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Fix this broken Pythoncode:Python code: import marshmallow.validate import typing import pandas as pd import numpy as np from marshmallow import pre_load, post_load, fields from marshmallow_dataframe import SplitDataFrameSchema from decimal import Decimal from collections import namedtuple import pandas as pd # import static_frame as sf from .base import BaseSchema class OHLCField(fields.Field): def _deserialize( self, value: typing.Any, attr: typing.Optional[str], data: typing.Optional[typing.Mapping[str, typing.Any]], **kwargs, ): """Deserialize value. Concrete :class:`Field` classes should implement this method. :param value: The value to be deserialized. :param attr: The attribute/key in `data` to be deserialized. :param data: The raw input data passed to the `Schema.load`. :param kwargs: Field-specific keyword arguments. :raise ValidationError: In case of formatting or validation failure. :return: The deserialized value. """ # TODO : maybe more checks here on value type / content, maybe conversion, etc. # pm = sf.Frame.from_records(records=value, pm = pd.DataFrame(data=value, columns=["time", "open", "high", "low", "close", "vwap", "volume", "count"] Error: SyntaxError: unterminated string literal
Fixed Code: import marshmallow.validate import typing import pandas as pd import numpy as np from marshmallow import pre_load, post_load, fields from marshmallow_dataframe import SplitDataFrameSchema from decimal import Decimal from collections import namedtuple import pandas as pd # import static_frame as sf from .base import BaseSchema class OHLCField(fields.Field): def _deserialize( self, value: typing.Any, attr: typing.Optional[str], data: typing.Optional[typing.Mapping[str, typing.Any]], **kwargs, ): Explanation: Close the string literal with matching quote
advanced
database
error_fixing
Pythoncode:Python
1
1
1,316
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport marshmallow.validate\nimport typing\nimport pandas as pd\nimport numpy as np\nfrom marshmallow import pre_load, post_load, fields\nfrom marshmallow_dataframe import SplitDataFrameSchema\nfrom decimal import Decimal\nfrom collections import namedtuple\nimport pandas as pd\n# import static_frame as sf\nfrom .base import BaseSchema\n\nclass OHLCField(fields.Field):\n def _deserialize(\n self,\n value: typing.Any,\n attr: typing.Optional[str],\n data: typing.Optional[typing.Mapping[str, typing.Any]],\n **kwargs,\n ):\n \"\"\"Deserialize value. Concrete :class:`Field` classes should implement this method.\n\n :param value: The value to be deserialized.\n :param attr: The attribute/key in `data` to be deserialized.\n :param data: The raw input data passed to the `Schema.load`.\n :param kwargs: Field-specific keyword arguments.\n :raise ValidationError: In case of formatting or validation failure.\n :return: The deserialized value.\n\n \"\"\"\n # TODO : maybe more checks here on value type / content, maybe conversion, etc.\n # pm = sf.Frame.from_records(records=value,\n pm = pd.DataFrame(data=value,\n columns=[\"time\", \"open\", \"high\", \"low\", \"close\", \"vwap\", \"volume\", \"count\"]\n \n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport marshmallow.validate\nimport typing\nimport pandas as pd\nimport numpy as np\nfrom marshmallow import pre_load, post_load, fields\nfrom marshmallow_dataframe import SplitDataFrameSchema\nfrom decimal import Decimal\nfrom collections import namedtuple\nimport pandas as pd\n# import static_frame as sf\nfrom .base import BaseSchema\n\nclass OHLCField(fields.Field):\n def _deserialize(\n self,\n value: typing.Any,\n attr: typing.Optional[str],\n data: typing.Optional[typing.Mapping[str, typing.Any]],\n **kwargs,\n ):\n\n Explanation: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
db1dd4cab0534369397a0840f1e7c52822c88570
TheStack--python--010.parquet
Debug this Pythoncode:Python code: # Python3 program to implement greedy # algorithm for graph coloring def addEdge(adj, v, w): adj[v].append(w) # Note: the graph is undirected adj[w].append(v) return adj # Assigns colors (starting from 0) to all # vertices and prints the assignment of colors def greedyColoring(adj, V): result = [-1] * V # Assign the first color to first vertex result[0] = 0; # A temporary array to store the available colors. # True value of available[cr] would mean that the # color cr is assigned to one of its adjacent vertices available = [False] * V # Assign colors to remaining V-1 vertices for u in range(1, V): # Process all adjacent vertices and # flag their colors as unavailable for i in adj[u]: if (result[i] != -1): available[result[i]] = True # Find the first available color cr = 0 while cr < V: if (available[cr] == False): break cr += 1 # Assign the found color result[u] = cr # Reset the values back to false # for the next iteration for i in adj[u]: if (result[i] != -1): available[result[i]] = False # Pint the result for u in range(V): print("Vertex", u, " ---> Color", result[u]) # Driver Code if __name__ == '__main__': g1 = [[] for i in range(5)] g1 = addEdge(g1, 0, 1) g1 = addEdge(g1, 0, 2) g1 = addEdge(g1, 1, 2) g1 = addEdge(g1, 1, 3) g1 = addEdge(g1, 2, 3) g1 = addEdge(g1, 3, 4) print("Coloring of graph 1 ") greedyColoring(g1, 5) g2 = [[] for i in range(5)] g2 = addEdge(g2, 0, 1) g2 = addEdge(g2, 0, 2) g2 = addEdge(g2, 1, 2) g2 = addEdge(g2, 1, 4) g2 = addEdge(g2, 2, 4) g2 = addEdge(g2, 4, 3) print("\nColoring of graph 2") greedyColoring(g2, 5)
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 7 Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 19 💡 Suggestions: Add docstring to function 'greedyColoring' Remove debug print() at line 55 before production Remove debug print() at line 67 before production
intermediate
machine_learning
debugging
Pythoncode:Python
2
0
1,678
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Python3 program to implement greedy\n# algorithm for graph coloring\n\ndef addEdge(adj, v, w):\n\t\n\tadj[v].append(w)\n\t\n\t# Note: the graph is undirected\n\tadj[w].append(v)\n\treturn adj\n\n# Assigns colors (starting from 0) to all\n# vertices and prints the assignment of colors\ndef greedyColoring(adj, V):\n\t\n\tresult = [-1] * V\n\n\t# Assign the first color to first vertex\n\tresult[0] = 0;\n\n\n\t# A temporary array to store the available colors.\n\t# True value of available[cr] would mean that the\n\t# color cr is assigned to one of its adjacent vertices\n\tavailable = [False] * V\n\n\t# Assign colors to remaining V-1 vertices\n\tfor u in range(1, V):\n\t\t\n\t\t# Process all adjacent vertices and\n\t\t# flag their colors as unavailable\n\t\tfor i in adj[u]:\n\t\t\tif (result[i] != -1):\n\t\t\t\tavailable[result[i]] = True\n\n\t\t# Find the first available color\n\t\tcr = 0\n\t\twhile cr < V:\n\t\t\tif (available[cr] == False):\n\t\t\t\tbreak\n\t\t\t\n\t\t\tcr += 1\n\t\t\t\n\t\t# Assign the found color\n\t\tresult[u] = cr\n\n\t\t# Reset the values back to false\n\t\t# for the next iteration\n\t\tfor i in adj[u]:\n\t\t\tif (result[i] != -1):\n\t\t\t\tavailable[result[i]] = False\n\n\t# Pint the result\n\tfor u in range(V):\n\t\tprint(\"Vertex\", u, \" ---> Color\", result[u])\n\n# Driver Code\nif __name__ == '__main__':\n\t\n\tg1 = [[] for i in range(5)]\n\tg1 = addEdge(g1, 0, 1)\n\tg1 = addEdge(g1, 0, 2)\n\tg1 = addEdge(g1, 1, 2)\n\tg1 = addEdge(g1, 1, 3)\n\tg1 = addEdge(g1, 2, 3)\n\tg1 = addEdge(g1, 3, 4)\n\tprint(\"Coloring of graph 1 \")\n\tgreedyColoring(g1, 5)\n\n\tg2 = [[] for i in range(5)]\n\tg2 = addEdge(g2, 0, 1)\n\tg2 = addEdge(g2, 0, 2)\n\tg2 = addEdge(g2, 1, 2)\n\tg2 = addEdge(g2, 1, 4)\n\tg2 = addEdge(g2, 2, 4)\n\tg2 = addEdge(g2, 4, 3)\n\tprint(\"\\nColoring of graph 2\")\n\tgreedyColoring(g2, 5)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 7\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 19\n\n\ud83d\udca1 Suggestions:\n Add docstring to function 'greedyColoring'\n Remove debug print() at line 55 before production\n Remove debug print() at line 67 before production"}]
false
null
null
null
db1fb7c722704205c4fd76b6880768f621dcfe3b
