n basename = \"autocomplete_channel\"\n factory_class = ChannelFactory\n\n def validate_item(self, item):\n self.assertEqual(item[\"id\"], self.obj.id)\n self.assertEqual(item[\"name\"], self.obj.name)\n\n\nclass DocumentTypeAutocompleteViewSetTestCase(\n ReadOnlyViewSetMixin, SearchQueryMixin, TestCase\n):\n basename = \"autocomplete_document_type\"\n factory_class = DocumentTypeFactory\n\n def validate_item(self, item):\n self.assertEqual(item[\"id\"], self.obj.id)\n self.assertEqual(item[\"name\"], self.obj.name)\n\n\nclass ReferenceNumberAutocompleteViewSetTestCase(\n ReadOnlyViewSetMixin, SearchQueryMixin, TestCase\n):\n basename = \"autocomplete_reference_number\"\n factory_class = ReferenceNumberFactory\n\n def validate_item(self, item):\n self.assertEqual(item[\"id\"], self.obj.id)\n self.assertEqual(item[\"name\"], self.obj.name)\n\n\nclass EventAutocompleteViewSetTestCase(\n ReadOnlyViewSetMixin, SearchQueryMixin, TestCase\n):\n basename = \"autocomplete_event\"\n factory_class = EventFactory\n\n def validate_item(self, item):\n self.assertEqual(item[\"id\"], self.obj.id)\n self.assertEqual(item[\"name\"], self.obj.name)\n\n\nclass FeatureAutocompleteViewSetTestCase(\n ReadOnlyViewSetMixin, SearchQueryMixin, TestCase\n):\n basename = \"autocomplete_feature\"\n factory_class = FeatureFactory\n\n def validate_item(self, item):\n self.assertEqual(item[\"id\"], self.obj.id)\n self.assertEqual(item[\"name\"], self.obj.name)\n\n\n\n ... [8 more classdefs truncated] ..."}, {"role": "assistant", "content": " Functions: validate_item, validate_item, validate_item, validate_item, validate_item\n Classes: AdministrativeUnitAutocompleteViewSetTestCase, CaseAutocompleteViewSetTestCase, ChannelAutocompleteViewSetTestCase\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
76de86f0d428be6f17b7c61c98178730bcc214cf
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TheStack--python--000.parquet
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Debug this Pythoncode:Python code: from typing import Any, List from ..actions.iaction import IAction from ..model.state import LennyBotState class LennyBotPlan: def __init__(self, state: LennyBotState, actions: List[IAction]) -> None: self._state = state self._actions = actions @property def applications(self) -> List[str]: result = [] for action in self._actions: result.append(action.application) return list(set(result)) @property def actions(self) -> List[IAction]: return self._actions @property def state(self) -> LennyBotState: return self._state def source_version(self, application: str) -> str: for action in self._actions: if action.application != application: continue return action.source_version return None def target_version(self, application: str) -> str: for action in self._actions: if action.application != application: continue return action.target_version return None
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Code analysis results: 🔴 Errors found: Block at line 9 has no indented body ⚠️ Warnings: Unexpected indentation at line 13 Unexpected indentation at line 16 Unexpected indentation at line 18 Unexpected indentation at line 20 💡 Suggestions: Add docstring to class 'LennyBotPlan'
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advanced
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machine_learning
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debugging
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Pythoncode:Python
| 6
| 1
| 1,085
| true
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[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\n\nfrom typing import Any, List\n\nfrom ..actions.iaction import IAction\nfrom ..model.state import LennyBotState\n\n\nclass LennyBotPlan:\n\n def __init__(self, state: LennyBotState, actions: List[IAction]) -> None:\n self._state = state\n self._actions = actions\n\n @property\n def applications(self) -> List[str]:\n result = []\n for action in self._actions:\n result.append(action.application)\n return list(set(result))\n\n @property\n def actions(self) -> List[IAction]:\n return self._actions\n\n @property\n def state(self) -> LennyBotState:\n return self._state\n\n def source_version(self, application: str) -> str:\n for action in self._actions:\n if action.application != application:\n continue\n return action.source_version\n return None\n\n def target_version(self, application: str) -> str:\n for action in self._actions:\n if action.application != application:\n continue\n return action.target_version\n return None"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 9 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n Unexpected indentation at line 18\n Unexpected indentation at line 20\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'LennyBotPlan'"}]
| false
| null | null | null |
76dead288194d6b5e50fd079f21d614687299cb8
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TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: # -*- coding: utf-8 -*- class ContainerRegistriesAPI(object): """ Lacework Container Registries API. """ def __init__(self, session): """ Initializes the ContainerRegistriesAPI object. :param session: An instance of the HttpSession class :return ContainerRegistriesAPI object. """ super(ContainerRegistriesAPI, self).__init__() self._session = session def create(self, name, type, enabled, data, org=False): """ A method to create a new container registry. :param name: A string representing the container registry name. :param type: A string representing the container registry type. :param enabled: A boolean/integer representing whether the container registry is enabled. (0 or 1) :param data: A JSON object matching the schema for the specified type. :param org: A boolean representing whether the request should be performed at the Organization level :return response json """ logger.info("Creating container registry in Lacework...") # Build the Container Registries request URI api_uri = "/api/v2/ContainerRegistries" data = { "name": name, "type": type, "enabled": int(bool(enabled)), "data": data } response = self._session.post(api_uri, org=org, data=data) return response.json() def get(self, guid=None, type=None, org=False): ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: """ A method to get all container registries. :param guid: A string representing the container registry GUID. :param type: A string representing the container registry type.
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advanced
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api
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incomplete_code
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Pythoncode:Python
| 4
| 1
| 1,642
| false
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[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nclass ContainerRegistriesAPI(object):\n \"\"\"\n Lacework Container Registries API.\n \"\"\"\n\n def __init__(self, session):\n \"\"\"\n Initializes the ContainerRegistriesAPI object.\n\n :param session: An instance of the HttpSession class\n\n :return ContainerRegistriesAPI object.\n \"\"\"\n\n super(ContainerRegistriesAPI, self).__init__()\n\n self._session = session\n\n def create(self,\n name,\n type,\n enabled,\n data,\n org=False):\n \"\"\"\n A method to create a new container registry.\n\n :param name: A string representing the container registry name.\n :param type: A string representing the container registry type.\n :param enabled: A boolean/integer representing whether the container registry is enabled.\n (0 or 1)\n :param data: A JSON object matching the schema for the specified type.\n :param org: A boolean representing whether the request should be performed\n at the Organization level\n\n :return response json\n \"\"\"\n\n logger.info(\"Creating container registry in Lacework...\")\n\n # Build the Container Registries request URI\n api_uri = \"/api/v2/ContainerRegistries\"\n\n data = {\n \"name\": name,\n \"type\": type,\n \"enabled\": int(bool(enabled)),\n \"data\": data\n }\n\n response = self._session.post(api_uri, org=org, data=data)\n\n return response.json()\n\n def get(self,\n guid=None,\n type=None,\n org=False):\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n \"\"\"\n A method to get all container registries.\n\n :param guid: A string representing the container registry GUID.\n :param type: A string representing the container registry type."}]
| true
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syntax
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HARD_CUT
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CRITICAL
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76ded3c51388324a8e665394e6561d69d52c808d
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: # AUTOGENERATED! DO NOT EDIT! File to edit: nbs/01_seq2seq.ipynb (unless otherwise specified). class Encoder(nn.Module): def __init__(self, input_size, embedding_size, hidden_size, num_layers=2, p=0.1): super(Encoder, self).__init__() self.hidden_size = hidden_size self.num_layers = num_layers self.dropout = nn.Dropout(p) self.embedding = nn.Embedding(input_size, embedding_size) self.rnn = nn.LSTM(embedding_size, hidden_size, num_layers, dropout=p,batch_first=False) def forward(self, x, x_len): # x shape (seq_length, N) embedding = self.dropout(self.embedding(x)) # embedding shape : (seq_length, N, embedding_size) x_packed = pack_padded_sequence(embedding, x_len.cpu(), batch_first=False, enforce_sorted=False) output_packed, (hidden,cell) = self.rnn(x_packed) # irrelevant because we are interested only in hidden state #output_padded, output_lengths = pad_packed_sequence(output_packed, batch_first=True) # output is irrelevant, context vector is important return hidden,cell
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
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advanced
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machine_learning
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error_detection
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Pythoncode:Python
| 4
| 3
| 1,120
| true
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# AUTOGENERATED! DO NOT EDIT! File to edit: nbs/01_seq2seq.ipynb (unless otherwise specified).\n\nclass Encoder(nn.Module):\n def __init__(self, input_size, embedding_size, hidden_size, num_layers=2, p=0.1):\n super(Encoder, self).__init__()\n self.hidden_size = hidden_size\n self.num_layers = num_layers\n\n self.dropout = nn.Dropout(p)\n self.embedding = nn.Embedding(input_size, embedding_size)\n self.rnn = nn.LSTM(embedding_size, hidden_size, num_layers, dropout=p,batch_first=False)\n\n def forward(self, x, x_len):\n # x shape (seq_length, N)\n embedding = self.dropout(self.embedding(x))\n # embedding shape : (seq_length, N, embedding_size)\n\n x_packed = pack_padded_sequence(embedding, x_len.cpu(), batch_first=False, enforce_sorted=False)\n output_packed, (hidden,cell) = self.rnn(x_packed)\n\n # irrelevant because we are interested only in hidden state\n #output_padded, output_lengths = pad_packed_sequence(output_packed, batch_first=True)\n\n # output is irrelevant, context vector is important\n return hidden,cell"}, {"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
|
76dfdcc4b341cedf794e7489e27908f2ae58e24b
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: import json import re import responses from werkzeug.test import Client from werkzeug.wrappers import Response from satosa.proxy_server import make_app from satosa.satosa_config import SATOSAConfig class TestConsent: def test_full_flow(self, satosa_config_dict, consent_module_config): api_url = "https://consent.example.com/api" redirect_url = "https://consent.example.com/redirect" consent_module_config["config"]["api_url"] = api_url consent_module_config["config"]["redirect_url"] = redirect_url satosa_config_dict["MICRO_SERVICES"].append(consent_module_config)
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
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advanced
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testing
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error_detection
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Pythoncode:Python
| 1
| 1
| 615
| true
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport json\nimport re\n\nimport responses\nfrom werkzeug.test import Client\nfrom werkzeug.wrappers import Response\n\nfrom satosa.proxy_server import make_app\nfrom satosa.satosa_config import SATOSAConfig\n\n\nclass TestConsent:\n def test_full_flow(self, satosa_config_dict, consent_module_config):\n api_url = \"https://consent.example.com/api\"\n redirect_url = \"https://consent.example.com/redirect\"\n consent_module_config[\"config\"][\"api_url\"] = api_url\n consent_module_config[\"config\"][\"redirect_url\"] = redirect_url\n satosa_config_dict[\"MICRO_SERVICES\"].append(consent_module_config)"}, {"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
|
HARD_CUT
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CRITICAL
|
76dff496b7787e808a82fccd90d499cb2d9e785d
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TheStack--python--000.parquet
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Complete this Pythoncode:Python code: # Copyright 2022 Quantapix Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================= # https://arxiv.org/abs/1901.02860 # https://github.com/kimiyoung/transformer-xl import torch from torch import nn from torch.nn import functional as F from transformers.utils import logging from .. import core as qc from ..core import utils as qu from ..core import forward as qf from ..core import output as qo from ..core.embed import Adaptive, Positional from ..core.ffnet import Positionwise from ..prep.config.transfo_xl import PreTrained class Model(PreTrained): def __init__(self, **kw): super().__init__(**kw) cfg = self.get_cfg(kw) self.tok_emb = Adaptive(cfg.cutoffs, div_val=cfg.div_val, **kw) self.pos_emb = Positional(cfg.d_model, **kw) if cfg.untie_r: q_bias = None
|
r_bias = None else: q_bias = nn.Parameter(torch.FloatTensor(cfg.n_heads, cfg.d_head)) r_bias = nn.Parameter(torch.FloatTensor(cfg.n_heads, cfg.d_head)) self.lays = qc.Stack() for _ in range(cfg.n_lays): self.lays.append(Layer(q_bias=q_bias, r_bias=r_bias, **kw)) self.drop = qc.Dropout(cfg.drop, **kw) def init_mems(self, b): cfg = self.cfg if cfg.mem_len > 0: p = next(self.parameters()) kw = dict(dtype=p.dtype, device=p.device) return [torch.zeros(cfg.mem_len, b, cfg.d_model, **kw) for _ in range(cfg.n_lays)] return None def update_mems(self, xs, ys, mlen, qlen): assert len(xs) == len(ys) e = mlen + max(0, qlen) b = max(0, e - self.cfg.mem_len) with torch.no_grad(): return [torch.cat([ys[i], xs[i]], dim=0)[b:e].detach() for i in range(len(xs))] ... [21 more functiondefs truncated] ...
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advanced
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testing
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code_completion
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Pythoncode:Python
| 3
| 1
| 2,421
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# Copyright 2022 Quantapix Authors. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n# =============================================================================\n# https://arxiv.org/abs/1901.02860\n# https://github.com/kimiyoung/transformer-xl\n\nimport torch\n\nfrom torch import nn\nfrom torch.nn import functional as F\nfrom transformers.utils import logging\n\nfrom .. import core as qc\nfrom ..core import utils as qu\nfrom ..core import forward as qf\nfrom ..core import output as qo\nfrom ..core.embed import Adaptive, Positional\nfrom ..core.ffnet import Positionwise\nfrom ..prep.config.transfo_xl import PreTrained\n\nclass Model(PreTrained):\n def __init__(self, **kw):\n super().__init__(**kw)\n cfg = self.get_cfg(kw)\n self.tok_emb = Adaptive(cfg.cutoffs, div_val=cfg.div_val, **kw)\n self.pos_emb = Positional(cfg.d_model, **kw)\n if cfg.untie_r:\n q_bias = None"}, {"role": "assistant", "content": "\n r_bias = None\n else:\n q_bias = nn.Parameter(torch.FloatTensor(cfg.n_heads, cfg.d_head))\n r_bias = nn.Parameter(torch.FloatTensor(cfg.n_heads, cfg.d_head))\n self.lays = qc.Stack()\n for _ in range(cfg.n_lays):\n self.lays.append(Layer(q_bias=q_bias, r_bias=r_bias, **kw))\n self.drop = qc.Dropout(cfg.drop, **kw)\n\n def init_mems(self, b):\n cfg = self.cfg\n if cfg.mem_len > 0:\n p = next(self.parameters())\n kw = dict(dtype=p.dtype, device=p.device)\n return [torch.zeros(cfg.mem_len, b, cfg.d_model, **kw) for _ in range(cfg.n_lays)]\n return None\n\n def update_mems(self, xs, ys, mlen, qlen):\n assert len(xs) == len(ys)\n e = mlen + max(0, qlen)\n b = max(0, e - self.cfg.mem_len)\n with torch.no_grad():\n return [torch.cat([ys[i], xs[i]], dim=0)[b:e].detach() for i in range(len(xs))]\n\n\n ... [21 more functiondefs truncated] ..."}]
| false
| null | null | null |
76e06c68d3769fb919b634d12c79af9d79a056b9
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import argparse import glob import os import pickle from pathlib import Path import numpy as np from PIL import Image from tqdm imp
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Invalid syntax at line 9: from tqdm imp Fix: Complete the truncated code structure
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intermediate
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data_processing
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error_detection
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Pythoncode:Python
| 0
| 0
| 132
| true
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport argparse\nimport glob\nimport os\nimport pickle\nfrom pathlib import Path\n\nimport numpy as np\nfrom PIL import Image\nfrom tqdm imp"}, {"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 9: from tqdm imp\n\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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76e0ef3752aa275816b6ecc85b1a2c5f0647c59d
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: from srtvoiceext import extract if __name__ == '__main__': ext = extract('video.mkv', 'subtitles.s
|
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 4 • Unclosed '(' at line 4 - expected ')' Fix: Close the string literal with matching quote
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beginner
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machine_learning
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error_detection
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Pythoncode:Python
| 0
| 0
| 103
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom srtvoiceext import extract\n\nif __name__ == '__main__':\n ext = extract('video.mkv', 'subtitles.s"}, {"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 Unterminated string literal at line 4\n \u2022 Unclosed '(' at line 4 - expected ')'\n\n Fix: Close the string literal with matching quote"}]
| true
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syntax
|
MID_STRING
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CRITICAL
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76e2fbbb9481d029109c5c955ed7a3309fc9c83a
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TheStack--python--000.parquet
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Debug this Pythoncode:Python code: import collections class ReadOnlyDict(collections.MutableMapping): def __init__(self, store): self.store = store def __getitem__(self, key): return self.store[key] def __setitem__(self, key, value): raise TypeError('Cannot modify ReadOnlyDict') def __delitem__(self, key): raise TypeError('Cannot modify ReadOnlyDict') def __iter__(self): return iter(self.store) def __len__(self): return len(self.store) def __str__(self): return 'ReadOnlyDict(%s)' % self.store def __repr__(self): return 'ReadOnlyDict(%r)' % self.store
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF ⚠️ Warnings: Unexpected indentation at line 5 💡 Suggestions: Complete the expression on the last line Add docstring to class 'ReadOnlyDict'
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advanced
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machine_learning
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debugging
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Pythoncode:Python
| 8
| 1
| 632
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport collections\nclass ReadOnlyDict(collections.MutableMapping):\n def __init__(self, store):\n self.store = store\n \n def __getitem__(self, key):\n return self.store[key]\n\n def __setitem__(self, key, value):\n raise TypeError('Cannot modify ReadOnlyDict')\n\n def __delitem__(self, key):\n raise TypeError('Cannot modify ReadOnlyDict')\n\n def __iter__(self):\n return iter(self.store)\n\n def __len__(self):\n return len(self.store)\n\n def __str__(self):\n return 'ReadOnlyDict(%s)' % self.store\n\n def __repr__(self):\n return 'ReadOnlyDict(%r)' % self.store"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 5\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add docstring to class 'ReadOnlyDict'"}]
| false
| null | null | null |
76e301801e70d562cc3a1d9777a610e89dc8d94b
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: # encoding: utf-8 import urwid import time, os, copy from rpg_game.utils import log, mod, distance from rpg_game.constants import * from urwid import raw_display class UiFrame(urwid.Frame): def __init__(self, parent, mind, *args, **kargs): self.parent = parent self.mind = mind urwid.AttrMap(self,"frame") super().__init__(*args, **kargs) @property def player(self): if self.mind.avatar.uuid in self.mind.master.players: return self.mind.master.players[self.mind.avatar.uuid] else: return None @property def connection(self): if self.mind.avatar.uuid in self.mind.connections: return self.mind.connections[self.mind.avatar.uuid] else: return None def handle_input(self, _input): pass def on_update(self): pass def dispatch_event(self, event_type, *args): self.mind.get_GUI_event(event_type, *args) def register_event(self, event_type, callback): self.mind.register_GUI_event(event_type, callback) def disconnect(self): pass def restart(self): pass def focus_next(self): pass def focus_previous(self): pass def update_body(self, title, no_title=False, boxed=False): self.active_body = self.bodies[title] if boxed: if no_title: self.contents["body"] = (urwid.LineBox(self.active_body), None) else: self.contents["body"] = (urwid.LineBox(self.active_body, title=title), None) else: self.contents["body"] = (self.active_body, None) Error: SyntaxError / EOF
|
Fixed Code: # encoding: utf-8 import urwid import time, os, copy from rpg_game.utils import log, mod, distance from rpg_game.constants import * from urwid import raw_display class UiFrame(urwid.Frame): def __init__(self, parent, mind, *args, **kargs): self.parent = parent self.mind = mind urwid.AttrMap(self,"frame") super().__init__(*args, **kargs) @property def player(self): if self.mind.avatar.uuid in self.mind.master.players: return self.mind.master.players[self.mind.avatar.uuid] Explanation: Complete the truncated code structure
|
advanced
|
ui
|
error_fixing
|
Pythoncode:Python
| 17
| 3
| 1,668
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# encoding: utf-8\n\nimport urwid\nimport time, os, copy\nfrom rpg_game.utils import log, mod, distance\nfrom rpg_game.constants import *\nfrom urwid import raw_display\n\n\nclass UiFrame(urwid.Frame):\n def __init__(self, parent, mind, *args, **kargs):\n self.parent = parent \n self.mind = mind\n urwid.AttrMap(self,\"frame\")\n super().__init__(*args, **kargs)\n\n @property\n def player(self):\n if self.mind.avatar.uuid in self.mind.master.players:\n return self.mind.master.players[self.mind.avatar.uuid]\n else: \n return None\n\n @property\n def connection(self):\n if self.mind.avatar.uuid in self.mind.connections:\n return self.mind.connections[self.mind.avatar.uuid]\n else: \n return None\n\n def handle_input(self, _input):\n pass\n\n def on_update(self):\n pass\n\n def dispatch_event(self, event_type, *args):\n self.mind.get_GUI_event(event_type, *args)\n\n def register_event(self, event_type, callback):\n self.mind.register_GUI_event(event_type, callback)\n\n def disconnect(self):\n pass\n\n def restart(self):\n pass\n\n def focus_next(self):\n pass\n\n def focus_previous(self):\n pass\n\n def update_body(self, title, no_title=False, boxed=False):\n self.active_body = self.bodies[title]\n if boxed:\n if no_title:\n self.contents[\"body\"] = (urwid.LineBox(self.active_body), None)\n else:\n self.contents[\"body\"] = (urwid.LineBox(self.active_body, title=title), None)\n else:\n self.contents[\"body\"] = (self.active_body, None)\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# encoding: utf-8\n\nimport urwid\nimport time, os, copy\nfrom rpg_game.utils import log, mod, distance\nfrom rpg_game.constants import *\nfrom urwid import raw_display\n\n\nclass UiFrame(urwid.Frame):\n def __init__(self, parent, mind, *args, **kargs):\n self.parent = parent \n self.mind = mind\n urwid.AttrMap(self,\"frame\")\n super().__init__(*args, **kargs)\n\n @property\n def player(self):\n if self.mind.avatar.uuid in self.mind.master.players:\n return self.mind.master.players[self.mind.avatar.uuid]\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
76e38e9aaa4e8905b66b235b95aefae36be7dc3f
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: from numpy import inf, nan from sklearn.linear_model import LinearRegression as Op from lale.docstrings import set_docstrings from lale.operators import make_operator class LinearRegressionImpl: def __init__(self, **hyperparams): self._hyperparams = hyperparams self._wrapped_model = Op(**self._hyperparams) def fit(self, X, y=None): if y is not None: self._wrapped_model.fit(X, y) else: self._wrapped_model.fit(X) return self ... [1 more functiondefs truncated] ...
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 21: ... [1 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 11 Unexpected indentation at line 16 Unexpected indentation at line 18 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
|
advanced
|
machine_learning
|
debugging
|
Pythoncode:Python
| 2
| 1
| 551
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom numpy import inf, nan\nfrom sklearn.linear_model import LinearRegression as Op\n\nfrom lale.docstrings import set_docstrings\nfrom lale.operators import make_operator\n\n\nclass LinearRegressionImpl:\n def __init__(self, **hyperparams):\n self._hyperparams = hyperparams\n self._wrapped_model = Op(**self._hyperparams)\n\n def fit(self, X, y=None):\n if y is not None:\n self._wrapped_model.fit(X, y)\n else:\n self._wrapped_model.fit(X)\n return self\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 21: ... [1 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 11\n Unexpected indentation at line 16\n Unexpected indentation at line 18\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
76e3aa393f7a0908df3e197db3a2c2ed201ee19d
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import numpy as np from keras.applications.inception_v3 import InceptionV3 from keras.initializers import RandomNormal Error: SyntaxError / EOF
|
Fixed Code: import numpy as np from keras.applications.inception_v3 import InceptionV3 from keras.initializers import RandomNormal from keras.layers import (BatchNormalization, Conv2D, Conv2DTranspose, Conv3D, ... [4 more functiondefs truncated] ... Explanation: Complete the truncated code structure
|
intermediate
|
database
|
error_fixing
|
Pythoncode:Python
| 0
| 0
| 118
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport numpy as np\nfrom keras.applications.inception_v3 import InceptionV3\nfrom keras.initializers import RandomNormal\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport numpy as np\nfrom keras.applications.inception_v3 import InceptionV3\nfrom keras.initializers import RandomNormal\nfrom keras.layers import (BatchNormalization, Conv2D, Conv2DTranspose, Conv3D,\n\n ... [4 more functiondefs truncated] ...\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
76e51515f0db0f6532d593373bce97eb6eda37bb
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: #!/bin/env python """Drop and create a new database with schema.""" from sqlalchemy_utils.functions import database_exists, create_database, drop_database from flunkybot.db import engine, base from flunkybot.models import * # noqa db_url = engine.url if database_exists(db_url): drop_database(db_url)
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
intermediate
|
database
|
error_detection
|
Pythoncode:Python
| 0
| 0
| 307
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/bin/env python\n\"\"\"Drop and create a new database with schema.\"\"\"\n\nfrom sqlalchemy_utils.functions import database_exists, create_database, drop_database\nfrom flunkybot.db import engine, base\nfrom flunkybot.models import * # noqa\n\n\ndb_url = engine.url\nif database_exists(db_url):\n drop_database(db_url)"}, {"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
|
76e58be1ebfa1f5a2978f0298b22ab49d27824a1
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- import os from setuptools import find_packages, setup from app import __version__ # get the dependencies and installs here = os.path.abspath(os.path.dirname(__file__)) with open(os.path.join(here, 'requirements.txt')) as f: all_requirements = f.read().split('\n') setup( name='webspider', version=__version__, license='MIT', author='heguozhu', author_email='heguozhu@zhihu.com', description='lagou.com spider', url='git@github.com:GuozhuHe/webspider.git', packages=find_packages(exclude=['tests']), package_data={'webspider': ['README.md']}, zip_safe=False, install_requires=all_requirements, entry_points={ 'console_
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 26 • Unclosed '(' at line 13 - expected ')' • Unclosed '{' at line 25 - expected '}' Fix: Complete the truncated code structure
|
intermediate
|
testing
|
error_detection
|
Pythoncode:Python
| 0
| 0
| 726
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\nimport os\nfrom setuptools import find_packages, setup\n\nfrom app import __version__\n\n# get the dependencies and installs\nhere = os.path.abspath(os.path.dirname(__file__))\nwith open(os.path.join(here, 'requirements.txt')) as f:\n all_requirements = f.read().split('\\n')\n\nsetup(\n name='webspider',\n version=__version__,\n license='MIT',\n author='heguozhu',\n author_email='heguozhu@zhihu.com',\n description='lagou.com spider',\n url='git@github.com:GuozhuHe/webspider.git',\n packages=find_packages(exclude=['tests']),\n package_data={'webspider': ['README.md']},\n zip_safe=False,\n install_requires=all_requirements,\n entry_points={\n 'console_"}, {"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 26\n \u2022 Unclosed '(' at line 13 - expected ')'\n \u2022 Unclosed '{' at line 25 - expected '}'\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
76e62dfaead6e340b719c28d88044ea601c31718
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: # # Python documentation build configuration file # ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: # This file is execfile()d with the current directory set to its containing dir. # # The contents of this file are pickled, so don't put values in the namespace # that aren't pickleable (module imports are okay, they're removed automatically).
|
intermediate
|
ui
|
incomplete_code
|
Pythoncode:Python
| 0
| 0
| 51
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#\n# Python documentation build configuration file\n#\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n# This file is execfile()d with the current directory set to its containing dir.\n#\n# The contents of this file are pickled, so don't put values in the namespace\n# that aren't pickleable (module imports are okay, they're removed automatically)."}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
76e72292730408078c92e31d3a0592b902469f3c
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # Import the matplotlib module here. No other modules should be used. # Import plotting library import matplotlib.pyplot as plt #import.... from os import * # Import Numpy import numpy as np def mean(my_list): # This is the defintion in the head. i = 0 my_sum = 0 for number in my_list: my_sum = my_sum + my_list[i] i+=1 mu = my_sum / i print('mean = ' + str(mu)) return mu def sd(my_list): j = 0 sigma = 0 my_sumsd = 0 mu = mean(my_list) for number in my_list: my_sumsd = my_sumsd + (my_list[j] - mu)**2 j +=1 sigma = (my_sumsd/j)**(.5) print('standard deviation = ' + str(sigma)) return sigma def norm(my_list): k = 0 l = 0 mu = mean(my_list) sigma = sd(my_list) for number in my_list: if abs(my_list[l] - mu) < sigma: k += 1 l += 1 else: l += 1 dist = k / l return dist def is_norm(my_list): dist = norm(my_list) if 0.66 < dist < 0.70: print('Data is normally distributed') return True else: print('Data is not normally distributed') return False def is_skew(my_list): m = 0 skew = 0 sumsk = 0 mu = mean(my_list) sigma = sd(my_list) for numbers in my_list: sumsk = (my_list[m] - mu)**3 + sumsk m +=1 skew = sumsk /(len(my_list)*sigma**3) print('skewness = ' + str(skew)) if skew == 0: print('skewness = 0, therefore sample is normally distributed') else: print('skewness =/= 0, therefore sample is not normally distributed') def graph(my_list): plt.hist(my_list,density=True, facecolor='b') sigma = sd(my_list) #stores standard deviation mu = mean(my_list) #stores mean plt.title('my_list Histogram') plt.xlabel('Number') plt.ylabel('Probability') plt.xlim(mu - 4*sigma, mu + 4*sigma) plt.grid(True) plt.show() def stats(my_list): mu = mean(my_list) std = sd(my_list) dist = norm(my_list) graph(my_list) is_norm(my_list) is_skew(my_list) return (mu, std, dist)
|
Code analysis results: 🔴 Errors found: Block at line 74 has no indented body ⚠️ Warnings: Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 15 💡 Suggestions: Add docstring to function 'mean' Add docstring to function 'sd' Add docstring to function 'norm'
|
advanced
|
database
|
debugging
|
Pythoncode:Python
| 7
| 0
| 2,178
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Import the matplotlib module here. No other modules should be used.\n# Import plotting library\nimport matplotlib.pyplot as plt\n#import.... \nfrom os import *\n# Import Numpy\nimport numpy as np\n\n\ndef mean(my_list): # This is the defintion in the head.\n i = 0\n my_sum = 0\n for number in my_list:\n my_sum = my_sum + my_list[i]\n i+=1\n mu = my_sum / i\n print('mean = ' + str(mu))\n \n return mu\n\ndef sd(my_list):\n j = 0\n sigma = 0\n my_sumsd = 0\n mu = mean(my_list)\n for number in my_list:\n my_sumsd = my_sumsd + (my_list[j] - mu)**2\n j +=1\n sigma = (my_sumsd/j)**(.5)\n print('standard deviation = ' + str(sigma))\n return sigma\n \ndef norm(my_list):\n k = 0\n l = 0\n mu = mean(my_list)\n sigma = sd(my_list)\n for number in my_list:\n if abs(my_list[l] - mu) < sigma:\n k += 1\n l += 1\n else:\n l += 1\n dist = k / l\n return dist\n \ndef is_norm(my_list):\n dist = norm(my_list)\n if 0.66 < dist < 0.70:\n print('Data is normally distributed')\n return True\n else:\n print('Data is not normally distributed')\n return False\n \ndef is_skew(my_list):\n m = 0\n skew = 0\n sumsk = 0\n mu = mean(my_list)\n sigma = sd(my_list)\n for numbers in my_list:\n sumsk = (my_list[m] - mu)**3 + sumsk\n m +=1\n \n skew = sumsk /(len(my_list)*sigma**3)\n print('skewness = ' + str(skew))\n\n if skew == 0:\n print('skewness = 0, therefore sample is normally distributed')\n else:\n print('skewness =/= 0, therefore sample is not normally distributed')\n \ndef graph(my_list):\n\n plt.hist(my_list,density=True, facecolor='b')\n sigma = sd(my_list) #stores standard deviation\n mu = mean(my_list) #stores mean\n\n\n\n plt.title('my_list Histogram')\n plt.xlabel('Number')\n plt.ylabel('Probability')\n \n plt.xlim(mu - 4*sigma, mu + 4*sigma)\n plt.grid(True)\n plt.show()\n\n \ndef stats(my_list):\n mu = mean(my_list)\n std = sd(my_list)\n dist = norm(my_list)\n graph(my_list)\n is_norm(my_list)\n is_skew(my_list)\n return (mu, std, dist)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 74 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 15\n\n\ud83d\udca1 Suggestions:\n Add docstring to function 'mean'\n Add docstring to function 'sd'\n Add docstring to function 'norm'"}]
| false
| null | null | null |
76e8aa5b3dcd6d5941acd4ac1423725bbe5688e5
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: def get_forthcoming_label(rst): document = docutils.core.publish_doctree(rst) forthcoming_label = None for child in document.children: title = None if isinstance(child, docutils.nodes.subtitle): title = child elif isinstance(child, docutils.nodes.section): section = child if len(section.children) > 0 and isinstance(section.children[0], docutils.nodes.title): title = section.children[0] if title and len(title.children) > 0 and isinstance(title.children[0], docutils.nodes.Text): title_text = title.children[0].rawsource if FORTHCOMING_LABEL.lower() in title_text.lower(): if forthcoming_label: raise RuntimeError('Found multiple forthcoming sections') forthcoming_label = title_text # Complete this line def rename_section(data, old_label, new_label): valid_section_characters = '!"#$%&\'()*+,-./:;<=>?@[\\]^_`{|}~' def replace_section(match): section_char = match.group(2)[0] return new_label + '\n' + section_char * len(new_label) pattern = '^(' + re.escape(old_label) + ')\n([' + re.escape(valid_section_characters) + ']+)$' data, count = re.subn(pattern, replace_section, data, flags=re.MULTILINE) if count == 0: raise RuntimeError('Could not find section') if count > 1: raise RuntimeError('Found multiple matching sections') return data ... [1 more functiondefs truncated] ...