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: nk=list(map(int,input().split())) n=nk[0] k=nk[1] A=list(map(int,input().split())) f=0 for i in range(len(A)-1): for j in range(i+1,len(A)): if(A[i]+A[j]==k): print('YES') f=1 break if(f==1): break if(f==0): print('NO')
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
general
refactoring
Pythoncode:Python
0
0
307
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nnk=list(map(int,input().split()))\r\nn=nk[0]\r\nk=nk[1]\r\nA=list(map(int,input().split()))\r\nf=0\r\nfor i in range(len(A)-1):\r\n for j in range(i+1,len(A)):\r\n if(A[i]+A[j]==k):\r\n print('YES')\r\n f=1\r\n break\r\n if(f==1):\r\n break\r\nif(f==0):\r\n print('NO')"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
db2061cf27cb3a0e3ec3543177cbd3862f671a6d
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: #!/usr/bin/env python def get_prop_info_from_wikidata(): """ Get information about all properties in wikidata :return: dict[dict]. key: wikidata PID, value: {'pLabel': 'label', 'd': 'description', 'pt': 'property type', 'equivs': list of 'equivalent property uris'} """ props = get_wd_props() equiv = get_equiv_props() for k, v in props.items(): props[k].update(equiv.get(k, dict())) equiv_props = ["http://www.wikidata.org/entity/" + v['p'].split("/")[-1]] equiv_props.extend(v["equivs"].split("|") if "equivs" in v else []) v['equivs'] = equiv_props props = {k.rsplit("/", 1)[-1]: v for k, v in props.items()} return props def get_wd_props(): # Get all props, inclusing labels, descriptions, aliases, from wikidata query = '''SELECT ?p ?pt ?pLabel ?d ?aliases WHERE { { SELECT ?p ?pt ?d (GROUP_CONCAT(DISTINCT ?alias; separator="|") as ?aliases) WHERE { ?p wikibase:propertyType ?pt . OPTIONAL {?p skos:altLabel ?alias FILTER (LANG (?alias) = "en")} OPTIONAL {?p schema:description ?d FILTER (LANG (?d) = "en") .} } GROUP BY ?p ?pt ?d } SERVICE wikibase:label { bd:serviceParam wikibase:language "[AUTO_LANGUAGE],en". } }''' results = wdi_core.WDItemEngine.execute_sparql_query(query) results = results['results']['bindings'] d = [{k: v['value'] for k, v in item.items()} for item in results] d = {x['p']: x for x in d} return d def get_equiv_props(): # get the equivalent properties from wikidata for all properties query = '''SELECT ?p (GROUP_CONCAT(DISTINCT ?equiv; separator="|") as ?equivs) WHERE { ?p wikibase:propertyType ?pt . ?p wdt:P1628 ?equiv } GROUP BY ?p''' results = wdi_core.WDItemEngine.execute_sparql_query(query) results = results['results']['bindings'] d = [{k: v['value'] for k, v in item.items()} for item in results] d = {x['p']: x for x in d} return d def create_property_from_pid(pid): prop = get_prop_info_from_wikidata()[pid] return create_property(prop['pLabel'], prop['d'], datatype_map[prop['pt']], prop['equivs'], login) def create_property_from_uri(pid): """make a property given its equivalent property uri""" # look up property info # need to check for duplicates equiv_uri_to_pid = dict() # todo: finish def get_item_info(item): # given an item, get the label, description, aliases, and list of equiv classes from wikidata equiv_class_statements = [x for x in item.statements if x.get_prop_nr() == 'P1709'] return {'label': item.get_label(), 'description': item.get_description(), 'aliases': item.get_aliases(), 'equiv_classes': [x.get_value() for x in equiv_class_statements]} ... [6 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
6
0
2,867
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#!/usr/bin/env python\ndef get_prop_info_from_wikidata():\n \"\"\"\n Get information about all properties in wikidata\n :return: dict[dict]. key: wikidata PID, value:\n {'pLabel': 'label', 'd': 'description', 'pt': 'property type',\n 'equivs': list of 'equivalent property uris'}\n \"\"\"\n props = get_wd_props()\n equiv = get_equiv_props()\n for k, v in props.items():\n props[k].update(equiv.get(k, dict()))\n equiv_props = [\"http://www.wikidata.org/entity/\" + v['p'].split(\"/\")[-1]]\n equiv_props.extend(v[\"equivs\"].split(\"|\") if \"equivs\" in v else [])\n v['equivs'] = equiv_props\n props = {k.rsplit(\"/\", 1)[-1]: v for k, v in props.items()}\n return props\n\n\ndef get_wd_props():\n # Get all props, inclusing labels, descriptions, aliases, from wikidata\n query = '''SELECT ?p ?pt ?pLabel ?d ?aliases WHERE {\n {\n SELECT ?p ?pt ?d (GROUP_CONCAT(DISTINCT ?alias; separator=\"|\") as ?aliases) WHERE {\n ?p wikibase:propertyType ?pt .\n OPTIONAL {?p skos:altLabel ?alias FILTER (LANG (?alias) = \"en\")}\n OPTIONAL {?p schema:description ?d FILTER (LANG (?d) = \"en\") .}\n } GROUP BY ?p ?pt ?d\n }\n SERVICE wikibase:label { bd:serviceParam wikibase:language \"[AUTO_LANGUAGE],en\". }\n }'''\n results = wdi_core.WDItemEngine.execute_sparql_query(query)\n results = results['results']['bindings']\n d = [{k: v['value'] for k, v in item.items()} for item in results]\n d = {x['p']: x for x in d}\n return d\n\n\ndef get_equiv_props():\n # get the equivalent properties from wikidata for all properties\n query = '''SELECT ?p (GROUP_CONCAT(DISTINCT ?equiv; separator=\"|\") as ?equivs) WHERE {\n ?p wikibase:propertyType ?pt .\n ?p wdt:P1628 ?equiv\n } GROUP BY ?p'''\n results = wdi_core.WDItemEngine.execute_sparql_query(query)\n results = results['results']['bindings']\n d = [{k: v['value'] for k, v in item.items()} for item in results]\n d = {x['p']: x for x in d}\n return d\n\n\ndef create_property_from_pid(pid):\n prop = get_prop_info_from_wikidata()[pid]\n return create_property(prop['pLabel'], prop['d'], datatype_map[prop['pt']], prop['equivs'], login)\n\n\ndef create_property_from_uri(pid):\n \"\"\"make a property given its equivalent property uri\"\"\"\n # look up property info\n # need to check for duplicates\n equiv_uri_to_pid = dict()\n # todo: finish\n\n\ndef get_item_info(item):\n # given an item, get the label, description, aliases, and list of equiv classes from wikidata\n equiv_class_statements = [x for x in item.statements if x.get_prop_nr() == 'P1709']\n return {'label': item.get_label(),\n 'description': item.get_description(),\n 'aliases': item.get_aliases(),\n 'equiv_classes': [x.get_value() for x in equiv_class_statements]}\n\n\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
db20cdbe79265977b18b4d9f80f4817a068eb481
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: import os import inspect import datetime from src import config as cf # Complete this line from src.vqe import VQE_driver from src.qite.qite import QITE_driver from src.fileio import error, prints from src.read import read_input from src.init import QuketData, get_func_kwds
The missing line is: from src import mpilib as mpi
intermediate
data_processing
fill_in_the_blank
Pythoncode:Python
0
0
286
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport os\nimport inspect\n\nimport datetime\n\nfrom src import config as cf\n # Complete this line\nfrom src.vqe import VQE_driver\nfrom src.qite.qite import QITE_driver\nfrom src.fileio import error, prints\nfrom src.read import read_input\nfrom src.init import QuketData, get_func_kwds"}, {"role": "assistant", "content": "The missing line is:\nfrom src import mpilib as mpi"}]
false
null
null
null
db219e974451f2a5589ee5e0be8a2ff9501492e9
TheStack--python--010.parquet
Explain this Pythoncode:Python code: _conversion_powers = { 'KB': 1, 'MB': 2, 'GB': 3, 'TB': 4, } def cgroup_memory_usage(unit='B', cgroup_mem_file='/sys/fs/cgroup/memory/memory.usage_in_bytes'): """ Returns the memory usage of the cgroup the Python interpreter is running in. This is handy for getting the memory usage inside a Docker container since they are implemented using cgroups. With conventional tools (e.g. psutil) this is not possible, because they often rely on stats reported by /proc, but that one reports metrics from the host system. """ with open(cgroup_mem_file, 'r') as infile: usage_bytes = infile.readline() usage_bytes = int(usage_bytes) if usage_bytes == 0 or unit == 'B': return usage_bytes return usage_bytes / 1024 ** _conversion_powers[unit]
Functions: cgroup_memory_usage This code demonstrates Pythoncode:Python programming.