|
The missing line is: return forthcoming_label
|
intermediate
|
machine_learning
|
fill_in_the_blank
|
Pythoncode:Python
| 3
| 0
| 1,538
| false
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\ndef get_forthcoming_label(rst):\n document = docutils.core.publish_doctree(rst)\n forthcoming_label = None\n for child in document.children:\n title = None\n if isinstance(child, docutils.nodes.subtitle):\n title = child\n elif isinstance(child, docutils.nodes.section):\n section = child\n if len(section.children) > 0 and isinstance(section.children[0], docutils.nodes.title):\n title = section.children[0]\n if title and len(title.children) > 0 and isinstance(title.children[0], docutils.nodes.Text):\n title_text = title.children[0].rawsource\n if FORTHCOMING_LABEL.lower() in title_text.lower():\n if forthcoming_label:\n raise RuntimeError('Found multiple forthcoming sections')\n forthcoming_label = title_text\n # Complete this line\n\n\ndef rename_section(data, old_label, new_label):\n valid_section_characters = '!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~'\n\n def replace_section(match):\n section_char = match.group(2)[0]\n return new_label + '\\n' + section_char * len(new_label)\n pattern = '^(' + re.escape(old_label) + ')\\n([' + re.escape(valid_section_characters) + ']+)$'\n data, count = re.subn(pattern, replace_section, data, flags=re.MULTILINE)\n if count == 0:\n raise RuntimeError('Could not find section')\n if count > 1:\n raise RuntimeError('Found multiple matching sections')\n return data\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n return forthcoming_label"}]
| false
| null | null | null |
76e91ea24b8b713b4825e3c31ae941d3409f7123
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import os import unittest import torch import torch.distributed as dist from torch.multiprocessing import Process import torch.nn as nn from machina.optims import DistributedAdamW def init_processes(rank, world_size, function, backend='tcp'): os.environ['MASTER_ADDR'] = '127.0.0.1' os.environ['MASTER_PORT'] = '29500' dist.init_process_group(backend, rank=rank, world_size=world_size) function(rank, world_size) class TestDistributedAdamW(unittest.TestCase: def test_step(self): def _run(rank, world_size): model = nn.Linear(10, 1) optimizer = DistributedAdamW( model.parameters()) optimizer.zero_grad() loss = model(torch.ones(10).float()) loss.backward() optimizer.step() processes = [] world_size = 4 for rank in range(world_size): p = Process(target=init_processes, args=(rank, world_size, _run)) p.start() processes.append(p) for p in processes: p.join()
|
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unclosed '(' at line 21 - expected ')' • Block at line 21 has no indented body • Block at line 23 has no indented body Fix: Add missing ')' bracket at line 21
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 3
| 1
| 1,198
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os\nimport unittest\n\nimport torch\nimport torch.distributed as dist\nfrom torch.multiprocessing import Process\nimport torch.nn as nn\n\nfrom machina.optims import DistributedAdamW\n\n\ndef init_processes(rank, world_size,\n function, backend='tcp'):\n os.environ['MASTER_ADDR'] = '127.0.0.1'\n os.environ['MASTER_PORT'] = '29500'\n dist.init_process_group(backend, rank=rank,\n world_size=world_size)\n function(rank, world_size)\n\n\nclass TestDistributedAdamW(unittest.TestCase:\n\n def test_step(self):\n\n def _run(rank, world_size):\n model = nn.Linear(10, 1)\n optimizer = DistributedAdamW(\n model.parameters())\n\n optimizer.zero_grad()\n loss = model(torch.ones(10).float())\n loss.backward()\n optimizer.step()\n\n processes = []\n world_size = 4\n for rank in range(world_size):\n p = Process(target=init_processes,\n args=(rank,\n world_size,\n _run))\n p.start()\n processes.append(p)\n for p in processes:\n p.join()"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unclosed '(' at line 21 - expected ')'\n \u2022 Block at line 21 has no indented body\n \u2022 Block at line 23 has no indented body\n\n Fix: Add missing ')' bracket at line 21"}]
| true
|
syntax
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MISSING_BRACKETS
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MEDIUM
|
76eaa983d4b2d01d9a4e9daae5b69684ff9a0e05
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TheStack--python--000.parquet
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Repair the syntax errors in this Pythoncode:Python code: """ Squeak model. W_Object W_SmallInteger W_MutableSmallInteger W_AbstractObjectWithIdentityHash W_AbstractFloat W_Float W_MutableFloat W_Character W_PointersObject W_AbstractObjectWithClassReference W_LargeInteger W_LargeIntegerWord W_LargeIntegerBig W_BytesObject W_WordsObject W_CompiledMethod W_SpurCompiledMethod W_PreSpurCompiledMethod """ from rsqueakvm.model.base import * from rsqueakvm.model.character import * from rsqueakvm.model.compiled_methods import * # from rsqueakvm.model.display import * from rsqueakvm.model.numeric import * from rsqueakvm.model.pointers import * from rsqueakvm.model.variable import *
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Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 1 Fixes: • Add closing quote at line 1
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intermediate
|
machine_learning
|
syntax_repair
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Pythoncode:Python
| 0
| 0
| 872
| true
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[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n\"\"\"\nSqueak model.\n\n W_Object\n W_SmallInteger\n W_MutableSmallInteger\n W_AbstractObjectWithIdentityHash\n W_AbstractFloat\n W_Float\n W_MutableFloat\n W_Character\n W_PointersObject\n W_AbstractObjectWithClassReference\n W_LargeInteger\n W_LargeIntegerWord\n W_LargeIntegerBig\n W_BytesObject\n W_WordsObject\n W_CompiledMethod\n W_SpurCompiledMethod\n W_PreSpurCompiledMethod\n\"\"\"\n\nfrom rsqueakvm.model.base import *\nfrom rsqueakvm.model.character import *\nfrom rsqueakvm.model.compiled_methods import *\n# from rsqueakvm.model.display import *\nfrom rsqueakvm.model.numeric import *\nfrom rsqueakvm.model.pointers import *\nfrom rsqueakvm.model.variable import *"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 1\n\n Fixes:\n \u2022 Add closing quote at line 1"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
76eba1361f488fe5c5dadbe9595a11b254abd926
|
TheStack--python--000.parquet
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Repair the syntax errors in this Pythoncode:Python code: # This code is referenced from # https://github.com/facebookresearch/astmt/ # # Copyright (c) Facebook, Inc. and its affiliates. # All rights reserved. # # License: Attribution-NonCommercial 4.0 International import torch import torch.nn as nn import torch.nn.functional as F from torch.nn.modules.module import Module import numpy as np class SoftMaxwithLoss(Module): """ This function returns cross entropy loss for semantic segmentation """ def __init__(self): super(SoftMaxwithLoss, self).__init__() self.softmax = nn.LogSoftmax(dim=1) self.criterion = nn.NLLLoss(ignore_index=255) def forward(self, out, label): assert not label.requires_grad # out shape batch_size x channels x h x w # label shape batch_size x 1 x h x w label = label[:, 0, :, :].long() loss = self.criterion(self.softmax(out), label) return loss class BalancedCrossEntropyLoss(Module): """ Balanced Cross Entropy Loss with optional i
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Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 17 • SyntaxError: unterminated triple-quoted string literal (detected at line 38) at line 37 Fixes: • Add closing quote at line 17 • Review code syntax
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advanced
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testing
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syntax_repair
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Pythoncode:Python
| 4
| 3
| 1,019
| true
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[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# This code is referenced from \n# https://github.com/facebookresearch/astmt/\n# \n# Copyright (c) Facebook, Inc. and its affiliates.\n# All rights reserved.\n# \n# License: Attribution-NonCommercial 4.0 International\n\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nfrom torch.nn.modules.module import Module\nimport numpy as np\n\n\nclass SoftMaxwithLoss(Module):\n \"\"\"\n This function returns cross entropy loss for semantic segmentation\n \"\"\"\n\n def __init__(self):\n super(SoftMaxwithLoss, self).__init__()\n self.softmax = nn.LogSoftmax(dim=1)\n self.criterion = nn.NLLLoss(ignore_index=255)\n\n def forward(self, out, label):\n assert not label.requires_grad\n # out shape batch_size x channels x h x w\n # label shape batch_size x 1 x h x w\n label = label[:, 0, :, :].long()\n loss = self.criterion(self.softmax(out), label)\n\n return loss\n\n\nclass BalancedCrossEntropyLoss(Module):\n \"\"\"\n Balanced Cross Entropy Loss with optional i"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 17\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 38) at line 37\n\n Fixes:\n \u2022 Add closing quote at line 17\n \u2022 Review code syntax"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
76ebc2ee4ceeeeacb1f5e2ff455580aa77112974
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: from mpl_toolkits.mplot3d import Axes3D import matplotlib.pyplot as plt from matplotlib import cm import numpy as np import os import contorno from constantes import INTERVALOS, PASSOS, TAMANHO_BARRA, DELTA_T, DELTA_X z_temp = contorno.p_3 TAMANHO_BARRA = 2 x = np.linspace(0.0, TAMANHO_BARRA, INTERVALOS+1) y = np.linspace(0.0, DELTA_T, PASSOS+1) z = [] for k in range(PASSOS+1): z_k = np.copy(z_temp) z.append(z_k) for i in range(1, INTERVALOS): z_temp[i] = z_k[i] + (DELTA_T/(DELTA_X**2)) * (z_k[i+1]-2*z_k[i]+z_k[i-1]) z = np.asarray(z)
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
intermediate
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general
|
error_detection
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Pythoncode:Python
| 0
| 0
| 564
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom mpl_toolkits.mplot3d import Axes3D\nimport matplotlib.pyplot as plt\nfrom matplotlib import cm\nimport numpy as np\nimport os\nimport contorno\nfrom constantes import INTERVALOS, PASSOS, TAMANHO_BARRA, DELTA_T, DELTA_X\n\nz_temp = contorno.p_3\nTAMANHO_BARRA = 2\n\nx = np.linspace(0.0, TAMANHO_BARRA, INTERVALOS+1)\ny = np.linspace(0.0, DELTA_T, PASSOS+1)\n\nz = []\nfor k in range(PASSOS+1):\n z_k = np.copy(z_temp)\n z.append(z_k)\n for i in range(1, INTERVALOS):\n z_temp[i] = z_k[i] + (DELTA_T/(DELTA_X**2)) * (z_k[i+1]-2*z_k[i]+z_k[i-1])\n\nz = np.asarray(z)"}, {"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
|
76ebcd294c425806f2a19ba5ab050dfad80e8987
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: # solution 1: class Solution1: def convert(self, s: str, numRows: int) -> str: if numRows == 1 or numRows >= len(s): return s L = [''] * numRows index, step = 0, 1 for x in s: L[index] += x if index == 0: step = 1 elif index == numRows - 1: step = -1 index += step return ''.join(L) # Solution 2 class Solution: def convert(self, s: str, numRows: int) -> str: # If we have only one row then we can return the string as it is if numRows < 2: return s # We will create an empty string for each row and then fill each element in each row # from row = 0 to row = numRows-1, if we reach bottom (i.e. row = numRows-1)
|
# then we move up. Similarly if we reach top, we change direction and move down # Finally after filling up all the four rows we join them row0 + row1 +.. numRows row = 0 result = [""]*numRows for character in s: if row == 0: move_down = True elif row == numRows-1: move_down = False result[row] += character row = (row+1) if move_down else row-1 return "".join(result) if __name__ == '__main__': # begin s = Solution() print(s.convert("PAYPALISHIRING", 3))
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advanced
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machine_learning
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code_completion
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Pythoncode:Python
| 2
| 2
| 1,406
| false
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# solution 1:\nclass Solution1:\n def convert(self, s: str, numRows: int) -> str:\n if numRows == 1 or numRows >= len(s):\n return s\n \n L = [''] * numRows\n index, step = 0, 1\n\n for x in s:\n L[index] += x\n if index == 0:\n step = 1\n elif index == numRows - 1:\n step = -1\n index += step\n\n return ''.join(L)\n\n# Solution 2\nclass Solution:\n def convert(self, s: str, numRows: int) -> str:\n # If we have only one row then we can return the string as it is\n if numRows < 2:\n return s\n # We will create an empty string for each row and then fill each element in each row\n # from row = 0 to row = numRows-1, if we reach bottom (i.e. row = numRows-1)"}, {"role": "assistant", "content": "\n # then we move up. Similarly if we reach top, we change direction and move down\n # Finally after filling up all the four rows we join them row0 + row1 +.. numRows\n row = 0\n result = [\"\"]*numRows\n for character in s:\n if row == 0:\n move_down = True\n elif row == numRows-1:\n move_down = False\n result[row] += character\n row = (row+1) if move_down else row-1\n\n return \"\".join(result)\n\nif __name__ == '__main__':\n # begin\n s = Solution()\n print(s.convert(\"PAYPALISHIRING\", 3))"}]
| false
| null | null | null |
76edfc1706c920930c1bc7aab823c6e785689aff
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- """ Created on Thu Feb 11 13:42:45 2021 @author: ASUS """ import pandas as pd df = pd.read_csv(r'D:\nlp\fake-news-data\train.csv') df = df.dropna() X = df.drop('label',axis = 1) y = df['label'] import tensorflow as tf from tensorflow.keras.layers import Embedding, Dense, LSTM from tensorflow.keras.models import Sequential from tensorflow.keras.preprocessing.sequence import pad_sequences from tensorflow.keras.preprocessing.text import one_hot # Vocabulary size voc_size = 5000 # One Hot Representation messages = X.copy() messages.reset_index(inplace = True) import nltk import re from nltk.corpus import stopwords # Dataset Preprocessing from nltk.stem import PorterStemmer ps = PorterStemmer() corpus = [] for i in range(len(messages)): print(i) review = re.sub('[^a-zA-Z]',' ',messages['title'][i]) review = review.lower() review = review.split() review = [ps.stem(word) for word in review if word not in stopwords.words('english')] review = " ".join(review) corpus.append(review) onehot_repr = [one_hot(words,voc_size) for words in corpus] sent_len = 20 embedded_doc = pad_sequences(onehot_repr,maxlen = sent_len,padding = 'pre') # Creating the model embedding_vector_features = 40 model = Sequential() model.add(Embedding(voc_size,embedding_vector_features,input_length=sent_len)) model.add(LSTM(100)) model.add(Dense(1,activation='sigmoid')) model.compile(loss='binary_crossentropy',optimizer = 'adam',metrics = ['accuracy']) model.summary() import numpy as np X_final = np.array(embedded_doc) y_final = np.array(y) from sklearn.model_selection import train_test_split X_train, X_test, y_train, y_test = train_test_split(X_final,y_final,test_size = 0.33,random_state = 42) model.fit(X_train,y_train,validation_data=(X_test,y_test),epochs=10,batch_size=64) y_pred = model.predict_classes(X_test) from sklearn.metrics import confusion_matrix, accuracy_score cm = confusion_matrix(y_test,y_pred) acc = accuracy_score(y_test,y_pred)
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
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testing
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refactoring
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Pythoncode:Python
| 0
| 0
| 2,013
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\"\"\"\nCreated on Thu Feb 11 13:42:45 2021\n\n@author: ASUS\n\"\"\"\n\nimport pandas as pd\ndf = pd.read_csv(r'D:\\nlp\\fake-news-data\\train.csv')\n\ndf = df.dropna()\n\nX = df.drop('label',axis = 1)\ny = df['label']\n\nimport tensorflow as tf\nfrom tensorflow.keras.layers import Embedding, Dense, LSTM\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.preprocessing.sequence import pad_sequences\nfrom tensorflow.keras.preprocessing.text import one_hot\n\n# Vocabulary size\nvoc_size = 5000\n\n# One Hot Representation\nmessages = X.copy()\nmessages.reset_index(inplace = True)\n\nimport nltk\nimport re\nfrom nltk.corpus import stopwords\n\n# Dataset Preprocessing\nfrom nltk.stem import PorterStemmer\nps = PorterStemmer()\ncorpus = []\nfor i in range(len(messages)):\n print(i)\n review = re.sub('[^a-zA-Z]',' ',messages['title'][i])\n review = review.lower()\n review = review.split()\n review = [ps.stem(word) for word in review if word not in stopwords.words('english')]\n review = \" \".join(review)\n corpus.append(review)\n \nonehot_repr = [one_hot(words,voc_size) for words in corpus]\n \nsent_len = 20\nembedded_doc = pad_sequences(onehot_repr,maxlen = sent_len,padding = 'pre')\n\n# Creating the model\nembedding_vector_features = 40\nmodel = Sequential()\nmodel.add(Embedding(voc_size,embedding_vector_features,input_length=sent_len))\nmodel.add(LSTM(100))\nmodel.add(Dense(1,activation='sigmoid'))\nmodel.compile(loss='binary_crossentropy',optimizer = 'adam',metrics = ['accuracy'])\nmodel.summary()\n\nimport numpy as np\nX_final = np.array(embedded_doc)\ny_final = np.array(y)\n\nfrom sklearn.model_selection import train_test_split\nX_train, X_test, y_train, y_test = train_test_split(X_final,y_final,test_size = 0.33,random_state = 42)\nmodel.fit(X_train,y_train,validation_data=(X_test,y_test),epochs=10,batch_size=64)\n\ny_pred = model.predict_classes(X_test)\nfrom sklearn.metrics import confusion_matrix, accuracy_score\ncm = confusion_matrix(y_test,y_pred)\nacc = accuracy_score(y_test,y_pred)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
76ef2321c51f2dff2461f9538c87721e5bf560d2
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TheStack--python--000.parquet
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Complete this Pythoncode:Python code: import sys from class_vis import prettyPicture from prep_terrain_data import makeTerrainData import matplotlib.pyplot as plt import copy import numpy as np import pylab as pl features_train, labels_train, features_test, labels_test = makeTerrainData() ########################## SVM ################################# ### we handle the import statement and SVC creation for you here from sklearn.svm import SVC clf = SVC(kernel="linear") #### now your job is to fit the classifier
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#### using the training features/labels, and to #### make a set of predictions on the test data clf.fit(features_train,labels_train) pred = clf.predict(features_test) #### store your predictions in a list named pred from sklearn.metrics import accuracy_score acc = accuracy_score(pred, labels_test) def submitAccuracy(): return acc
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intermediate
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testing
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code_completion
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Pythoncode:Python
| 1
| 0
| 860
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport sys\r\nfrom class_vis import prettyPicture\r\nfrom prep_terrain_data import makeTerrainData\r\n\r\nimport matplotlib.pyplot as plt\r\nimport copy\r\nimport numpy as np\r\nimport pylab as pl\r\n\r\n\r\nfeatures_train, labels_train, features_test, labels_test = makeTerrainData()\r\n\r\n\r\n########################## SVM #################################\r\n### we handle the import statement and SVC creation for you here\r\nfrom sklearn.svm import SVC\r\nclf = SVC(kernel=\"linear\")\r\n\r\n\r\n#### now your job is to fit the classifier"}, {"role": "assistant", "content": "\n#### using the training features/labels, and to\r\n#### make a set of predictions on the test data\r\n\r\nclf.fit(features_train,labels_train)\r\npred = clf.predict(features_test)\r\n\r\n#### store your predictions in a list named pred\r\n\r\nfrom sklearn.metrics import accuracy_score\r\nacc = accuracy_score(pred, labels_test)\r\n\r\ndef submitAccuracy():\r\n return acc"}]
| false
| null | null | null |
76f0f94143a86c5bd1bdfebcc7fe3a026073720d
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License" # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from auto_scan_test import OPConvertAutoScanTest, BaseNet from hypothesis import reproduce_failure import hypothesis.strategies as st import numpy as np import unittest import paddle class Net(BaseNet): """ simple Net """ def forward(self, inputs): """ forward """ x = paddle.nn.functional.log_sigmoid(inputs) return x class TestLogsigmoidConvert(OPConvertAutoScanTest): """ api: paddle.nn.functional.log_sigmoid OPset version: 7, 9, 15 """ def sample_convert_config(self, draw): input_shape = draw( st.lists( st.integers( min_value=20, max_value=100), min_size=4, max_size=4)) input_spec = [-1] * len(input_shape) dtype = draw(st.sampled_from(["float32", "float64"]))
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Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • Unterminated string literal at line 24 • Unclosed '(' at line 3 - expected ')' Fix: Complete the function 'sample_convert_config' body and add missing return
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advanced
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testing
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error_detection
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Pythoncode:Python
| 3
| 2
| 1,466
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nfrom auto_scan_test import OPConvertAutoScanTest, BaseNet\nfrom hypothesis import reproduce_failure\nimport hypothesis.strategies as st\nimport numpy as np\nimport unittest\nimport paddle\n\n\nclass Net(BaseNet):\n \"\"\"\n simple Net\n \"\"\"\n\n def forward(self, inputs):\n \"\"\"\n forward\n \"\"\"\n x = paddle.nn.functional.log_sigmoid(inputs)\n return x\n\n\nclass TestLogsigmoidConvert(OPConvertAutoScanTest):\n \"\"\"\n api: paddle.nn.functional.log_sigmoid\n OPset version: 7, 9, 15\n \"\"\"\n\n def sample_convert_config(self, draw):\n input_shape = draw(\n st.lists(\n st.integers(\n min_value=20, max_value=100),\n min_size=4,\n max_size=4))\n input_spec = [-1] * len(input_shape)\n\n dtype = draw(st.sampled_from([\"float32\", \"float64\"]))"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Detected Errors:\n \u2022 Unterminated string literal at line 24\n \u2022 Unclosed '(' at line 3 - expected ')'\n\n Fix: Complete the function 'sample_convert_config' body and add missing return"}]
| true
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syntax
|
MID_FUNCTION
|
HIGH
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76f17efadc147bee33131952c1b99b7ec42d46c2
|
TheStack--python--000.parquet
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Complete this Pythoncode:Python code: # -*- coding: utf-8 -*- from __future__ import absolute_import from __future__ import division from __future__ import print_function from __future__ import unicode_literals from builtins import open from builtins import str from future import standard_library class SignalHandler(object): def __init__(self, stopper, threads): self.stopper = stopper self.threads = threads def __call__(self, signum, frame): self.stopper.set() for task in self.threads: task.join() sys.exit(0) class Task(object): def __init__(self, func, args=(), key=None): self._func = func self._args = args self._key = key if key is not None else func.__name__ self._result = None self._is_done = False @property def func(self): """ Task function/method property - getter only. :getter: Gets the task function/method object """ return self._func @property def args(self): """ Task function/method arguments property - getter only. :getter: Gets the task function/method arguments """ return self._args @property def key(self): """ Task function/method key - getter only. :getter: Gets the task function/method key """ return self._key @property
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def result(self): """ Task function/method result property. :getter: Gets the task function/method result (produced by calling the function on the defined arguments) :setter: Sets the task function/method result """ return self._result @result.setter def result(self, r): self._result = r self._is_done = True @property def is_done(self): """ Task function/method status property - getter only. :getter: Gets the task function/method status """ return self._is_done def multithread(tasks, pool_size=10): """ Executes several tasks concurrently via ``threading`` threads, puts the results into a queue, and generates these back to the caller. """ task_q = Queue() num_tasks = 0 for task in tasks: task_q.put(task) num_tasks += 1 ... [3 more functiondefs truncated] ...
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advanced
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ui
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code_completion
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Pythoncode:Python
| 10
| 2
| 2,381
| true
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[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\nfrom __future__ import unicode_literals\n\nfrom builtins import open\nfrom builtins import str\n\nfrom future import standard_library\nclass SignalHandler(object):\n def __init__(self, stopper, threads):\n self.stopper = stopper\n self.threads = threads\n\n def __call__(self, signum, frame):\n self.stopper.set()\n\n for task in self.threads:\n task.join()\n\n sys.exit(0)\n\n\nclass Task(object):\n def __init__(self, func, args=(), key=None):\n self._func = func\n self._args = args\n self._key = key if key is not None else func.__name__\n self._result = None\n self._is_done = False\n\n @property\n def func(self):\n \"\"\"\n Task function/method property - getter only.\n\n :getter: Gets the task function/method object\n \"\"\"\n return self._func\n\n @property\n def args(self):\n \"\"\"\n Task function/method arguments property - getter only.\n\n :getter: Gets the task function/method arguments\n \"\"\"\n return self._args\n\n @property\n def key(self):\n \"\"\"\n Task function/method key - getter only.\n\n :getter: Gets the task function/method key\n \"\"\"\n return self._key\n\n @property"}, {"role": "assistant", "content": "\n def result(self):\n \"\"\"\n Task function/method result property.\n\n :getter: Gets the task function/method result (produced by calling\n the function on the defined arguments)\n :setter: Sets the task function/method result\n \"\"\"\n return self._result\n\n @result.setter\n def result(self, r):\n self._result = r\n self._is_done = True\n\n @property\n def is_done(self):\n \"\"\"\n Task function/method status property - getter only.\n\n :getter: Gets the task function/method status\n \"\"\"\n return self._is_done\n\n\ndef multithread(tasks, pool_size=10):\n \"\"\"\n Executes several tasks concurrently via ``threading`` threads, puts the\n results into a queue, and generates these back to the caller.\n \"\"\"\n\n task_q = Queue()\n\n num_tasks = 0\n\n for task in tasks:\n task_q.put(task)\n num_tasks += 1\n\n\n ... [3 more functiondefs truncated] ..."}]
| false
| null | null | null |
76f217cfd33281d5ca8af791540db7576b28df64
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import copy import itertools from functools import partial from typing import Any, Iterable, List, Optional, Set, Tuple, Type from isort.format import format_simplified
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
intermediate
|
database
|
error_detection
|
Pythoncode:Python
| 0
| 0
| 170
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport copy\nimport itertools\nfrom functools import partial\nfrom typing import Any, Iterable, List, Optional, Set, Tuple, Type\n\nfrom isort.format import format_simplified"}, {"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
|
76f2637d428beecc1c55ba4761f8ecce6c4c4884
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: import datetime import io import json_tricks import logging import os from os.path import (abspath, basename, dirname, exists, expanduser, def get_file_saved_time(path): dt = datetime.datetime.fromtimestamp(os.stat(path).st_ctime) return dt.ctime() def _get_sample(fname): sample = '' with io.open(fname, 'r', newline='', encoding='utf-8') as fp: sample += fp.readline() + fp.readline() return sample def _get_csv_headers(fname): sample = _get_sample(fname) sniffer = csv.Sniffer() has_header = sniffer.has_header(sample) dialect = sniffer.sniff(sample) with io.open(fname, 'r', newline='', encoding='utf-8') as fp: reader = csv.reader(fp, dialect) header = next(reader) return has_header, header, dialect class TagInfo(HasTraits): name = Str type = Enum("string", "text", "int", "float", "bool") default = Any def __repr__(self): return 'TagInfo(%r, %r)' % (self.name, self.type) def _default_default(self): map = {"string": "", "text": "", "int": 0, "float": 0.0, "bool": False} return map[self.type] def open_file(fname_or_file, mode='rb'): if hasattr(fname_or_file, 'read'): return fname_or_file else: return open(fname_or_file, mode) def sanitize_name(name): name = name.lower() name = re.sub(r'\s+', '_', name) return re.sub(r'\W+', '', name) def get_non_existing_filename(fname): if exists(fname): base, ext = splitext(basename(fname)) return join(dirname(fname), base + '_a' + ext) else: return fname COMMON_TAGS = dict( file_name='string', path='string', relpath='string', ctime='string', mtime='string', size='int', type='string' ) def _cleanup_query(q, tag_types): type_map = dict(float=FLOAT.from_bytes, int=INT.from_bytes) for term in q.leaves(): if isinstance(term, query.Term): if isinstance(term.text, (str, unicode, bytes)): fieldtype = tag_types[term.fieldname] if fieldtype in type_map: term.text = type_map[fieldtype](term.text) else: term.text = term.text.lower() elif isinstance(term, query.Phrase): term.words = [x.lower() for x in term.words] def _check_value(value, expr): if isinstance(expr, string_types): return expr in value.lower() else: return expr == value def _check_range(x, term): result = True if term.start is not None: if term.startexcl: result &= x > term.start else: result &= x >= term.start if term.end is not None and result: if term.endexcl: result &= x < term.end else: result &= x <= term.end return result ... [42 more functiondefs truncated] ...
|
Functions: get_file_saved_time, _get_sample, _get_csv_headers, __repr__, _default_default Classes: TagInfo This code demonstrates Pythoncode:Python programming.
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advanced
|
database
|
code_explanation
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Pythoncode:Python
| 11
| 1
| 2,885
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport datetime\nimport io\nimport json_tricks\nimport logging\nimport os\nfrom os.path import (abspath, basename, dirname, exists, expanduser,\ndef get_file_saved_time(path):\n dt = datetime.datetime.fromtimestamp(os.stat(path).st_ctime)\n return dt.ctime()\n\n\ndef _get_sample(fname):\n sample = ''\n with io.open(fname, 'r', newline='', encoding='utf-8') as fp:\n sample += fp.readline() + fp.readline()\n\n return sample\n\n\ndef _get_csv_headers(fname):\n sample = _get_sample(fname)\n sniffer = csv.Sniffer()\n has_header = sniffer.has_header(sample)\n dialect = sniffer.sniff(sample)\n with io.open(fname, 'r', newline='', encoding='utf-8') as fp:\n reader = csv.reader(fp, dialect)\n header = next(reader)\n return has_header, header, dialect\n\n\nclass TagInfo(HasTraits):\n name = Str\n type = Enum(\"string\", \"text\", \"int\", \"float\", \"bool\")\n default = Any\n\n def __repr__(self):\n return 'TagInfo(%r, %r)' % (self.name, self.type)\n\n def _default_default(self):\n map = {\"string\": \"\", \"text\": \"\", \"int\": 0, \"float\": 0.0,\n \"bool\": False}\n return map[self.type]\n\n\ndef open_file(fname_or_file, mode='rb'):\n if hasattr(fname_or_file, 'read'):\n return fname_or_file\n else:\n return open(fname_or_file, mode)\n\n\ndef sanitize_name(name):\n name = name.lower()\n name = re.sub(r'\\s+', '_', name)\n return re.sub(r'\\W+', '', name)\n\n\ndef get_non_existing_filename(fname):\n if exists(fname):\n base, ext = splitext(basename(fname))\n return join(dirname(fname), base + '_a' + ext)\n else:\n return fname\n\n\nCOMMON_TAGS = dict(\n file_name='string', path='string', relpath='string',\n ctime='string', mtime='string', size='int', type='string'\n)\n\n\ndef _cleanup_query(q, tag_types):\n type_map = dict(float=FLOAT.from_bytes, int=INT.from_bytes)\n for term in q.leaves():\n if isinstance(term, query.Term):\n if isinstance(term.text, (str, unicode, bytes)):\n fieldtype = tag_types[term.fieldname]\n if fieldtype in type_map:\n term.text = type_map[fieldtype](term.text)\n else:\n term.text = term.text.lower()\n elif isinstance(term, query.Phrase):\n term.words = [x.lower() for x in term.words]\n\n\ndef _check_value(value, expr):\n if isinstance(expr, string_types):\n return expr in value.lower()\n else:\n return expr == value\n\n\ndef _check_range(x, term):\n result = True\n if term.start is not None:\n if term.startexcl:\n result &= x > term.start\n else:\n result &= x >= term.start\n if term.end is not None and result:\n if term.endexcl:\n result &= x < term.end\n else:\n result &= x <= term.end\n return result\n\n\n\n ... [42 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: get_file_saved_time, _get_sample, _get_csv_headers, __repr__, _default_default\n Classes: TagInfo\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
76f317598810c56fd2ed005b83b2ae2293df83ae
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: def _reference_key(ref_url, item_path): """ Return a portion of the dereferenced URL. format - ref-url_obj-path """ return ref_url.path.split('/')[-1] + '_' + '_'.join(item_path[1:]) def _local_ref(path): url = '#/' + '/'.join(path) return {'$ref': url} # Underscored to allow some time for the public API to be stabilized. class _RefTranslator: """ Resolve JSON pointers/references in a spec by translation. References to objects in other files are copied to the /components/schemas object of the root document, while being translated to point to the the new object locations. """ def __init__(self, specs, url): """ Construct a JSON reference translator. The translated specs are in the `specs` member after a call to `translate_references` has been made. If a URL is given, it is used as a base for calculating the absolute URL of relative file references. :param dict specs: The parsed specs in which to translate any references. :param str url: [optional] The URL to base relative references on. """ import copy self.specs = copy.deepcopy(specs) self.__strict = True self.__reference_cache = {} self.__collected_references = {} if url: self.url = _url.absurl(url) url_key = (_url.urlresource(self.url), self.__strict) # If we have a url, we want to add ourselves to the reference cache # - that creates a reference loop, but prevents child resolvers from # creating a new resolver for this url. self.__reference_cache[url_key] = self.specs else: self.url = None def translate_references(self): """ Iterate over the specification document, performing the translation. Traverses over the whole document, adding the referenced object from external files to the /components/schemas object in the root document and translating the references to the new location. """ self.specs = self._translate_partial(self.url, self.specs) # Add collected references to the root document. if self.__collected_references: if 'components' not in self.specs: self.specs['components'] = {} if 'schemas' not in self.specs['components']: self.specs['components'].update({'schemas': {}}) self.specs['components']['schemas'].update(self.__collected_references) ... [3 more functiondefs truncated] ...
|
Functions: _reference_key, _local_ref, __init__, translate_references Classes: _RefTranslator This code demonstrates Pythoncode:Python programming.