intermediate
machine_learning
code_explanation
Pythoncode:Python
1
0
814
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n_conversion_powers = {\n 'KB': 1,\n 'MB': 2,\n 'GB': 3,\n 'TB': 4,\n}\n\n\ndef cgroup_memory_usage(unit='B', cgroup_mem_file='/sys/fs/cgroup/memory/memory.usage_in_bytes'):\n \"\"\"\n Returns the memory usage of the cgroup the Python interpreter is running in.\n\n This is handy for getting the memory usage inside a Docker container since they are\n implemented using cgroups.\n With conventional tools (e.g. psutil) this is not possible, because they often rely on\n stats reported by /proc, but that one reports metrics from the host system.\n \"\"\"\n with open(cgroup_mem_file, 'r') as infile:\n usage_bytes = infile.readline()\n usage_bytes = int(usage_bytes)\n\n if usage_bytes == 0 or unit == 'B':\n return usage_bytes\n\n return usage_bytes / 1024 ** _conversion_powers[unit]"}, {"role": "assistant", "content": " Functions: cgroup_memory_usage\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
db21fcfb69ae4392f4de9f9337fe7c5d27d8ad2e
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: # coding:utf-8 import tensorflow as tf import os from cnn_train import cnn_graph from captcha_gen import gen_captcha_text_and_image,read_dir_image,read_dir_image_for_position, IMAGE_TEST_PATH, RESTORE_PATH from util import vec2text, convert2gray, CAPTCHA_LIST, CAPTCHA_WIDTH, CAPTCHA_HEIGHT, CAPTCHA_LEN def image2text(image , height=CAPTCHA_HEIGHT, width=CAPTCHA_WIDTH): pre_text = '1111' tf.reset_default_graph() x = tf.placeholder(tf.float32, [None, height * width]) keep_prob = tf.placeholder(tf.float32) y_conv = cnn_graph(x, keep_prob, (height, width)) saver = tf.train.Saver() with tf.Session() as sess: saver.restore(sess, RESTORE_PATH) image = convert2gray(image) image = image.flatten() / 255 image = [image] predict = tf.argmax(tf.reshape(y_conv, [-1, CAPTCHA_LEN, len(CAPTCHA_LIST)]), 2) vector_list = sess.run(predict, feed_dict={x: image, keep_prob: 1}) vector_list = vector_list.tolist() pre_text = [vec2text(vector) for vector in vector_list] return pre_text def captcha2text(height=CAPTCHA_HEIGHT, width=CAPTCHA_WIDTH): ''' 验证码图片转化为文本 :param image_list: :param height: :param width: :return: ''' x = tf.placeholder(tf.float32, [None, height * width]) keep_prob = tf.placeholder(tf.float32) y_conv = cnn_graph(x, keep_prob, (height, width)) saver = tf.train.Saver() with tf.Session() as sess: saver.restore(sess, RESTORE_PATH) success = 0 error = 0 for num in range(0, len(os.listdir(IMAGE_TEST_PATH))): text, image = read_dir_image_for_position(num,IMAGE_TEST_PATH) image = convert2gray(image) image = image.flatten() / 255 image = [image] predict = tf.argmax(tf.reshape(y_conv, [-1, CAPTCHA_LEN, len(CAPTCHA_LIST)]), 2) vector_list = sess.run(predict, feed_dict={x: image, keep_prob: 1}) vector_list = vector_list.tolist() pre_text = [vec2text(vector) for vector in vector_list] if (text == ''.join(pre_text)): success += 1 else: ... code continues ...
Completion: Missing: If statement incomplete - else clause truncated To complete: • Complete if-else statement Example continuation: error += 1 print('Label:', text, ' Predict:', pre_text) print('total:', success + error, ',success:', success, ',error:', error)
intermediate
testing
incomplete_code
Pythoncode:Python
2
0
2,165
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# coding:utf-8\nimport tensorflow as tf\nimport os\nfrom cnn_train import cnn_graph\nfrom captcha_gen import gen_captcha_text_and_image,read_dir_image,read_dir_image_for_position, IMAGE_TEST_PATH, RESTORE_PATH\nfrom util import vec2text, convert2gray, CAPTCHA_LIST, CAPTCHA_WIDTH, CAPTCHA_HEIGHT, CAPTCHA_LEN\n\n\n\n\ndef image2text(image , height=CAPTCHA_HEIGHT, width=CAPTCHA_WIDTH):\n pre_text = '1111'\n tf.reset_default_graph()\n x = tf.placeholder(tf.float32, [None, height * width])\n keep_prob = tf.placeholder(tf.float32)\n y_conv = cnn_graph(x, keep_prob, (height, width))\n saver = tf.train.Saver()\n with tf.Session() as sess:\n saver.restore(sess, RESTORE_PATH)\n image = convert2gray(image)\n image = image.flatten() / 255\n image = [image]\n predict = tf.argmax(tf.reshape(y_conv, [-1, CAPTCHA_LEN, len(CAPTCHA_LIST)]), 2)\n vector_list = sess.run(predict, feed_dict={x: image, keep_prob: 1})\n vector_list = vector_list.tolist()\n pre_text = [vec2text(vector) for vector in vector_list]\n return pre_text\n\n\ndef captcha2text(height=CAPTCHA_HEIGHT, width=CAPTCHA_WIDTH):\n '''\n \u9a8c\u8bc1\u7801\u56fe\u7247\u8f6c\u5316\u4e3a\u6587\u672c\n :param image_list:\n :param height:\n :param width:\n :return:\n '''\n x = tf.placeholder(tf.float32, [None, height * width])\n keep_prob = tf.placeholder(tf.float32)\n y_conv = cnn_graph(x, keep_prob, (height, width))\n saver = tf.train.Saver()\n with tf.Session() as sess:\n saver.restore(sess, RESTORE_PATH)\n success = 0\n error = 0\n for num in range(0, len(os.listdir(IMAGE_TEST_PATH))):\n text, image = read_dir_image_for_position(num,IMAGE_TEST_PATH)\n image = convert2gray(image)\n image = image.flatten() / 255\n image = [image]\n predict = tf.argmax(tf.reshape(y_conv, [-1, CAPTCHA_LEN, len(CAPTCHA_LIST)]), 2)\n vector_list = sess.run(predict, feed_dict={x: image, keep_prob: 1})\n vector_list = vector_list.tolist()\n pre_text = [vec2text(vector) for vector in vector_list]\n if (text == ''.join(pre_text)):\n success += 1\n else:\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: If statement incomplete - else clause truncated\n\n To complete:\n \u2022 Complete if-else statement\n\n Example continuation:\n error += 1\n print('Label:', text, ' Predict:', pre_text)\n print('total:', success + error, ',success:', success, ',error:', error)"}]
true
syntax
INCOMPLETE_LOGIC
MEDIUM
db2216767f40bc81cc6d726ff0c42f9452e83912
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: from .spatial import Spatial from Eir.utility import Person from Eir.utility import dist class StrongInfect(Spatial): """ Contains the same attributes as the Spatial base class. The only difference is in the _infect function, where implementation is different according to the Strong Infectious model presumptions. One difference is the w0 variable is defaulted to 0.5 if no value is passed in. This model assumes that super spreaders are intrinsically more infectious and therefore have a constant probability of infection within their spreading radius. """ def __init__(self, popsize: int, pss: float, rstart: float, alpha: int, side: float, S0:int, I0:int, w0: float): super(StrongInfect, self).__init__(popsize, pss, rstart, alpha, side, S0, I0, w0=0.5) def _infect(self, inf: Person, sus: Person): """ Implementation of _infect method. Assumes that super spreders have constant probability of infection while the susceptible is within their spreading radius. If infectious person is normal spreader, Parameters --------- inf: Person infectious person. sus: Person susceptible person Returns ------- float: probability that infectious person infects the susceptible person. """ # compute the distance between two Person objects r = dist(inf, sus) # make variable that can potentially be changed if someone is a super spreader r0 = self.rstart # if the susceptible is too far away from the infectious person if r > r0: return 0 ... code continues ...
Completion: Missing: If block is incomplete - body missing To complete: • Add body to If block or use 'pass' statement Example continuation: # in range of the infected person if inf.ss: return self.w0 # return using the normal probability function if not a super spreader return self.w0 * (1 - r / r0) ** self.alpha
advanced
database
incomplete_code
Pythoncode:Python
2
1
1,726
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom .spatial import Spatial\r\nfrom Eir.utility import Person\r\nfrom Eir.utility import dist\r\n\r\n\r\nclass StrongInfect(Spatial):\r\n \"\"\"\r\n Contains the same attributes as the Spatial base class. The only difference is in the _infect function,\r\n where implementation is different according to the Strong Infectious model presumptions. One difference is\r\n the w0 variable is defaulted to 0.5 if no value is passed in. This model assumes that super spreaders are\r\n intrinsically more infectious and therefore have a constant probability of infection within their spreading\r\n radius.\r\n \"\"\"\r\n def __init__(self, popsize: int, pss: float, rstart: float, alpha: int, side: float, S0:int, I0:int, w0: float):\r\n super(StrongInfect, self).__init__(popsize, pss, rstart, alpha, side, S0, I0, w0=0.5)\r\n\r\n def _infect(self, inf: Person, sus: Person):\r\n \"\"\"\r\n Implementation of _infect method. Assumes that super spreders have constant probability of infection\r\n while the susceptible is within their spreading radius. If infectious person is normal spreader,\r\n\r\n Parameters\r\n ---------\r\n\r\n inf: Person\r\n infectious person.\r\n\r\n sus: Person\r\n susceptible person\r\n \r\n Returns\r\n -------\r\n \r\n float:\r\n probability that infectious person infects the susceptible person. \r\n \"\"\"\r\n # compute the distance between two Person objects\r\n r = dist(inf, sus)\r\n # make variable that can potentially be changed if someone is a super spreader\r\n r0 = self.rstart\r\n # if the susceptible is too far away from the infectious person\r\n if r > r0:\r\n return 0\r\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: If block is incomplete - body missing\n\n To complete:\n \u2022 Add body to If block or use 'pass' statement\n\n Example continuation:\n # in range of the infected person\r\n if inf.ss:\r\n return self.w0\r\n # return using the normal probability function if not a super spreader\r\n return self.w0 * (1 - r / r0) ** self.alpha"}]
true
syntax
MID_BLOCK
HIGH
db25ed89140bb1a29d4b21d1991a07e787f5e220
TheStack--python--010.parquet
Complete this Pythoncode:Python code: #!/usr/bin/env python3 # Copyright (c) 2014-2019 The Bitcoin Core developers # Copyright (c) DeFi Blockchain Developers # Distributed under the MIT software license, see the accompanying # file LICENSE or http://www.opensource.org/licenses/mit-license.php. class TokensBasicTest (DefiTestFramework): def set_test_params(self): self.num_nodes = 3 # node0: main # node1: revert of destroy # node2: revert create (all)
self.setup_clean_chain = True self.extra_args = [ ['-txnotokens=0', '-amkheight=50'], ['-txnotokens=0', '-amkheight=50'], ['-txnotokens=0', '-amkheight=50']] ... [1 more functiondefs truncated] ...
advanced
testing
code_completion
Pythoncode:Python
1
1
710
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python3\n# Copyright (c) 2014-2019 The Bitcoin Core developers\n# Copyright (c) DeFi Blockchain Developers\n# Distributed under the MIT software license, see the accompanying\n# file LICENSE or http://www.opensource.org/licenses/mit-license.php.\nclass TokensBasicTest (DefiTestFramework):\n def set_test_params(self):\n self.num_nodes = 3\n # node0: main\n # node1: revert of destroy\n # node2: revert create (all)"}, {"role": "assistant", "content": "\n self.setup_clean_chain = True\n self.extra_args = [\n ['-txnotokens=0', '-amkheight=50'],\n ['-txnotokens=0', '-amkheight=50'],\n ['-txnotokens=0', '-amkheight=50']]\n\n\n ... [1 more functiondefs truncated] ..."}]
false
null
null
null
db2640971a0cbbe95f1477b779984964ed5ed2fa
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: def optimization(learning_rate, loss): """Defines the optimization operation""" return tf.train.AdamOptimizer(learning_rate).minimize(loss) def cross_entropy(logits, labels): """Defines loss function""" cross_entropy = tf.nn.softmax_cross_entropy_with_logits(labels=labels, logits=logits) return tf.reduce_mean(cross_entropy def compute_accuracy(logits, labels): """Computes classification accuracy""" correct_prediction = tf.equal(tf.argmax(logits,1), tf.argmax(labels,1)) return tf.reduce_mean(tf.cast(correct_prediction, tf.float32)) ... [1 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 8 - expected ')' • SyntaxError: '(' was never closed at line 8 Fixes: • Complete the expression on the last line • Add closing ')' bracket • Review code syntax
intermediate
machine_learning
syntax_repair
Pythoncode:Python
3
0
619
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\ndef optimization(learning_rate, loss):\n \"\"\"Defines the optimization operation\"\"\"\n return tf.train.AdamOptimizer(learning_rate).minimize(loss)\n\ndef cross_entropy(logits, labels):\n \"\"\"Defines loss function\"\"\"\n cross_entropy = tf.nn.softmax_cross_entropy_with_logits(labels=labels, logits=logits)\n return tf.reduce_mean(cross_entropy\n\ndef compute_accuracy(logits, labels):\n \"\"\"Computes classification accuracy\"\"\"\n correct_prediction = tf.equal(tf.argmax(logits,1), tf.argmax(labels,1))\n return tf.reduce_mean(tf.cast(correct_prediction, tf.float32))\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '(' at line 8 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 8\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
db2786940b1c36ed56f81a7ea6fe9fd5ade476ba
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: from test import test def add_binary(a, b): return (a + b) % 2 def add_polynomials_binary(a, b): if len(a) == 0: return b if len(b) == 0: return a max_len = max(len(a), len(b)) a = fill_bits(a, max_len) b = fill_bits(b, max_len) return map(lambda x, y: add_binary(x, y), a, b) def max_polynomial(a, b): if len(a) == 0 and len(b) == 0: return a if len(b) == 0: return a if len(a) == 0: return b a_deg = sorted(get_polynomial_degree(a), reverse=True) b_deg = sorted(get_polynomial_degree(b), reverse=True) # desc smaller_array = a_deg greater_array = b_deg original_small = a original_great = b if len(b_deg) < len(smaller_array): smaller_array = b_deg greater_array = a_deg original_small = b original_great = a for i in range(len(smaller_array)): if smaller_array[i] > greater_array[i]: return original_small ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: return original_great return original_great def min_polynomial(a, b):
advanced
testing
incomplete_code
Pythoncode:Python
10
0
988
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom test import test\n\ndef add_binary(a, b):\n return (a + b) % 2\n\ndef add_polynomials_binary(a, b):\n if len(a) == 0:\n return b\n if len(b) == 0:\n return a\n max_len = max(len(a), len(b))\n a = fill_bits(a, max_len)\n b = fill_bits(b, max_len)\n return map(lambda x, y: add_binary(x, y), a, b)\n\ndef max_polynomial(a, b):\n if len(a) == 0 and len(b) == 0:\n return a\n if len(b) == 0:\n return a\n if len(a) == 0:\n return b\n\n a_deg = sorted(get_polynomial_degree(a), reverse=True)\n b_deg = sorted(get_polynomial_degree(b), reverse=True) # desc\n\n smaller_array = a_deg\n greater_array = b_deg\n original_small = a\n original_great = b\n\n if len(b_deg) < len(smaller_array):\n smaller_array = b_deg\n greater_array = a_deg\n original_small = b\n original_great = a\n\n for i in range(len(smaller_array)):\n if smaller_array[i] > greater_array[i]:\n return original_small\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 return original_great\n return original_great\n\ndef min_polynomial(a, b):"}]
true
syntax
HARD_CUT
CRITICAL
db2791569329404424f3914cfcc1000025420dd3
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from PyQt5.QtGui import QFont from PyQt5.QtWidgets import * def create_widget(): widget = QWidget() return widget def create_vertical_layout(*layout_fields): vertical_box = QVBoxLayout() for field in layout_fields: vertical_box.addWidget(field) return vertical_box def create_horizontal_layout(*layout_fields): horizontal_box = QHBoxLayout() for field in layout_fields: horizontal_box.addWidget(field) return horizontal_box def create_label(orientation = (0, 0, 0, 0), text = ""): """ Create a Label. :param orientation: Orientation of the label: X,Y Position and Width and Height :param text: Label Text :return: QTWidget Label """ label = QLabel(text) label.setGeometry(orientation[0], orientation[1], orientation[2], orientation[3]) return label def create_label(text = ""): """ Create a Label. :param text: Label Text :return: QTWidget Label """ label = QLabel(text) return label def create_button(orientation = (0, 0, 0, 0), text = "button"): """ Create a Button. :param orientation: Orientation of the button: X,Y Position and Width and Height :param text: Button Text :return: QTWidget Push Button """ button = QPushButton(text) button.setGeometry(orientation[0], orientation[1], orientation[2], orientation[3]) return button def create_button(text = "button"): """ Create a Button. :param text: Button Text :return: QTWidget Push Button """ button = QPushButton(text) return button
def create_check_box(orientation = (0, 0, 0, 0), text = ""): """ Create a Check Box Option. :param orientation: Placement of the Check Box. :param text: Check Box Text. :return: """ check_box = QCheckBox(text) check_box.setGeometry(orientation[0], orientation[1], orientation[2], orientation[3]) check_box.setText(text) check_box.adjustSize() return check_box def create_check_box(text = "", tooltip = ""): """ Create a Check Box Option :param text: Check Box Text. :param tooltip: Hint about GUI Item :return: Check box. """ check_box = QCheckBox(text) check_box.setToolTip(tooltip) check_box.setText(text) check_box.adjustSize() return check_box def create_line_edit(orientation = (0, 0, 0, 0), text = "", hint = ""): """ Create a Text Box Input Field :param orientation: Placement of the Text Box Field. :param text: Text Box Text :param hint: Text Box Hint Text :return: QLineEdit """ text_box = QLineEdit(text) text_box.setGeometry(orientation[0], orientation[1], orientation[2], orientation[3]) text_box.setPlaceholderText(hint) return text_box ... [3 more functiondefs truncated] ...