|
advanced
|
api
|
code_explanation
|
Pythoncode:Python
| 4
| 1
| 2,602
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\ndef _reference_key(ref_url, item_path):\n \"\"\"\n Return a portion of the dereferenced URL.\n\n format - ref-url_obj-path\n \"\"\"\n return ref_url.path.split('/')[-1] + '_' + '_'.join(item_path[1:])\n\n\ndef _local_ref(path):\n url = '#/' + '/'.join(path)\n return {'$ref': url}\n\n\n# Underscored to allow some time for the public API to be stabilized.\nclass _RefTranslator:\n \"\"\"\n Resolve JSON pointers/references in a spec by translation.\n\n References to objects in other files are copied to the /components/schemas\n object of the root document, while being translated to point to the the new\n object locations.\n \"\"\"\n\n def __init__(self, specs, url):\n \"\"\"\n Construct a JSON reference translator.\n\n The translated specs are in the `specs` member after a call to\n `translate_references` has been made.\n\n If a URL is given, it is used as a base for calculating the absolute\n URL of relative file references.\n\n :param dict specs: The parsed specs in which to translate any references.\n :param str url: [optional] The URL to base relative references on.\n \"\"\"\n import copy\n self.specs = copy.deepcopy(specs)\n\n self.__strict = True\n self.__reference_cache = {}\n self.__collected_references = {}\n\n if url:\n self.url = _url.absurl(url)\n url_key = (_url.urlresource(self.url), self.__strict)\n\n # If we have a url, we want to add ourselves to the reference cache\n # - that creates a reference loop, but prevents child resolvers from\n # creating a new resolver for this url.\n self.__reference_cache[url_key] = self.specs\n else:\n self.url = None\n\n def translate_references(self):\n \"\"\"\n Iterate over the specification document, performing the translation.\n\n Traverses over the whole document, adding the referenced object from\n external files to the /components/schemas object in the root document\n and translating the references to the new location.\n \"\"\"\n self.specs = self._translate_partial(self.url, self.specs)\n\n # Add collected references to the root document.\n if self.__collected_references:\n if 'components' not in self.specs:\n self.specs['components'] = {}\n if 'schemas' not in self.specs['components']:\n self.specs['components'].update({'schemas': {}})\n\n self.specs['components']['schemas'].update(self.__collected_references)\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: _reference_key, _local_ref, __init__, translate_references\n Classes: _RefTranslator\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
76f36db1130141ba9e8823d77aa6984660a91f95
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from io import StringIO from unittest import TestCase from dropSQL.parser.streams import * class StreamTestCase(TestCase): def test(self): s = '12' cs = Characters(StringIO(s)) ch = cs.peek().ok() self.assertEqual(ch, '1') ch = cs.peek().ok() self.assertEqual(ch, '1') ch = cs.next().ok() # Complete this line ch = cs.next().ok() self.assertEqual(ch, '2') r = cs.next() self.assertFalse(r) self.assertTrue(r.err()) r = cs.next() self.assertFalse(r) cs.back() r = cs.next() self.assertTrue(r) self.assertEqual(r.ok(), '2') cs.back(2) r = cs.next() self.assertTrue(r) self.assertEqual(r.ok(), '1')
|
The missing line is: self.assertEqual(ch, '1')
|
advanced
|
testing
|
fill_in_the_blank
|
Pythoncode:Python
| 1
| 1
| 800
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom io import StringIO\nfrom unittest import TestCase\n\nfrom dropSQL.parser.streams import *\n\n\nclass StreamTestCase(TestCase):\n def test(self):\n s = '12'\n cs = Characters(StringIO(s))\n\n ch = cs.peek().ok()\n self.assertEqual(ch, '1')\n\n ch = cs.peek().ok()\n self.assertEqual(ch, '1')\n\n ch = cs.next().ok()\n # Complete this line\n\n ch = cs.next().ok()\n self.assertEqual(ch, '2')\n\n r = cs.next()\n self.assertFalse(r)\n self.assertTrue(r.err())\n\n r = cs.next()\n self.assertFalse(r)\n\n cs.back()\n r = cs.next()\n self.assertTrue(r)\n self.assertEqual(r.ok(), '2')\n\n cs.back(2)\n r = cs.next()\n self.assertTrue(r)\n self.assertEqual(r.ok(), '1')"}, {"role": "assistant", "content": "The missing line is:\n self.assertEqual(ch, '1')"}]
| false
| null | null | null |
76f3d0ad2bb9ab5227cf466b13a6b3829002cac1
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import os import filecmp import unittest import numpy as np from openql import openql as ql from utils import file_compare class Test_bugs(unittest.TestCase): @classmethod def setUp(self): ql.initialize() ql.set_option('output_dir', output_dir) ql.set_option('use_default_gates', 'yes') ql.set_option('log_level', 'LOG_WARNING') # @unittest.expectedFailure # @unittest.skip def test_typecast(self): sweep_points = [1,2] num_circuits = 1 num_qubits = 2 platf = ql.Platform("starmon", 'cc_light') p = ql.Program('test_bug', platf, num_qubits) p.set_sweep_poin
|
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Fix: Close the string literal with matching quote
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 2
| 1
| 659
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os\nimport filecmp\nimport unittest\nimport numpy as np\nfrom openql import openql as ql\nfrom utils import file_compare\n\nclass Test_bugs(unittest.TestCase):\n @classmethod\n def setUp(self):\n ql.initialize()\n ql.set_option('output_dir', output_dir)\n ql.set_option('use_default_gates', 'yes')\n ql.set_option('log_level', 'LOG_WARNING')\n\n # @unittest.expectedFailure\n # @unittest.skip\n def test_typecast(self):\n sweep_points = [1,2]\n num_circuits = 1\n num_qubits = 2\n platf = ql.Platform(\"starmon\", 'cc_light')\n p = ql.Program('test_bug', platf, num_qubits)\n p.set_sweep_poin"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Fix: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
76f498ab6421077add9a6f59a90898f50d7b050c
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: #!/usr/bin/python """Looks for sensor on the bus and changes it's address to the one specified on command line""" import argparse import minimalmodbus import serial from time import sleep parser = argparse.ArgumentParser() parser.add_argument('address', metavar='ADDR', type=int, choices=range(1, 248), help='An address to set') args = parser.parse_args() ADDRESS1 = 1 ADDRESS2 = args.address minimalmodbus.CLOSE_PORT_AFTER_EACH_CALL = True minimalmodbus.PARITY=serial.PARITY_NONE minimalmodbus.STOPBITS = 2 minimalmodbus.BAUDRATE=19200 minimalmodbus.CLOSE_PORT_AFTER_EACH_CALL = True def scanModbus(): for i in range(1, 248): try: print('Trying address: ' + str(i)) sensor = minimalmodbus.Instrument('/dev/ttyUSB5', slaveaddress=i) addressRead = sensor.read_register(0, functioncode=3) if(i == addressRead): print('FOUND!') return (T Error: SyntaxError / EOF
|
Fixed Code: #!/usr/bin/python """Looks for sensor on the bus and changes it's address to the one specified on command line""" import argparse import minimalmodbus import serial from time import sleep parser = argparse.ArgumentParser() parser.add_argument('address', metavar='ADDR', type=int, choices=range(1, 248), help='An address to set') args = parser.parse_args() ADDRESS1 = 1 ADDRESS2 = args.address minimalmodbus.CLOSE_PORT_AFTER_EACH_CALL = True minimalmodbus.PARITY=serial.PARITY_NONE Explanation: Complete the truncated code structure
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intermediate
|
data_processing
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 867
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/python\n\n\"\"\"Looks for sensor on the bus and changes it's address to the one specified on command line\"\"\" \n\nimport argparse\n\nimport minimalmodbus\nimport serial\nfrom time import sleep\n\n\nparser = argparse.ArgumentParser()\nparser.add_argument('address', metavar='ADDR', type=int, choices=range(1, 248), help='An address to set')\nargs = parser.parse_args()\n\nADDRESS1 = 1\nADDRESS2 = args.address\n\nminimalmodbus.CLOSE_PORT_AFTER_EACH_CALL = True\nminimalmodbus.PARITY=serial.PARITY_NONE\nminimalmodbus.STOPBITS = 2\nminimalmodbus.BAUDRATE=19200\n\nminimalmodbus.CLOSE_PORT_AFTER_EACH_CALL = True\n\ndef scanModbus():\n\tfor i in range(1, 248):\n\t\ttry:\n\t\t\tprint('Trying address: ' + str(i))\n\t\t\tsensor = minimalmodbus.Instrument('/dev/ttyUSB5', slaveaddress=i)\n\t\t\taddressRead = sensor.read_register(0, functioncode=3)\n\t\t\tif(i == addressRead):\n\t\t\t\tprint('FOUND!')\n\t\t\t\treturn (T\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/python\n\n\"\"\"Looks for sensor on the bus and changes it's address to the one specified on command line\"\"\" \n\nimport argparse\n\nimport minimalmodbus\nimport serial\nfrom time import sleep\n\n\nparser = argparse.ArgumentParser()\nparser.add_argument('address', metavar='ADDR', type=int, choices=range(1, 248), help='An address to set')\nargs = parser.parse_args()\n\nADDRESS1 = 1\nADDRESS2 = args.address\n\nminimalmodbus.CLOSE_PORT_AFTER_EACH_CALL = True\nminimalmodbus.PARITY=serial.PARITY_NONE\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
76f6512f7d0f9be2b22c77b6be1aa4a85a8c2498
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # coding: utf-8 import os import pickle import shutil import tempfile import unittest import ray from ray import tune from ray.rllib import _register_all from ray.tune import Trainable from ray.tune.utils import validate_save_restore class SerialTuneRelativeLocalDirTest(unittest.TestCase): local_mode = True prefix = "Serial" class MockTrainable(Trainable): _name = "MockTrainable" def setup(self, config): self.state = {"hi": 1} def step(self): return {"timesteps_this_iter": 1, "done": True} def save_checkpoint(self, checkpoint_dir): checkpoint_path = os.path.join( checkpoint_dir, "checkpoint-{}".format(self._iteration) ) with open(checkpoint_path, "wb") as f: pickle.dump(self.state, f) return checkpoint_path def load_checkpoint(self, checkpoint_path): with open(checkpoint_path, "rb") as f: extra_data = pickle.load(f) self.state.update(extra_data) def setUp(self): self.absolute_local_dir = None ray.init(num_cpus=1, num_gpus=0, local_mode=self.local_mode) def tearDown(self): if self.absolute_local_dir is not None: shutil.rmtree(self.absolute_local_dir, ignore_errors=True) self.absolute_local_dir = None ray.shutdown() # Without this line, test_tune_server.testAddTrial would fail. _register_all() def _get_trial_dir(self, absoulte_exp_dir): print("looking for", self.MockTrainable._name) print("in", os.listdir(absoulte_exp_dir)) trial_dirname = next( ( child_dir for child_dir in os.listdir(absoulte_exp_dir) if ( os.path.isdir(os.path.join(absoulte_exp_dir, child_dir)) and child_dir.startswith(self.MockTrainable._name) ) ) ) trial_absolute_dir = os.path.join(absoulte_exp_dir, trial_dirname) return trial_dirname, trial_absolute_dir ... [12 more functiondefs truncated] ...
|
Functions: setup, step, save_checkpoint, load_checkpoint, setUp Classes: SerialTuneRelativeLocalDirTest, MockTrainable This code demonstrates Pythoncode:Python programming.
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advanced
|
testing
|
code_explanation
|
Pythoncode:Python
| 7
| 2
| 2,169
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# coding: utf-8\nimport os\nimport pickle\nimport shutil\nimport tempfile\nimport unittest\n\nimport ray\nfrom ray import tune\nfrom ray.rllib import _register_all\nfrom ray.tune import Trainable\nfrom ray.tune.utils import validate_save_restore\n\n\nclass SerialTuneRelativeLocalDirTest(unittest.TestCase):\n local_mode = True\n prefix = \"Serial\"\n\n class MockTrainable(Trainable):\n _name = \"MockTrainable\"\n\n def setup(self, config):\n self.state = {\"hi\": 1}\n\n def step(self):\n return {\"timesteps_this_iter\": 1, \"done\": True}\n\n def save_checkpoint(self, checkpoint_dir):\n checkpoint_path = os.path.join(\n checkpoint_dir, \"checkpoint-{}\".format(self._iteration)\n )\n with open(checkpoint_path, \"wb\") as f:\n pickle.dump(self.state, f)\n return checkpoint_path\n\n def load_checkpoint(self, checkpoint_path):\n with open(checkpoint_path, \"rb\") as f:\n extra_data = pickle.load(f)\n self.state.update(extra_data)\n\n def setUp(self):\n self.absolute_local_dir = None\n ray.init(num_cpus=1, num_gpus=0, local_mode=self.local_mode)\n\n def tearDown(self):\n if self.absolute_local_dir is not None:\n shutil.rmtree(self.absolute_local_dir, ignore_errors=True)\n self.absolute_local_dir = None\n ray.shutdown()\n # Without this line, test_tune_server.testAddTrial would fail.\n _register_all()\n\n def _get_trial_dir(self, absoulte_exp_dir):\n print(\"looking for\", self.MockTrainable._name)\n print(\"in\", os.listdir(absoulte_exp_dir))\n trial_dirname = next(\n (\n child_dir\n for child_dir in os.listdir(absoulte_exp_dir)\n if (\n os.path.isdir(os.path.join(absoulte_exp_dir, child_dir))\n and child_dir.startswith(self.MockTrainable._name)\n )\n )\n )\n\n trial_absolute_dir = os.path.join(absoulte_exp_dir, trial_dirname)\n\n return trial_dirname, trial_absolute_dir\n\n\n ... [12 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: setup, step, save_checkpoint, load_checkpoint, setUp\n Classes: SerialTuneRelativeLocalDirTest, MockTrainable\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
76f7444b8365ea513820f85545f6a315ea621999
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code:
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
beginner
|
general
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 0
| false
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
76f7e1b302002b518c986240747a14b0f7bf282f
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import numpy as np import pytest import theano import theano.tensor as tt # Don't import test classes otherwise they get tested as part of the file from tests import unittest_tools as utt from tests.gpuarray.config import mode_with_gpu, mode_without_gpu, test_ctx_name from tests.tensor.test_basic import ( def inplace_func( inputs, outputs, mode=None, allow_input_downcast=False, on_unused_input="raise", name=None, ): if mode is None: mode = mode_with_gpu return theano.function( inputs, outputs, mode=mode, allow_input_downcast=allow_input_downcast, accept_inplace=True, on_unused_input=on_unused_input, name=name, ) def fake_shared(value, name=None, strict=False, allow_downcast=None, **kwargs): from theano.tensor.sharedvar import scalar_constructor, tensor_constructor for c in (gpuarray_shared_constructor, tensor_constructor, scalar_constructor): try: return c( value, name=name, strict=strict, allow_downcast=allow_downcast, **kwargs ) except TypeError: continue def rand_gpuarray(*shape, **kwargs): r = rng.rand(*shape) * 2 - 1 dtype = kwargs.pop("dtype", theano.config.floatX) cls = kwargs.pop("cls", None) if len(kwargs) != 0: raise
|
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Unterminated string literal at line 7 • Unclosed '(' at line 10 - expected ')' • SyntaxError: '(' was never closed at line 10 Fix: Close the string literal with matching quote
|
advanced
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testing
|
error_detection
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Pythoncode:Python
| 6
| 1
| 1,352
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport numpy as np\nimport pytest\n\nimport theano\nimport theano.tensor as tt\n\n# Don't import test classes otherwise they get tested as part of the file\nfrom tests import unittest_tools as utt\nfrom tests.gpuarray.config import mode_with_gpu, mode_without_gpu, test_ctx_name\nfrom tests.tensor.test_basic import (\ndef inplace_func(\n inputs,\n outputs,\n mode=None,\n allow_input_downcast=False,\n on_unused_input=\"raise\",\n name=None,\n):\n if mode is None:\n mode = mode_with_gpu\n return theano.function(\n inputs,\n outputs,\n mode=mode,\n allow_input_downcast=allow_input_downcast,\n accept_inplace=True,\n on_unused_input=on_unused_input,\n name=name,\n )\n\n\ndef fake_shared(value, name=None, strict=False, allow_downcast=None, **kwargs):\n from theano.tensor.sharedvar import scalar_constructor, tensor_constructor\n\n for c in (gpuarray_shared_constructor, tensor_constructor, scalar_constructor):\n try:\n return c(\n value, name=name, strict=strict, allow_downcast=allow_downcast, **kwargs\n )\n except TypeError:\n continue\n\n\ndef rand_gpuarray(*shape, **kwargs):\n r = rng.rand(*shape) * 2 - 1\n dtype = kwargs.pop(\"dtype\", theano.config.floatX)\n cls = kwargs.pop(\"cls\", None)\n if len(kwargs) != 0:\n raise"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Unterminated string literal at line 7\n \u2022 Unclosed '(' at line 10 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 10\n\n Fix: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
76f83e45ce6ee12f802b7d17751ac89ea6359f61
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: # coding: spec from interactor.commander.store import store, load_commands from photons_app.mimic.event import Events from photons_app import helpers as hp from photons_canvas.points.simple_messages import Set64 from unittest import mock import pytest @pytest.fixture() def store_clone(): load_commands() return store.clone() @pytest.fixture() def final_future(): fut = hp.create_future() try: yield fut finally: fut.cancel() @pytest.fixture() async def sender(devices, final_future): async with devices.for_test(final_future) as sender: yield sender @pytest.fixture() async def make_server(store_clone, server_wrapper, FakeTime, MockedCallLater, sender, final_future): with FakeTime() as t: async with MockedCallLater(t) as m: async with server_wrapper(store_clone, sender, final_future) as server: yield server, m @pytest.fixture() def server(make_server): return make_server[0] @pytest.fixture() def m(make_server): return make_server[1] @pytest.fixture(autouse=True) def set_async_timeout(request): request.applymarker(pytest.mark.async_timeout(15)) describe "Animation Commands": async it "can get info and help", server, m: await server.assertCommand( "/v1/lifx/command", {"command": "animation/info"}, json_output={"animations": {}, "paused": []}, ) got = await server.assertCommand( "/v1/lifx/command",
|
{"command": "animation/help"}, ) assert b"Available animations include" in got assert b"* dice" in got assert b"To see options for a particular animation, run this again" in got got = await server.assertCommand( "/v1/lifx/command", {"command": "animation/help", "args": {"animation_name": "dice"}}, ) assert b"dice animation" in got assert b"This animation has the following options:" in got assert b"colour range options" in got async it "can control an animation", server, m: await server.assertCommand( "/v1/lifx/command", {"command": "animation/info"}, json_output={"animations": {}, "paused": []}, ) identity = "first" got = await server.assertCommand( "/v1/lifx/command", {"command": "animation/start", "args": {"identity": identity}}, ) assert "animations" in got assert got["animations"] == [identity] assert got["started"] == identity identity2 = "second" got = await server.assertCommand( "/v1/lifx/command", {"command": "animation/start", "args": {"identity": identity2}}, ) assert "animations" in got identities = [identity, identity2] assert got["animations"] == identities assert got["started"] == identity2 info = await server.assertCommand( ... [code truncated] ...
|
intermediate
|
testing
|
code_completion
|
Pythoncode:Python
| 5
| 0
| 3,033
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# coding: spec\n\nfrom interactor.commander.store import store, load_commands\n\nfrom photons_app.mimic.event import Events\nfrom photons_app import helpers as hp\n\nfrom photons_canvas.points.simple_messages import Set64\n\nfrom unittest import mock\nimport pytest\n\n\n@pytest.fixture()\ndef store_clone():\n load_commands()\n return store.clone()\n\n\n@pytest.fixture()\ndef final_future():\n fut = hp.create_future()\n try:\n yield fut\n finally:\n fut.cancel()\n\n\n@pytest.fixture()\nasync def sender(devices, final_future):\n async with devices.for_test(final_future) as sender:\n yield sender\n\n\n@pytest.fixture()\nasync def make_server(store_clone, server_wrapper, FakeTime, MockedCallLater, sender, final_future):\n with FakeTime() as t:\n async with MockedCallLater(t) as m:\n async with server_wrapper(store_clone, sender, final_future) as server:\n yield server, m\n\n\n@pytest.fixture()\ndef server(make_server):\n return make_server[0]\n\n\n@pytest.fixture()\ndef m(make_server):\n return make_server[1]\n\n\n@pytest.fixture(autouse=True)\ndef set_async_timeout(request):\n request.applymarker(pytest.mark.async_timeout(15))\n\n\ndescribe \"Animation Commands\":\n\n async it \"can get info and help\", server, m:\n await server.assertCommand(\n \"/v1/lifx/command\",\n {\"command\": \"animation/info\"},\n json_output={\"animations\": {}, \"paused\": []},\n )\n\n got = await server.assertCommand(\n \"/v1/lifx/command\","}, {"role": "assistant", "content": "\n {\"command\": \"animation/help\"},\n )\n assert b\"Available animations include\" in got\n assert b\"* dice\" in got\n assert b\"To see options for a particular animation, run this again\" in got\n\n got = await server.assertCommand(\n \"/v1/lifx/command\",\n {\"command\": \"animation/help\", \"args\": {\"animation_name\": \"dice\"}},\n )\n assert b\"dice animation\" in got\n assert b\"This animation has the following options:\" in got\n assert b\"colour range options\" in got\n\n async it \"can control an animation\", server, m:\n await server.assertCommand(\n \"/v1/lifx/command\",\n {\"command\": \"animation/info\"},\n json_output={\"animations\": {}, \"paused\": []},\n )\n\n identity = \"first\"\n got = await server.assertCommand(\n \"/v1/lifx/command\",\n {\"command\": \"animation/start\", \"args\": {\"identity\": identity}},\n )\n\n assert \"animations\" in got\n assert got[\"animations\"] == [identity]\n assert got[\"started\"] == identity\n\n identity2 = \"second\"\n got = await server.assertCommand(\n \"/v1/lifx/command\",\n {\"command\": \"animation/start\", \"args\": {\"identity\": identity2}},\n )\n\n assert \"animations\" in got\n identities = [identity, identity2]\n assert got[\"animations\"] == identities\n assert got[\"started\"] == identity2\n\n info = await server.assertCommand(\n \n\n ... [code truncated] ..."}]
| false
| null | null | null |
76f8632c56e75a6a31f710898b1568e855cfd849
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from pytube import YouTube def download_video(watch_url): yt = YouTube(watch_url) (yt.streams .filter(progressive=True, file_extension='mp4') .order_by('resolution') .desc
|
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 5 - expected ')' • SyntaxError: '(' was never closed at line 5 Fixes: • Add closing ')' bracket • Review code syntax
|
intermediate
|
general
|
syntax_repair
|
Pythoncode:Python
| 1
| 0
| 204
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom pytube import YouTube\n\ndef download_video(watch_url):\n yt = YouTube(watch_url)\n (yt.streams\n .filter(progressive=True, file_extension='mp4')\n .order_by('resolution')\n .desc"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 5 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 5\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
76f93238491c8f0f67d7813df6d0b4a6c7ed0a80
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # Copyright 2015 Open Source Robotics Foundation, Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import ast import distutils.core import os def get_setup_arguments_with_context(build_type, context): """ Capture the arguments of the setup() function in the setup.py file. To provide a custom environment when introspecting the setup() function a separate Python interpreter is being used which can have an extended PYTHONPATH etc. :param build_type: the build type :param context: the context :type context: :py:class:`ament_tools.context.Context` :returns: a dictionary containing the arguments of the setup() function """ prefix = get_command_prefix( '%s__setup' % build_type, context.build_space, context.build_dependencies) ament_tools_path = os.path.dirname(os.path.dirname(__file__)) setuppy = os.path.join(context.source_space, 'setup.py') if os.name == 'nt': ament_tools_path = ament_tools_path.replace(os.sep, os.altsep) setuppy = setuppy.replace(os.sep, os.altsep) code_lines = [ 'import sys', "sys.path.insert(0, '%s')" % ament_tools_path, 'from ament_tools.setup_arguments import get_setup_arguments', "print(repr(get_setup_arguments('%s')))" % setuppy] # invoke get_setup_arguments() in a separate interpreter cmd = prefix + [sys.executable, '-c', ';'.join(code_lines)] cmd = quote_shell_command(cmd) result = subprocess.run( cmd, stdout=subprocess.PIPE, shell=True, check=True) output = result.stdout.decode() return ast.literal_eval(output) ... [4 more functiondefs truncated] ...
|
Functions: get_setup_arguments_with_context This code demonstrates Pythoncode:Python programming.
|
intermediate
|
api
|
code_explanation
|
Pythoncode:Python
| 1
| 0
| 2,169
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright 2015 Open Source Robotics Foundation, Inc.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport ast\nimport distutils.core\nimport os\ndef get_setup_arguments_with_context(build_type, context):\n \"\"\"\n Capture the arguments of the setup() function in the setup.py file.\n\n To provide a custom environment when introspecting the setup() function\n a separate Python interpreter is being used which can have an extended\n PYTHONPATH etc.\n\n :param build_type: the build type\n :param context: the context\n :type context: :py:class:`ament_tools.context.Context`\n :returns: a dictionary containing the arguments of the setup() function\n \"\"\"\n prefix = get_command_prefix(\n '%s__setup' % build_type, context.build_space,\n context.build_dependencies)\n ament_tools_path = os.path.dirname(os.path.dirname(__file__))\n setuppy = os.path.join(context.source_space, 'setup.py')\n if os.name == 'nt':\n ament_tools_path = ament_tools_path.replace(os.sep, os.altsep)\n setuppy = setuppy.replace(os.sep, os.altsep)\n code_lines = [\n 'import sys',\n \"sys.path.insert(0, '%s')\" % ament_tools_path,\n 'from ament_tools.setup_arguments import get_setup_arguments',\n \"print(repr(get_setup_arguments('%s')))\" % setuppy]\n\n # invoke get_setup_arguments() in a separate interpreter\n cmd = prefix + [sys.executable, '-c', ';'.join(code_lines)]\n cmd = quote_shell_command(cmd)\n result = subprocess.run(\n cmd, stdout=subprocess.PIPE, shell=True, check=True)\n output = result.stdout.decode()\n\n return ast.literal_eval(output)\n\n\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: get_setup_arguments_with_context\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
76fb80b4170accbe860db8c0999717d64544977e
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # Copyright (c) Meta Platforms, Inc. and affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import torch from neuralcompression.functional import soft_round, soft_round_inverse def test_soft_round_inverse(): x = torch.linspace(-2.0, 2.0, 50) torch.testing.assert_close( x, soft_round_inverse(x, alpha=1e-13), ) # Complete this line torch.testing.assert_close( x, soft_round_inverse(soft_round(x, alpha=2.0), alpha=2.0), ) for offset in range(-5, 5): x = torch.linspace(offset + 0.001, offset + 0.999, 100) torch.testing.assert_close( torch.ceil(x) - 0.5, soft_round_inverse(x, alpha=5000.0), atol=0.001, rtol=0.002, )
|
The missing line is: x = torch.tensor([-1.25, -0.75, 0.75, 1.25])
|
intermediate
|
testing
|
fill_in_the_blank
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Pythoncode:Python
| 1
| 0
| 870
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Copyright (c) Meta Platforms, Inc. and affiliates.\n#\n# This source code is licensed under the MIT license found in the\n# LICENSE file in the root directory of this source tree.\n\nimport torch\n\nfrom neuralcompression.functional import soft_round, soft_round_inverse\n\n\ndef test_soft_round_inverse():\n x = torch.linspace(-2.0, 2.0, 50)\n\n torch.testing.assert_close(\n x,\n soft_round_inverse(x, alpha=1e-13),\n )\n\n # Complete this line\n\n torch.testing.assert_close(\n x,\n soft_round_inverse(soft_round(x, alpha=2.0), alpha=2.0),\n )\n\n for offset in range(-5, 5):\n x = torch.linspace(offset + 0.001, offset + 0.999, 100)\n\n torch.testing.assert_close(\n torch.ceil(x) - 0.5,\n soft_round_inverse(x, alpha=5000.0),\n atol=0.001,\n rtol=0.002,\n )"}, {"role": "assistant", "content": "The missing line is:\n x = torch.tensor([-1.25, -0.75, 0.75, 1.25])"}]
| false
| null | null | null |
76fc510648fa61f30ccc12c1c9b02c19d255e9c6
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: from easydict import EasyDict hopper_ppo_default_config = dict( env=dict( env_id='HopperMuJoCoEnv-v0', norm_obs=dict(use_norm=False, ), norm_reward=dict(use_norm=False, ), collector_env_num=8, evaluator_env_num=10, use_act_scale=True, n_evaluator_episode=10, stop_value=3000, ), policy=dict( cuda=True, on_policy=True, recompute_adv=True, model=dict( obs_shape=11, action_shape=3, continuous=True, ), continuous=True, learn=dict( epoch_per_collect=10, ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: batch_size=64, learning_rate=3e-4, value_weight=0.5, entropy_weight=0.0, clip_ratio=0.2,
|
intermediate
|
database
|
incomplete_code
|
Pythoncode:Python
| 0
| 0
| 632
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom easydict import EasyDict\n\nhopper_ppo_default_config = dict(\n env=dict(\n env_id='HopperMuJoCoEnv-v0',\n norm_obs=dict(use_norm=False, ),\n norm_reward=dict(use_norm=False, ),\n collector_env_num=8,\n evaluator_env_num=10,\n use_act_scale=True,\n n_evaluator_episode=10,\n stop_value=3000,\n ),\n policy=dict(\n cuda=True,\n on_policy=True,\n recompute_adv=True,\n model=dict(\n obs_shape=11,\n action_shape=3,\n continuous=True,\n ),\n continuous=True,\n learn=dict(\n epoch_per_collect=10,\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 batch_size=64,\n learning_rate=3e-4,\n value_weight=0.5,\n entropy_weight=0.0,\n clip_ratio=0.2,"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
76fce814c3b3e855b82681563736510cd9476acb
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import json from cisco_sdwan_policy.BaseObject import BaseObject class Application(BaseObject): def __init__(self,name,app_list,is_app_family,id=None,reference=None,**kwargs): self.type = "appList" self.id = id self.name = name self.references = reference self.app_family=is_app_family self._entries = app_list self.url = "template/policy/list/app" super().__init__(**kwargs) self.modified=False def get_entries(self): return self._entries def set_entries(self,entries): self.modified=True self._entries=entries @classmethod def from_json(cls,jsonfile,**kwargs): id = jsonfile["listId"] name = jsonfile["name"]
|
references = jsonfile.get("references") if len(jsonfile["entries"])>0 and jsonfile["entries"][0].get("app"): appFamily=False entries = [i["app"] for i in jsonfile["entries"]] else: if not jsonfile["entries"][0].get("appFamily"): return None else: appFamily=True entries = [i["appFamily"] for i in jsonfile["entries"]] return cls(name,entries,appFamily,id,references,**kwargs) def to_json(self): return { "name":self.name, "description":"Desc Not Required", "type":"app", "entries":[ {"appFamily" if self.app_family else "app":i} for i in self._entries] }
|
advanced
|
ui
|
code_completion
|
Pythoncode:Python
| 5
| 1
| 1,519
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport json\n\nfrom cisco_sdwan_policy.BaseObject import BaseObject\n\n\nclass Application(BaseObject):\n\n def __init__(self,name,app_list,is_app_family,id=None,reference=None,**kwargs):\n self.type = \"appList\"\n self.id = id\n self.name = name\n self.references = reference\n self.app_family=is_app_family\n self._entries = app_list\n self.url = \"template/policy/list/app\"\n super().__init__(**kwargs)\n self.modified=False\n\n def get_entries(self):\n return self._entries\n\n def set_entries(self,entries):\n self.modified=True\n self._entries=entries\n\n @classmethod\n def from_json(cls,jsonfile,**kwargs):\n\n id = jsonfile[\"listId\"]\n name = jsonfile[\"name\"]"}, {"role": "assistant", "content": "\n references = jsonfile.get(\"references\")\n if len(jsonfile[\"entries\"])>0 and jsonfile[\"entries\"][0].get(\"app\"):\n appFamily=False\n entries = [i[\"app\"] for i in jsonfile[\"entries\"]]\n else:\n if not jsonfile[\"entries\"][0].get(\"appFamily\"):\n return None\n else:\n appFamily=True\n entries = [i[\"appFamily\"] for i in jsonfile[\"entries\"]]\n return cls(name,entries,appFamily,id,references,**kwargs)\n\n def to_json(self):\n return {\n \"name\":self.name,\n \"description\":\"Desc Not Required\",\n \"type\":\"app\",\n \"entries\":[\n {\"appFamily\" if self.app_family else \"app\":i} for i in self._entries]\n }"}]
| false
| null | null | null |
76fcfe8188f93389658caff72e97003d25b756ad
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: """DNS docker object.""" import logging from ..const import ENV_TIME from ..coresys import CoreSysAttributes from .interface import DockerInterface _LOGGER: logging.Logger = logging.getLogger(__name__) DNS_DOCKER_NAME: str = "hassio_dns" class DockerDNS(DockerInterface, CoreSysAttributes): """Docker Supervisor wrapper for Supervisor DNS.""" @property def image(self) -> str: """Return name of Supervisor DNS image.""" return self.sys_plugins.dns.image @property def name(self) -> str: """Return name of Docker container.""" return DNS_DOCKER_NAME def _run(self) -> None: """Run Docker image. Need run inside executor. """ if self._is_running(): return # Cleanup self._stop()
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# Create & Run container docker_container = self.sys_docker.run( self.image, tag=self.sys_plugins.dns.version.string, init=False, dns=False, ipv4=self.sys_docker.network.dns, name=self.name, hostname=self.name.replace("_", "-"), detach=True, environment={ENV_TIME: self.sys_config.timezone}, volumes={ str(self.sys_config.path_extern_dns): {"bind": "/config", "mode": "rw"} }, ) self._meta = docker_container.attrs _LOGGER.info( "Starting DNS %s with version %s - %s", self.image, self.version, self.sys_docker.network.dns, )
|
advanced
|
machine_learning
|
code_completion
|
Pythoncode:Python
| 3
| 1
| 1,575
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\"\"\"DNS docker object.\"\"\"\nimport logging\n\nfrom ..const import ENV_TIME\nfrom ..coresys import CoreSysAttributes\nfrom .interface import DockerInterface\n\n_LOGGER: logging.Logger = logging.getLogger(__name__)\n\nDNS_DOCKER_NAME: str = \"hassio_dns\"\n\n\nclass DockerDNS(DockerInterface, CoreSysAttributes):\n \"\"\"Docker Supervisor wrapper for Supervisor DNS.\"\"\"\n\n @property\n def image(self) -> str:\n \"\"\"Return name of Supervisor DNS image.\"\"\"\n return self.sys_plugins.dns.image\n\n @property\n def name(self) -> str:\n \"\"\"Return name of Docker container.\"\"\"\n return DNS_DOCKER_NAME\n\n def _run(self) -> None:\n \"\"\"Run Docker image.\n\n Need run inside executor.\n \"\"\"\n if self._is_running():\n return\n\n # Cleanup\n self._stop()"}, {"role": "assistant", "content": "\n # Create & Run container\n docker_container = self.sys_docker.run(\n self.image,\n tag=self.sys_plugins.dns.version.string,\n init=False,\n dns=False,\n ipv4=self.sys_docker.network.dns,\n name=self.name,\n hostname=self.name.replace(\"_\", \"-\"),\n detach=True,\n environment={ENV_TIME: self.sys_config.timezone},\n volumes={\n str(self.sys_config.path_extern_dns): {\"bind\": \"/config\", \"mode\": \"rw\"}\n },\n )\n\n self._meta = docker_container.attrs\n _LOGGER.info(\n \"Starting DNS %s with version %s - %s\",\n self.image,\n self.version,\n self.sys_docker.network.dns,\n )"}]
| false
| null | null | null |
76fe32cf212234521487302570fb1379460db739
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: # Copyright 2019, Kay Hayen, mailto:kay.hayen@gmail.com # # Part of "Nuitka", an optimizing Python compiler that is compatible and # integrates with CPython, but also works on its own. # # 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. # """ Operator code tables These are mostly used to look up the Python C/API from operations or a wrapper used. """ from nuitka.PythonVersions import python_version result = binary_operator_codes + 1 # BUG: using before init binary_operator_codes = { # Those commented out in this section have fully specialized variants already. # "Add" : "PyNumber_Add", # "Sub" : "PyNumber_Subtract", # "Div" : "PyNumber_Divide", # "Mult" : "PyNumber_Multiply", # "Mod" : "PyNumber_Remainder", # "Div" : "PyNumber_Divide", # "FloorDiv" : "PyNumber_FloorDivide", # "TrueDiv" : "PyNumber_TrueDivide", # These have their own variants only to make sure the generic code is in-lined # but the CPython code is not in-lined. # "Pow" : "PyNumber_Power", # "IPow" : "PyNumber_InPlacePower", # The others are generic code and would be faster if they had a specialized variant too. "LShift": "PyNumber_Lshift", "RShift": "PyNumber_Rshift", "BitAnd": "PyNumber_And", "BitOr": "PyNumber_Or", "BitXor": "PyNumber_Xor", "IAdd": "PyNumber_InPlaceAdd", "ISub": "PyNumber_InPlaceSubtract", "IMult": "PyNumber_InPlaceMultiply", "IDiv": "PyNumber_InPlaceDivide", "IFloorDiv": "PyNumber_InPlaceFloorDivide", "ITrueDiv": "PyNumber_InPlaceTrueDivide", "IMod": "PyNumber_InPlaceRemainder", "ILShift": "PyNumber_InPlaceLshift", "IRShift": "PyNumber_InPlaceRshift", "IBitAnd": "PyNumber_InPlaceAnd", "IBitOr": "PyNumber_InPlaceOr", "IBitXor": "PyNumber_InPlaceXor", } # Python 3.5 only operator if python_version >= 350: binary_operator_codes["MatMult"] = "PyNumber_MatrixMultiply" binary_operator_codes["IMatMult"] = "PyNumber_InPlaceMatrixMultiply" unary_operator_codes = { "UAdd": ("PyNumber_Positive", 1), "USub": ("PyNumber_Negative", 1), "Invert": ("PyNumber_Invert", 1), "Repr": ("PyObject_Repr", 1), "Not": ("UNARY_NOT", 0), } rich_comparison_codes = { "Lt": "LT", "LtE": "LE", "Eq": "EQ", "NotEq": "NE", "Gt": "GT", "GtE": "GE", } containing_comparison_codes = ("In", "NotIn")
|
Logical Error Analysis: Error Type: UNINITIALIZED_VAR Issue: Using variable "binary_operator_codes" before initialization Severity: CRITICAL Location: Line 26 Explanation: Variable used before assignment - will raise NameError Fix: Initialize variable before using it
|
intermediate
|
api
|
logical_errors
|
Pythoncode:Python
| 0
| 0
| 2,988
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n# Copyright 2019, Kay Hayen, mailto:kay.hayen@gmail.com\n#\n# Part of \"Nuitka\", an optimizing Python compiler that is compatible and\n# integrates with CPython, but also works on its own.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n#\n\"\"\" Operator code tables\n\nThese are mostly used to look up the Python C/API from operations or a wrapper used.\n\n\"\"\"\n\nfrom nuitka.PythonVersions import python_version\n\nresult = binary_operator_codes + 1 # BUG: using before init\nbinary_operator_codes = {\n # Those commented out in this section have fully specialized variants already.\n # \"Add\" : \"PyNumber_Add\",\n # \"Sub\" : \"PyNumber_Subtract\",\n # \"Div\" : \"PyNumber_Divide\",\n # \"Mult\" : \"PyNumber_Multiply\",\n # \"Mod\" : \"PyNumber_Remainder\",\n # \"Div\" : \"PyNumber_Divide\",\n # \"FloorDiv\" : \"PyNumber_FloorDivide\",\n # \"TrueDiv\" : \"PyNumber_TrueDivide\",\n # These have their own variants only to make sure the generic code is in-lined\n # but the CPython code is not in-lined.\n # \"Pow\" : \"PyNumber_Power\",\n # \"IPow\" : \"PyNumber_InPlacePower\",\n # The others are generic code and would be faster if they had a specialized variant too.\n \"LShift\": \"PyNumber_Lshift\",\n \"RShift\": \"PyNumber_Rshift\",\n \"BitAnd\": \"PyNumber_And\",\n \"BitOr\": \"PyNumber_Or\",\n \"BitXor\": \"PyNumber_Xor\",\n \"IAdd\": \"PyNumber_InPlaceAdd\",\n \"ISub\": \"PyNumber_InPlaceSubtract\",\n \"IMult\": \"PyNumber_InPlaceMultiply\",\n \"IDiv\": \"PyNumber_InPlaceDivide\",\n \"IFloorDiv\": \"PyNumber_InPlaceFloorDivide\",\n \"ITrueDiv\": \"PyNumber_InPlaceTrueDivide\",\n \"IMod\": \"PyNumber_InPlaceRemainder\",\n \"ILShift\": \"PyNumber_InPlaceLshift\",\n \"IRShift\": \"PyNumber_InPlaceRshift\",\n \"IBitAnd\": \"PyNumber_InPlaceAnd\",\n \"IBitOr\": \"PyNumber_InPlaceOr\",\n \"IBitXor\": \"PyNumber_InPlaceXor\",\n}\n\n# Python 3.5 only operator\nif python_version >= 350:\n binary_operator_codes[\"MatMult\"] = \"PyNumber_MatrixMultiply\"\n binary_operator_codes[\"IMatMult\"] = \"PyNumber_InPlaceMatrixMultiply\"\n\nunary_operator_codes = {\n \"UAdd\": (\"PyNumber_Positive\", 1),\n \"USub\": (\"PyNumber_Negative\", 1),\n \"Invert\": (\"PyNumber_Invert\", 1),\n \"Repr\": (\"PyObject_Repr\", 1),\n \"Not\": (\"UNARY_NOT\", 0),\n}\n\nrich_comparison_codes = {\n \"Lt\": \"LT\",\n \"LtE\": \"LE\",\n \"Eq\": \"EQ\",\n \"NotEq\": \"NE\",\n \"Gt\": \"GT\",\n \"GtE\": \"GE\",\n}\n\ncontaining_comparison_codes = (\"In\", \"NotIn\")"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: UNINITIALIZED_VAR\n Issue: Using variable \"binary_operator_codes\" before initialization\n Severity: CRITICAL\n\n Location: Line 26\n\n Explanation: Variable used before assignment - will raise NameError\n Fix: Initialize variable before using it"}]