advanced
ui
code_completion
Pythoncode:Python
10
0
2,931
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom PyQt5.QtGui import QFont\r\nfrom PyQt5.QtWidgets import *\r\n\r\n\r\ndef create_widget():\r\n widget = QWidget()\r\n return widget\r\n\r\n\r\ndef create_vertical_layout(*layout_fields):\r\n vertical_box = QVBoxLayout()\r\n for field in layout_fields:\r\n vertical_box.addWidget(field)\r\n\r\n return vertical_box\r\n\r\n\r\ndef create_horizontal_layout(*layout_fields):\r\n horizontal_box = QHBoxLayout()\r\n for field in layout_fields:\r\n horizontal_box.addWidget(field)\r\n\r\n return horizontal_box\r\n\r\n\r\ndef create_label(orientation = (0, 0, 0, 0), text = \"\"):\r\n \"\"\"\r\n Create a Label.\r\n :param orientation: Orientation of the label: X,Y Position and Width and Height\r\n :param text: Label Text\r\n :return: QTWidget Label\r\n \"\"\"\r\n label = QLabel(text)\r\n label.setGeometry(orientation[0], orientation[1], orientation[2], orientation[3])\r\n return label\r\n\r\n\r\ndef create_label(text = \"\"):\r\n \"\"\"\r\n Create a Label.\r\n :param text: Label Text\r\n :return: QTWidget Label\r\n \"\"\"\r\n label = QLabel(text)\r\n return label\r\n\r\n\r\ndef create_button(orientation = (0, 0, 0, 0), text = \"button\"):\r\n \"\"\"\r\n Create a Button.\r\n :param orientation: Orientation of the button: X,Y Position and Width and Height\r\n :param text: Button Text\r\n :return: QTWidget Push Button\r\n \"\"\"\r\n button = QPushButton(text)\r\n button.setGeometry(orientation[0], orientation[1], orientation[2], orientation[3])\r\n return button\r\n\r\n\r\ndef create_button(text = \"button\"):\r\n \"\"\"\r\n Create a Button.\r\n :param text: Button Text\r\n :return: QTWidget Push Button\r\n \"\"\"\r\n button = QPushButton(text)\r\n return button"}, {"role": "assistant", "content": "\n\r\n\r\ndef create_check_box(orientation = (0, 0, 0, 0), text = \"\"):\r\n \"\"\"\r\n Create a Check Box Option.\r\n :param orientation: Placement of the Check Box.\r\n :param text: Check Box Text.\r\n :return:\r\n \"\"\"\r\n check_box = QCheckBox(text)\r\n check_box.setGeometry(orientation[0], orientation[1], orientation[2], orientation[3])\r\n check_box.setText(text)\r\n check_box.adjustSize()\r\n return check_box\r\n\r\n\r\ndef create_check_box(text = \"\", tooltip = \"\"):\r\n \"\"\"\r\n Create a Check Box Option\r\n :param text: Check Box Text.\r\n :param tooltip: Hint about GUI Item\r\n :return: Check box.\r\n \"\"\"\r\n check_box = QCheckBox(text)\r\n check_box.setToolTip(tooltip)\r\n check_box.setText(text)\r\n check_box.adjustSize()\r\n return check_box\r\n\r\n\r\ndef create_line_edit(orientation = (0, 0, 0, 0), text = \"\", hint = \"\"):\r\n \"\"\"\r\n Create a Text Box Input Field\r\n :param orientation: Placement of the Text Box Field.\r\n :param text: Text Box Text\r\n :param hint: Text Box Hint Text\r\n :return: QLineEdit\r\n \"\"\"\r\n text_box = QLineEdit(text)\r\n text_box.setGeometry(orientation[0], orientation[1], orientation[2], orientation[3])\r\n text_box.setPlaceholderText(hint)\r\n return text_box\r\n\r\n\r\n\n ... [3 more functiondefs truncated] ..."}]
false
null
null
null
db28fad5761ce2d911ef9570fe12e5971ff6ba83
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: from django.test import TestCase from imparh.candidatos.forms import CandidatoForm class SubscriptionFormTest(TestCase): def test_form_has_fields(self): """Form must have a fields""" form = CandidatoForm() expected = 'primeiro_nome', 'sobrenome', 'data_nascimento', 'cpf', 'rg_numero', 'rg_data_expedicao', 'rg_orgao_emissor', 'email'] self.assertSequenceEqual(expected, list(form.fields)) def test_cpf_is_digit(self): """CPF must only accept digits""" form = self.make_validated_form(cpf='WERT1234567') self.assertFormErrorCode(form, 'cpf', 'digits') def test_cpf_has_11_digits(self): """CPF must have 11 digits""" form = self.make_validated_form(cpf='1234') self.assertFormErrorMessage(form, 'cpf', 'CPF deve ter 11 números') def assertFormErrorCode(self, form, field, code): errors = form.errors.as_data() errors_list = errors[field] exception = errors_list[0] self.assertEqual(code, exception.code) def assertFormErrorMessage(self, form, field, msg): errors = form.errors errors_list = errors[field] self.assertListEqual([msg], errors_list) def make_validated_form(self, **kwargs): valid = dict( primeiro_nome='Alexandre', sobrenome='Ribeiro', data_nascimento='16/06/1980', cpf='61748188372', rg_numero='9500220344', rg_data_expedicao='16/06/2002', rg_orgao_emissor='SSP CE', email='alexandresillva@gmail.com', ) data = dict(valid, **kwargs) form = CandidatoForm(data) form.is_valid() return form
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unmatched closing bracket ']' at line 10 • IndentationError at line 10 Fixes: • Complete the expression on the last line • Fix indentation to match Python syntax rules
advanced
testing
syntax_repair
Pythoncode:Python
6
1
1,731
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom django.test import TestCase\nfrom imparh.candidatos.forms import CandidatoForm\n\n\nclass SubscriptionFormTest(TestCase):\n def test_form_has_fields(self):\n \"\"\"Form must have a fields\"\"\"\n form = CandidatoForm()\n expected = 'primeiro_nome', 'sobrenome', 'data_nascimento', 'cpf',\n 'rg_numero', 'rg_data_expedicao', 'rg_orgao_emissor', 'email']\n self.assertSequenceEqual(expected, list(form.fields))\n\n def test_cpf_is_digit(self):\n \"\"\"CPF must only accept digits\"\"\"\n form = self.make_validated_form(cpf='WERT1234567')\n self.assertFormErrorCode(form, 'cpf', 'digits')\n\n def test_cpf_has_11_digits(self):\n \"\"\"CPF must have 11 digits\"\"\"\n form = self.make_validated_form(cpf='1234')\n self.assertFormErrorMessage(form, 'cpf', 'CPF deve ter 11 n\u00fameros')\n\n def assertFormErrorCode(self, form, field, code):\n errors = form.errors.as_data()\n errors_list = errors[field]\n exception = errors_list[0]\n self.assertEqual(code, exception.code)\n\n def assertFormErrorMessage(self, form, field, msg):\n errors = form.errors\n errors_list = errors[field]\n self.assertListEqual([msg], errors_list)\n\n def make_validated_form(self, **kwargs):\n valid = dict(\n primeiro_nome='Alexandre',\n sobrenome='Ribeiro',\n data_nascimento='16/06/1980',\n cpf='61748188372',\n rg_numero='9500220344',\n rg_data_expedicao='16/06/2002',\n rg_orgao_emissor='SSP CE',\n email='alexandresillva@gmail.com',\n )\n data = dict(valid, **kwargs)\n form = CandidatoForm(data)\n form.is_valid()\n return form"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unmatched closing bracket ']' at line 10\n \u2022 IndentationError at line 10\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
MISSING_BRACKETS
MEDIUM
db29043541f29f7ba3ead5dd5644d250e312f69d
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: ''' 1-Crie um dicionário contendo dias da semana sendo dia1,dia2,dia3...as chaves e o dia seu valor. Ex: “dia1”: “domingo”. 2-Remova dois dos últimos dias da semana. 3-Remova segunda-feira pela sua chave.4-Imprima chaves e valores do dicionário. 5-Imprima o dicionário final. ''' dias_semana = {"dia1":"Domingo", "dia2":"Segunda", "dia3":"Terça", "dia4":"Quarta", "dia5":"Quinta", "dia6":"Sexta", "dia7":"Sabado",} dias_semana.popitem() dias_semana.popitem() del(dias_semana["dia2"]) print(dias_semana.keys()) print(dias_semana.values()) print(dias_semana
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 1 • Unclosed '(' at line 18 - expected ')' • SyntaxError: '(' was never closed at line 18 Fixes: • Add closing quote at line 1 • Add closing ')' bracket • Review code syntax
intermediate
ui
syntax_repair
Pythoncode:Python
0
0
564
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n'''\n1-Crie um dicion\u00e1rio contendo dias da semana sendo dia1,dia2,dia3...as chaves e o dia seu valor. Ex: \u201cdia1\u201d: \u201cdomingo\u201d.\n2-Remova dois dos \u00faltimos dias da semana.\n3-Remova segunda-feira pela sua chave.4-Imprima chaves e valores do dicion\u00e1rio.\n5-Imprima o dicion\u00e1rio final.\n'''\n\ndias_semana = {\"dia1\":\"Domingo\", \"dia2\":\"Segunda\", \"dia3\":\"Ter\u00e7a\", \"dia4\":\"Quarta\", \"dia5\":\"Quinta\", \"dia6\":\"Sexta\", \"dia7\":\"Sabado\",} \n\ndias_semana.popitem()\ndias_semana.popitem()\n\ndel(dias_semana[\"dia2\"])\n\nprint(dias_semana.keys())\nprint(dias_semana.values())\n\nprint(dias_semana"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 1\n \u2022 Unclosed '(' at line 18 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 18\n\n Fixes:\n \u2022 Add closing quote at line 1\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