| true
|
logical
|
UNINITIALIZED_VAR
|
CRITICAL
|
76fe3680ef2ec070b0bf345c1f776ebc38adabdb
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: import sys from dagster import check from dagster.config.validate import validate_config_from_snap from dagster.core.host_representation import ExternalPipeline, PipelineSelector, RepositorySelector from dagster.core.workspace.context import BaseWorkspaceRequestContext from dagster.utils.error import serializable_error_info_from_exc_info from graphql.execution.base import ResolveInfo from .utils import UserFacingGraphQLError, capture_error def get_full_external_pipeline_or_raise(graphene_info, selector): from ..schema.errors import GraphenePipelineNotFoundError check.inst_param(graphene_info, "graphene_info", ResolveInfo) check.inst_param(selector, "selector", PipelineSelector) if not graphene_info.context.has_external_pipeline(selector): raise UserFacingGraphQLError(GraphenePipelineNotFoundError(selector=selector)) return graphene_info.context.get_full_external_pipeline(selector) def get_external_pipeline_or_raise(graphene_info, selector): from ..schema.pipelines.pipeline_errors import GrapheneInvalidSubsetError from ..schema.pipelines.pipeline import GraphenePipeline check.inst_param(graphene_info, "graphene_info", ResolveInfo) check.inst_param(selector, "selector", PipelineSelector) full_pipeline = get_full_external_pipeline_or_raise(graphene_info, selector) if selector.solid_selection is None: return full_pipeline for solid_name in selector.solid_selection: if not full_pipeline.has_solid_invocation(solid_name): raise UserFacingGraphQLError( GrapheneInvalidSubsetError( message='Solid "{solid_name}" does not exist in "{pipeline_name}"'.format( solid_name=solid_name, pipeline_name=selector.pipeline_name ), pipeline=GraphenePipeline(full_pipeline), ) ) return get_subset_external_pipeline(graphene_info.context, selector) ... [6 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 52: ... [6 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 17 Unexpected indentation at line 27 Unexpected indentation at line 30 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
|
intermediate
|
api
|
code_review
|
Pythoncode:Python
| 2
| 0
| 2,029
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport sys\n\nfrom dagster import check\nfrom dagster.config.validate import validate_config_from_snap\nfrom dagster.core.host_representation import ExternalPipeline, PipelineSelector, RepositorySelector\nfrom dagster.core.workspace.context import BaseWorkspaceRequestContext\nfrom dagster.utils.error import serializable_error_info_from_exc_info\nfrom graphql.execution.base import ResolveInfo\n\nfrom .utils import UserFacingGraphQLError, capture_error\n\n\ndef get_full_external_pipeline_or_raise(graphene_info, selector):\n from ..schema.errors import GraphenePipelineNotFoundError\n\n check.inst_param(graphene_info, \"graphene_info\", ResolveInfo)\n check.inst_param(selector, \"selector\", PipelineSelector)\n\n if not graphene_info.context.has_external_pipeline(selector):\n raise UserFacingGraphQLError(GraphenePipelineNotFoundError(selector=selector))\n\n return graphene_info.context.get_full_external_pipeline(selector)\n\n\ndef get_external_pipeline_or_raise(graphene_info, selector):\n from ..schema.pipelines.pipeline_errors import GrapheneInvalidSubsetError\n from ..schema.pipelines.pipeline import GraphenePipeline\n\n check.inst_param(graphene_info, \"graphene_info\", ResolveInfo)\n check.inst_param(selector, \"selector\", PipelineSelector)\n\n full_pipeline = get_full_external_pipeline_or_raise(graphene_info, selector)\n\n if selector.solid_selection is None:\n return full_pipeline\n\n for solid_name in selector.solid_selection:\n if not full_pipeline.has_solid_invocation(solid_name):\n raise UserFacingGraphQLError(\n GrapheneInvalidSubsetError(\n message='Solid \"{solid_name}\" does not exist in \"{pipeline_name}\"'.format(\n solid_name=solid_name, pipeline_name=selector.pipeline_name\n ),\n pipeline=GraphenePipeline(full_pipeline),\n )\n )\n\n return get_subset_external_pipeline(graphene_info.context, selector)\n\n\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 52: ... [6 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 17\n Unexpected indentation at line 27\n Unexpected indentation at line 30\n Unexpected indentation at line 40\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
76ffe18f535cd4c67dd1eed479466fb1bd48b6ea
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: import os from tempfile import TemporaryDirectory from quickbase_client.utils.pywriting_utils import BasicPyFileWriter from quickbase_client.utils.pywriting_utils import PyPackageWriter class TestBasicFileWriter: def test_outputs_lines(self): w = BasicPyFileWriter() w.add_line('import abc') w.add_line('import os').space() s = w.get_file_as_string() assert s == 'import abc\nimport os\n' def test_indent_dedent(self): w = BasicPyFileWriter() w.add_line('def foo():').indent().add_line('return 5').dedent().space() s = w.get_file_as_string() assert s == 'def foo():\n return 5\n' def test_use_refs(self): w = BasicPyFileWriter() w.add_line('a = "A"') ref = w.make_ref() w.add_line('d = "D"') ref.add_line('b = "B"').add_line('c = "C"') s = w.get_file_as_string() lns = s.split('\n') assert 'a' in lns[0 + 1] assert 'b' in lns[1] assert 'c' in lns[2] assert 'd' in lns[3] class TestPyPackageWriter: def test_includes_init(self): with TemporaryDirectory() as d: w = PyPackageWriter(pkg_name='foo', parent_dir=d) assert '__init__' in w.modules assert w.has_module_name('__init__') assert w.pkg_path == os.path.join(d, 'foo') w.write() assert os.path.exists(d) assert os.path.exists(os.path.join(d, 'foo')) assert os.path.exists(os.path.join(d, 'foo', '__init__.py'))
|
Logical Error Analysis: Error Type: OFF_BY_ONE Issue: Index or range is off by one Severity: MEDIUM Location: Line 31 Buggy code: assert 'a' in lns[0 + 1] Should be: assert 'a' in lns[0] Explanation: Classic off-by-one error - will cause wrong iteration or index access Fix: Check loop bounds and array indices carefully
|
advanced
|
testing
|
logical_errors
|
Pythoncode:Python
| 4
| 2
| 1,556
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nimport os\nfrom tempfile import TemporaryDirectory\n\nfrom quickbase_client.utils.pywriting_utils import BasicPyFileWriter\nfrom quickbase_client.utils.pywriting_utils import PyPackageWriter\n\n\nclass TestBasicFileWriter:\n\n def test_outputs_lines(self):\n w = BasicPyFileWriter()\n w.add_line('import abc')\n w.add_line('import os').space()\n s = w.get_file_as_string()\n assert s == 'import abc\\nimport os\\n'\n\n def test_indent_dedent(self):\n w = BasicPyFileWriter()\n w.add_line('def foo():').indent().add_line('return 5').dedent().space()\n s = w.get_file_as_string()\n assert s == 'def foo():\\n return 5\\n'\n\n def test_use_refs(self):\n w = BasicPyFileWriter()\n w.add_line('a = \"A\"')\n ref = w.make_ref()\n w.add_line('d = \"D\"')\n ref.add_line('b = \"B\"').add_line('c = \"C\"')\n s = w.get_file_as_string()\n lns = s.split('\\n')\n assert 'a' in lns[0 + 1]\n assert 'b' in lns[1]\n assert 'c' in lns[2]\n assert 'd' in lns[3]\n\n\nclass TestPyPackageWriter:\n\n def test_includes_init(self):\n with TemporaryDirectory() as d:\n w = PyPackageWriter(pkg_name='foo', parent_dir=d)\n assert '__init__' in w.modules\n assert w.has_module_name('__init__')\n assert w.pkg_path == os.path.join(d, 'foo')\n w.write()\n assert os.path.exists(d)\n assert os.path.exists(os.path.join(d, 'foo'))\n assert os.path.exists(os.path.join(d, 'foo', '__init__.py'))"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: OFF_BY_ONE\n Issue: Index or range is off by one\n Severity: MEDIUM\n\n Location: Line 31\n\n Buggy code:\n assert 'a' in lns[0 + 1]\n\n Should be:\n assert 'a' in lns[0]\n\n Explanation: Classic off-by-one error - will cause wrong iteration or index access\n Fix: Check loop bounds and array indices carefully"}]
| true
|
logical
|
OFF_BY_ONE
|
MEDIUM
|
76fffdbfafd70ccdff333934ec210a4753dad75a
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: def identity_block( input_tensor, filters, stage, block, train_bn=False ): """ Builds an identity shortcut in a bottleneck building block of a ResNet. Parameters ---------- input_tensor : tf tensor, [batch_size, height, width, channels] An input tensor. filters : list, positive integers The number of filters in 3 conv layers at the main path, where last number is equal to input_tensor's channels. stage : integer A number in [2,5] used for generating layer names. block : string A lowercase letter, used for generating layer names. train_bn : boolean, optional Whether one should normalize the layer input by the mean and variance over the current batch. The default is False, i.e., use the moving average of mean and variance to normalize the layer input.
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 8 • SyntaxError: unterminated triple-quoted string literal (detected at line 25) at line 8 Fix: Complete the truncated code structure
|
intermediate
|
database
|
error_detection
|
Pythoncode:Python
| 1
| 0
| 913
| false
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\ndef identity_block(\n input_tensor, \n filters, \n stage, \n block, \n train_bn=False\n ):\n \"\"\"\n Builds an identity shortcut in a bottleneck building block of a ResNet.\n\n Parameters\n ----------\n input_tensor : tf tensor, [batch_size, height, width, channels]\n An input tensor.\n filters : list, positive integers\n The number of filters in 3 conv layers at the main path, where\n last number is equal to input_tensor's channels.\n stage : integer\n A number in [2,5] used for generating layer names.\n block : string\n A lowercase letter, used for generating layer names.\n train_bn : boolean, optional\n Whether one should normalize the layer input by the mean and variance \n over the current batch. The default is False, i.e., use the moving\n average of mean and variance to normalize the layer input."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 8\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 25) at line 8\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a00e63d1006dbef16f6c53de45b2f52bfe52dea
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from rds_log_cat.parser.parser import Parser, LineParserException class Mysql57(Parser): def __init__(self): Parser.__init__(self) def compose_timestamp(self, datetime, timezone): if len(datetime) != 27: raise LineParserException('wrong length of datetime - wrong date is: ' + datetime) if not timezone == 'UTC': raise LineParserException('Only able to parse times in UTC. You gave {}'.format(timezone)) # Complete this line def parse(self, line): """ parses the fields in line to generate json structure """ expected_min_no_fields = 5 if len(line) < expected_min_no_fields: raise LineParserException('line too short') pid = line[1] log_level = line[2].lstrip("[").rstrip("]") timezone = 'UTC' return { '@timestamp': self.compose_timestamp(line[0], timezone), 'log_level': log_level, 'process_id': int(pid), 'message': ' '.join(map(str, line[3:])) }
|
The missing line is: return datetime
|
advanced
|
database
|
fill_in_the_blank
|
Pythoncode:Python
| 3
| 1
| 1,060
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom rds_log_cat.parser.parser import Parser, LineParserException\n\n\nclass Mysql57(Parser):\n\n def __init__(self):\n Parser.__init__(self)\n\n def compose_timestamp(self, datetime, timezone):\n if len(datetime) != 27:\n raise LineParserException('wrong length of datetime - wrong date is: ' + datetime)\n if not timezone == 'UTC':\n raise LineParserException('Only able to parse times in UTC. You gave {}'.format(timezone))\n # Complete this line\n\n def parse(self, line):\n \"\"\"\n parses the fields in line to generate json structure\n \"\"\"\n expected_min_no_fields = 5\n if len(line) < expected_min_no_fields:\n raise LineParserException('line too short')\n\n pid = line[1]\n log_level = line[2].lstrip(\"[\").rstrip(\"]\")\n timezone = 'UTC'\n\n return {\n '@timestamp': self.compose_timestamp(line[0], timezone),\n 'log_level': log_level,\n 'process_id': int(pid),\n 'message': ' '.join(map(str, line[3:]))\n }"}, {"role": "assistant", "content": "The missing line is:\n return datetime"}]
| false
| null | null | null |
0a00e9db3835c97e792fd5d157869c740791d2ab
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from functools import partial from corpustools.corpus.classes import Word from corpustools.symbolsim.edit_distance import edit_distance from corpustools.symbolsim.khorsi import khorsi from corpustools.symbolsim.phono_edit_distance import phono_edit_distance from corpustools.symbolsim.phono_align import Aligner from corpustools.multiproc import filter_mp, score_mp def _is_edit_distance_neighbor(w, query, sequence_type, max_distance): w_len = len(getattr(w, sequence_type)) query_len = len(getattr(query, sequence_type)) if w_len > query_len+max_distance: return False if w_len < query_len-max_distance: return False return edit_distance(getattr(w, sequence_type), getattr(query, sequence_type), sequence_type, max_distance) <= max_distance def _is_phono_edit_distance_neighbor(w, query, sequence_type, specifier, max_distance):
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • IndentationError at line 23 Fix: Complete the truncated code structure
|
intermediate
|
database
|
error_detection
|
Pythoncode:Python
| 3
| 0
| 899
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom functools import partial\n\nfrom corpustools.corpus.classes import Word\nfrom corpustools.symbolsim.edit_distance import edit_distance\nfrom corpustools.symbolsim.khorsi import khorsi\nfrom corpustools.symbolsim.phono_edit_distance import phono_edit_distance\nfrom corpustools.symbolsim.phono_align import Aligner\nfrom corpustools.multiproc import filter_mp, score_mp\n\n\ndef _is_edit_distance_neighbor(w, query, sequence_type, max_distance):\n w_len = len(getattr(w, sequence_type))\n query_len = len(getattr(query, sequence_type))\n if w_len > query_len+max_distance:\n return False\n if w_len < query_len-max_distance:\n return False\n return edit_distance(getattr(w, sequence_type), getattr(query, sequence_type),\n sequence_type, max_distance) <= max_distance\n\n\ndef _is_phono_edit_distance_neighbor(w, query, sequence_type, specifier, max_distance):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 IndentationError at line 23\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a01272b6dc30ae670eab0e73c74a21ff812e409
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: # Generated by Django 2.1.1 on 2018-11-06 17:19 from django.conf import settings from django.db import migrations class Migration(migrations.Migration): dependencies = [ migrations.swappable_dependency(settings.AUTH_USER_MODEL), ('brokenChains', '0002_auto_2 ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: ] operations = [ migrations.AlterUniqueTogether( name='habit',
|
intermediate
|
machine_learning
|
incomplete_code
|
Pythoncode:Python
| 0
| 1
| 282
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# Generated by Django 2.1.1 on 2018-11-06 17:19\n\nfrom django.conf import settings\nfrom django.db import migrations\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n migrations.swappable_dependency(settings.AUTH_USER_MODEL),\n ('brokenChains', '0002_auto_2\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n ]\n\n operations = [\n migrations.AlterUniqueTogether(\n name='habit',"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a017ba6441979fea8dcb4bd6912e6e472b2970d
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: import gym import numpy as np from itertools import product import matplotlib.pyplot as plt def print_policy(Q, env): """ This is a helper function to print a nice policy from the Q function""" moves = [u'←', u'↓',u'→', u'↑'] if not hasattr(env, 'desc'): env = env.env dims = env.desc.shape policy = np.chararray(dims, unicode=True) policy[:] = ' ' for s in range(len(Q)): idx = np.unravel_index(s, dims) policy[idx] = moves[np.argmax(Q[s])] if env.desc[idx] in ['H', 'G']: policy[idx] = u'·' print('\n'.join([''.join([u'{:2}'.format(item) for item in row]) for row in policy])) def plot_V(Q, env): """ This is a helper function to plot the state values from the Q function""" fig = plt.figure() if not hasattr(env, 'desc'): env = env.env dims = env.desc.shape V = np.zeros(dims) for s in range(len(Q)): idx = np.unravel_index(s, dims) V[idx] = np.max(Q[s]) if env.desc[idx] in ['H', 'G']: V[idx] = 0. plt.imshow(V, origin='upper', extent=[0,dims[0],0,dims[1]], vmin=.0, vmax=.6, cmap=plt.cm.RdYlGn, interpolation='none') for x, y in product(range(dims[0]), range(dims[1])): plt.text(str(y) + 0.5, dims[0]-x-0.5, '{:.3f}'.format(V[x,y]), horizontalalignment='center', verticalalignment='center') plt.xticks([]) plt.yticks([]) ... [5 more functiondefs truncated] ...
|
Logical Error Analysis: Error Type: TYPE_MISMATCH Issue: String concatenated with int Severity: HIGH Location: Line 40 Buggy code: plt.text(str(y) + 0.5, dims[0]-x-0.5, '{:.3f}'.format(V[x,y]), Should be: plt.text(y+0.5, dims[0]-x-0.5, '{:.3f}'.format(V[x,y]), Explanation: Type mismatch will cause runtime error Fix: Ensure types are compatible in operations
|
intermediate
|
database
|
logical_errors
|
Pythoncode:Python
| 2
| 0
| 1,521
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nimport gym\nimport numpy as np\nfrom itertools import product\nimport matplotlib.pyplot as plt\n\n\ndef print_policy(Q, env):\n \"\"\" This is a helper function to print a nice policy from the Q function\"\"\"\n moves = [u'\u2190', u'\u2193',u'\u2192', u'\u2191']\n if not hasattr(env, 'desc'):\n env = env.env\n dims = env.desc.shape\n policy = np.chararray(dims, unicode=True)\n policy[:] = ' '\n for s in range(len(Q)):\n idx = np.unravel_index(s, dims)\n policy[idx] = moves[np.argmax(Q[s])]\n if env.desc[idx] in ['H', 'G']:\n policy[idx] = u'\u00b7'\n print('\\n'.join([''.join([u'{:2}'.format(item) for item in row]) \n for row in policy]))\n\n\ndef plot_V(Q, env):\n \"\"\" This is a helper function to plot the state values from the Q function\"\"\"\n fig = plt.figure()\n if not hasattr(env, 'desc'):\n env = env.env\n dims = env.desc.shape\n V = np.zeros(dims)\n for s in range(len(Q)):\n idx = np.unravel_index(s, dims)\n V[idx] = np.max(Q[s])\n if env.desc[idx] in ['H', 'G']:\n V[idx] = 0.\n plt.imshow(V, origin='upper', \n extent=[0,dims[0],0,dims[1]], vmin=.0, vmax=.6, \n cmap=plt.cm.RdYlGn, interpolation='none')\n for x, y in product(range(dims[0]), range(dims[1])):\n plt.text(str(y) + 0.5, dims[0]-x-0.5, '{:.3f}'.format(V[x,y]),\n horizontalalignment='center', \n verticalalignment='center')\n plt.xticks([])\n plt.yticks([])\n\n\n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: TYPE_MISMATCH\n Issue: String concatenated with int\n Severity: HIGH\n\n Location: Line 40\n\n Buggy code:\n plt.text(str(y) + 0.5, dims[0]-x-0.5, '{:.3f}'.format(V[x,y]),\n\n Should be:\n plt.text(y+0.5, dims[0]-x-0.5, '{:.3f}'.format(V[x,y]),\n\n Explanation: Type mismatch will cause runtime error\n Fix: Ensure types are compatible in operations"}]
| true
|
logical
|
TYPE_MISMATCH
|
HIGH
|
0a039f10e8309cc703a9629baacf52288c510305
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # Generated by Django 3.0.4 on 2020-07-14 11:00 from django.db import migrations, models import django.db.models.deletion class Migration(migrations.Migration): dependencies = [ ("core", "0026_auto_20200713_1535"), ("ai_lab", "0002_ailabusecase"), ] operations = [ migrations.CreateModel( name="AiLabCaseStudy", fields=[ ( "articlepage_ptr", models.OneToOneField( auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to="core.ArticlePage", ), ), ( "use_case", models.ForeignKey( on_delete=django.db.models.deletion.PROTECT, to="ai_lab.AiLabUseCase", ), ), ], options={"abstract": False,}, bases=("core.articlepage", models.Model), ), ]
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Classes: Migration This code demonstrates Pythoncode:Python programming.
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advanced
|
machine_learning
|
code_explanation
|
Pythoncode:Python
| 0
| 1
| 1,189
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Generated by Django 3.0.4 on 2020-07-14 11:00\n\nfrom django.db import migrations, models\nimport django.db.models.deletion\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n (\"core\", \"0026_auto_20200713_1535\"),\n (\"ai_lab\", \"0002_ailabusecase\"),\n ]\n\n operations = [\n migrations.CreateModel(\n name=\"AiLabCaseStudy\",\n fields=[\n (\n \"articlepage_ptr\",\n models.OneToOneField(\n auto_created=True,\n on_delete=django.db.models.deletion.CASCADE,\n parent_link=True,\n primary_key=True,\n serialize=False,\n to=\"core.ArticlePage\",\n ),\n ),\n (\n \"use_case\",\n models.ForeignKey(\n on_delete=django.db.models.deletion.PROTECT,\n to=\"ai_lab.AiLabUseCase\",\n ),\n ),\n ],\n options={\"abstract\": False,},\n bases=(\"core.articlepage\", models.Model),\n ),\n ]"}, {"role": "assistant", "content": " Classes: Migration\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a03afbc022ab3ed1e3b4074455a3f3fdefc3a2e
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: from .BaseRequest import BaseRequest class UpdateWorkbookConnectionRequest(BaseRequest): """ Update workbook connection request for sending API requests to Tableau Server. :param ts_connection: The Tableau Server connection object. :type ts_connection: class :param server_address: The new server for the connection. :type server_address: string :param port: The new port for the connection. :type port: string :param connection_username: The new username for the connection. :type connection_username: string :param connection_password: The new password for the connection. :type connection_password: string :param embed_password_flag: Boolean; True to embed the password in the connection, False otherwise. :type embed_password_flag: boolean """ def __init__(self, ts_connection, server_address=None, port=None, connection_username=None, connection_password=None, embed_password_flag=None): super().__init__(ts_connection) self._server_address = server_address self._port = port self._connection_username = connection_username self._connection_password = connection_password self._embed_password_flag = embed_password_flag self.base_update_workbook_connection_request @property def optional_parameter_keys(self): return [ 'serverAddress', 'serverPort', 'userName', 'password', 'embedPassword' ] @property def optional_parameter_values_exist(self): return [ self._server_address, self._port, self._connection_username, self._connection_password, True if self._embed_password_flag is not None else None ] @property def optional_parameter_values(self): return [ self._server_address, self._port, self._connection_username, self._connection_password, self._embed_password_flag ] @property def base_update_workbook_connection_request(self): self._request_body.update({'connection': {}}) return self._request_body @property def modified_update_workbook_connection_request(self): if any(self.optional_parameter_values_exist): self._request_body['connection'].update( self._get_parameters_dict(self.optional_parameter_keys, self.optional_parameter_values)) return self._request_body @staticmethod ... [2 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 5 IndentationError at line 81 ⚠️ Code quality: Unexpected indentation at line 6 Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 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 37 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 44 Unexpected indentation at line 47 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 57 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 67 Unexpected indentation at line 69 Unexpected indentation at line 72 Unexpected indentation at line 75 Unexpected indentation at line 76 Unexpected indentation at line 77 ✨ Improvements: Complete the expression on the last line Add closing quote at line 5 Fix indentation to match Python syntax rules
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advanced
|
api
|
code_review
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Pythoncode:Python
| 6
| 1
| 2,849
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom .BaseRequest import BaseRequest\n\n\nclass UpdateWorkbookConnectionRequest(BaseRequest):\n \"\"\"\n Update workbook connection request for sending API requests to Tableau Server.\n\n :param ts_connection: The Tableau Server connection object.\n :type ts_connection: class\n :param server_address: The new server for the connection.\n :type server_address: string\n :param port: The new port for the connection.\n :type port: string\n :param connection_username: The new username for the connection.\n :type connection_username: string\n :param connection_password: The new password for the connection.\n :type connection_password: string\n :param embed_password_flag: Boolean; True to embed the password in the connection, False otherwise.\n :type embed_password_flag: boolean\n \"\"\"\n def __init__(self,\n ts_connection,\n server_address=None,\n port=None,\n connection_username=None,\n connection_password=None,\n embed_password_flag=None):\n super().__init__(ts_connection)\n self._server_address = server_address\n self._port = port\n self._connection_username = connection_username\n self._connection_password = connection_password\n self._embed_password_flag = embed_password_flag\n self.base_update_workbook_connection_request\n\n @property\n def optional_parameter_keys(self):\n return [\n 'serverAddress',\n 'serverPort',\n 'userName',\n 'password',\n 'embedPassword'\n ]\n\n @property\n def optional_parameter_values_exist(self):\n return [\n self._server_address,\n self._port,\n self._connection_username,\n self._connection_password,\n True if self._embed_password_flag is not None else None\n ]\n\n @property\n def optional_parameter_values(self):\n return [\n self._server_address,\n self._port,\n self._connection_username,\n self._connection_password,\n self._embed_password_flag\n ]\n\n @property\n def base_update_workbook_connection_request(self):\n self._request_body.update({'connection': {}})\n return self._request_body\n\n @property\n def modified_update_workbook_connection_request(self):\n if any(self.optional_parameter_values_exist):\n self._request_body['connection'].update(\n self._get_parameters_dict(self.optional_parameter_keys,\n self.optional_parameter_values))\n return self._request_body\n\n @staticmethod\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 5\n IndentationError at line 81\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 6\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 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 37\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 44\n Unexpected indentation at line 47\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 57\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 67\n Unexpected indentation at line 69\n Unexpected indentation at line 72\n Unexpected indentation at line 75\n Unexpected indentation at line 76\n Unexpected indentation at line 77\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 5\n Fix indentation to match Python syntax rules"}]
| false
| null | null | null |
0a03cda07d112635217a5bbdc7ec5274c0658a7a
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- # Copyright (c) 2019, Frappe Technologies and Contributors # License: MIT. See LICENSE import unittest import frappe from frappe.utils import set_request from frappe.website.serve import get_response test_dependencies = ["Blog Post"] class TestWebsiteRouteMeta(unittest.TestCase): def test_meta_tag_generation(self): blogs = frappe.get_all( "Blog Post", fields=["name", "route"], filters={"published": 1, "route": ("==", "")}, limit=1 ) blog = blogs[0] # create meta tags for this route doc = frappe.new_doc("Website Route Meta") doc.append("meta_tags", {"key": "type", "value": "blog_post"}) doc.append("meta_tags", {"key": "og:title", "value": "My Blog"}) doc.name = blog.route doc.insert() # set request on this route set_request(path=blog.route) response = get_response() self.assertTrue(response.status_code, 200) html = response.get_data().decode() self.assertTrue("""<meta name="type" content="blog_post">""" in html) self.assertTrue("""<meta property="og:title" content="My Blog">""" in html) def tearDown(self): frappe.db.rollback()
|
Error Analysis: Error Type: WRONG_OPERATOR Error: WRONG_OPERATOR Fix: Change operator back to correct one
|
advanced
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testing
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error_detection
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Pythoncode:Python
| 2
| 1
| 1,116
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Copyright (c) 2019, Frappe Technologies and Contributors\n# License: MIT. See LICENSE\nimport unittest\n\nimport frappe\nfrom frappe.utils import set_request\nfrom frappe.website.serve import get_response\n\ntest_dependencies = [\"Blog Post\"]\n\n\nclass TestWebsiteRouteMeta(unittest.TestCase):\n\tdef test_meta_tag_generation(self):\n\t\tblogs = frappe.get_all(\n\t\t\t\"Blog Post\", fields=[\"name\", \"route\"], filters={\"published\": 1, \"route\": (\"==\", \"\")}, limit=1\n\t\t)\n\n\t\tblog = blogs[0]\n\n\t\t# create meta tags for this route\n\t\tdoc = frappe.new_doc(\"Website Route Meta\")\n\t\tdoc.append(\"meta_tags\", {\"key\": \"type\", \"value\": \"blog_post\"})\n\t\tdoc.append(\"meta_tags\", {\"key\": \"og:title\", \"value\": \"My Blog\"})\n\t\tdoc.name = blog.route\n\t\tdoc.insert()\n\n\t\t# set request on this route\n\t\tset_request(path=blog.route)\n\t\tresponse = get_response()\n\n\t\tself.assertTrue(response.status_code, 200)\n\n\t\thtml = response.get_data().decode()\n\n\t\tself.assertTrue(\"\"\"<meta name=\"type\" content=\"blog_post\">\"\"\" in html)\n\t\tself.assertTrue(\"\"\"<meta property=\"og:title\" content=\"My Blog\">\"\"\" in html)\n\n\tdef tearDown(self):\n\t\tfrappe.db.rollback()"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Error: WRONG_OPERATOR\n\n Fix: Change operator back to correct one"}]
| true
|
logical
|
WRONG_OPERATOR
|
CRITICAL
|
0a04207ceaf45ab945588b6a283b882bf8a8d0e4
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: import numpy as np from .VariableUnitTest import VariableUnitTest from gwlfe.MultiUse_Fxns.Runoff import AgRunoff class TestAgRunoff(VariableUnitTest): # @skip("not ready") def test_AgRunoff(self): z = self.z np.testing.assert_array_almost_equal( AgRunoff.AgRunoff_f(z.NYrs, z.DaysMonth, z.Temp, z.InitSnow_0, z.Prec, z.NRur, z.CN, z.AntMoist_0, z.NUrb, z.Grow_0, z.Landuse, z.Area), AgRunoff.AgRunoff(z.NYrs, z.DaysMonth, z.Temp, z.InitSnow_0, z.Prec, z.NRur, z.CN, z.AntMoist_0, z.NUrb, z.Grow_0, z.Landuse, z.Area), decimal=7)
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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advanced
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testing
|
refactoring
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Pythoncode:Python
| 1
| 1
| 644
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport numpy as np\n\nfrom .VariableUnitTest import VariableUnitTest\nfrom gwlfe.MultiUse_Fxns.Runoff import AgRunoff\n\n\nclass TestAgRunoff(VariableUnitTest):\n\n # @skip(\"not ready\")\n def test_AgRunoff(self):\n z = self.z\n np.testing.assert_array_almost_equal(\n AgRunoff.AgRunoff_f(z.NYrs, z.DaysMonth, z.Temp, z.InitSnow_0, z.Prec, z.NRur, z.CN, z.AntMoist_0, z.NUrb,\n z.Grow_0, z.Landuse, z.Area),\n AgRunoff.AgRunoff(z.NYrs, z.DaysMonth, z.Temp, z.InitSnow_0, z.Prec, z.NRur, z.CN, z.AntMoist_0, z.NUrb,\n z.Grow_0, z.Landuse, z.Area), decimal=7)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0a061597dffbdc657df9899df8da9b8cc5a53c7e
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Lint as: python3 # Copyright 2019 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== class CarLayersTest(test_utils.TestCase): def _testNestedOutShape(self, p, input_shape, expected_shape): batch_size, num_points, _ = input_shape g = tf.Graph() with g.as_default(): net = p.Instantiate() input_data = py_utils.NestedMap( points=tf.random.uniform(input_shape[:-1] + (3,)), features=tf.random.uniform(input_shape), padding=tf.zeros((batch_size, num_points), dtype=tf.float32), label=tf.random.uniform((batch_size,), minval=0,
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unclosed '(' at line 23 - expected ')' • Unclosed '(' at line 27 - expected ')' • Block at line 16 has no indented body Fix: Complete the truncated code structure
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advanced
|
testing
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error_detection
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Pythoncode:Python
| 1
| 1
| 1,247
| false
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Lint as: python3\n# Copyright 2019 The TensorFlow Authors. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n# ==============================================================================\nclass CarLayersTest(test_utils.TestCase):\n\n def _testNestedOutShape(self, p, input_shape, expected_shape):\n batch_size, num_points, _ = input_shape\n g = tf.Graph()\n with g.as_default():\n net = p.Instantiate()\n input_data = py_utils.NestedMap(\n points=tf.random.uniform(input_shape[:-1] + (3,)),\n features=tf.random.uniform(input_shape),\n padding=tf.zeros((batch_size, num_points), dtype=tf.float32),\n label=tf.random.uniform((batch_size,),\n minval=0,"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '(' at line 23 - expected ')'\n \u2022 Unclosed '(' at line 27 - expected ')'\n \u2022 Block at line 16 has no indented body\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a0650316e52ee5d4a9ff4c95b3303130df01427
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: # -*- coding: utf-8 -*- # @Filename : take_snapshot.py # @Date : 2019-07-15-13-44 # @Project: ITC-sniff-for-changes-in-directory # @Author: Piotr Wołoszyn # @Website: http://itcave.eu # @Email: contact@itcave.eu # @License: MIT # @Copyright (C) 2019 ITGO Piotr Wołoszyn # Generic imports import os import pickle import re import argparse from datetime import datetime def clear_path_string(s): """ Simple function that removes chars that are not allowed in file names :param s: path_string :return: cleaned_path_string """ return (re.sub('[^a-zA-Z]+', '#', s)).lower() def sniff(sniff_path): """ Walks the path and stores information about directory content :param sniff_path: relative or absolute path :return: void """ sniff_path = str(sniff_path).lower() # Variable in which information will be stored dir_store = {} # Recursive loop that walks through all of the subdirectories for subdir, dirs, files in os.walk(sniff_path): if subdir not in dir_store: dir_store[subdir] = {} dir_store[subdir]['subdirs'] = dirs dir_store[subdir]['files'] = Error: SyntaxError: unterminated string literal
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Fixed Code: # -*- coding: utf-8 -*- # @Filename : take_snapshot.py # @Date : 2019-07-15-13-44 # @Project: ITC-sniff-for-changes-in-directory # @Author: Piotr Wołoszyn # @Website: http://itcave.eu # @Email: contact@itcave.eu # @License: MIT # @Copyright (C) 2019 ITGO Piotr Wołoszyn # Generic imports import os import pickle import re import argparse from datetime import datetime def clear_path_string(s): Explanation: Close the string literal with matching quote
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intermediate
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api
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error_fixing
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Pythoncode:Python
| 2
| 0
| 1,156
| true
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[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# @Filename : take_snapshot.py\n# @Date : 2019-07-15-13-44\n# @Project: ITC-sniff-for-changes-in-directory\n# @Author: Piotr Wo\u0142oszyn\n# @Website: http://itcave.eu\n# @Email: contact@itcave.eu\n# @License: MIT\n# @Copyright (C) 2019 ITGO Piotr Wo\u0142oszyn\n\n\n# Generic imports\nimport os\nimport pickle\nimport re\nimport argparse\nfrom datetime import datetime\n\n\ndef clear_path_string(s):\n \"\"\"\n Simple function that removes chars that are not allowed in file names\n :param s: path_string\n :return: cleaned_path_string\n \"\"\"\n return (re.sub('[^a-zA-Z]+', '#', s)).lower()\n\n\ndef sniff(sniff_path):\n \"\"\"\n Walks the path and stores information about directory content\n :param sniff_path: relative or absolute path\n :return: void\n \"\"\"\n\n sniff_path = str(sniff_path).lower()\n\n # Variable in which information will be stored\n dir_store = {}\n\n # Recursive loop that walks through all of the subdirectories\n for subdir, dirs, files in os.walk(sniff_path):\n\n if subdir not in dir_store:\n dir_store[subdir] = {}\n\n dir_store[subdir]['subdirs'] = dirs\n dir_store[subdir]['files'] =\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# -*- coding: utf-8 -*-\n# @Filename : take_snapshot.py\n# @Date : 2019-07-15-13-44\n# @Project: ITC-sniff-for-changes-in-directory\n# @Author: Piotr Wo\u0142oszyn\n# @Website: http://itcave.eu\n# @Email: contact@itcave.eu\n# @License: MIT\n# @Copyright (C) 2019 ITGO Piotr Wo\u0142oszyn\n\n\n# Generic imports\nimport os\nimport pickle\nimport re\nimport argparse\nfrom datetime import datetime\n\n\ndef clear_path_string(s):\n\n Explanation: Close the string literal with matching quote"}]
| true
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syntax
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MID_STRING
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CRITICAL
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0a066d9e3ce3fc69b55dd82dd4922f5e05e9b7a2
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TheStack--python--000.parquet
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Suggest refactoring for this Pythoncode:Python code: # Copyright 2020, Kay Hayen, mailto:kay.hayen@gmail.com # # Part of "Nuitka", an optimizing Python compiler that is compatible and # integrates with CPython, but also works on its own. # # 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 ExpressionBuiltinGlobals(ExpressionBase): kind = "EXPRESSION_BUILTIN_GLOBALS" def __init__(self, source_ref): ExpressionBase.__init__(self, source_ref=source_ref) def finalize(self): del self.parent def computeExpressionRaw(self, trace_collection): return self, None, None def mayHaveSideEffects(self): return False def mayRaiseException(self, exception_type): return False class ExpressionBuiltinLocalsBase(ExpressionBase): # Base classes can be abstract, pylint: disable=abstract-method __slots__ = ("variable_traces", "locals_scope") def __init__(self, locals_scope, source_ref): ExpressionBase.__init__(self, source_ref=source_ref) self.variable_traces = None self.locals_scope = locals_scope def finalize(self): del self.locals_scope del self.variable_traces def mayHaveSideEffects(self): return False def mayRaiseException(self, exception_type): return False def getVariableTraces(self): return self.variable_traces class ExpressionBuiltinLocalsUpdated(ExpressionBuiltinLocalsBase): kind = "EXPRESSION_BUILTIN_LOCALS_UPDATED" def __init__(self, locals_scope, source_ref): ExpressionBuiltinLocalsBase.__init__( self, locals_scope=locals_scope, source_ref=source_ref ) assert locals_scope is not None def getLocalsScope(self): return self.locals_scope def computeExpressionRaw(self, trace_collection): # Just inform the collection that all escaped. self.variable_traces = trace_collection.onLocalsUsage( self.getParentVariableProvider() ) trace_collection.onLocalsDictEscaped(self.locals_scope) return self, None, None class ExpressionBuiltinLocalsRef(ExpressionBuiltinLocalsBase): kind = "EXPRESSION_BUILTIN_LOCALS_REF" def __init__(self, locals_scope, source_ref): ExpressionBuiltinLocalsBase.__init__( self, locals_scope=locals_scope, source_ref=source_ref ) ... [7 more functiondefs truncated] ...