db29acc93f83ce9c70c9cce679d583bae44dfb08
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: import ast from typing import Iterabl from typing import Tuple from tokenize_rt import List from tokenize_rt import NON_CODING_TOKENS from tokenize_rt import Offset from tokenize_rt import Token from pyupgrade._ast_helpers import ast_to_offset from pyupgrade._data import register from pyupgrade._data import State from pyupgrade._data import TokenFunc from pyupgrade._token_helpers import find_closing_bracket def _replace_dict_brackets(i: int, tokens: List[Token]) -> None: closing = find_closing_bracket(tokens, i) j = closing - 1 while tokens[j].name in NON_CODING_TOKENS and j > i: j -= 1 if tokens[j].name == 'OP' and tokens[j].src == ',': tokens[j] = Token('PLACEHOLDER', '') if tokens[i].line == tokens[closing].line: tokens[i] = Token('PLACEHOLDER', '') tokens[closing] = Token('PLACEHOLDER', '') else: tokens[i] = Token('CODE', '(') tokens[closing] = Token('CODE', ')') def _remove_double_star(i: int, tokens: List[Token]) -> None: j = i while not (tokens[j].name == 'OP' and tokens[j].src == '**'): j -= 1 tokens[j] = Token('PLACEHOLDER', '') def _replace_comma_with_pipe(i: int, tokens: List[Token]) -> None: j = i - 1 while not (tokens[j].name == 'OP' and tokens[j].src == ','): j -= 1 tokens[j] = Token('CODE', ' |') @register(ast.Dict) def visit_Dict( state: State, node: ast.Dict, parent: ast.AST, ) -> Iterable[Tuple[Offset, TokenFunc]]: if state.settings.min_version < (3, 9): return if all(key is None for key in node.keys) and len(node.values) > 1: yield ast_to_offset(node), _replace_dict_brackets for idx, arg in enumerate(node.values): yield ast_to_offset(arg), _remove_double_star if idx > 0: yield ast_to_offset(arg), _replace_comma_with_pipe
Syntax Analysis: Syntax Errors Found: • IndentationError at line 3 Fixes: • Fix indentation to match Python syntax rules
intermediate
data_processing
syntax_repair
Pythoncode:Python
4
0
1,890
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport ast\nfrom typing import Iterabl\n from typing import Tuple\n\nfrom tokenize_rt import List\nfrom tokenize_rt import NON_CODING_TOKENS\nfrom tokenize_rt import Offset\nfrom tokenize_rt import Token\n\nfrom pyupgrade._ast_helpers import ast_to_offset\nfrom pyupgrade._data import register\nfrom pyupgrade._data import State\nfrom pyupgrade._data import TokenFunc\nfrom pyupgrade._token_helpers import find_closing_bracket\n\n\ndef _replace_dict_brackets(i: int, tokens: List[Token]) -> None:\n closing = find_closing_bracket(tokens, i)\n j = closing - 1\n while tokens[j].name in NON_CODING_TOKENS and j > i:\n j -= 1\n if tokens[j].name == 'OP' and tokens[j].src == ',':\n tokens[j] = Token('PLACEHOLDER', '')\n\n if tokens[i].line == tokens[closing].line:\n tokens[i] = Token('PLACEHOLDER', '')\n tokens[closing] = Token('PLACEHOLDER', '')\n else:\n tokens[i] = Token('CODE', '(')\n tokens[closing] = Token('CODE', ')')\n\n\ndef _remove_double_star(i: int, tokens: List[Token]) -> None:\n j = i\n while not (tokens[j].name == 'OP' and tokens[j].src == '**'):\n j -= 1\n tokens[j] = Token('PLACEHOLDER', '')\n\n\ndef _replace_comma_with_pipe(i: int, tokens: List[Token]) -> None:\n j = i - 1\n while not (tokens[j].name == 'OP' and tokens[j].src == ','):\n j -= 1\n tokens[j] = Token('CODE', ' |')\n\n\n@register(ast.Dict)\ndef visit_Dict(\n state: State,\n node: ast.Dict,\n parent: ast.AST,\n) -> Iterable[Tuple[Offset, TokenFunc]]:\n if state.settings.min_version < (3, 9):\n return\n\n if all(key is None for key in node.keys) and len(node.values) > 1:\n yield ast_to_offset(node), _replace_dict_brackets\n for idx, arg in enumerate(node.values):\n yield ast_to_offset(arg), _remove_double_star\n if idx > 0:\n yield ast_to_offset(arg), _replace_comma_with_pipe"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 IndentationError at line 3\n\n Fixes:\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
db2a16a616d100aa851fe33de994c728add0b6e2
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: import matplotlib as mpl import matplotlib.pyplot as plt import numpy as np from mne import Report, set_log_level def create_report( participant_id, raw, ica, clean, events, event_id, epochs, evokeds): """Creates a HTML report for the processing steps of one participant.""" # Disable warnings about number of open figures mpl.rcParams.update({'figure.max_open_warning': 0}) plt.ioff() # Initialize HTML report print('Creating HTML report') set_log_level('ERROR') report = Report(title=f'Report for {participant_id}', verbose=False) # Add raw data info report.add_raw(raw, title='Raw data', butterfly=False) # Add raw time series plots n_figs = 10 raw_figs = plot_time_series(raw, n_figs) captions = [f'Segment {i + 1} of {n_figs}' for i in range(n_figs)] report.add_figure( raw_figs, title='Raw time series', caption=captions, tags=('raw',)) # Add ICA if ica is not None: raw.info['bads'] = [] # Else plotting ICA fails report.add_ica(ica, title='ICA', inst=raw) # Add cleaned data info report.a
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
api
error_detection
Pythoncode:Python
2
0
1,109
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport matplotlib as mpl\nimport matplotlib.pyplot as plt\nimport numpy as np\nfrom mne import Report, set_log_level\n\n\ndef create_report(\n participant_id, raw, ica, clean, events, event_id, epochs, evokeds):\n \"\"\"Creates a HTML report for the processing steps of one participant.\"\"\"\n\n # Disable warnings about number of open figures\n mpl.rcParams.update({'figure.max_open_warning': 0})\n plt.ioff()\n\n # Initialize HTML report\n print('Creating HTML report')\n set_log_level('ERROR')\n report = Report(title=f'Report for {participant_id}', verbose=False)\n\n # Add raw data info\n report.add_raw(raw, title='Raw data', butterfly=False)\n\n # Add raw time series plots\n n_figs = 10\n raw_figs = plot_time_series(raw, n_figs)\n captions = [f'Segment {i + 1} of {n_figs}' for i in range(n_figs)]\n report.add_figure(\n raw_figs, title='Raw time series', caption=captions, tags=('raw',))\n\n # Add ICA\n if ica is not None:\n raw.info['bads'] = [] # Else plotting ICA fails\n report.add_ica(ica, title='ICA', inst=raw)\n\n # Add cleaned data info\n report.a"}, {"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
db2a76a584356e45255f81f5f025c1836abb8f63
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: from lebai.type import JointPose, JointPose, CartesianPose from genpy.rostime import Duration import rospy from industrial_msgs.msg import RobotStatus, ServiceReturnCode from industrial_msgs.srv import StopMotion, StopMotionResponse from industrial_msgs.srv import CmdJointTrajectory from trajectory_msgs.msg import JointTrajectory, JointTrajectoryPoint from sensor_msgs.msg import JointState # class TransferState(Enum): # IDLE = 0 # STREAMING = 1 class TPStreamTrajectoryHandler: def __init__(self, lebai_robot, joints_name): self.lebai_robot_ = lebai_robot self.sub_robot_status_ = rospy.Subscriber("robot_status", RobotStatus, self.robot_status_callback) self.robot_status_ = None self.joints_name_ = joints_name rospy.logwarn("No velocity limits set, velocity validation disabled") self.srv_stop_motion_ = rospy.Service("stop_motion", StopMotion, self.service_stop_motion) self.srv_joint_trajectory_ = rospy.Service("joint_path_command", CmdJointTrajectory, self.service_joint_trajectory) self.sub_joint_trajectory_ = rospy.Subscriber("joint_path_command", JointTrajectory, self. joint_trajectory_cb) self.sub_cur_pos_ = rospy.Subscriber("joint_states", JointState, self.joint_state_cb) # self.state_ = TransferState.IDLE def __del__(self): # self.lebai_robot_.stop() pass def robot_status_callback(self, data): self.robot_status_ = data # print("xxx %s"%(self.robot_status_.motion_possible.val)) pass def service_stop_motion(self, req): self.stop_motion() res = StopMotionResponse() res.code.val = ServiceReturnCode.SUCCESS return res def stop_motion(self): self.lebai_robot_.stop() # self.state_ = TransferState.IDLE return def service_joint_trajectory(self, req): # ROS_INFO("Stop motion callbacks"); # trajectoryStop(); # // no success/fail result from trajectoryStodp. Assume success. # res.code.val = industrial_msgs::ServiceReturnCode::SUCCESS; # return true; // always return true. To distinguish between call-failed and service-unavailable. pass ... [6 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