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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advanced
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testing
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refactoring
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Pythoncode:Python
| 14
| 4
| 2,929
| false
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[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright 2020, Kay Hayen, mailto:kay.hayen@gmail.com\n#\n# Part of \"Nuitka\", an optimizing Python compiler that is compatible and\n# integrates with CPython, but also works on its own.\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 ExpressionBuiltinGlobals(ExpressionBase):\n kind = \"EXPRESSION_BUILTIN_GLOBALS\"\n\n def __init__(self, source_ref):\n ExpressionBase.__init__(self, source_ref=source_ref)\n\n def finalize(self):\n del self.parent\n\n def computeExpressionRaw(self, trace_collection):\n return self, None, None\n\n def mayHaveSideEffects(self):\n return False\n\n def mayRaiseException(self, exception_type):\n return False\n\n\nclass ExpressionBuiltinLocalsBase(ExpressionBase):\n # Base classes can be abstract, pylint: disable=abstract-method\n\n __slots__ = (\"variable_traces\", \"locals_scope\")\n\n def __init__(self, locals_scope, source_ref):\n ExpressionBase.__init__(self, source_ref=source_ref)\n\n self.variable_traces = None\n self.locals_scope = locals_scope\n\n def finalize(self):\n del self.locals_scope\n del self.variable_traces\n\n def mayHaveSideEffects(self):\n return False\n\n def mayRaiseException(self, exception_type):\n return False\n\n def getVariableTraces(self):\n return self.variable_traces\n\n\nclass ExpressionBuiltinLocalsUpdated(ExpressionBuiltinLocalsBase):\n kind = \"EXPRESSION_BUILTIN_LOCALS_UPDATED\"\n\n def __init__(self, locals_scope, source_ref):\n ExpressionBuiltinLocalsBase.__init__(\n self, locals_scope=locals_scope, source_ref=source_ref\n )\n\n assert locals_scope is not None\n\n def getLocalsScope(self):\n return self.locals_scope\n\n def computeExpressionRaw(self, trace_collection):\n # Just inform the collection that all escaped.\n self.variable_traces = trace_collection.onLocalsUsage(\n self.getParentVariableProvider()\n )\n\n trace_collection.onLocalsDictEscaped(self.locals_scope)\n\n return self, None, None\n\n\nclass ExpressionBuiltinLocalsRef(ExpressionBuiltinLocalsBase):\n kind = \"EXPRESSION_BUILTIN_LOCALS_REF\"\n\n def __init__(self, locals_scope, source_ref):\n ExpressionBuiltinLocalsBase.__init__(\n self, locals_scope=locals_scope, source_ref=source_ref\n )\n\n\n ... [7 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0a0800535a188f21223ec11106f263b7159026d7
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TheStack--python--000.parquet
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Review this Pythoncode:Python code: import math import pytest import chainerx def _check_cast_scalar_equals_data(scalar, data): assert bool(scalar) == bool(data) assert int(scalar) == int(data) assert float(scalar) == float(data) all_scalar_values = [ -2, 1, -1.5, 2.3, True, False, float('inf'), float('nan')] @pytest.mark.parametrize('value,dtype', [ (0, chainerx.int64), (-1, chainerx.int64), (0x7fffffffffffffff, chainerx.int64), (-0x8000000000000000, chainerx.int64), (0.0, chainerx.float64), (float('inf'), chainerx.float64), (float('nan'), chainerx.float64), (True, chainerx.bool_), (False, chainerx.bool_), ]) ... [9 more functiondefs truncated] ...
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Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 30: ... [9 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 15 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 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
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intermediate
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testing
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code_review
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Pythoncode:Python
| 1
| 0
| 689
| true
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[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport math\n\nimport pytest\n\nimport chainerx\n\n\ndef _check_cast_scalar_equals_data(scalar, data):\n assert bool(scalar) == bool(data)\n assert int(scalar) == int(data)\n assert float(scalar) == float(data)\n\n\nall_scalar_values = [\n -2, 1, -1.5, 2.3, True, False, float('inf'), float('nan')]\n\n\n@pytest.mark.parametrize('value,dtype', [\n (0, chainerx.int64),\n (-1, chainerx.int64),\n (0x7fffffffffffffff, chainerx.int64),\n (-0x8000000000000000, chainerx.int64),\n (0.0, chainerx.float64),\n (float('inf'), chainerx.float64),\n (float('nan'), chainerx.float64),\n (True, chainerx.bool_),\n (False, chainerx.bool_),\n])\n\n ... [9 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 30: ... [9 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 15\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\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
0a096c14b2ddf561ce6b9429ac126077a454bd8e
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TheStack--python--000.parquet
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Complete this incomplete Pythoncode:Python code: import sys import pygame from app_window import App_window from button import Button from snake import Snake from food import Food from settings import WIDTH, HEIGHT, FONT, BG_COL, QUIT_BUTTON_COLOUR, PLAY_BUTTON_COLOUR, BLACK, FPS, RED class App: def __init__(self): pygame.init() self.clock = pygame.time.Clock() self.window = pygame.display.set_mode((WIDTH, HEIGHT)) self.gameover = pygame.font.SysFont("Comicsansms", ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: bold=False, italic=True) self.font = pygame.font.SysFont(FONT, 20, bold=1) self.running = True self.state = "intro"
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advanced
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ui
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incomplete_code
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Pythoncode:Python
| 1
| 1
| 476
| true
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[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport sys\nimport pygame\nfrom app_window import App_window\nfrom button import Button\nfrom snake import Snake\nfrom food import Food\nfrom settings import WIDTH, HEIGHT, FONT, BG_COL, QUIT_BUTTON_COLOUR, PLAY_BUTTON_COLOUR, BLACK, FPS, RED\n\n\nclass App:\n def __init__(self):\n pygame.init()\n self.clock = pygame.time.Clock()\n self.window = pygame.display.set_mode((WIDTH, HEIGHT))\n self.gameover = pygame.font.SysFont(\"Comicsansms\",\n \n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n bold=False,\n italic=True)\n self.font = pygame.font.SysFont(FONT, 20, bold=1)\n self.running = True\n self.state = \"intro\""}]
| true
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syntax
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HARD_CUT
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CRITICAL
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0a0991a62637e4100b857f9f5423321dcccd74d3
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: from pupa.utils import fix_bill_id from opencivicdata.legislative.models import (Bill, RelatedBill, BillAbstract, BillTitle, class BillImporter(BaseImporter): _type = 'bill' model_class = Bill related_models = {'abstracts': (BillAbstract, 'bill_id', {}), 'other_titles': (BillTitle, 'bill_id', {}), 'other_identifiers': (BillIdentifier, 'bill_id', {}), 'actions': (BillAction, 'bill_id', { 'related_entities': (BillActionRelatedEntity, 'action_id', {})}), 'related_bills': (RelatedBill, 'bill_id', {}), 'sponsorships': (BillSponsorship, 'bill_id', {}), 'sources': (BillSource, 'bill_id', {}), 'documents': (BillDocument, 'bill_id', { 'links': (BillDocumentLink, 'document_id', {})}), 'versions': (BillVersion, 'bill_id', { 'links': (BillVersionLink, 'version_id', {})}), } preserve_order = {'actions'} def __init__(self, jurisdiction_id, org_importer, person_importer): super(BillImporter, self).__init__(jurisdiction_id) self.org_importer = org_importer self.person_importer = person_importer def get_object(self, bill): spec = { 'legislative_session_id': bill['legislative_session_id'], 'identifier': bill['identifier'], } if 'from_organization_id' in bill: spec['from_organization_id'] = bill['from_organization_id'] return self.model_class.objects.prefetch_related('actions__related_entities', 'versions__links', 'documents__links', ).get(**spec) def limit_spec(self, spec): spec['legislative_session__jurisdiction_id'] = self.jurisdiction_id return spec ... [2 more functiondefs truncated] ...
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Functions: __init__, get_object, limit_spec Classes: BillImporter This code demonstrates Pythoncode:Python programming.
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advanced
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machine_learning
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code_explanation
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Pythoncode:Python
| 3
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| 2,094
| true
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom pupa.utils import fix_bill_id\nfrom opencivicdata.legislative.models import (Bill, RelatedBill, BillAbstract, BillTitle,\nclass BillImporter(BaseImporter):\n _type = 'bill'\n model_class = Bill\n related_models = {'abstracts': (BillAbstract, 'bill_id', {}),\n 'other_titles': (BillTitle, 'bill_id', {}),\n 'other_identifiers': (BillIdentifier, 'bill_id', {}),\n 'actions': (BillAction, 'bill_id', {\n 'related_entities': (BillActionRelatedEntity, 'action_id', {})}),\n 'related_bills': (RelatedBill, 'bill_id', {}),\n 'sponsorships': (BillSponsorship, 'bill_id', {}),\n 'sources': (BillSource, 'bill_id', {}),\n 'documents': (BillDocument, 'bill_id', {\n 'links': (BillDocumentLink, 'document_id', {})}),\n 'versions': (BillVersion, 'bill_id', {\n 'links': (BillVersionLink, 'version_id', {})}),\n }\n preserve_order = {'actions'}\n\n def __init__(self, jurisdiction_id, org_importer, person_importer):\n super(BillImporter, self).__init__(jurisdiction_id)\n self.org_importer = org_importer\n self.person_importer = person_importer\n\n def get_object(self, bill):\n spec = {\n 'legislative_session_id': bill['legislative_session_id'],\n 'identifier': bill['identifier'],\n }\n if 'from_organization_id' in bill:\n spec['from_organization_id'] = bill['from_organization_id']\n\n return self.model_class.objects.prefetch_related('actions__related_entities',\n 'versions__links',\n 'documents__links',\n ).get(**spec)\n\n def limit_spec(self, spec):\n spec['legislative_session__jurisdiction_id'] = self.jurisdiction_id\n return spec\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__, get_object, limit_spec\n Classes: BillImporter\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a0a3ed9310efb11ad8dbed4a513b033dd037f31
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TheStack--python--000.parquet
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Repair the syntax errors in this Pythoncode:Python code: from sklearn.metrics import f1_score,accuracy_score import numpy as np from utilities.tools import load_model import pandas as pd def predict_MSRP_test_data(n_models,nb_words,nlp_f,test_data_1,test_data_2,test_labels): models=[] n_h_features=nlp_f.shape[1] print('loading the models...') for i in range(n_models): models.append(load_model(i+1,nb_words,n_h_features)) preds=[] print('predicting the test data...\n') i=0 for m in models: i+=1 preds_prob=m.predict([test_data_1, test_data_2,nlp_f], batch_size=64, verbose=0) preds.append(preds_prob[:,1]) preds=np.asarray(preds) final_labels=np.zeros(len(test_data_1),dtype=int) #average the predicttion for i in range(len(test_data_1)): final_labels[i]=round(np.mean(preds[:,i])) if i%100==0: print(i ,' out of ',len(test_data_1)) print("test data accuracy: ", accuracy_score(final_labels,test_labels)) print("test data f_measure: ", f1_score(final_labels, test_labels)) submission = pd.DataFrame({"Quality": final_labels}) submission.to_csv("predictions/MSRP.tsv", index=True,index_label='test_id') def predict_Quora_test_data(n_models,nb_words,nlp_f,test_data_1,test_data_2): models=[] n_h_features=nlp_f.shape[1] print('loading the models...') for i in range(n_models):
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Syntax Analysis: Syntax Errors Found: • Block at line 6 has no indented body • Block at line 38 has no indented body • IndentationError at line 44 Fixes: • Fix indentation to match Python syntax rules
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intermediate
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testing
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syntax_repair
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Pythoncode:Python
| 2
| 0
| 1,370
| true
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[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom sklearn.metrics import f1_score,accuracy_score\nimport numpy as np\nfrom utilities.tools import load_model\nimport pandas as pd\n\ndef predict_MSRP_test_data(n_models,nb_words,nlp_f,test_data_1,test_data_2,test_labels):\n\n models=[]\n n_h_features=nlp_f.shape[1]\n print('loading the models...')\n for i in range(n_models):\n models.append(load_model(i+1,nb_words,n_h_features))\n\n preds=[]\n print('predicting the test data...\\n')\n i=0\n for m in models:\n i+=1\n preds_prob=m.predict([test_data_1, test_data_2,nlp_f], batch_size=64, verbose=0)\n preds.append(preds_prob[:,1])\n\n preds=np.asarray(preds)\n final_labels=np.zeros(len(test_data_1),dtype=int)\n\n #average the predicttion\n for i in range(len(test_data_1)):\n final_labels[i]=round(np.mean(preds[:,i]))\n if i%100==0:\n print(i ,' out of ',len(test_data_1))\n\n print(\"test data accuracy: \", accuracy_score(final_labels,test_labels))\n print(\"test data f_measure: \", f1_score(final_labels, test_labels))\n\n submission = pd.DataFrame({\"Quality\": final_labels})\n submission.to_csv(\"predictions/MSRP.tsv\", index=True,index_label='test_id')\n\n\ndef predict_Quora_test_data(n_models,nb_words,nlp_f,test_data_1,test_data_2):\n\n models=[]\n n_h_features=nlp_f.shape[1]\n print('loading the models...')\n for i in range(n_models):"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Block at line 6 has no indented body\n \u2022 Block at line 38 has no indented body\n \u2022 IndentationError at line 44\n\n Fixes:\n \u2022 Fix indentation to match Python syntax rules"}]
| true
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syntax
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MID_STRING
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CRITICAL
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0a0a44a50d18d71919437c3d704deabe9ca4ee0b
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TheStack--python--000.parquet
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Fill in the in this Pythoncode:Python code: # coding=utf-8 import logging import traceback from os import makedirs from os.path import exists, join from textwrap import fill import matplotlib.patheffects as PathEffects import matplotlib.pyplot as plt import numpy as np import seaborn as sns from koino.plot import big_square, default_alpha from matplotlib import cm from ..utils.base import jaccard def plot_silhouette( X, figure_fp, n_clusters, silhouette_values, cluster_labels, silhouette_avg ): # Create a subplot with 1 row and 2 columns fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(26, 10)) # The 1st subplot is the silhouette plot # The silhouette coefficient can range from -1, 1 but here all # lie within [-0.1, 1] ax1.set_xlim([-0.1, 1]) # The (n_clusters+1)*10 is for inserting blank space between silhouette # plots of individual clusters, to demarcate them clearly. ax1.set_ylim([0, len(X) + (n_clusters + 1) * 10]) y_lower = 10 for k in range(n_clusters): # Aggregate the silhouette scores for samples belonging to # cluster i, and sort them ith_cluster_silhouette_values = np.sort(silhouette_values[cluster_labels == k]) size_cluster_i = ith_cluster_silhouette_values.shape[0] y_upper = y_lower + size_cluster_i # Complete this line color = cm.spectral(float(k) / n_clusters) ax1.fill_betweenx( np.arange(y_lower, y_upper), 0, ith_cluster_silhouette_values, facecolor=color, edgecolor=color, alpha=default_alpha, ) # Label the silhouette plots with their cluster numbers at the # middle ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(k)) # Compute the new y_lower for next plot y_lower = y_upper + 10 # 10 for the 0 samples ax1.set_title("The silhouette plot for the various clusters.") ax1.set_xlabel("The silhouette coefficient values") ax1.set_ylabel("Cluster label") # The vertical line for average silhouette score of all the values ax1.axvline(x=silhouette_avg, color="red", linestyle="--") ax1.set_yticks([]) # Clear the yaxis labels / ticks ax1.set_xticks([-0.1, 0, 0.2, 0.4, 0.6, 0.8, 1]) # Construct cluster # 2nd Plot showing the actual clusters formed colors = cm.spectral(cluster_labels.astype(float) / n_clusters) # colors = y ax2.scatter(X[:, 0], X[:, 1], marker=".", s=20, lw=0, alpha=default_alpha, c=colors) ax2.set_title("The visualization of the clustered data.") ax2.set_xlabel("Feature space for the 1st feature") ax2.set_ylabel("Feature space for the 2nd feature") plt.suptitle( ("Silhouette analysis for KMeans " "with n_clusters = %d" % n_clusters), fontsize=14, fontweight="bold", ) plt.savefig(figure_fp) plt.close() plt.clf() ... [2 more functiondefs truncated] ...
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The missing line is:
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intermediate
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database
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fill_in_the_blank
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Pythoncode:Python
| 1
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| true
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[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# coding=utf-8\nimport logging\nimport traceback\nfrom os import makedirs\nfrom os.path import exists, join\nfrom textwrap import fill\n\nimport matplotlib.patheffects as PathEffects\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport seaborn as sns\nfrom koino.plot import big_square, default_alpha\nfrom matplotlib import cm\n\nfrom ..utils.base import jaccard\n\n\ndef plot_silhouette(\n X, figure_fp, n_clusters, silhouette_values, cluster_labels, silhouette_avg\n):\n # Create a subplot with 1 row and 2 columns\n fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(26, 10))\n\n # The 1st subplot is the silhouette plot\n # The silhouette coefficient can range from -1, 1 but here all\n # lie within [-0.1, 1]\n ax1.set_xlim([-0.1, 1])\n # The (n_clusters+1)*10 is for inserting blank space between silhouette\n # plots of individual clusters, to demarcate them clearly.\n ax1.set_ylim([0, len(X) + (n_clusters + 1) * 10])\n\n y_lower = 10\n for k in range(n_clusters):\n # Aggregate the silhouette scores for samples belonging to\n # cluster i, and sort them\n ith_cluster_silhouette_values = np.sort(silhouette_values[cluster_labels == k])\n\n size_cluster_i = ith_cluster_silhouette_values.shape[0]\n y_upper = y_lower + size_cluster_i\n # Complete this line\n color = cm.spectral(float(k) / n_clusters)\n ax1.fill_betweenx(\n np.arange(y_lower, y_upper),\n 0,\n ith_cluster_silhouette_values,\n facecolor=color,\n edgecolor=color,\n alpha=default_alpha,\n )\n\n # Label the silhouette plots with their cluster numbers at the\n # middle\n ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(k))\n\n # Compute the new y_lower for next plot\n y_lower = y_upper + 10 # 10 for the 0 samples\n\n ax1.set_title(\"The silhouette plot for the various clusters.\")\n ax1.set_xlabel(\"The silhouette coefficient values\")\n ax1.set_ylabel(\"Cluster label\")\n\n # The vertical line for average silhouette score of all the values\n ax1.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\")\n\n ax1.set_yticks([]) # Clear the yaxis labels / ticks\n ax1.set_xticks([-0.1, 0, 0.2, 0.4, 0.6, 0.8, 1])\n\n # Construct cluster\n # 2nd Plot showing the actual clusters formed\n colors = cm.spectral(cluster_labels.astype(float) / n_clusters)\n # colors = y\n ax2.scatter(X[:, 0], X[:, 1], marker=\".\", s=20, lw=0, alpha=default_alpha, c=colors)\n\n ax2.set_title(\"The visualization of the clustered data.\")\n ax2.set_xlabel(\"Feature space for the 1st feature\")\n ax2.set_ylabel(\"Feature space for the 2nd feature\")\n\n plt.suptitle(\n (\"Silhouette analysis for KMeans \" \"with n_clusters = %d\" % n_clusters),\n fontsize=14,\n fontweight=\"bold\",\n )\n plt.savefig(figure_fp)\n plt.close()\n plt.clf()\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
| false
| null | null | null |
0a0ae7fb6e8c16bf95848129bac7852b529505c4
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TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- # import web import time from bson.objectid import ObjectId from config import setting import helper db = setting.db_web # 删除聊天规则 url = ('/plat/index_news_remove') class handler: def GET(self): if not helper.logged(helper.PRIV_USER, 'TALKBOT'): raise web.seeother('/') render = helper.create_render() user_data = web.input(news_id='') if user_data.news_id == '': return render.info('参数错误！') db.index_news.delete_one({'_id':ObjectId(user_data.news_id)}) return render.info('成功删除！', '/plat/index_news')
|
Functions: GET Classes: handler This code demonstrates Pythoncode:Python programming.
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advanced
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machine_learning
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code_explanation
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Pythoncode:Python
| 1
| 1
| 637
| true
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n# \nimport web\nimport time\nfrom bson.objectid import ObjectId\nfrom config import setting\nimport helper\n\ndb = setting.db_web\n\n# \u5220\u9664\u804a\u5929\u89c4\u5219\n\nurl = ('/plat/index_news_remove')\n\nclass handler:\n\n def GET(self):\n if not helper.logged(helper.PRIV_USER, 'TALKBOT'):\n raise web.seeother('/')\n\n render = helper.create_render()\n user_data = web.input(news_id='')\n\n if user_data.news_id == '': \n return render.info('\u53c2\u6570\u9519\u8bef\uff01') \n\n db.index_news.delete_one({'_id':ObjectId(user_data.news_id)})\n\n return render.info('\u6210\u529f\u5220\u9664\uff01', '/plat/index_news')"}, {"role": "assistant", "content": " Functions: GET\n Classes: handler\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a0e5c306cd6cb5140e3d9096d9aec435b5e905a
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python # encoding: utf-8 # # Copyright SAS Institute # # Licensed under the Apache License, Version 2.0 (the License); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # from __future__ import print_function, division, absolute_import, unicode_literals import os import pandas as pd import six from .base import BaseWindow, attribute from .features import SchemaFeature, ModelsFeature, ConnectorsFeature from .utils import get_args, ensure_element class ScoreWindow(BaseWindow, SchemaFeature, ModelsFeature, ConnectorsFeature): ''' Score window Parameters ---------- name : string, optional The name of the window schema : Schema, optional The schema of the window pubsub : bool, optional Publish/subscribe mode for the window. When the project-level value of pubsub is manual, true enables publishing and subscribing for the window and false disables it. description : string, optional Description of the window # Complete this line Attributes ---------- online_models : list-of-OnlineModels List of online model objects offline_models : list-of-OfflineModels List of offline model objects Returns ------- :class:`ScoreWindow` ''' window_type = 'score' def __init__(self, name=None, schema=None, pubsub=None, description=None, copyvars=None): BaseWindow.__init__(self, **get_args(locals())) # Set the online model for subclasses if type(self).__name__ != 'ScoreWindow': self.add_online_model(type(self).__name__) def _create_schema_list(self, variables): ''' Extract schema information from DataFrame Parameters ---------- variables : DataFrame The DataFrame containing schema information Returns ------- list ''' labels = [] labels.append('id*:int64') for name, dtype in zip(variables['Name'], variables['Type']): if dtype == 'Num': labels.append(name + ':double') elif dtype == 'Char': labels.append(name + ':string') return labels ... [1 more functiondefs truncated] ...
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The missing line is:
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advanced
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api
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fill_in_the_blank
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Pythoncode:Python
| 2
| 1
| 2,694
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python\n# encoding: utf-8\n#\n# Copyright SAS Institute\n#\n# Licensed under the Apache License, Version 2.0 (the License);\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n#\n\nfrom __future__ import print_function, division, absolute_import, unicode_literals\n\nimport os\nimport pandas as pd\nimport six\nfrom .base import BaseWindow, attribute\nfrom .features import SchemaFeature, ModelsFeature, ConnectorsFeature\nfrom .utils import get_args, ensure_element\n\n\nclass ScoreWindow(BaseWindow, SchemaFeature, ModelsFeature, ConnectorsFeature):\n '''\n Score window\n\n Parameters\n ----------\n name : string, optional\n The name of the window\n schema : Schema, optional\n The schema of the window\n pubsub : bool, optional\n Publish/subscribe mode for the window. When the project-level\n value of pubsub is manual, true enables publishing and subscribing\n for the window and false disables it.\n description : string, optional\n Description of the window\n # Complete this line\n Attributes\n ----------\n online_models : list-of-OnlineModels\n List of online model objects\n offline_models : list-of-OfflineModels\n List of offline model objects\n\n Returns\n -------\n :class:`ScoreWindow`\n\n '''\n\n window_type = 'score'\n\n def __init__(self, name=None, schema=None, pubsub=None, description=None,\n copyvars=None):\n BaseWindow.__init__(self, **get_args(locals()))\n # Set the online model for subclasses\n if type(self).__name__ != 'ScoreWindow':\n self.add_online_model(type(self).__name__)\n\n def _create_schema_list(self, variables):\n '''\n Extract schema information from DataFrame\n\n Parameters\n ----------\n variables : DataFrame\n The DataFrame containing schema information\n\n Returns\n -------\n list\n\n '''\n labels = []\n labels.append('id*:int64')\n for name, dtype in zip(variables['Name'], variables['Type']):\n if dtype == 'Num':\n labels.append(name + ':double')\n elif dtype == 'Char':\n labels.append(name + ':string')\n return labels\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
| false
| null | null | null |
0a0fca50d08846d8ef07b169b960d9c55f0826dc
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: from CommonServerPython import * def http_request(method, url_suffix, params=None, data=None): while True: res = requests.request( method, BASE_URL + url_suffix, verify=USE_SSL, params=params, data=data, headers=HEADERS ) if res.status_code != 429: # Rate limit response code break if datetime.now() > RETRIES_END_TIME: return_error('Max retry time has exceeded.') wait_regex = re.search(r'\d+', res.json()['message']) if wait_regex: wait_amount = wait_regex.group() else: demisto.error('failed extracting wait time will use default (5). Res body: {}'.format(res.text)) wait_amount = 5 if datetime.now() + timedelta(seconds=int(wait_amount)) > RETRIES_END_TIME: return_error('Max retry time has exceeded.') time.sleep(int(wait_amount)) if res.status_code == 404: return None if not res.status_code == 200: if not res.status_code == 401: demisto. ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: 'Error in API call to Pwned Integration [%d]. Full text: %s' % (res.status_code, res.text)) return_error('Error in API call to Pwned Integration [%d] - %s' % (res.status_code, res.reason)) return None return res.json()
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intermediate
|
api
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incomplete_code
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Pythoncode:Python
| 2
| 0
| 1,118
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom CommonServerPython import *\n\ndef http_request(method, url_suffix, params=None, data=None):\n while True:\n res = requests.request(\n method,\n BASE_URL + url_suffix,\n verify=USE_SSL,\n params=params,\n data=data,\n headers=HEADERS\n )\n\n if res.status_code != 429:\n # Rate limit response code\n break\n\n if datetime.now() > RETRIES_END_TIME:\n return_error('Max retry time has exceeded.')\n\n wait_regex = re.search(r'\\d+', res.json()['message'])\n if wait_regex:\n wait_amount = wait_regex.group()\n else:\n demisto.error('failed extracting wait time will use default (5). Res body: {}'.format(res.text))\n wait_amount = 5\n if datetime.now() + timedelta(seconds=int(wait_amount)) > RETRIES_END_TIME:\n return_error('Max retry time has exceeded.')\n time.sleep(int(wait_amount))\n\n if res.status_code == 404:\n return None\n if not res.status_code == 200:\n if not res.status_code == 401:\n demisto.\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 'Error in API call to Pwned Integration [%d]. Full text: %s' % (res.status_code, res.text))\n return_error('Error in API call to Pwned Integration [%d] - %s' % (res.status_code, res.reason))\n return None\n\n return res.json()"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a10152195fb9a20741a86fb44035860fed300f4
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: from moshmosh.extension import Extension from moshmosh.ast_compat import ast class PipelineVisitor(ast.NodeTransformer): """ `a | f -> f(a)`, recursively """ def __init__(self, activation): self.activation = activation def visit_BinOp(self, n: ast.BinOp): if n.lineno in self.activation and isinstance(n.op, ast.BitOr): return ast.Call( self.visit(n.right), [self.visit(n.left)], [], lineno=n.lineno, col_offset=n.col_offset ) return self.generic_visit(n) class Pipeline(Extension): identifier = "pipeline" def __init__(self): self.visitor = PipelineVisitor(self.activation) def rewrite_ast(self, node): return self.visitor.visit(node)
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Code analysis results: 🔴 Errors found: Unterminated string literal at line 6 ⚠️ Warnings: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 15 💡 Suggestions: Add closing quote at line 6 Add docstring to class 'Pipeline'
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advanced
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database
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debugging
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Pythoncode:Python
| 4
| 2
| 817
| true
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[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom moshmosh.extension import Extension\nfrom moshmosh.ast_compat import ast\n\n\nclass PipelineVisitor(ast.NodeTransformer):\n \"\"\"\n `a | f -> f(a)`, recursively\n \"\"\"\n def __init__(self, activation):\n self.activation = activation\n\n def visit_BinOp(self, n: ast.BinOp):\n if n.lineno in self.activation and isinstance(n.op, ast.BitOr):\n return ast.Call(\n self.visit(n.right),\n [self.visit(n.left)],\n [],\n lineno=n.lineno,\n col_offset=n.col_offset\n )\n return self.generic_visit(n)\n\nclass Pipeline(Extension):\n identifier = \"pipeline\"\n def __init__(self):\n self.visitor = PipelineVisitor(self.activation)\n\n def rewrite_ast(self, node):\n return self.visitor.visit(node)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 6\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 15\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 6\n Add docstring to class 'Pipeline'"}]
| false
| null | null | null |
0a1109b1ce78a5e3058c1f4aa17021228f40ef11
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import argparse import os import r2pipe import struct import mmap import base64 from shutil import copyfile import pprint def precompute_hash(r2, offset, size): print('Precomputing hash') h = 0 print("r2 command to get the function body in base64:\np6e {}@{}".format(size, offset)) b64_func = r2.cmd("p6e {}@{}".format(size, offset)) func_bytes = bytearray(base64.b64decode(b64_func)) for b in func_bytes: h = h ^ b print('Precomuted hash:', hex(h)) return h def patch_binary(mm, search_value, patch_value): print("search value:{} patch value:{}".format(search_value, patch_value)) flag = "<I" # little-endian unsigned int search_bytes = struct.pack(flag, search_value) address = mm.find(search_bytes) if address == -1: mm.seek(0) address = mm.find(search_bytes) mm.seek(address, os.SEEK_SET) patch_bytes = struct.pack(flag, patch_value) mm.write(patch_bytes) def get_protected_function_info(r2, function): # find addresses and sizes of all functions r2.cmd("aa") r2.cmd("aac") function_list = r2.cmdj("aflj") # print(function_list)
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funcs = {} for func in function_list: attr = {'size': func['size'], 'offset': func['offset']} funcs[func['name']] = attr # Basic search for mangled names if function == 'main': # main function is entry0 in the binary function = 'entry0' print("Cannot precompute the expected hash for the main function, why is that?") exit(1) match = 0 mangledName = "" for name, attr in funcs.items(): # sometimes r2 prepends sym. to function names if function in name: mangledName = name match += 1 if match != 1: print("Failed to safely find function in the binary!") pp.pprint(funcs) exit(1) return funcs[mangledName] ... [1 more functiondefs truncated] ...