ui
refactoring
Pythoncode:Python
6
1
2,319
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom lebai.type import JointPose, JointPose, CartesianPose\nfrom genpy.rostime import Duration\nimport rospy\nfrom industrial_msgs.msg import RobotStatus, ServiceReturnCode\nfrom industrial_msgs.srv import StopMotion, StopMotionResponse\nfrom industrial_msgs.srv import CmdJointTrajectory\nfrom trajectory_msgs.msg import JointTrajectory, JointTrajectoryPoint\nfrom sensor_msgs.msg import JointState\n\n\n# class TransferState(Enum):\n# IDLE = 0\n# STREAMING = 1\n\nclass TPStreamTrajectoryHandler:\n def __init__(self, lebai_robot, joints_name):\n self.lebai_robot_ = lebai_robot\n self.sub_robot_status_ = rospy.Subscriber(\"robot_status\", RobotStatus, self.robot_status_callback)\n self.robot_status_ = None\n self.joints_name_ = joints_name\n rospy.logwarn(\"No velocity limits set, velocity validation disabled\")\n self.srv_stop_motion_ = rospy.Service(\"stop_motion\", StopMotion, self.service_stop_motion)\n self.srv_joint_trajectory_ = rospy.Service(\"joint_path_command\", CmdJointTrajectory, self.service_joint_trajectory)\n self.sub_joint_trajectory_ = rospy.Subscriber(\"joint_path_command\", JointTrajectory, self. joint_trajectory_cb)\n self.sub_cur_pos_ = rospy.Subscriber(\"joint_states\", JointState, self.joint_state_cb)\n # self.state_ = TransferState.IDLE\n\n def __del__(self):\n # self.lebai_robot_.stop()\n pass\n \n def robot_status_callback(self, data): \n self.robot_status_ = data\n # print(\"xxx %s\"%(self.robot_status_.motion_possible.val))\n pass\n \n def service_stop_motion(self, req):\n self.stop_motion()\n res = StopMotionResponse()\n res.code.val = ServiceReturnCode.SUCCESS\n return res\n\n def stop_motion(self):\n self.lebai_robot_.stop()\n # self.state_ = TransferState.IDLE\n return\n\n def service_joint_trajectory(self, req):\n # ROS_INFO(\"Stop motion callbacks\");\n # trajectoryStop();\n # // no success/fail result from trajectoryStodp. Assume success.\n # res.code.val = industrial_msgs::ServiceReturnCode::SUCCESS;\n\n # return true; // always return true. To distinguish between call-failed and service-unavailable.\n pass\n\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
db2c13fca30beb6c246409407bf58d88052e6504
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: class TupleTest(test_base.TargetIndependentTest): """Tests for builtins.tuple.""" def test_getitem_int(self): ty = self.Infer(""" t = ("", 42) v1 = t[0] v2 = t[1] v3 = t[2] v4 = t[-1] """) self.assertTypesMatchPytd(ty, """ from typing import Tuple, Union t = ... # type: Tuple[str, int] v1 = ... # type: str v2 = ... # type: int v3 = ... # type: Union[str, int] v4 = ... # type: int """) @test_base.skip("Needs better slice support in abstract.Tuple, convert.py.") def test_getitem
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Unterminated string literal at line 5 • Invalid syntax at line 22: def test_getitem Fix: Close the string literal with matching quote
advanced
testing
error_detection
Pythoncode:Python
7
1
579
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nclass TupleTest(test_base.TargetIndependentTest):\n \"\"\"Tests for builtins.tuple.\"\"\"\n\n def test_getitem_int(self):\n ty = self.Infer(\"\"\"\n t = (\"\", 42)\n v1 = t[0]\n v2 = t[1]\n v3 = t[2]\n v4 = t[-1]\n \"\"\")\n self.assertTypesMatchPytd(ty, \"\"\"\n from typing import Tuple, Union\n t = ... # type: Tuple[str, int]\n v1 = ... # type: str\n v2 = ... # type: int\n v3 = ... # type: Union[str, int]\n v4 = ... # type: int\n \"\"\")\n\n @test_base.skip(\"Needs better slice support in abstract.Tuple, convert.py.\")\n def test_getitem"}, {"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 5\n \u2022 Invalid syntax at line 22: def test_getitem\n\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
db2cc509e3bf444133fd055ccc5648ee759efbce
TheStack--python--010.parquet
Debug this Pythoncode:Python code: import os import configparser class FigConfig(configparser.SafeConfigParser): ALL_BACKENDS = {'AWS', 'AZURE', 'GCP', 'WORKSPACEONE', 'CHRONICLE'} FALCON_CLOUD_REGIONS = {'us-1', 'us-2', 'eu-1', 'us-gov-1'} ENV_DEFAULTS = [ ['falcon', 'cloud_region', 'FALCON_CLOUD_REGION'], ['falcon', 'client_id', 'FALCON_CLIENT_ID'], ['falcon', 'client_secret', 'FALCON_CLIENT_SECRET'], ['azure', 'workspace_id', 'WORKSPACE_ID'], ['azure', 'primary_key', 'PRIMARY_KEY'], ['aws', 'region', 'AWS_REGION'], ['workspaceone', 'token', 'WORKSPACEONE_TOKEN'], ['workspaceone', 'syslog_host', 'SYSLOG_HOST'], ['workspaceone', 'syslog_port', 'SYSLOG_PORT'], ['chronicle', 'security_key', 'GOOGLE_SECURITY_KEY'], ['chronicle', 'region', 'CHRONICLE_REGION'] ] def __init__(self): super().__init__() self.read(['config/defaults.ini', 'config/config.ini', 'config/devel.ini']) self._override_from_env() def _override_from_env(self): for section, var, envvar in self.__class__.ENV_DEFAULTS: value = os.getenv(envvar) if value: self.set(section, var, value) def validate(self): for section, var, envvar in self.__class__.ENV_DEFAULTS: try: self.get(section, var) except configparser.NoOptionError as err: raise Exception( "Please provide environment variable {} or configuration option {}.{}".format( envvar, section, var)) from err if int(self.get('events', 'severity_threshold')) not in range(0, 5): raise Exception('Malformed configuration: expected events.severity_threshold to be in range 0-5') if int(self.get('events', 'older_than_days_threshold')) not in range(0, 10000): raise Exception('Malformed configuration: expected events.older_than_days_threshold to be in range 0-10000') if int(self.get('main', 'worker_threads')) not in range(1, 128): raise Exception('Malformed configuration: expected main.worker_threads to be in range 1-128') self.validate_falcon() self.validate_backends() def validate_falcon(self): if int(self.get('falcon', 'reconnect_retry_count')) not in range(1, 10000): raise Exception('Malformed configuration: expected falcon.reconnect_retry_count to be in range 0-10000') if self.get('falcon', 'cloud_region') not in self.FALCON_CLOUD_REGIONS: raise Exception( 'Malformed configuration: expected falcon.cloud_region to be in {}'.format(self.FALCON_CLOUD_REGIONS) ) ... [2 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 60: ... [2 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
advanced
database
debugging
Pythoncode:Python
4
1
2,766