|
intermediate
|
database
|
code_completion
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Pythoncode:Python
| 3
| 0
| 1,949
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport argparse\nimport os\nimport r2pipe\nimport struct\nimport mmap\nimport base64\nfrom shutil import copyfile\nimport pprint\ndef precompute_hash(r2, offset, size):\n print('Precomputing hash')\n h = 0\n print(\"r2 command to get the function body in base64:\\np6e {}@{}\".format(size, offset))\n b64_func = r2.cmd(\"p6e {}@{}\".format(size, offset))\n func_bytes = bytearray(base64.b64decode(b64_func))\n for b in func_bytes:\n h = h ^ b\n print('Precomuted hash:', hex(h))\n return h\n\n\ndef patch_binary(mm, search_value, patch_value):\n print(\"search value:{} patch value:{}\".format(search_value, patch_value))\n flag = \"<I\" # little-endian unsigned int\n search_bytes = struct.pack(flag, search_value)\n address = mm.find(search_bytes)\n if address == -1:\n mm.seek(0)\n address = mm.find(search_bytes)\n mm.seek(address, os.SEEK_SET)\n patch_bytes = struct.pack(flag, patch_value)\n mm.write(patch_bytes)\n\n\ndef get_protected_function_info(r2, function):\n # find addresses and sizes of all functions\n r2.cmd(\"aa\")\n r2.cmd(\"aac\")\n function_list = r2.cmdj(\"aflj\")\n # print(function_list)"}, {"role": "assistant", "content": "\n funcs = {}\n for func in function_list:\n attr = {'size': func['size'], 'offset': func['offset']}\n funcs[func['name']] = attr\n\n # Basic search for mangled names\n if function == 'main':\n # main function is entry0 in the binary\n function = 'entry0'\n print(\"Cannot precompute the expected hash for the main function, why is that?\")\n exit(1)\n match = 0\n mangledName = \"\"\n for name, attr in funcs.items():\n # sometimes r2 prepends sym. to function names\n if function in name:\n mangledName = name\n match += 1\n if match != 1:\n print(\"Failed to safely find function in the binary!\")\n pp.pprint(funcs)\n exit(1)\n return funcs[mangledName]\n\n\n\n ... [1 more functiondefs truncated] ..."}]
| false
| null | null | null |
0a1121422d09eb0d72dfd59abaf853f521226d5b
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # Generated by Django 2.2.15 on 2021-01-29 20:20 from django.db import migrations, models import django.db.models.deletion class Migration(migrations.Migration): dependencies = [ ('sitewebapp', '0010_auditionanswers_auditionquestions_audtionrounds_candidates'), ] operations = [ migrations.CreateModel( name='auditionRounds', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('roundno', models.IntegerField(default=1)), ('candidate', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='inductees', to='sitewebapp.Candidates')), ], ), migrations.AlterField( model_name='auditionquestions', name='round', field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='round', to='sitewebapp.auditionRounds'), ), migrations.DeleteModel( name='audtionRounds', ), ]
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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advanced
|
machine_learning
|
refactoring
|
Pythoncode:Python
| 0
| 1
| 1,074
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Generated by Django 2.2.15 on 2021-01-29 20:20\n\nfrom django.db import migrations, models\nimport django.db.models.deletion\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('sitewebapp', '0010_auditionanswers_auditionquestions_audtionrounds_candidates'),\n ]\n\n operations = [\n migrations.CreateModel(\n name='auditionRounds',\n fields=[\n ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),\n ('roundno', models.IntegerField(default=1)),\n ('candidate', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='inductees', to='sitewebapp.Candidates')),\n ],\n ),\n migrations.AlterField(\n model_name='auditionquestions',\n name='round',\n field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='round', to='sitewebapp.auditionRounds'),\n ),\n migrations.DeleteModel(\n name='audtionRounds',\n ),\n ]"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0a114ea68c2fa1e2738f0d3ff99019e72e2ea941
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: #!/usr/bin/python # -*- coding: utf-8 -*- # Copyright: (c) 2016, Julien Stroheker <juliens@microsoft.com> # GNU General Public License v3.0+ (see COPYING or https://www.gnu.org/licenses/gpl-3.0.txt) from __future__ import absolute_import, division, print_function class AzureRMAvailabilitySetInfo(AzureRMModuleBase): """Utility class to get availability set facts""" def __init__(self): self.module_args = dict( name=dict(type='str'), resource_group=dict(type='str'), tags=dict(type='list') ) self.results = dict( changed=False, ansible_info=dict( azure_availabilitysets=[] ) ) self.name = None self.resource_group = None self.tags = None super(AzureRMAvailabilitySetInfo, self).__init__( derived_arg_spec=self.module_args, supports_tags=False, facts_module=True ) def exec_module(self, **kwargs): is_old_facts = self.module._name == 'azure_rm_availabilityset_facts' if is_old_facts: self.module.deprecate("The 'azure_rm_availabilityset_facts' module has been renamed to 'azure_rm_availabilityset_info'", version='3.0.0', collection_name='community.az
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 41 • Unclosed '(' at line 40 - expected ')' Fix: Complete the truncated code structure
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advanced
|
api
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error_detection
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Pythoncode:Python
| 3
| 1
| 1,330
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/python\n# -*- coding: utf-8 -*-\n\n# Copyright: (c) 2016, Julien Stroheker <juliens@microsoft.com>\n# GNU General Public License v3.0+ (see COPYING or https://www.gnu.org/licenses/gpl-3.0.txt)\n\nfrom __future__ import absolute_import, division, print_function\nclass AzureRMAvailabilitySetInfo(AzureRMModuleBase):\n \"\"\"Utility class to get availability set facts\"\"\"\n\n def __init__(self):\n\n self.module_args = dict(\n name=dict(type='str'),\n resource_group=dict(type='str'),\n tags=dict(type='list')\n )\n\n self.results = dict(\n changed=False,\n ansible_info=dict(\n azure_availabilitysets=[]\n )\n )\n\n self.name = None\n self.resource_group = None\n self.tags = None\n\n super(AzureRMAvailabilitySetInfo, self).__init__(\n derived_arg_spec=self.module_args,\n supports_tags=False,\n facts_module=True\n )\n\n def exec_module(self, **kwargs):\n\n is_old_facts = self.module._name == 'azure_rm_availabilityset_facts'\n if is_old_facts:\n self.module.deprecate(\"The 'azure_rm_availabilityset_facts' module has been renamed to 'azure_rm_availabilityset_info'\",\n version='3.0.0', collection_name='community.az"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 41\n \u2022 Unclosed '(' at line 40 - expected ')'\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a12c052ef27cc1782214e2d795d2be846ea918a
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: import inspect import json import os import random import subprocess import time import requests import ast import paramiko import rancher from rancher import ApiError from lib.aws import AmazonWebServices def random_str(): return 'random-{0}-{1}'.format(random_num(), int(time.time())) def random_num(): return random.randint(0, 1000000) def random_int(start, end): return random.randint(start, end) def random_test_name(name="test"): return name + "-" + str(random_int(10000, 99999)) def get_admin_client(): return rancher.Client(url=CATTLE_API_URL, token=ADMIN_TOKEN, verify=False) def get_client_for_token(token): return rancher.Client(url=CATTLE_API_URL, token=token, verify=False) def get_project_client_for_token(project, token): p_url = project.links['self'] + '/schemas' p_client = rancher.Client(url=p_url, token=token, verify=False) return p_client def get_cluster_client_for_token(cluster, token): c_url = cluster.links['self'] + '/schemas' c_client = rancher.Client(url=c_url, token=token, verify=False) return c_client def up(cluster, token): c_url = cluster.links['self'] + '/schemas' c_client = rancher.Client(url=c_url, token=token, verify=False) return c_client def wait_state(client, obj, state, timeout=DEFAULT_TIMEOUT): wait_for(lambda: client.reload(obj).state == state, timeout) return client.reload(obj) def wait_for_condition(client, resource, check_function, fail_handler=None, timeout=DEFAULT_TIMEOUT): start = time.time() resource = client.reload(resource) while not check_function(resource): if time.time() - start > timeout: exceptionMsg = 'Timeout waiting for ' + resource.baseType + \ ' to satisfy condition: ' + \ inspect.getsource(check_function) if fail_handler: exceptionMsg = exceptionMsg + fail_handler(resource) raise Exception(exceptionMsg) time.sleep(.5) resource = client.reload(resource) return resource def wait_for(callback, timeout=DEFAULT_TIMEOUT, timeout_message=None): start = time.time() ret = callback() while ret is None or ret is False: time.sleep(.5) if time.time() - start > timeout: if timeout_message: raise Exception(timeout_message) else: raise Exception('Timeout waiting for condition') ret = callback() return ret def random_name(): return "test" + "-" + str(random_int(10000, 99999)) def create_project_and_ns(token, cluster, project_name=None, ns_name=None): client = get_client_for_token(token) p = create_project(client, cluster, project_name) c_client = get_cluster_client_for_token(cluster, token) ns = create_ns(c_client, cluster, p, ns_name) return p, ns ... [73 more functiondefs truncated] ...
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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advanced
|
testing
|
refactoring
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Pythoncode:Python
| 14
| 0
| 2,936
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport inspect\nimport json\nimport os\nimport random\nimport subprocess\nimport time\nimport requests\nimport ast\nimport paramiko\nimport rancher\nfrom rancher import ApiError\nfrom lib.aws import AmazonWebServices\n\ndef random_str():\n return 'random-{0}-{1}'.format(random_num(), int(time.time()))\n\n\ndef random_num():\n return random.randint(0, 1000000)\n\n\ndef random_int(start, end):\n return random.randint(start, end)\n\n\ndef random_test_name(name=\"test\"):\n return name + \"-\" + str(random_int(10000, 99999))\n\n\ndef get_admin_client():\n return rancher.Client(url=CATTLE_API_URL, token=ADMIN_TOKEN, verify=False)\n\n\ndef get_client_for_token(token):\n return rancher.Client(url=CATTLE_API_URL, token=token, verify=False)\n\n\ndef get_project_client_for_token(project, token):\n p_url = project.links['self'] + '/schemas'\n p_client = rancher.Client(url=p_url, token=token, verify=False)\n return p_client\n\n\ndef get_cluster_client_for_token(cluster, token):\n c_url = cluster.links['self'] + '/schemas'\n c_client = rancher.Client(url=c_url, token=token, verify=False)\n return c_client\n\n\ndef up(cluster, token):\n c_url = cluster.links['self'] + '/schemas'\n c_client = rancher.Client(url=c_url, token=token, verify=False)\n return c_client\n\n\ndef wait_state(client, obj, state, timeout=DEFAULT_TIMEOUT):\n wait_for(lambda: client.reload(obj).state == state, timeout)\n return client.reload(obj)\n\n\ndef wait_for_condition(client, resource, check_function, fail_handler=None,\n timeout=DEFAULT_TIMEOUT):\n start = time.time()\n resource = client.reload(resource)\n while not check_function(resource):\n if time.time() - start > timeout:\n exceptionMsg = 'Timeout waiting for ' + resource.baseType + \\\n ' to satisfy condition: ' + \\\n inspect.getsource(check_function)\n if fail_handler:\n exceptionMsg = exceptionMsg + fail_handler(resource)\n raise Exception(exceptionMsg)\n time.sleep(.5)\n resource = client.reload(resource)\n return resource\n\n\ndef wait_for(callback, timeout=DEFAULT_TIMEOUT, timeout_message=None):\n start = time.time()\n ret = callback()\n while ret is None or ret is False:\n time.sleep(.5)\n if time.time() - start > timeout:\n if timeout_message:\n raise Exception(timeout_message)\n else:\n raise Exception('Timeout waiting for condition')\n ret = callback()\n return ret\n\n\ndef random_name():\n return \"test\" + \"-\" + str(random_int(10000, 99999))\n\n\ndef create_project_and_ns(token, cluster, project_name=None, ns_name=None):\n client = get_client_for_token(token)\n p = create_project(client, cluster, project_name)\n c_client = get_cluster_client_for_token(cluster, token)\n ns = create_ns(c_client, cluster, p, ns_name)\n return p, ns\n\n\n\n ... [73 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0a1466d8bab50ddcdbbd51b7ac94f3df778f4c3c
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # Given a string containing just the characters '(', ')', '{', '}', '[' and ']', # determine if the input string is valid. # An input string is valid if: # Open brackets must be closed by the same type of brackets. # Open brackets must be closed in the correct order. # Note that an empty string is also considered valid. # Example 1: # Input: "()" # Output: true # Example 2: # Input: "()[]{}" # Output: true # Example 3: # Input: "(]" # Output: false # Example 4: # Input: "([)]" # Output: false # Example 5: # Input: "{[]}" # Output: true class Solution(object): def isValid(self, s): """ :type s: str :rtype: bool """ dict = {')':'(',']':'[','}':'{'} stack = [] for ch in s: if ch in dict.values(): stack.append(ch) elif ch in dict.keys(): if len(stack) == 0 or (stack.pop() != dict[ch]): return False return len(stack) == 0 def main(): s = Solution() print(s.isValid("()")) print(s.isValid("()[]{}")) print(s.isValid("(]")) print(s.isValid("([)]")) print(s.isValid("{[]}")) if __name__ == "__main__": main()
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Functions: isValid, main Classes: Solution This code demonstrates Pythoncode:Python programming.
|
advanced
|
machine_learning
|
code_explanation
|
Pythoncode:Python
| 2
| 1
| 1,195
| false
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Given a string containing just the characters '(', ')', '{', '}', '[' and ']', \n# determine if the input string is valid.\n\n# An input string is valid if:\n# Open brackets must be closed by the same type of brackets.\n# Open brackets must be closed in the correct order.\n# Note that an empty string is also considered valid.\n\n# Example 1:\n# Input: \"()\"\n# Output: true\n\n# Example 2:\n# Input: \"()[]{}\"\n# Output: true\n\n# Example 3:\n# Input: \"(]\"\n# Output: false\n\n# Example 4:\n# Input: \"([)]\"\n# Output: false\n\n# Example 5:\n# Input: \"{[]}\"\n# Output: true\n\nclass Solution(object):\n def isValid(self, s):\n \"\"\"\n :type s: str\n :rtype: bool\n \"\"\"\n dict = {')':'(',']':'[','}':'{'}\n stack = []\n for ch in s:\n if ch in dict.values():\n stack.append(ch)\n elif ch in dict.keys():\n if len(stack) == 0 or (stack.pop() != dict[ch]):\n return False\n return len(stack) == 0\n\ndef main():\n s = Solution()\n print(s.isValid(\"()\"))\n print(s.isValid(\"()[]{}\"))\n print(s.isValid(\"(]\"))\n print(s.isValid(\"([)]\"))\n print(s.isValid(\"{[]}\"))\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": " Functions: isValid, main\n Classes: Solution\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a148b5d990f7bb1b408caafa5a8cdf6862a40c6
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from flask import current_app from sqlalchemy.exc import InterfaceError from sqlalchemy.exc import OperationalError try: from ibutsu_server.db.model import Result IS_CONNECTED = True except ImportError: IS_CONNECTED = False def get_health(token_info=None, user=None): """Get a health report :rtype: Health """ return {"status": "OK", "message": "Service is running"} def get_database_health(token_info=None, user=None): """Get a health report for the database :rtype: Health """ response = ({"status": "Pending", "message": "Fetching service status"}, 200) # Try to connect to the database, and handle various responses try: if not IS_CONNECTED: response = ({"status": "Error", "message": "Incomplete database configuration"}, 500)
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Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Unterminated string literal at line 14 • SyntaxError: expected 'except' or 'finally' block at line 30 Fix: Add body to If block or use 'pass' statement
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intermediate
|
api
|
error_detection
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Pythoncode:Python
| 3
| 0
| 811
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom flask import current_app\nfrom sqlalchemy.exc import InterfaceError\nfrom sqlalchemy.exc import OperationalError\n\ntry:\n from ibutsu_server.db.model import Result\n\n IS_CONNECTED = True\nexcept ImportError:\n IS_CONNECTED = False\n\n\ndef get_health(token_info=None, user=None):\n \"\"\"Get a health report\n\n :rtype: Health\n \"\"\"\n return {\"status\": \"OK\", \"message\": \"Service is running\"}\n\n\ndef get_database_health(token_info=None, user=None):\n \"\"\"Get a health report for the database\n\n :rtype: Health\n \"\"\"\n response = ({\"status\": \"Pending\", \"message\": \"Fetching service status\"}, 200)\n # Try to connect to the database, and handle various responses\n try:\n if not IS_CONNECTED:\n response = ({\"status\": \"Error\", \"message\": \"Incomplete database configuration\"}, 500)"}, {"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 14\n \u2022 SyntaxError: expected 'except' or 'finally' block at line 30\n\n Fix: Add body to If block or use 'pass' statement"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
0a14fdb015437094dc2620963de3edb83ccea376
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: def ord_string(s): b = bytearray() arr = b.extend(map(ord, s)) return N.array([x for x in b] + [0]).astype(N.uint8) class TSNE(object): ... [2 more functiondefs truncated] ...
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Functions: ord_string Classes: TSNE This code demonstrates Pythoncode:Python programming.
|
beginner
|
ui
|
code_explanation
|
Pythoncode:Python
| 1
| 1
| 196
| false
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\ndef ord_string(s):\n b = bytearray()\n arr = b.extend(map(ord, s))\n return N.array([x for x in b] + [0]).astype(N.uint8)\n\nclass TSNE(object):\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: ord_string\n Classes: TSNE\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a14ffa87c6cf8cc2785c57c735fc9bf74a8348d
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # contains any CRUD not related to strictly editing users info and courses info from .views import admin
|
This code demonstrates Pythoncode:Python programming.
|
beginner
|
ui
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 105
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# contains any CRUD not related to strictly editing users info and courses info\nfrom .views import admin"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a15bb92f32c4317216e7f1662783bb4852671eb
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: def _convert_to_long_pathname(filename): buf = ctypes.create_unicode_buffer(MAX_PATH) if IS_PY2 or isinstance(filename, str): filename = filename.decode(getfilesystemencoding()) rv = GetLongPathName(filename, buf, MAX_PATH) if rv != 0 and rv <= MAX_PATH: filename = buf.value if IS_PY2: filename = filename.encode(getfilesystemencoding()) return filename def _convert_to_short_pathname(filename): buf = ctypes.create_unicode_buffer(MAX_PATH) if IS_PY2 and isinstance(filename, str): filename = filename.decode(getfilesystemencoding()) rv = GetShortPathName(filename, buf, MAX_PATH) if rv != 0 and rv <= MAX_PATH: filename = buf.value if IS_PY2: filename = filename.encode(getfilesystemencoding()) return filename def _get_path_with_real_case(filename): ret = convert_to_long_pathname(convert_to_short_pathname(filename)) # This doesn't handle the drive letter properly (it'll be unchanged). # Make sure the drive letter is always uppercase. if len(ret) > 1 and ret[1] == ':' and ret[0].islower(): return ret[0].upper() + ret[1:] return ret # Check that it actually works _get_path_with_real_case(__file__) except: # Something didn't quite work out, leave no-op conversions in place. if DebugInfoHolder.DEBUG_TRACE_LEVEL > 2: traceback.print_exc() else: convert_to_long_pathname = _convert_to_long_pathname convert_to_short_pathname = _convert_to_short_pathname get_path_with_real_case = _get_path_with_real_case elif IS_JYTHON and IS_WINDOWS: def get_path_with_real_case(filename): from java.io import File f = File(filename) ret = f.getCanonicalPath() if IS_PY2 and not isinstance(ret, str): return ret.encode(getfilesystemencoding()) return ret if IS_WINDOWS: if IS_JYTHON: def normcase(filename): return filename.lower() else: def normcase(filename): # `normcase` doesn't lower case on Python 2 for non-English locale, but Java # side does it, so we should do it manually. if '~' in filename: filename = convert_to_long_pathname(filename) filename = _os_normcase(filename) return filename.lower() else: def normcase(filename): return filename # no-op _ide_os = 'WINDOWS' if IS_WINDOWS else 'UNIX' ... [18 more functiondefs truncated] ...
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Error Analysis: Error Type: WRONG_OPERATOR Error: WRONG_OPERATOR Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 38 • Block at line 47 has no indented body Fix: Change operator back to correct one
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advanced
|
database
|
error_detection
|
Pythoncode:Python
| 7
| 0
| 2,767
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n def _convert_to_long_pathname(filename):\n buf = ctypes.create_unicode_buffer(MAX_PATH)\n\n if IS_PY2 or isinstance(filename, str):\n filename = filename.decode(getfilesystemencoding())\n rv = GetLongPathName(filename, buf, MAX_PATH)\n if rv != 0 and rv <= MAX_PATH:\n filename = buf.value\n\n if IS_PY2:\n filename = filename.encode(getfilesystemencoding())\n return filename\n\n def _convert_to_short_pathname(filename):\n buf = ctypes.create_unicode_buffer(MAX_PATH)\n\n if IS_PY2 and isinstance(filename, str):\n filename = filename.decode(getfilesystemencoding())\n rv = GetShortPathName(filename, buf, MAX_PATH)\n if rv != 0 and rv <= MAX_PATH:\n filename = buf.value\n\n if IS_PY2:\n filename = filename.encode(getfilesystemencoding())\n return filename\n\n def _get_path_with_real_case(filename):\n ret = convert_to_long_pathname(convert_to_short_pathname(filename))\n # This doesn't handle the drive letter properly (it'll be unchanged).\n # Make sure the drive letter is always uppercase.\n if len(ret) > 1 and ret[1] == ':' and ret[0].islower():\n return ret[0].upper() + ret[1:]\n return ret\n\n # Check that it actually works\n _get_path_with_real_case(__file__)\n except:\n # Something didn't quite work out, leave no-op conversions in place.\n if DebugInfoHolder.DEBUG_TRACE_LEVEL > 2:\n traceback.print_exc()\n else:\n convert_to_long_pathname = _convert_to_long_pathname\n convert_to_short_pathname = _convert_to_short_pathname\n get_path_with_real_case = _get_path_with_real_case\n\n\nelif IS_JYTHON and IS_WINDOWS:\n\n def get_path_with_real_case(filename):\n from java.io import File\n f = File(filename)\n ret = f.getCanonicalPath()\n if IS_PY2 and not isinstance(ret, str):\n return ret.encode(getfilesystemencoding())\n return ret\n\n\nif IS_WINDOWS:\n\n if IS_JYTHON:\n\n def normcase(filename):\n return filename.lower()\n\n else:\n\n def normcase(filename):\n # `normcase` doesn't lower case on Python 2 for non-English locale, but Java\n # side does it, so we should do it manually.\n if '~' in filename:\n filename = convert_to_long_pathname(filename)\n\n filename = _os_normcase(filename)\n return filename.lower()\n\nelse:\n\n def normcase(filename):\n return filename # no-op\n\n_ide_os = 'WINDOWS' if IS_WINDOWS else 'UNIX'\n\n\n\n ... [18 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Error: WRONG_OPERATOR\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 38\n \u2022 Block at line 47 has no indented body\n\n Fix: Change operator back to correct one"}]
| true
|
logical
|
WRONG_OPERATOR
|
CRITICAL
|
0a1872d6c1f83595585a8fcb3b624041de25bbab
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: import os import socket from random import randint from src import Constants from src.Constants import Network from src.networking import NetworkPackets, Actions from src.networking.Client import Client from src.utils.DH_Encryption import Encryption from src.utils.Enum import Enum class SessionManager: """ This class is responsible for dealing with any flow of net msgs. """ def __init__(self): address = (Network.SERVER_IP, Network.SERVER_PORT) self.client = Client(str(socket.gethostname()), address) self.val = self.client.connect() if not self.val: Network.IS_ONLINE = False def go_crypto(self): msg = NetworkPackets.split(self.client.receive()) g = int(msg[1]) n = int(msg[2]) g_pow_a_mod_n = int(msg[3]) crypto = Encryption(g, n) crypto.get_full_key(g_pow_a_mod_n) self.client.send(NetworkPackets.assemble(NetworkPackets.NetLogicIncomes.CONNECT.value, str(crypto.get_partial_key()))) self.client.crypto = crypto def gen_id(self) -> str: num = str(randint(1, 9999)) num = num.zfill(4) return num def open_id_file(self): try: open(Constants.Files.ID, 'r+').close() except FileNotFoundError: open(Constants.Files.ID, 'x').close() finally: file = open(Constants.Files.ID, 'r+') return file def sync(self): """ This function contains the full process of the sync phase. """ if Network.IS_ONLINE: self.go_crypto() num = "" file = self.open_id_file() if os.path.getsize(Constants.Files.ID) == 0: # Empty is_valid = False while not is_valid: num = self.gen_id() self.client.send(NetworkPackets.assemble("COMPUTER", "ID_VAL", num)) msg = NetworkPackets.split(self.client.receive()) is_valid = msg[0] == NetworkPackets.NetLogicIncomes.VALID.value file.write(num) else: is_valid = False num = file.read() while not is_valid: self.client.send(NetworkPackets.assemble("COMPUTER", "ID_VAL", num)) msg = NetworkPackets.split(self.client.receive()) is_valid = msg[0] == NetworkPackets.NetLogicIncomes.VALID.value if not is_valid: num = self.gen_id() if num != file.read(): file.close() os.remove(Constants.Files.ID) file = self.open_id_file() file.write(num) file.close() ... [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 14 Invalid syntax at line 88: ... [2 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 38 Unexpected indentation at line 39 Unexpected indentation at line 44 Unexpected indentation at line 46 Unexpected indentation at line 48 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 71 Unexpected indentation at line 72 Unexpected indentation at line 74 Unexpected indentation at line 75 Unexpected indentation at line 76 Unexpected indentation at line 81 Unexpected indentation at line 82 Unexpected indentation at line 83 ✨ 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
|
machine_learning
|
code_review
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Pythoncode:Python
| 5
| 1
| 2,891
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport os\nimport socket\nfrom random import randint\n\nfrom src import Constants\nfrom src.Constants import Network\nfrom src.networking import NetworkPackets, Actions\nfrom src.networking.Client import Client\nfrom src.utils.DH_Encryption import Encryption\nfrom src.utils.Enum import Enum\n\n\nclass SessionManager:\n \"\"\"\n This class is responsible for dealing with any flow of net msgs.\n \"\"\"\n\n def __init__(self):\n address = (Network.SERVER_IP, Network.SERVER_PORT)\n self.client = Client(str(socket.gethostname()), address)\n self.val = self.client.connect()\n if not self.val:\n Network.IS_ONLINE = False\n\n def go_crypto(self):\n msg = NetworkPackets.split(self.client.receive())\n g = int(msg[1])\n n = int(msg[2])\n g_pow_a_mod_n = int(msg[3])\n crypto = Encryption(g, n)\n crypto.get_full_key(g_pow_a_mod_n)\n self.client.send(NetworkPackets.assemble(NetworkPackets.NetLogicIncomes.CONNECT.value,\n str(crypto.get_partial_key())))\n self.client.crypto = crypto\n\n def gen_id(self) -> str:\n num = str(randint(1, 9999))\n num = num.zfill(4)\n return num\n\n def open_id_file(self):\n try:\n open(Constants.Files.ID, 'r+').close()\n except FileNotFoundError:\n open(Constants.Files.ID, 'x').close()\n finally:\n file = open(Constants.Files.ID, 'r+')\n return file\n\n def sync(self):\n \"\"\"\n This function contains the full process of the sync phase.\n \"\"\"\n if Network.IS_ONLINE:\n self.go_crypto()\n num = \"\"\n file = self.open_id_file()\n\n if os.path.getsize(Constants.Files.ID) == 0: # Empty\n is_valid = False\n while not is_valid:\n num = self.gen_id()\n self.client.send(NetworkPackets.assemble(\"COMPUTER\", \"ID_VAL\", num))\n msg = NetworkPackets.split(self.client.receive())\n is_valid = msg[0] == NetworkPackets.NetLogicIncomes.VALID.value\n\n file.write(num)\n\n else:\n is_valid = False\n num = file.read()\n while not is_valid:\n self.client.send(NetworkPackets.assemble(\"COMPUTER\", \"ID_VAL\", num))\n msg = NetworkPackets.split(self.client.receive())\n is_valid = msg[0] == NetworkPackets.NetLogicIncomes.VALID.value\n if not is_valid:\n num = self.gen_id()\n\n if num != file.read():\n file.close()\n os.remove(Constants.Files.ID)\n file = self.open_id_file()\n file.write(num)\n\n file.close()\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 14\n Invalid syntax at line 88: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 38\n Unexpected indentation at line 39\n Unexpected indentation at line 44\n Unexpected indentation at line 46\n Unexpected indentation at line 48\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\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 76\n Unexpected indentation at line 81\n Unexpected indentation at line 82\n Unexpected indentation at line 83\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 |
0a19d381c903a0542a3789f5f4dbe06b87e43247
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: # source: resource_requirements.proto import sys
|
beginner
|
ui
|
incomplete_code
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Pythoncode:Python
| 0
| 0
| 72
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Generated by the protocol buffer compiler. DO\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# source: resource_requirements.proto\n\nimport sys"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a1a359a4636f368d0f28057e4bf1af274c7fb79
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from __future__ import absolute_import, division, print_function import pytest import json import asyncio import stripe import urllib3 from stripe import six, util from async_stripe.http_client import TornadoAsyncHTTPClient class StripeClientTestCase(object): REQUEST_LIBRARIES = ["AsyncHTTPClient"] @pytest.fixture def request_mocks(self, mocker): request_mocks = {} for lib in self.REQUEST_LIBRARIES: request_mocks[lib] = mocker.patch("async_stripe.http_client.%s" % (lib,)) return request_mocks class TestNewDefaultHttpClient(StripeClientTestCase): @pytest.fixture(autouse=True) def setup_warnings(self, request_mocks): original_filters = stripe.http_client.warnings.filters[:] stripe.http_client.warnings.simplefilter("ignore") yield stripe.http_client.warnings.filters = original_filters def check_default(self, none_libs, expected): for lib in none_libs: setattr(stripe.http_client, lib, None) inst = stripe.http_client.new_default_http_client() assert isinstance(inst, expected) # Complete this line self.check_default((), TornadoAsyncHTTPClient) class TestRetrySleepTimeDefaultHttpClient(StripeClientTestCase): from contextlib import contextmanager def assert_sleep_times(self, client, expected): until = len(expected) actual = list( map(lambda i: client._sleep_time_seconds(i + 1), range(until)) ) assert expected == actual @contextmanager def mock_max_delay(self, new_value): original_value = stripe.http_client.HTTPClient.MAX_DELAY stripe.http_client.HTTPClient.MAX_DELAY = new_value try: yield self finally: stripe.http_client.HTTPClient.MAX_DELAY = original_value def test_sleep_time_exponential_back_off(self): client = stripe.http_client.new_default_http_client() client._add_jitter_time = lambda t: t with self.mock_max_delay(10): self.assert_sleep_times(client, [0.5, 1.0, 2.0, 4.0, 8.0]) def test_initial_delay_as_minimum(self): client = stripe.http_client.new_default_http_client() client._add_jitter_time = lambda t: t * 0.001 initial_delay = stripe.http_client.HTTPClient.INITIAL_DELAY self.assert_sleep_times(client, [initial_delay] * 5) def test_maximum_delay(self): client = stripe.http_client.new_default_http_client() client._add_jitter_time = lambda t: t max_delay = stripe.http_client.HTTPClient.MAX_DELAY expected = [0.5, 1.0, max_delay, max_delay, max_delay] self.assert_sleep_times(client, expected) ... [29 more functiondefs truncated] ...
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The missing line is: def test_new_default_http_client_tornado(self):
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advanced
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testing
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fill_in_the_blank
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Pythoncode:Python
| 9
| 3
| 2,808
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom __future__ import absolute_import, division, print_function\n\nimport pytest\nimport json\nimport asyncio\n\nimport stripe\nimport urllib3\nfrom stripe import six, util\n\nfrom async_stripe.http_client import TornadoAsyncHTTPClient\n\n\nclass StripeClientTestCase(object):\n REQUEST_LIBRARIES = [\"AsyncHTTPClient\"]\n\n @pytest.fixture\n def request_mocks(self, mocker):\n request_mocks = {}\n for lib in self.REQUEST_LIBRARIES:\n request_mocks[lib] = mocker.patch(\"async_stripe.http_client.%s\" % (lib,))\n return request_mocks\n\n\nclass TestNewDefaultHttpClient(StripeClientTestCase):\n @pytest.fixture(autouse=True)\n def setup_warnings(self, request_mocks):\n original_filters = stripe.http_client.warnings.filters[:]\n stripe.http_client.warnings.simplefilter(\"ignore\")\n yield\n stripe.http_client.warnings.filters = original_filters\n\n def check_default(self, none_libs, expected):\n for lib in none_libs:\n setattr(stripe.http_client, lib, None)\n\n inst = stripe.http_client.new_default_http_client()\n\n assert isinstance(inst, expected)\n\n # Complete this line\n self.check_default((), TornadoAsyncHTTPClient)\n\n \n\n\nclass TestRetrySleepTimeDefaultHttpClient(StripeClientTestCase):\n from contextlib import contextmanager\n\n def assert_sleep_times(self, client, expected):\n until = len(expected)\n actual = list(\n map(lambda i: client._sleep_time_seconds(i + 1), range(until))\n )\n assert expected == actual\n\n @contextmanager\n def mock_max_delay(self, new_value):\n original_value = stripe.http_client.HTTPClient.MAX_DELAY\n stripe.http_client.HTTPClient.MAX_DELAY = new_value\n try:\n yield self\n finally:\n stripe.http_client.HTTPClient.MAX_DELAY = original_value\n\n def test_sleep_time_exponential_back_off(self):\n client = stripe.http_client.new_default_http_client()\n client._add_jitter_time = lambda t: t\n with self.mock_max_delay(10):\n self.assert_sleep_times(client, [0.5, 1.0, 2.0, 4.0, 8.0])\n\n def test_initial_delay_as_minimum(self):\n client = stripe.http_client.new_default_http_client()\n client._add_jitter_time = lambda t: t * 0.001\n initial_delay = stripe.http_client.HTTPClient.INITIAL_DELAY\n self.assert_sleep_times(client, [initial_delay] * 5)\n\n def test_maximum_delay(self):\n client = stripe.http_client.new_default_http_client()\n client._add_jitter_time = lambda t: t\n max_delay = stripe.http_client.HTTPClient.MAX_DELAY\n expected = [0.5, 1.0, max_delay, max_delay, max_delay]\n self.assert_sleep_times(client, expected)\n\n\n ... [29 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n def test_new_default_http_client_tornado(self):"}]
| false
| null | null | null |
0a1b13a3f3b068eb65d58c46e8bda2b6889a1fef
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: """\ Provides html file visualization of a json dataset """ import json import subprocess class JsonVis: def _open_list(self): self.instructions.append(('open_list', None)) def _list_item(self, data): self.instructions.append(('list_item', str(data))) def _horiz_rule(self): self.instructions.append(('horiz_rule', None)) def _close_list(self): self.instructions.append(('close_list', None)) def _iterate(self, data: iter): if isinstance(data, dict): for key, value in data.items(): self._iterate(key) self._open_list() self._iterate(value) self._close_list() elif isinstance(data, list): self._open_list() for item in data: self._iterate(item) self._horiz_rule() self._close_list() else: self._list_item(data) def download(self, url: str): """ Store a python dictionary generated from json data at <url> in self.data. Returns self. """ data = subprocess.run( f"curl '{url}'", # Quotes required around url for URL parameters stdout=subprocess.PIPE, shell=True ).stdout self.data = json.loads(data) return self def make_instructions(self): """ Take self.data and return a list of instructions about its html visualization that is parsed by json.html. """ self.instructions = [] self._open_list() self._iterate(self.data) self._close_list() return self.instructions
|
Code analysis results: 🔴 Errors found: Unterminated string literal at line 1 ⚠️ Warnings: Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 💡 Suggestions: Add closing quote at line 1 Add docstring to class 'JsonVis'
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advanced
|
ui
|
debugging
|
Pythoncode:Python
| 7
| 1
| 1,685
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\"\"\"\\\nProvides html file visualization of a json dataset\n\"\"\"\nimport json\nimport subprocess\n\n\nclass JsonVis:\n def _open_list(self):\n self.instructions.append(('open_list', None))\n\n def _list_item(self, data):\n self.instructions.append(('list_item', str(data)))\n\n def _horiz_rule(self):\n self.instructions.append(('horiz_rule', None))\n\n def _close_list(self):\n self.instructions.append(('close_list', None))\n\n def _iterate(self, data: iter):\n if isinstance(data, dict):\n for key, value in data.items():\n self._iterate(key)\n self._open_list()\n self._iterate(value)\n self._close_list()\n elif isinstance(data, list):\n self._open_list()\n for item in data:\n self._iterate(item)\n self._horiz_rule()\n self._close_list()\n else:\n self._list_item(data)\n\n def download(self, url: str):\n \"\"\"\n Store a python dictionary generated from json data at <url> in\n self.data. Returns self.\n \"\"\"\n data = subprocess.run(\n f\"curl '{url}'\", # Quotes required around url for URL parameters\n stdout=subprocess.PIPE,\n shell=True\n ).stdout\n self.data = json.loads(data)\n return self\n\n def make_instructions(self):\n \"\"\"\n Take self.data and return a list of instructions about its html\n visualization that is parsed by json.html.\n \"\"\"\n self.instructions = []\n self._open_list()\n self._iterate(self.data)\n self._close_list()\n return self.instructions"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 1\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 1\n Add docstring to class 'JsonVis'"}]
| false
| null | null | null |
0a1ba6256767aa29fb3040084aca24a7cb8fa6a0
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import sys from PyQt5 import QtGui from PyQt5.QtCore import QEvent, QPoint, Qt from PyQt5.QtGui import QIcon from PyQt5.QtWidgets import (QApplication, QDialog, QGroupBox, QMainWindow, QTabWidget, QVBoxLayout, QWidget) from sim2d_game_analyzer.fmdb_tab import FMDBTab class MainWindow(QMainWindow): title = "Sim2d Game Analyzer" top = 500 left = 100 width = 70*4 height = 130*4 # Complete this line QMainWindow.__init__(self) self.setGeometry(self.screen().geometry()) self.setWindowTitle(self.title) self.setWindowIcon(QIcon("sim2d_game_analyzer/figures/icon.png")) vbox = QVBoxLayout() tabWidget = QTabWidget() tabWidget.setFont(QtGui.QFont("Sanserif", 12)) self.fmdb_tab = FMDBTab() tabWidget.addTab(self.fmdb_tab, FMDBTab.NAME) vbox.addWidget(tabWidget) wid = QWidget(self) self.setCentralWidget(wid) wid.setLayout(vbox) if __name__ == "__main__": app = QApplication(sys.argv) mainwindow = MainWindow() sys.exit(app.exec())
|
The missing line is: def __init__(self):
|
advanced
|
ui
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fill_in_the_blank
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Pythoncode:Python
| 1
| 1
| 1,104
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport sys\n\nfrom PyQt5 import QtGui\nfrom PyQt5.QtCore import QEvent, QPoint, Qt\nfrom PyQt5.QtGui import QIcon\nfrom PyQt5.QtWidgets import (QApplication, QDialog, QGroupBox, QMainWindow,\n QTabWidget, QVBoxLayout, QWidget)\n\nfrom sim2d_game_analyzer.fmdb_tab import FMDBTab\n\n\nclass MainWindow(QMainWindow):\n title = \"Sim2d Game Analyzer\"\n top = 500\n left = 100\n width = 70*4\n height = 130*4\n\n # Complete this line\n QMainWindow.__init__(self)\n self.setGeometry(self.screen().geometry())\n self.setWindowTitle(self.title)\n self.setWindowIcon(QIcon(\"sim2d_game_analyzer/figures/icon.png\"))\n vbox = QVBoxLayout()\n tabWidget = QTabWidget()\n\n tabWidget.setFont(QtGui.QFont(\"Sanserif\", 12))\n self.fmdb_tab = FMDBTab()\n tabWidget.addTab(self.fmdb_tab, FMDBTab.NAME)\n vbox.addWidget(tabWidget)\n wid = QWidget(self)\n self.setCentralWidget(wid)\n wid.setLayout(vbox)\n\n\nif __name__ == \"__main__\":\n app = QApplication(sys.argv)\n mainwindow = MainWindow()\n sys.exit(app.exec())"}, {"role": "assistant", "content": "The missing line is:\n def __init__(self):"}]
| false
| null | null | null |
0a1ba6be1f357556fe2a856981f28ab99cb28a6a
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # pip install openpyxl # pip install cuid import os.path import json import datetime from openpyxl import load_workbook import cuid # https://github.com/necaris/cuid.py - create uuid's in the format that graphcool expects class Sheet: "Data container object to hold the contents of one sheet within an excel spreadsheet" def __init__(self, name, titles=None, rows=None): self.name = name self.titles = titles or [] self.rows = rows or [] def convert_row_to_dict(titles, row): data = {} for (i, cell) in enumerate(row): if cell.Value is not None: data[titles[i]] = str(cell.value) return data def convert_xlsx(xlsx_file): """Convert the given XLSX spreadsheet to iterable of Sheet objects, in which row has been converted into a dictionary""" work_book = load_workbook(filename=xlsx_file, read_only=True, data_only=True) for sheet in work_book: rows = [x for x in sheet.iter_rows()] if rows:
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 8 • IndentationError at line 35 Fix: Complete the truncated code structure
|
advanced
|
api
|
error_detection
|
Pythoncode:Python
| 12
| 1
| 1,001
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# pip install openpyxl\n# pip install cuid\nimport os.path\nimport json\nimport datetime\n\nfrom openpyxl import load_workbook\nimport cuid # https://github.com/necaris/cuid.py - create uuid's in the format that graphcool expects\n\n\nclass Sheet:\n \"Data container object to hold the contents of one sheet within an excel spreadsheet\"\n\n def __init__(self, name, titles=None, rows=None):\n self.name = name\n self.titles = titles or []\n self.rows = rows or []\n\n\ndef convert_row_to_dict(titles, row):\n data = {}\n for (i, cell) in enumerate(row):\n if cell.Value is not None:\n data[titles[i]] = str(cell.value)\n return data\n\n\ndef convert_xlsx(xlsx_file):\n \"\"\"Convert the given XLSX spreadsheet to iterable of Sheet objects,\n in which row has been converted into a dictionary\"\"\"\n work_book = load_workbook(filename=xlsx_file, read_only=True, data_only=True)\n for sheet in work_book:\n rows = [x for x in sheet.iter_rows()]\n if rows:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unterminated string literal at line 8\n \u2022 IndentationError at line 35\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a1bf05862b9f835d8a239dbc4e6161e02b46036
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import os import sys from lxml import html import pathlib import json import m3u8 from seleniumwire import webdriver from selenium.common.exceptions import TimeoutException, NoSuchElementException from selenium.webdriver.firefox.options import Options as FirefoxOptions def blockPrint(): sys.stdout = open(os.devnull, 'w') # Restore def enablePrint(): sys.stdout = sys.__stdout__ class OriginChannels(): def __init__(self, fhdhr, origin): self.fhdhr = fhdhr self.origin = origin self.cache_dir = self.fhdhr.config.dict["filedir"]["epg_cache"]["origin"]["top"] self.m3ucache = pathlib.Path(self.cache_dir).joinpath('m3ucache.json') self.cached_m3u = {} self.load_m3u_cache() def load_m3u_cache(self): if os.path.isfile(self.m3ucache): self.fhdhr.logger.info("Loading Previously Saved Channel m3u.") with open(self.m3ucache, 'r') as m3ufile: self.cached_m3u = json.load(m3ufile) def save_m3u_cache(self): self.fhdhr.logger.info("Saving Channel m3u cache.") with open(self.m3ucache, 'w') as m3ufile: m3ufile.write(json.dumps(self.cached_m3u, indent=4)) def get_channels(self): channel_list = [] chan_names, chan_urls = self.scrape_channels() chan_number_index = 1
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Block at line 21 has no indented body Fix: Complete the truncated code structure
|
advanced
|
database
|
error_detection
|
Pythoncode:Python
| 8
| 1
| 1,346
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os\nimport sys\nfrom lxml import html\nimport pathlib\nimport json\nimport m3u8\n\nfrom seleniumwire import webdriver\nfrom selenium.common.exceptions import TimeoutException, NoSuchElementException\nfrom selenium.webdriver.firefox.options import Options as FirefoxOptions\n\ndef blockPrint():\n sys.stdout = open(os.devnull, 'w')\n\n\n# Restore\ndef enablePrint():\n sys.stdout = sys.__stdout__\n\n\nclass OriginChannels():\n\n def __init__(self, fhdhr, origin):\n self.fhdhr = fhdhr\n self.origin = origin\n\n self.cache_dir = self.fhdhr.config.dict[\"filedir\"][\"epg_cache\"][\"origin\"][\"top\"]\n self.m3ucache = pathlib.Path(self.cache_dir).joinpath('m3ucache.json')\n\n self.cached_m3u = {}\n self.load_m3u_cache()\n\n def load_m3u_cache(self):\n if os.path.isfile(self.m3ucache):\n self.fhdhr.logger.info(\"Loading Previously Saved Channel m3u.\")\n with open(self.m3ucache, 'r') as m3ufile:\n self.cached_m3u = json.load(m3ufile)\n\n def save_m3u_cache(self):\n self.fhdhr.logger.info(\"Saving Channel m3u cache.\")\n with open(self.m3ucache, 'w') as m3ufile:\n m3ufile.write(json.dumps(self.cached_m3u, indent=4))\n\n def get_channels(self):\n channel_list = []\n\n chan_names, chan_urls = self.scrape_channels()\n\n chan_number_index = 1"}, {"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 Block at line 21 has no indented body\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a1c12c2f6792d992cfb44ac67b60bca865f920c
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import pygame import shared class Explosion(): def __init__(self, images:list, centre:tuple, key:str) -> None: ''' Class variables. key: 'sm', 'lg', 'player ''' self.images = images # list of 8 images self.centre = centre # use for all frames self.key = key # key used later self.image = images[key][0] # set to first image in the sequence self.rect = self.image.get_rect() # define rectangle from image size self.rect.center = self.centre # set centre for all frames self.frame = 0 # no of first frame self.time_passed = 0 # set timer to 0 self.frame_rate = 0.1 # 8 images played at 1 frame per 0.1 secs = 0.8 seconds self.active = True def update(self, dt): self.time_passed += dt if self.time_passed >= self.frame_rate: # 0.1 seconds has passed self.time_passed = 0 # reset timer self.frame += 1 # increase frame number if self.frame >= len(self.images[self.key]): # check if end of list? self.active = False # animation finished else: self.image = self.images[self.key][self.frame] # next frame self.rect = self.image.get_rect() # new rectangle self.rect.center = self.centre # set centre to parameter value return self.active def draw(self):
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Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • Unterminated string literal at line 6 • Block at line 32 has no body - expected indented block • IndentationError at line 32 Fix: Complete the function 'draw' body and add missing return
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advanced
|
oop
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error_detection
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Pythoncode:Python
| 3
| 1
| 1,303
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport pygame\r\nimport shared\r\n\r\nclass Explosion():\r\n\tdef __init__(self, images:list, centre:tuple, key:str) -> None:\r\n\t\t''' Class variables. key: 'sm', 'lg', 'player '''\r\n\t\tself.images = images\t\t\t\t# list of 8 images\r\n\t\tself.centre = centre\t\t\t\t# use for all frames\r\n\t\tself.key = key\t\t\t\t\t\t# key used later\r\n\t\tself.image = images[key][0] \t\t# set to first image in the sequence\r\n\t\tself.rect = self.image.get_rect()\t# define rectangle from image size\r\n\t\tself.rect.center = self.centre\t\t# set centre for all frames\r\n\t\tself.frame = 0\t\t\t\t\t\t# no of first frame\r\n\t\tself.time_passed = 0\t\t\t\t# set timer to 0\r\n\t\tself.frame_rate = 0.1 \t\t\t\t# 8 images played at 1 frame per 0.1 secs = 0.8 seconds\r\n\t\tself.active = True\r\n\r\n\tdef update(self, dt):\r\n\t\tself.time_passed += dt\r\n\t\tif self.time_passed >= self.frame_rate:\t\t\t\t\t# 0.1 seconds has passed\r\n\t\t\tself.time_passed = 0\t\t\t\t\t\t\t\t# reset timer\r\n\t\t\tself.frame += 1\t\t\t\t\t\t\t\t\t\t# increase frame number\r\n\t\t\tif self.frame >= len(self.images[self.key]):\t\t# check if end of list?\r\n\t\t\t\tself.active = False\t\t\t\t\t\t\t\t# animation finished\r\n\t\t\telse:\r\n\t\t\t\tself.image = self.images[self.key][self.frame] \t# next frame\r\n\t\t\t\tself.rect = self.image.get_rect()\t\t\t\t# new rectangle\r\n\t\t\t\tself.rect.center = self.centre\t\t\t\t\t# set centre to parameter value\r\n\r\n\t\treturn self.active\r\n\r\n\tdef draw(self):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Detected Errors:\n \u2022 Unterminated string literal at line 6\n \u2022 Block at line 32 has no body - expected indented block\n \u2022 IndentationError at line 32\n\n Fix: Complete the function 'draw' body and add missing return"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
0a1cc533cda21da8b86ba8309652b8179ef12637
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import sys import threading import logging import time class BaseStrategy(object): """Implements threshold-interval based flow control. The overall goal is to trap the flow of apps from the workflow, measure it and redirect it the appropriate executors for processing. This is based on the following logic: .. code-block:: none BEGIN (INTERVAL, THRESHOLD, callback) : start = current_time() while (current_time()-start < INTERVAL) : count = get_events_since(start) if count >= THRESHOLD : break callback() This logic ensures that the callbacks are activated with a maximum delay of `interval` for systems with infrequent events as well as systems which would generate large bursts of events. Once a callback is triggered, the callback generally runs a strategy method on the sites available as well asqeuque TODO: When the debug logs are enabled this module emits duplicate messages. This issue needs more debugging. What I've learnt so far is that the duplicate messages are present only when the timer thread is started, so this could be from a duplicate logger being added by the thread. """ def __init__(self, *args, threshold=20, interval=5): """Initialize the flowcontrol object. We start the timer thread here Parameters ---------- # Complete this line - interval (int) : seconds after which timer expires """ self.interchange = None self.threshold = threshold self.interval = interval self.cb_args = args self.callback = self.strategize self._handle = None self._event_count = 0 self._event_buffer = [] self._wake_up_time = time.time() + 1 self._kill_event = threading.Event() self._thread = threading.Thread(target=self._wake_up_timer, args=(self._kill_event,)) self._thread.daemon = True def start(self, interchange): """Actually start the strategy Parameters ---------- interchange: funcx.executors.high_throughput.interchange.Interchange Interchange to bind the strategy to """ self.interchange = interchange if hasattr(interchange.config, 'provider'): logger.debug("Strategy bounds-> init:{}, min:{}, max:{}".format( interchange.config.provider.init_blocks, interchange.config.provider.min_blocks, interchange.config.provider.max_blocks)) self._thread.start() def strategize(self, *args, **kwargs): """ Strategize is called everytime the threshold or the interval is hit """ logger.debug("Strategize called with {} {}".format(args, kwargs)) ... [9 more functiondefs truncated] ...
|
The missing line is: - threshold (int) : Tasks after which the callback is triggered
|
advanced
|
database
|
fill_in_the_blank
|
Pythoncode:Python
| 3
| 1
| 2,948
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport sys\nimport threading\nimport logging\nimport time\n\nclass BaseStrategy(object):\n \"\"\"Implements threshold-interval based flow control.\n\n The overall goal is to trap the flow of apps from the\n workflow, measure it and redirect it the appropriate executors for\n processing.\n\n This is based on the following logic:\n\n .. code-block:: none\n\n BEGIN (INTERVAL, THRESHOLD, callback) :\n start = current_time()\n\n while (current_time()-start < INTERVAL) :\n count = get_events_since(start)\n if count >= THRESHOLD :\n break\n\n callback()\n\n This logic ensures that the callbacks are activated with a maximum delay\n of `interval` for systems with infrequent events as well as systems which would\n generate large bursts of events.\n\n Once a callback is triggered, the callback generally runs a strategy\n method on the sites available as well asqeuque\n\n TODO: When the debug logs are enabled this module emits duplicate messages.\n This issue needs more debugging. What I've learnt so far is that the duplicate\n messages are present only when the timer thread is started, so this could be\n from a duplicate logger being added by the thread.\n \"\"\"\n\n def __init__(self, *args, threshold=20, interval=5):\n \"\"\"Initialize the flowcontrol object.\n\n We start the timer thread here\n Parameters\n ----------\n # Complete this line\n - interval (int) : seconds after which timer expires\n\n \"\"\"\n self.interchange = None\n self.threshold = threshold\n self.interval = interval\n\n self.cb_args = args\n self.callback = self.strategize\n self._handle = None\n self._event_count = 0\n self._event_buffer = []\n self._wake_up_time = time.time() + 1\n self._kill_event = threading.Event()\n self._thread = threading.Thread(target=self._wake_up_timer, args=(self._kill_event,))\n self._thread.daemon = True\n\n def start(self, interchange):\n \"\"\"Actually start the strategy\n Parameters\n ----------\n interchange: funcx.executors.high_throughput.interchange.Interchange\n Interchange to bind the strategy to\n \"\"\"\n self.interchange = interchange\n if hasattr(interchange.config, 'provider'):\n logger.debug(\"Strategy bounds-> init:{}, min:{}, max:{}\".format(\n interchange.config.provider.init_blocks,\n interchange.config.provider.min_blocks,\n interchange.config.provider.max_blocks))\n self._thread.start()\n\n def strategize(self, *args, **kwargs):\n \"\"\" Strategize is called everytime the threshold or the interval is hit\n \"\"\"\n logger.debug(\"Strategize called with {} {}\".format(args, kwargs))\n\n\n ... [9 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n - threshold (int) : Tasks after which the callback is triggered"}]
| false
| null | null | null |
0a1e22f8f6e931aec05c9d718e0438f67bfcceaf
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import torch import torchvision import matplotlib import matplotlib.pyplot as plt from PIL import Image from captum.attr import GuidedGradCam, GuidedBa
|
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
|
ui
|
error_detection
|
Pythoncode:Python
| 0
| 0
| 151
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport torch\nimport torchvision\nimport matplotlib\nimport matplotlib.pyplot as plt\nfrom PIL import Image\nfrom captum.attr import GuidedGradCam, GuidedBa"}, {"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
|
0a1e3877d30a492ceb0b5445e7d1d835bd228d55
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: from collections import namedtuple
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
beginner
|
general
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 35
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom collections import namedtuple"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0a1e494933ae306f17bb20205df33acd66dcd6cb
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: #!/usr/bin/python # # Copyright 2020 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. def SetPreamble(preamble): global PREAMBLE PREAMBLE = preamble def SetProject(project): global PROJECT PROJECT = project def SetDbConnection(connection): global DB_CONNECTION DB_CONNECTION = connection def EnsureAuthenticatedUser(): global USER_AUTHENTICATED global PROJECT if USER_AUTHENTICATED: return auth.authenticate_user() if PROJECT is None: print("Please enter project_id to use for BigQuery queries.") PROJECT = input() print("project_id is set to %s" % PROJECT) print("You can change it with logica.colab_logica.SetProject command.") USER_AUTHENTICATED = True def SetTabulatedOutput(tabulated_output): global TABULATED_OUTPUT global SHOW_FULL_QUERY TABULATED_OUTPUT = tabulated_output SHOW_FULL_QUERY = TABULATED_OUTPUT if not WIDGETS_IMPORTED: SetTabulatedOutput(False) def TabBar(*args): """Returns a real TabBar or a mock. Useful for UIs that don't support JS.""" if TABULATED_OUTPUT: return widgets.TabBar(*args) class MockTab: def __init__(self): pass def __enter__(self): pass def __exit__(self, *x): pass class MockTabBar: def __init__(self): pass def output_to(self, x): return MockTab()
|
return MockTabBar() @register_cell_magic def logica(line, cell): Logica(line, cell, run_query=True) def ParseList(line): line = line.strip() if not line: predicates = [] else: predicates = [p.strip() for p in line.split(',')] return predicates def RunSQL(sql, engine, connection=None, is_final=False): if engine == 'bigquery': client = bigquery.Client(project=PROJECT) return client.query(sql).to_dataframe() elif engine == 'psql': if is_final: return pandas.read_sql(sql, connection) else: return connection.execute(sql) elif engine == 'sqlite': statements = parse.SplitRaw(sql, ';') connection.executescript(sql) if is_final: return pandas.read_sql(statements[-1], connection) else: pass return None else: raise Exception('Logica only supports BigQuery, PostgreSQL and SQLite ' 'for now.') class SqliteRunner(object): def __init__(self): self.connection = sqlite3_logica.SqliteConnect() # TODO: Sqlite runner should not be accepting an engine. ... [7 more functiondefs truncated] ...
|
advanced
|
api
|
code_completion
|
Pythoncode:Python
| 15
| 3
| 2,977
| false
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/python\n#\n# Copyright 2020 Google LLC\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\ndef SetPreamble(preamble):\n global PREAMBLE\n PREAMBLE = preamble\n\ndef SetProject(project):\n global PROJECT\n PROJECT = project\n\ndef SetDbConnection(connection):\n global DB_CONNECTION\n DB_CONNECTION = connection\n\ndef EnsureAuthenticatedUser():\n global USER_AUTHENTICATED\n global PROJECT\n if USER_AUTHENTICATED:\n return\n auth.authenticate_user()\n if PROJECT is None:\n print(\"Please enter project_id to use for BigQuery queries.\")\n PROJECT = input()\n print(\"project_id is set to %s\" % PROJECT)\n print(\"You can change it with logica.colab_logica.SetProject command.\")\n USER_AUTHENTICATED = True\n\ndef SetTabulatedOutput(tabulated_output):\n global TABULATED_OUTPUT\n global SHOW_FULL_QUERY\n TABULATED_OUTPUT = tabulated_output\n SHOW_FULL_QUERY = TABULATED_OUTPUT\n\nif not WIDGETS_IMPORTED:\n SetTabulatedOutput(False)\n\ndef TabBar(*args):\n \"\"\"Returns a real TabBar or a mock. Useful for UIs that don't support JS.\"\"\"\n if TABULATED_OUTPUT:\n return widgets.TabBar(*args)\n class MockTab:\n def __init__(self):\n pass\n def __enter__(self):\n pass\n def __exit__(self, *x):\n pass\n class MockTabBar:\n def __init__(self):\n pass\n def output_to(self, x):\n return MockTab()"}, {"role": "assistant", "content": "\n return MockTabBar()\n\n@register_cell_magic\ndef logica(line, cell):\n Logica(line, cell, run_query=True)\n\n\ndef ParseList(line):\n line = line.strip()\n if not line:\n predicates = []\n else:\n predicates = [p.strip() for p in line.split(',')]\n return predicates\n\n\ndef RunSQL(sql, engine, connection=None, is_final=False):\n if engine == 'bigquery':\n client = bigquery.Client(project=PROJECT)\n return client.query(sql).to_dataframe()\n elif engine == 'psql':\n if is_final:\n return pandas.read_sql(sql, connection)\n else:\n return connection.execute(sql)\n elif engine == 'sqlite':\n statements = parse.SplitRaw(sql, ';')\n connection.executescript(sql)\n if is_final:\n return pandas.read_sql(statements[-1], connection)\n else:\n pass\n return None\n else:\n raise Exception('Logica only supports BigQuery, PostgreSQL and SQLite '\n 'for now.')\n\n\nclass SqliteRunner(object):\n def __init__(self):\n self.connection = sqlite3_logica.SqliteConnect()\n \n # TODO: Sqlite runner should not be accepting an engine.\n\n ... [7 more functiondefs truncated] ..."}]
| false
| null | null | null |
0a1eaf6b7e32695b5e6a96b0eee80707d820de35
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from sympy.core.basic import Basic as sp_Basic class Basic(sp_Basic): """Basic class for Pyccel AST.""" _fst = None def set_fst
|
Syntax Analysis: Syntax Errors Found: • Invalid syntax at line 7: def set_fst Fixes: • Review syntax near the error location
|
intermediate
|
oop
|
syntax_repair
|
Pythoncode:Python
| 2
| 1
| 141
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom sympy.core.basic import Basic as sp_Basic\n\nclass Basic(sp_Basic):\n \"\"\"Basic class for Pyccel AST.\"\"\"\n _fst = None\n\n def set_fst"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Invalid syntax at line 7: def set_fst\n\n\n Fixes:\n \u2022 Review syntax near the error location"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0a1ed95ecf3a94b0314f7b8f523edacf4c486e8a
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from itertools import product import numpy as np import pytest from alibi_detect.utils.discretizer import Discretizer x = np.random.rand(10, 4) n_features = x.shape[1] feature_names = [str(_) for _ in range(n_features)] categorical_features = [[], [1, 3]] percentiles = [list(np.arange(25, 100, 25)), list(np.arange(10, 100, 10))] tests = list(product(categorical_features, percentiles)) n_tests = len(tests) # Complete this line def cats_and_percentiles(request): cat, perc = tests[request.param] return cat, perc @pytest.mark.parametrize('cats_and_percentiles', list(range(n_tests)), indirect=True) def test_discretizer(cats_and_percentiles): cat, perc = cats_and_percentiles disc = Discretizer(x, cat, feature_names, perc) to_disc = list(disc.names.keys()) assert len(to_disc) == (x.shape[1] - len(cat)) x_disc = disc.discretize(x) for k, v in disc.names.items(): assert len(v) <= len(perc) + 1 assert callable(disc.lambdas[k]) assert (x_disc[:, k].min() == 0).all() assert (x_disc[:, k].max() == len(perc)).all() for i in range(x.shape[1]): if i not in to_disc: assert (x_disc[:, i] == x[:, i]).all()
|
The missing line is: @pytest.fixture
|
intermediate
|
testing
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 0
| 1,195
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom itertools import product\nimport numpy as np\nimport pytest\nfrom alibi_detect.utils.discretizer import Discretizer\n\nx = np.random.rand(10, 4)\nn_features = x.shape[1]\nfeature_names = [str(_) for _ in range(n_features)]\n\ncategorical_features = [[], [1, 3]]\npercentiles = [list(np.arange(25, 100, 25)), list(np.arange(10, 100, 10))]\ntests = list(product(categorical_features, percentiles))\nn_tests = len(tests)\n\n\n # Complete this line\ndef cats_and_percentiles(request):\n cat, perc = tests[request.param]\n return cat, perc\n\n\n@pytest.mark.parametrize('cats_and_percentiles', list(range(n_tests)), indirect=True)\ndef test_discretizer(cats_and_percentiles):\n cat, perc = cats_and_percentiles\n disc = Discretizer(x, cat, feature_names, perc)\n to_disc = list(disc.names.keys())\n assert len(to_disc) == (x.shape[1] - len(cat))\n x_disc = disc.discretize(x)\n for k, v in disc.names.items():\n assert len(v) <= len(perc) + 1\n assert callable(disc.lambdas[k])\n assert (x_disc[:, k].min() == 0).all()\n assert (x_disc[:, k].max() == len(perc)).all()\n\n for i in range(x.shape[1]):\n if i not in to_disc:\n assert (x_disc[:, i] == x[:, i]).all()"}, {"role": "assistant", "content": "The missing line is:\n@pytest.fixture"}]
| false
| null | null | null |
0a20c183c03d4133fca24e84a8755331075102c6
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: # -*- coding: utf-8 -*- class ParameterSpaceTest(unittest.TestCase): def test_parameter(self): p1 = Parameter("param1") p2 = Parameter("param2") ps = ParameterSpace("ps") ps.register_parameters([p1, p2]) def test_process(self): p1 = Parameter("param1") p1.values = [0, 1,2,3,4] p2 = Parameter("param2") p2.values = [-0.3,-0.2, -0.1, 0] ps = ParameterSpace("ps") ps.register_parameters([p1, p2]) def func(param1, param2): return param1 * param2 result = ps.run_process(func) self.assertAlmostEqual(result, p1.value * p2.value) p1.value = 3 p2.value = -0.1 result = ps.run_process(func) self.assertAlmostEqual(result, p1.value * p2.value) p1.value = 3 p2.value = -0.1 def test_sweep_cache(self): p1 = Parameter("param1") p1.values = [0, 1,2,3,4] p2 = Parameter("param2") p2.values = [-0.3,-0.2, -0.1, 0] ps = ParameterSpace("ps") ps.register_parameters([p1, p2]) ps.enable_cache("ps_test") def func(param1, param2): return param1 * param2 ps.sweep(func) def test_data_directories(self): dim1 = Parameter("dim1") dim1.values = [0.1,0.2,0.3,0.4, 0.5] dim2 = Parameter("dim2") dim2.set_space_representation_type(parameter_space_representation_types.INDEX) dim2.values = [0.1,0.2,0.3,0.4, 0.5] dim3 = Parameter("dim3") dim3.set_space_representation_type(parameter_space_representation_types.ID) dim2.values = [0.1,0.2,0.3,0.4, 0.5] ps = ParameterSpace("ps") ps.register_parameters([dim1, dim2, dim3]) ps.set_current_path_template("file_%%dim1%%_%%dim2:INDEX%%") dim1.value=0.2 dim2.value=0.2 self.assertEqual(ps.get_current_relative_path(), 'file_0.2_1') # TODO ML complete tests see C++ tests for parameter space ... [1 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Block at line 2 has no indented body Invalid syntax at line 74: ... [1 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 6 Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 22 Unexpected indentation at line 24 Unexpected indentation at line 26 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 31 Unexpected indentation at line 33 Unexpected indentation at line 35 Unexpected indentation at line 36 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 49 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 67 Unexpected indentation at line 68 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
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advanced
|
testing
|
code_review
|
Pythoncode:Python
| 6
| 1
| 2,156
| false
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nclass ParameterSpaceTest(unittest.TestCase):\n\n def test_parameter(self):\n p1 = Parameter(\"param1\")\n p2 = Parameter(\"param2\")\n\n ps = ParameterSpace(\"ps\")\n ps.register_parameters([p1, p2])\n \n def test_process(self):\n p1 = Parameter(\"param1\")\n p1.values = [0, 1,2,3,4]\n p2 = Parameter(\"param2\")\n p2.values = [-0.3,-0.2, -0.1, 0]\n\n ps = ParameterSpace(\"ps\")\n ps.register_parameters([p1, p2])\n \n def func(param1, param2):\n return param1 * param2\n \n result = ps.run_process(func)\n \n self.assertAlmostEqual(result, p1.value * p2.value)\n \n p1.value = 3\n p2.value = -0.1\n \n result = ps.run_process(func)\n \n self.assertAlmostEqual(result, p1.value * p2.value)\n \n p1.value = 3\n p2.value = -0.1\n \n \n def test_sweep_cache(self):\n p1 = Parameter(\"param1\")\n p1.values = [0, 1,2,3,4]\n p2 = Parameter(\"param2\")\n p2.values = [-0.3,-0.2, -0.1, 0]\n\n ps = ParameterSpace(\"ps\")\n ps.register_parameters([p1, p2])\n ps.enable_cache(\"ps_test\")\n def func(param1, param2):\n return param1 * param2\n \n ps.sweep(func)\n\n def test_data_directories(self):\n dim1 = Parameter(\"dim1\")\n dim1.values = [0.1,0.2,0.3,0.4, 0.5]\n dim2 = Parameter(\"dim2\")\n dim2.set_space_representation_type(parameter_space_representation_types.INDEX)\n dim2.values = [0.1,0.2,0.3,0.4, 0.5]\n dim3 = Parameter(\"dim3\")\n dim3.set_space_representation_type(parameter_space_representation_types.ID)\n dim2.values = [0.1,0.2,0.3,0.4, 0.5]\n\n ps = ParameterSpace(\"ps\")\n ps.register_parameters([dim1, dim2, dim3])\n ps.set_current_path_template(\"file_%%dim1%%_%%dim2:INDEX%%\")\n\n dim1.value=0.2\n dim2.value=0.2\n self.assertEqual(ps.get_current_relative_path(), 'file_0.2_1')\n\n # TODO ML complete tests see C++ tests for parameter space\n\n \n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Block at line 2 has no indented body\n Invalid syntax at line 74: ... [1 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 6\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 22\n Unexpected indentation at line 24\n Unexpected indentation at line 26\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 31\n Unexpected indentation at line 33\n Unexpected indentation at line 35\n Unexpected indentation at line 36\n Unexpected indentation at line 40\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 49\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
0a21ba878c2e6396a56688811ff51897970088c4
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Created by Andrew Silva on 8/28/19 import gym import numpy as np import torch from interpretable_ddts.agents.ddt_agent import DDTAgent from interpretable_ddts.agents.mlp_agent import MLPAgent from interpretable_ddts.opt_helpers.replay_buffer import discount_reward import torch.multiprocessing as mp import argparse import copy import random def run_episode(q, agent_in, ENV_NAME, seed=0): agent = agent_in.duplicate() if ENV_NAME == 'lunar': env = gym.make('LunarLander-v2') elif ENV_NAME == 'cart':
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 18 has no body - expected indented block • IndentationError at line 18 Fix: Complete the truncated code structure
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intermediate
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machine_learning
|
error_detection
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Pythoncode:Python
| 1
| 0
| 524
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Created by Andrew Silva on 8/28/19\nimport gym\nimport numpy as np\nimport torch\nfrom interpretable_ddts.agents.ddt_agent import DDTAgent\nfrom interpretable_ddts.agents.mlp_agent import MLPAgent\nfrom interpretable_ddts.opt_helpers.replay_buffer import discount_reward\nimport torch.multiprocessing as mp\nimport argparse\nimport copy\nimport random\n\n\ndef run_episode(q, agent_in, ENV_NAME, seed=0):\n agent = agent_in.duplicate()\n if ENV_NAME == 'lunar':\n env = gym.make('LunarLander-v2')\n elif ENV_NAME == 'cart':"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 18 has no body - expected indented block\n \u2022 IndentationError at line 18\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a247bd11d82f9ea0cd74cd38836b820c3903839
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: """ TW10: Words by Prefix Team: Tam Tamura, Andrew Nalundasan For: OMSBA 2061, Seattle University Date: 11/3/2020 """ def wordByPrefix(prefix_length, word): my_dict = {} for key in word: for letter in word: prefix_key = letter[:prefix_length] letter = word[:prefix_length] return prefix_key return letter question_2 = ['able', 'ability', 'apple', 'tryst', 'trial', 'tremendous', 'tree'] my_list = [] for elem in question_2: prefix = elem[:2 my_list.append(prefix) print(my_list) def question_3(prefix_length, word): my_list = [] for key in word: prefix = key[:prefix_length] my_list.append(prefix) return my_list def wordByPrefix(prefix_length, word): my_list = [] #count = 0 for key in word: prefix = key[:prefix_length] my_list.append(prefix) count = {} for letter in my_list: if letter.isalpha(): if letter not in count: count[letter] = 0 count[letter] += 1 return count def wordByPrefix(prefix_length, word): my_list = [] #count = 0 for key in word: prefix = key[:prefix_length] my_list.append(prefix) count = {} for letter in my_list: if letter.isalpha(): if letter not in count: letter[count] = [] count.update(letter) return count
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Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unterminated string literal at line 1 • Unclosed '[' at line 20 - expected ']' • SyntaxError: '[' was never closed at line 20 Fix: Add missing ']' bracket at line 20
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intermediate
|
general
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error_detection
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Pythoncode:Python
| 4
| 0
| 1,533
| false
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\"\"\" TW10: Words by Prefix\r\nTeam: Tam Tamura, Andrew Nalundasan\r\nFor: OMSBA 2061, Seattle University\r\nDate: 11/3/2020\r\n\"\"\"\r\n\r\ndef wordByPrefix(prefix_length, word):\r\n my_dict = {}\r\n for key in word:\r\n for letter in word:\r\n prefix_key = letter[:prefix_length]\r\n letter = word[:prefix_length]\r\n return prefix_key\r\n return letter\r\n\r\n\r\nquestion_2 = ['able', 'ability', 'apple', 'tryst', 'trial', 'tremendous', 'tree']\r\nmy_list = []\r\nfor elem in question_2:\r\n prefix = elem[:2\r\n my_list.append(prefix)\r\nprint(my_list)\r\n \r\n\r\n\r\ndef question_3(prefix_length, word):\r\n my_list = []\r\n for key in word:\r\n prefix = key[:prefix_length]\r\n my_list.append(prefix)\r\n return my_list\r\n\r\n\r\ndef wordByPrefix(prefix_length, word):\r\n my_list = []\r\n #count = 0\r\n for key in word:\r\n prefix = key[:prefix_length]\r\n my_list.append(prefix)\r\n count = {}\r\n for letter in my_list:\r\n if letter.isalpha():\r\n if letter not in count:\r\n count[letter] = 0\r\n count[letter] += 1\r\n return count\r\n\r\n\r\ndef wordByPrefix(prefix_length, word):\r\n my_list = []\r\n #count = 0\r\n for key in word:\r\n prefix = key[:prefix_length]\r\n my_list.append(prefix)\r\n count = {}\r\n for letter in my_list:\r\n if letter.isalpha():\r\n if letter not in count:\r\n letter[count] = []\r\n count.update(letter)\r\n return count"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unterminated string literal at line 1\n \u2022 Unclosed '[' at line 20 - expected ']'\n \u2022 SyntaxError: '[' was never closed at line 20\n\n Fix: Add missing ']' bracket at line 20"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
0a263ee52f1bcf865cb343ad7cbe07411cfb3a5e
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TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import hashlib from typing import TypeVar, Union import redis from openff.toolkit.topology import Molecule from openff.bespokefit.executor.services.qcgenerator import worker from openff.bespokefit.schema.tasks import HessianTask, OptimizationTask, Torsion1DTask from openff.bespokefit.utilities.molecule import canonical_order_atoms _T = TypeVar("_T", HessianTask, OptimizationTask, Torsion1DTask) def _canonicalize_task(task: _T) -> _T: task = task.copy(deep=True) # Ensure the SMILES has a canonical ordering to help ensure cache hits. canonical_molecule = canonical_order_atoms( Molecule.from_smiles(task.smiles, allow_undefined_stereo=True) ) if isinstance(task, Torsion1DTask): map_to_atom_index = { j: i for i, j in canonical_molecule.properties["atom_map"].items() } central_atom_indices = sorted( map_to_atom_index[task.central_bond[i]] for i in (0, 1) ) canonical_molecule.properties["atom_map"] = { atom_index: (i + 1) for i, atom_index in enumerate(central_atom_indices) } canonical_smiles = canonical_molecule.to_smiles( isomeric=True, explicit_hydrogens=True, mapped=True ) task.central_bond = (1, 2) else: canonical_smiles = canonical_molecule.to_smiles( isomeric=True, explicit_hydrogens=True, mapped=False ) task.smiles = canonical_smiles return task
|
def cached_compute_task( task: Union[HessianTask, OptimizationTask, Torsion1DTask], redis_connection: redis.Redis, ) -> str: """Checks to see if a QC task has already been executed and if not send it to a worker. """ if isinstance(task, Torsion1DTask): compute = worker.compute_torsion_drive elif isinstance(task, OptimizationTask): compute = worker.compute_optimization elif isinstance(task, HessianTask): compute = worker.compute_hessian else: raise NotImplementedError() # Canonicalize the task to improve the cache hit rate. task = _canonicalize_task(task) task_hash = hashlib.sha512(task.json().encode()).hexdigest() task_id = redis_connection.hget("qcgenerator:task-ids", task_hash) if task_id is not None: return task_id.decode() task_id = compute.delay(task_json=task.json()).id redis_connection.hset("qcgenerator:types", task_id, task.type) # Make sure to only set the hash after the type is set in case the connection # goes down before this information is entered and subsequently discarded. redis_connection.hset("qcgenerator:task-ids", task_hash, task_id) return task_id
|
intermediate
|
database
|
code_completion
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Pythoncode:Python
| 2
| 0
| 2,683
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport hashlib\nfrom typing import TypeVar, Union\n\nimport redis\nfrom openff.toolkit.topology import Molecule\n\nfrom openff.bespokefit.executor.services.qcgenerator import worker\nfrom openff.bespokefit.schema.tasks import HessianTask, OptimizationTask, Torsion1DTask\nfrom openff.bespokefit.utilities.molecule import canonical_order_atoms\n\n_T = TypeVar(\"_T\", HessianTask, OptimizationTask, Torsion1DTask)\n\n\ndef _canonicalize_task(task: _T) -> _T:\n\n task = task.copy(deep=True)\n\n # Ensure the SMILES has a canonical ordering to help ensure cache hits.\n canonical_molecule = canonical_order_atoms(\n Molecule.from_smiles(task.smiles, allow_undefined_stereo=True)\n )\n\n if isinstance(task, Torsion1DTask):\n\n map_to_atom_index = {\n j: i for i, j in canonical_molecule.properties[\"atom_map\"].items()\n }\n\n central_atom_indices = sorted(\n map_to_atom_index[task.central_bond[i]] for i in (0, 1)\n )\n canonical_molecule.properties[\"atom_map\"] = {\n atom_index: (i + 1) for i, atom_index in enumerate(central_atom_indices)\n }\n\n canonical_smiles = canonical_molecule.to_smiles(\n isomeric=True, explicit_hydrogens=True, mapped=True\n )\n\n task.central_bond = (1, 2)\n\n else:\n\n canonical_smiles = canonical_molecule.to_smiles(\n isomeric=True, explicit_hydrogens=True, mapped=False\n )\n\n task.smiles = canonical_smiles\n\n return task"}, {"role": "assistant", "content": "\n\ndef cached_compute_task(\n task: Union[HessianTask, OptimizationTask, Torsion1DTask],\n redis_connection: redis.Redis,\n) -> str:\n \"\"\"Checks to see if a QC task has already been executed and if not send it to a\n worker.\n \"\"\"\n\n if isinstance(task, Torsion1DTask):\n compute = worker.compute_torsion_drive\n elif isinstance(task, OptimizationTask):\n compute = worker.compute_optimization\n elif isinstance(task, HessianTask):\n compute = worker.compute_hessian\n else:\n raise NotImplementedError()\n\n # Canonicalize the task to improve the cache hit rate.\n task = _canonicalize_task(task)\n\n task_hash = hashlib.sha512(task.json().encode()).hexdigest()\n task_id = redis_connection.hget(\"qcgenerator:task-ids\", task_hash)\n\n if task_id is not None:\n return task_id.decode()\n\n task_id = compute.delay(task_json=task.json()).id\n\n redis_connection.hset(\"qcgenerator:types\", task_id, task.type)\n # Make sure to only set the hash after the type is set in case the connection\n # goes down before this information is entered and subsequently discarded.\n redis_connection.hset(\"qcgenerator:task-ids\", task_hash, task_id)\n return task_id"}]
| false
| null | null | null |
0a26a5869fd7404e249d795b4a225c3eca2ac49a
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: def build_instance_sequence(instance, operation, state_start=None, state_end=None): ''' Builds sequenced subgraph tasks for an instance .. note:: The sequence will not be built if the instance provided does not have a node with an operation defined in the operation parameter. :param `CloudifyWorkflowNodeInstance` instance: Node instance to execute tasks against :param str operation: Node (lifecycle) operation to execute :param str state_start: Verb to describe operation start :param str state_stop: Verb to describe operation finish ''' tasks = list() # Only build the sequence if the node operation exists if operation not in instance.node.operations: return tasks # Add task starting state if state_start: tasks.append(instance.send_event('%s host' % state_start)) tasks.append(instance.set_state(state_start.lower())) # Add task operation tasks.append(instance.execute_operation(operation)) # Add task ended state if state_end: tasks.append(instance.send_event('%s host' % state_end)) tasks.append(instance.set_state(state_end.lower())) return tasks def build_instance_subgraph(instance, graph): ''' Builds a subgraph for an instance :param `CloudifyWorkflowNodeInstance` instance:
|
Node instance to execute tasks against :param `TaskDependencyGraph` graph: Task graph to create sequences from ''' # Init a "stop instance" subgraph sg_stop = graph.subgraph('stop_subgraph') seq_stop = sg_stop.sequence() seq_stop.add(*build_instance_sequence( instance, OP_STOP, 'Stopping', 'Stopped')) # Init a "recreate snapshots" subgraph sg_snap = graph.subgraph('snapshot_subgraph') seq_snap = sg_snap.sequence() if OP_SS_D in instance.node.operations: seq_snap.add(*build_instance_sequence(instance, OP_SS_D)) if OP_SS_C in instance.node.operations: seq_snap.add(*build_instance_sequence(instance, OP_SS_C)) # Init a "start instance" subgraph sg_start = graph.subgraph('stop_subgraph') seq_start = sg_start.sequence() seq_start.add(*build_instance_sequence( instance, OP_START, 'Starting', 'Started')) # Create subgraph dependencies graph.add_dependency(sg_snap, sg_stop) graph.add_dependency(sg_start, sg_snap) ... [1 more functiondefs truncated] ...
|
intermediate
|
ui
|
code_completion
|
Pythoncode:Python
| 2
| 0
| 2,499
| false
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\ndef build_instance_sequence(instance, operation,\n state_start=None, state_end=None):\n '''\n Builds sequenced subgraph tasks for an instance\n\n .. note::\n\n The sequence will not be built if the instance provided\n does not have a node with an operation defined in the\n operation parameter.\n\n :param `CloudifyWorkflowNodeInstance` instance:\n Node instance to execute tasks against\n :param str operation:\n Node (lifecycle) operation to execute\n :param str state_start:\n Verb to describe operation start\n :param str state_stop:\n Verb to describe operation finish\n '''\n tasks = list()\n # Only build the sequence if the node operation exists\n if operation not in instance.node.operations:\n return tasks\n # Add task starting state\n if state_start:\n tasks.append(instance.send_event('%s host' % state_start))\n tasks.append(instance.set_state(state_start.lower()))\n # Add task operation\n tasks.append(instance.execute_operation(operation))\n # Add task ended state\n if state_end:\n tasks.append(instance.send_event('%s host' % state_end))\n tasks.append(instance.set_state(state_end.lower()))\n return tasks\n\n\ndef build_instance_subgraph(instance, graph):\n '''\n Builds a subgraph for an instance\n\n :param `CloudifyWorkflowNodeInstance` instance:"}, {"role": "assistant", "content": "\n Node instance to execute tasks against\n :param `TaskDependencyGraph` graph:\n Task graph to create sequences from\n '''\n # Init a \"stop instance\" subgraph\n sg_stop = graph.subgraph('stop_subgraph')\n seq_stop = sg_stop.sequence()\n seq_stop.add(*build_instance_sequence(\n instance, OP_STOP, 'Stopping', 'Stopped'))\n # Init a \"recreate snapshots\" subgraph\n sg_snap = graph.subgraph('snapshot_subgraph')\n seq_snap = sg_snap.sequence()\n if OP_SS_D in instance.node.operations:\n seq_snap.add(*build_instance_sequence(instance, OP_SS_D))\n if OP_SS_C in instance.node.operations:\n seq_snap.add(*build_instance_sequence(instance, OP_SS_C))\n # Init a \"start instance\" subgraph\n sg_start = graph.subgraph('stop_subgraph')\n seq_start = sg_start.sequence()\n seq_start.add(*build_instance_sequence(\n instance, OP_START, 'Starting', 'Started'))\n # Create subgraph dependencies\n graph.add_dependency(sg_snap, sg_stop)\n graph.add_dependency(sg_start, sg_snap)\n\n\n\n ... [1 more functiondefs truncated] ..."}]
| false
| null | null | null |
0a277a87fbb9f9430d9ecdf658e9964b1157dc17
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: def random_port(host): """Return a random available TCP port.""" while True: port = randint(10_000, 65536) with socket(AF_INET, SOCK_STREAM) as sock: try: sock.bind((host, port)) except error: continue else: return port def printerror(errormsg): """Print an error message.""" global FROMTERMINAL if FROMTERMINAL: print(f'\n[x] {errormsg}') exit(-1) exit(-1) exit(-1) exit(-1) else: warn(errormsg) def printalert(alert): """Print an alert message.""" global FROMTERMINAL print(f'[!] {alert}') def int_to_bytes_s(integer): """Convert 16 - bit integer to bytes for packing.""" res = ntohs(integer) res = hex(res)[2:] res = '0'*(len(res) % 2) + res return bytes.fromhex(res) def bytes_to_int_s(byteseq): """Convert byte sequence to 16 - but integer for unpacking.""" res = bytes.hex(byteseq) res = int(res, 16) return htons(res) def int_to_bytes_l(integer): """Convert 32 - but integer to bytes for packing.""" res = ntohl(integer) res = hex(res)[2:] res = '0'*(len(res) % 2) + res return bytes.fromhex(res) def bytes_to_int_l(byteseq): """Convert byte sequence to 32 - but integer for unpacking.""" res = bytes.hex(byteseq) res = int(res, 16) return htonl(res) def pack_str(string): """Pack a string into a byte sequence.""" return string.encode() def unpack_str(byteseq): """Unpack a byte sequence into a string.""" return byteseq.decode() # Utility Classes class ProgressBar: """ For displaying progress bars. Parameters ---------- max_value : int, float The upper limit of the progress bar. length : :obj:`int`, optional The length of the progress bar. """ @staticmethod def byte_rescale(data, precision=1): scale = ['B', 'KB', 'MB', 'GB', 'TB', 'PB'] p = int(log(data, 2)/10) if data else 0 r_bytes = round(data/pow(2, 10*p), precision) return f"{r_bytes}{scale[p]}" def __init__(self, max_value, length=50): self.max_value = max_value self.current_val = 0 self.length = length self.rate = None self.start_time = None self.start_value = None self.stopped = False @property def done(self): """Return if already finished.""" return self.current_val >= self.max_value or self.stopped def start(self): """Start the progress bar.""" self.stopped = False self.start_time = time() self.start_value = self.current_val def stop(self): """Stop the progress bar.""" self.stopped = True ... [23 more functiondefs truncated] ...
|
Functions: random_port, printerror, printalert, int_to_bytes_s, bytes_to_int_s Classes: ProgressBar This code demonstrates Pythoncode:Python programming.
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advanced
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database
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code_explanation
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Pythoncode:Python
| 14
| 1
| 2,853
| false
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\ndef random_port(host):\n \"\"\"Return a random available TCP port.\"\"\"\n while True:\n port = randint(10_000, 65536)\n with socket(AF_INET, SOCK_STREAM) as sock:\n try:\n sock.bind((host, port))\n except error:\n continue\n else:\n return port\n\n\ndef printerror(errormsg):\n \"\"\"Print an error message.\"\"\"\n global FROMTERMINAL\n if FROMTERMINAL:\n print(f'\\n[x] {errormsg}')\n exit(-1)\n exit(-1)\n exit(-1)\n exit(-1)\n else:\n warn(errormsg)\n\n\ndef printalert(alert):\n \"\"\"Print an alert message.\"\"\"\n global FROMTERMINAL\n print(f'[!] {alert}')\n\n\ndef int_to_bytes_s(integer):\n \"\"\"Convert 16 - bit integer to bytes for packing.\"\"\"\n res = ntohs(integer)\n res = hex(res)[2:]\n res = '0'*(len(res) % 2) + res\n return bytes.fromhex(res)\n\n\ndef bytes_to_int_s(byteseq):\n \"\"\"Convert byte sequence to 16 - but integer for unpacking.\"\"\"\n res = bytes.hex(byteseq)\n res = int(res, 16)\n return htons(res)\n\n\ndef int_to_bytes_l(integer):\n \"\"\"Convert 32 - but integer to bytes for packing.\"\"\"\n res = ntohl(integer)\n res = hex(res)[2:]\n res = '0'*(len(res) % 2) + res\n return bytes.fromhex(res)\n\n\ndef bytes_to_int_l(byteseq):\n \"\"\"Convert byte sequence to 32 - but integer for unpacking.\"\"\"\n res = bytes.hex(byteseq)\n res = int(res, 16)\n return htonl(res)\n\n\ndef pack_str(string):\n \"\"\"Pack a string into a byte sequence.\"\"\"\n return string.encode()\n\n\ndef unpack_str(byteseq):\n \"\"\"Unpack a byte sequence into a string.\"\"\"\n return byteseq.decode()\n\n\n# Utility Classes\n\n\nclass ProgressBar:\n \"\"\"\n For displaying progress bars.\n\n Parameters\n ----------\n max_value : int, float\n The upper limit of the progress bar.\n length : :obj:`int`, optional\n The length of the progress bar.\n \"\"\"\n\n @staticmethod\n def byte_rescale(data, precision=1):\n scale = ['B', 'KB', 'MB', 'GB', 'TB', 'PB']\n\n p = int(log(data, 2)/10) if data else 0\n\n r_bytes = round(data/pow(2, 10*p), precision)\n\n return f\"{r_bytes}{scale[p]}\"\n\n def __init__(self, max_value, length=50):\n self.max_value = max_value\n self.current_val = 0\n\n self.length = length\n\n self.rate = None\n self.start_time = None\n self.start_value = None\n\n self.stopped = False\n\n @property\n def done(self):\n \"\"\"Return if already finished.\"\"\"\n return self.current_val >= self.max_value or self.stopped\n\n def start(self):\n \"\"\"Start the progress bar.\"\"\"\n self.stopped = False\n self.start_time = time()\n self.start_value = self.current_val\n\n def stop(self):\n \"\"\"Stop the progress bar.\"\"\"\n self.stopped = True\n\n\n ... [23 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: random_port, printerror, printalert, int_to_bytes_s, bytes_to_int_s\n Classes: ProgressBar\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a28f4c1d95b682b9a50e90e2f39fe8345b14eab
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # coding=utf-8 # Copyright Iz Beltagy, Matthew E. Peters, Arman Cohan and The HuggingFace Inc. team. 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. # Complete this line from transformers import LEDConfig, is_tf_available from transformers.testing_utils import require_tf, slow from .test_configuration_common import ConfigTester from .test_modeling_tf_common import TFModelTesterMixin, ids_tensor class TFLEDModelTester: config_cls = LEDConfig config_updates = {} hidden_act = "gelu" ... [19 more functiondefs truncated] ...
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The missing line is: import unittest
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advanced
|
testing
|
fill_in_the_blank
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Pythoncode:Python
| 0
| 1
| 1,066
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# coding=utf-8\n# Copyright Iz Beltagy, Matthew E. Peters, Arman Cohan and The HuggingFace Inc. team. All rights reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\n\n # Complete this line\n\nfrom transformers import LEDConfig, is_tf_available\nfrom transformers.testing_utils import require_tf, slow\n\nfrom .test_configuration_common import ConfigTester\nfrom .test_modeling_tf_common import TFModelTesterMixin, ids_tensor\n\n\nclass TFLEDModelTester:\n config_cls = LEDConfig\n config_updates = {}\n hidden_act = \"gelu\"\n\n\n ... [19 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\nimport unittest"}]
| false
| null | null | null |
0a29f1417c7897dd77e238158ebcffa7aedd19a4
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import numpy as np import sklearn import logging from wann_genetic.individual.network_base import BaseFFNN def softmax(x, axis=-1): """Compute softmax values for each sets of scores in x. Returns: softmax - softmax normalized in dim axis """ e_x = np.exp(x - np.expand_dims(np.max(x,axis=axis), axis=axis)) s = (e_x / np.expand_dims(e_x.sum(axis=-1), axis=axis)) return s def apply_act_function(available_funcs, selected_funcs, x=None): """Apply the activation function of the selected nodes to their sums. This fullfils the same function as the :class:`wann_genetic.individual.torch.ffn.MultiActivationModule`. """ if x is not None: result = np.empty(x.shape) for i, func in enumerate(selected_funcs): assert func < len(available_funcs) Error: SyntaxError / EOF
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Fixed Code: import numpy as np import sklearn import logging from wann_genetic.individual.network_base import BaseFFNN def softmax(x, axis=-1): """Compute softmax values for each sets of scores in x. Returns: softmax - softmax normalized in dim axis """ e_x = np.exp(x - np.expand_dims(np.max(x,axis=axis), axis=axis)) s = (e_x / np.expand_dims(e_x.sum(axis=-1), axis=axis)) return s def apply_act_function(available_funcs, selected_funcs, x=None): Explanation: Complete the truncated code structure
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advanced
|
testing
|
error_fixing
|
Pythoncode:Python
| 3
| 1
| 823
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport numpy as np\nimport sklearn\n\nimport logging\n\nfrom wann_genetic.individual.network_base import BaseFFNN\n\n\ndef softmax(x, axis=-1):\n \"\"\"Compute softmax values for each sets of scores in x.\n\n Returns:\n softmax - softmax normalized in dim axis\n \"\"\"\n e_x = np.exp(x - np.expand_dims(np.max(x,axis=axis), axis=axis))\n s = (e_x / np.expand_dims(e_x.sum(axis=-1), axis=axis))\n return s\n\n\ndef apply_act_function(available_funcs, selected_funcs, x=None):\n \"\"\"Apply the activation function of the selected nodes to their sums.\n\n This fullfils the same function as the\n :class:`wann_genetic.individual.torch.ffn.MultiActivationModule`.\n \"\"\"\n if x is not None:\n result = np.empty(x.shape)\n for i, func in enumerate(selected_funcs):\n assert func < len(available_funcs)\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport numpy as np\nimport sklearn\n\nimport logging\n\nfrom wann_genetic.individual.network_base import BaseFFNN\n\n\ndef softmax(x, axis=-1):\n \"\"\"Compute softmax values for each sets of scores in x.\n\n Returns:\n softmax - softmax normalized in dim axis\n \"\"\"\n e_x = np.exp(x - np.expand_dims(np.max(x,axis=axis), axis=axis))\n s = (e_x / np.expand_dims(e_x.sum(axis=-1), axis=axis))\n return s\n\n\ndef apply_act_function(available_funcs, selected_funcs, x=None):\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a2a4e7e62506f1bbd8360775e618cece1d71944
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: import contextlib from datetime import date from datetime import datetime from datetime import timezone from functools import wraps from io import BytesIO from itertools import count from typing import Any from typing import Dict from typing import Sequence import pytest from dateutil.parser import parse as parse_date from dateutil.relativedelta import relativedelta from django import forms from django.core.exceptions import ValidationError from django.template.loader import render_to_string from django.urls import reverse from freezegun import freeze_time from lxml import etree from common.models.records import TrackedModel from common.renderers import counter_generator from common.serializers import validate_taric_xml_record_order from common.util import TaricDateRange from common.util import get_accessor from common.util import get_field_tuple def raises_if(exception, expected): try: yield except exception: if not expected: raise else: if expected: pytest.fail(f"Did not raise {exception}") def check_validator(validate, value, expected_valid): try: validate(value) except ValidationError: if expected_valid: pytest.fail(f'Unexpected validation error for value "{value}"') except Exception: raise else: if not expected_valid: pytest.fail(f'Expected validation error for value "{value}"') def make_duplicate_record(factory, identifying_fields=None): """Creates two records using the passed factory that are duplicates of each other and returns the record created last.""" existing = factory.create() # allow overriding identifying_fields if identifying_fields is None: identifying_fields = list(factory._meta.model.identifying_fields) return factory.create( **dict(get_field_tuple(existing, field) for field in identifying_fields) ) def make_non_duplicate_record(factory, identifying_fields=None): """Creates two records using the passed factory that are not duplicates of each other and returns the record created last.""" existing = factory.create() not_duplicate = factory.create() if identifying_fields is None: identifying_fields = list(factory._meta.model.identifying_fields) assert any( get_field_tuple(existing, f) != get_field_tuple(not_duplicate, f) for f in identifying_fields ) return not_duplicate ... [22 more functiondefs truncated] ...
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Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 54 Invalid syntax at line 85: ... [22 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 32 Unexpected indentation at line 35 Unexpected indentation at line 43 Unexpected indentation at line 46 Unexpected indentation at line 48 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 59 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 69 Unexpected indentation at line 70 Unexpected indentation at line 71 Unexpected indentation at line 77 Unexpected indentation at line 78 Unexpected indentation at line 79 ✨ Improvements: Complete the expression on the last line Add closing quote at line 54 Review syntax near the error location
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intermediate
|
testing
|
code_review
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Pythoncode:Python
| 4
| 0
| 2,523
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport contextlib\nfrom datetime import date\nfrom datetime import datetime\nfrom datetime import timezone\nfrom functools import wraps\nfrom io import BytesIO\nfrom itertools import count\nfrom typing import Any\nfrom typing import Dict\nfrom typing import Sequence\n\nimport pytest\nfrom dateutil.parser import parse as parse_date\nfrom dateutil.relativedelta import relativedelta\nfrom django import forms\nfrom django.core.exceptions import ValidationError\nfrom django.template.loader import render_to_string\nfrom django.urls import reverse\nfrom freezegun import freeze_time\nfrom lxml import etree\n\nfrom common.models.records import TrackedModel\nfrom common.renderers import counter_generator\nfrom common.serializers import validate_taric_xml_record_order\nfrom common.util import TaricDateRange\nfrom common.util import get_accessor\nfrom common.util import get_field_tuple\n\ndef raises_if(exception, expected):\n try:\n yield\n except exception:\n if not expected:\n raise\n else:\n if expected:\n pytest.fail(f\"Did not raise {exception}\")\n\n\ndef check_validator(validate, value, expected_valid):\n try:\n validate(value)\n except ValidationError:\n if expected_valid:\n pytest.fail(f'Unexpected validation error for value \"{value}\"')\n except Exception:\n raise\n else:\n if not expected_valid:\n pytest.fail(f'Expected validation error for value \"{value}\"')\n\n\ndef make_duplicate_record(factory, identifying_fields=None):\n \"\"\"Creates two records using the passed factory that are duplicates of each\n other and returns the record created last.\"\"\"\n existing = factory.create()\n\n # allow overriding identifying_fields\n if identifying_fields is None:\n identifying_fields = list(factory._meta.model.identifying_fields)\n\n return factory.create(\n **dict(get_field_tuple(existing, field) for field in identifying_fields)\n )\n\n\ndef make_non_duplicate_record(factory, identifying_fields=None):\n \"\"\"Creates two records using the passed factory that are not duplicates of\n each other and returns the record created last.\"\"\"\n existing = factory.create()\n not_duplicate = factory.create()\n\n if identifying_fields is None:\n identifying_fields = list(factory._meta.model.identifying_fields)\n\n assert any(\n get_field_tuple(existing, f) != get_field_tuple(not_duplicate, f)\n for f in identifying_fields\n )\n\n return not_duplicate\n\n\n\n ... [22 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 54\n Invalid syntax at line 85: ... [22 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 32\n Unexpected indentation at line 35\n Unexpected indentation at line 43\n Unexpected indentation at line 46\n Unexpected indentation at line 48\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 59\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 71\n Unexpected indentation at line 77\n Unexpected indentation at line 78\n Unexpected indentation at line 79\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 54\n Review syntax near the error location"}]
| false
| null | null | null |
0a2acc58ab0f0250a6af12c5eb3f75f975289067
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TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: ''' Created on 2016年8月10日 @author: Administrator ''' from email import encoders from email.header import Header from email.mime.text import MIMEText from email.mime.multipart import MIMEMultipart from email.mime.multipart import MIMEBase from email.utils import parseaddr, formataddr import smtplib def _format_addr(s): name, addr = parseaddr(s) return formataddr((Header(name, 'utf-8').encode(), addr)) from_addr = 'leeo1124@163.com'#input('From: ') password = input('Password: ') to_addr = '450475851@qq.com'#input('To: ') smtp_server = 'smtp.163.com'#input('SMTP server: ') # 发送纯文本邮件 # msg = MIMEText('hello, send by Python...', 'plain', 'utf-8') # 发送HTML邮件 # msg = MIMEText('<html><body><h1>Hello</h1>' + # '<p>send by <a href="http://www.python.org">Python</a>...</p>' + # '</body></html>', 'html', 'utf-8') # 发送带附件的邮件 # 邮件对象: msg = MIMEMult Error: SyntaxError: unterminated string literal
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Fixed Code: ''' Created on 2016年8月10日 @author: Administrator ''' from email import encoders from email.header import Header from email.mime.text import MIMEText from email.mime.multipart import MIMEMultipart from email.mime.multipart import MIMEBase from email.utils import parseaddr, formataddr import smtplib def _format_addr(s): name, addr = parseaddr(s) return formataddr((Header(name, 'utf-8').encode(), addr)) from_addr = 'leeo1124@163.com'#input('From: ') password = input('Password: ') to_addr = '450475851@qq.com'#input('To: ') Explanation: Close the string literal with matching quote
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intermediate
|
testing
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 872
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n'''\nCreated on 2016\u5e748\u670810\u65e5\n\n@author: Administrator\n'''\nfrom email import encoders\nfrom email.header import Header\nfrom email.mime.text import MIMEText\nfrom email.mime.multipart import MIMEMultipart\nfrom email.mime.multipart import MIMEBase\nfrom email.utils import parseaddr, formataddr\nimport smtplib\n\ndef _format_addr(s):\n name, addr = parseaddr(s)\n return formataddr((Header(name, 'utf-8').encode(), addr))\n\nfrom_addr = 'leeo1124@163.com'#input('From: ')\npassword = input('Password: ')\nto_addr = '450475851@qq.com'#input('To: ')\nsmtp_server = 'smtp.163.com'#input('SMTP server: ')\n\n# \u53d1\u9001\u7eaf\u6587\u672c\u90ae\u4ef6\n# msg = MIMEText('hello, send by Python...', 'plain', 'utf-8')\n\n\n\n# \u53d1\u9001HTML\u90ae\u4ef6\n# msg = MIMEText('<html><body><h1>Hello</h1>' +\n# '<p>send by <a href=\"http://www.python.org\">Python</a>...</p>' +\n# '</body></html>', 'html', 'utf-8')\n\n\n\n# \u53d1\u9001\u5e26\u9644\u4ef6\u7684\u90ae\u4ef6\n# \u90ae\u4ef6\u5bf9\u8c61:\nmsg = MIMEMult\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n'''\nCreated on 2016\u5e748\u670810\u65e5\n\n@author: Administrator\n'''\nfrom email import encoders\nfrom email.header import Header\nfrom email.mime.text import MIMEText\nfrom email.mime.multipart import MIMEMultipart\nfrom email.mime.multipart import MIMEBase\nfrom email.utils import parseaddr, formataddr\nimport smtplib\n\ndef _format_addr(s):\n name, addr = parseaddr(s)\n return formataddr((Header(name, 'utf-8').encode(), addr))\n\nfrom_addr = 'leeo1124@163.com'#input('From: ')\npassword = input('Password: ')\nto_addr = '450475851@qq.com'#input('To: ')\n\n Explanation: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0a2ad964a50ee086e447a623b3863c7fbb9ef26a
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # Generated by Django 3.0.5 on 2020-04-24 12:52 from django.db import migrations, models import django.db.models.deletion import modelcluster.contrib.taggit import modelcluster.fields import wagtail.core.blocks import wagtail.core.fields import wagtail.images.blocks ... [1 more classdefs truncated] ...
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
machine_learning
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 314
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Generated by Django 3.0.5 on 2020-04-24 12:52\n\nfrom django.db import migrations, models\nimport django.db.models.deletion\nimport modelcluster.contrib.taggit\nimport modelcluster.fields\nimport wagtail.core.blocks\nimport wagtail.core.fields\nimport wagtail.images.blocks\n\n\n\n ... [1 more classdefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0a2b055f1a31031a96cc1310b503a9a15b43be19
|
TheStack--python--000.parquet
|
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