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport os\nimport configparser\n\n\nclass FigConfig(configparser.SafeConfigParser):\n ALL_BACKENDS = {'AWS', 'AZURE', 'GCP', 'WORKSPACEONE', 'CHRONICLE'}\n FALCON_CLOUD_REGIONS = {'us-1', 'us-2', 'eu-1', 'us-gov-1'}\n ENV_DEFAULTS = [\n ['falcon', 'cloud_region', 'FALCON_CLOUD_REGION'],\n ['falcon', 'client_id', 'FALCON_CLIENT_ID'],\n ['falcon', 'client_secret', 'FALCON_CLIENT_SECRET'],\n ['azure', 'workspace_id', 'WORKSPACE_ID'],\n ['azure', 'primary_key', 'PRIMARY_KEY'],\n ['aws', 'region', 'AWS_REGION'],\n ['workspaceone', 'token', 'WORKSPACEONE_TOKEN'],\n ['workspaceone', 'syslog_host', 'SYSLOG_HOST'],\n ['workspaceone', 'syslog_port', 'SYSLOG_PORT'],\n ['chronicle', 'security_key', 'GOOGLE_SECURITY_KEY'],\n ['chronicle', 'region', 'CHRONICLE_REGION']\n ]\n\n def __init__(self):\n super().__init__()\n self.read(['config/defaults.ini', 'config/config.ini', 'config/devel.ini'])\n self._override_from_env()\n\n def _override_from_env(self):\n for section, var, envvar in self.__class__.ENV_DEFAULTS:\n value = os.getenv(envvar)\n if value:\n self.set(section, var, value)\n\n def validate(self):\n for section, var, envvar in self.__class__.ENV_DEFAULTS:\n try:\n self.get(section, var)\n except configparser.NoOptionError as err:\n raise Exception(\n \"Please provide environment variable {} or configuration option {}.{}\".format(\n envvar, section, var)) from err\n\n if int(self.get('events', 'severity_threshold')) not in range(0, 5):\n raise Exception('Malformed configuration: expected events.severity_threshold to be in range 0-5')\n if int(self.get('events', 'older_than_days_threshold')) not in range(0, 10000):\n raise Exception('Malformed configuration: expected events.older_than_days_threshold to be in range 0-10000')\n if int(self.get('main', 'worker_threads')) not in range(1, 128):\n raise Exception('Malformed configuration: expected main.worker_threads to be in range 1-128')\n self.validate_falcon()\n self.validate_backends()\n\n def validate_falcon(self):\n if int(self.get('falcon', 'reconnect_retry_count')) not in range(1, 10000):\n raise Exception('Malformed configuration: expected falcon.reconnect_retry_count to be in range 0-10000')\n if self.get('falcon', 'cloud_region') not in self.FALCON_CLOUD_REGIONS:\n raise Exception(\n 'Malformed configuration: expected falcon.cloud_region to be in {}'.format(self.FALCON_CLOUD_REGIONS)\n )\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 60: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
db2ce405714f42f4348a0b45b289521a5aa3ad71
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # Generated by Django 3.1 on 2021-02-25 06:50 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ("applications", "0025_add_application_area_type"), ] operations = [ migrations.AlterField( model_name="berthapplication", name="status", field=models.CharField( choices=[ ("pending", "Pending"), ("offer_generated", "Offer generated"), ("offer_sent", "Offer sent"), ("no_suitable_berths", "No suitable berths"), ( "no_suitable_berths_notified", "Notified that there are no suitable berths", ), ("handled", "Handled"), ("rejected", "Rejected"), ("expired", "Expired"), ], default="pending", max_length=32, verbose_name="handling status", ), ), migrations.AlterField( model_name="winterstorageapplication", name="status", field=models.CharField( choices=[ ("pending", "Pending"), ("offer_generated", "Offer generated"), ("offer_sent", "Offer sent"), ("no_suitable_berths", "No suitable berths"), ( "no_suitable_berths_notified", "Notified that there are no suitable berths", ), ("handled", "Handled"), ("rejected", "Rejected"), ("expired", "Expired"), ], default="pending", max_length=32, verbose_name="handling status", ), ), ]
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
ui
refactoring
Pythoncode:Python
0
1
1,943
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Generated by Django 3.1 on 2021-02-25 06:50\n\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n (\"applications\", \"0025_add_application_area_type\"),\n ]\n\n operations = [\n migrations.AlterField(\n model_name=\"berthapplication\",\n name=\"status\",\n field=models.CharField(\n choices=[\n (\"pending\", \"Pending\"),\n (\"offer_generated\", \"Offer generated\"),\n (\"offer_sent\", \"Offer sent\"),\n (\"no_suitable_berths\", \"No suitable berths\"),\n (\n \"no_suitable_berths_notified\",\n \"Notified that there are no suitable berths\",\n ),\n (\"handled\", \"Handled\"),\n (\"rejected\", \"Rejected\"),\n (\"expired\", \"Expired\"),\n ],\n default=\"pending\",\n max_length=32,\n verbose_name=\"handling status\",\n ),\n ),\n migrations.AlterField(\n model_name=\"winterstorageapplication\",\n name=\"status\",\n field=models.CharField(\n choices=[\n (\"pending\", \"Pending\"),\n (\"offer_generated\", \"Offer generated\"),\n (\"offer_sent\", \"Offer sent\"),\n (\"no_suitable_berths\", \"No suitable berths\"),\n (\n \"no_suitable_berths_notified\",\n \"Notified that there are no suitable berths\",\n ),\n (\"handled\", \"Handled\"),\n (\"rejected\", \"Rejected\"),\n (\"expired\", \"Expired\"),\n ],\n default=\"pending\",\n max_length=32,\n verbose_name=\"handling status\",\n ),\n ),\n ]"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
db2df3fbf2ea3a8d1fdbdd430c63e349149f2a16
TheStack--python--010.parquet
Review this Pythoncode:Python code: # Copyright (c) OpenMMLab. All rights reserved. from .cls_head import ClsHead from .contrastive_head import ContrastiveHead from .latent_pred_head import LatentClsHead, LatentPredictHead from .mae_head import MAEFinetuneHead, MAEPretrainHead from .mocov3_head import MoCoV3Head from .multi_cls_head import MultiClsHead from .swav_head import SwAVHead __all__ = [ 'ContrastiveHead', 'ClsHead', 'LatentPredictHead', 'LatentClsHead', 'MultiClsHead', 'SwAVHead', 'MAEFinetuneHead', 'MAEPretrainHead', 'MoCoV3Head' ]
Code Review: ⚠️ Code quality: Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13
intermediate
machine_learning
code_review
Pythoncode:Python
0
0
525
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Copyright (c) OpenMMLab. All rights reserved.\nfrom .cls_head import ClsHead\nfrom .contrastive_head import ContrastiveHead\nfrom .latent_pred_head import LatentClsHead, LatentPredictHead\nfrom .mae_head import MAEFinetuneHead, MAEPretrainHead\nfrom .mocov3_head import MoCoV3Head\nfrom .multi_cls_head import MultiClsHead\nfrom .swav_head import SwAVHead\n\n__all__ = [\n 'ContrastiveHead', 'ClsHead', 'LatentPredictHead', 'LatentClsHead',\n 'MultiClsHead', 'SwAVHead', 'MAEFinetuneHead', 'MAEPretrainHead',\n 'MoCoV3Head'\n]"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13"}]
false
null
null
null
db2e2e30a3e0e103769fff55e08c6c5d0d640a06
TheStack--python--010.parquet
Debug this Pythoncode:Python code: #!/usr/bin/env python # Copyright (c) 2016-2018, Simon Carrier, Simon Brodeur # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # 1. Redistributions of source code must retain the above copyright # notice, this list of conditions and the following disclaimer. # # 2. Redistributions in binary form must reproduce the above copyright # notice, this list of conditions and the following disclaimer in the # documentation and/or other materials provided with the distribution. # # 3. Neither the name of the copyright holder nor the names of its contributors # may be used to endorse or promote products derived from this software without # specific prior written permission. # # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND # ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED # WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. # IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, # INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT # NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR # PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, # WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) # ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY # OF SUCH DAMAGE. from __future__ import print_function import os import logging import numpy as np import rosbag import matplotlib def getStatisticsFromTimestamps(timestamps, dropThreshold=1.0): # Calculate relative times between messages timeDiffs = timestamps[1:] - timestamps[:-1] mean = np.mean(timeDiffs) variance = np.var(timeDiffs) if mean > 0.0: averageRate = 1.0/mean else: averageRate = 0.0 nbMsgs = len(timestamps) nbMsgDropped = np.count_nonzero(timeDiffs > mean*(1.0 + dropThreshold)) return mean, variance, averageRate, nbMsgs, nbMsgDropped ... [4 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Block at line 7 has no indented body Block at line 39 has no indented body Invalid syntax at line 55: ... [4 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
intermediate
database
debugging
Pythoncode:Python
1
0
2,234
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/bin/env python\n\n# Copyright (c) 2016-2018, Simon Carrier, Simon Brodeur\n# All rights reserved.\n#\n# Redistribution and use in source and binary forms, with or without\n# modification, are permitted provided that the following conditions are met:\n#\n# 1. Redistributions of source code must retain the above copyright\n# notice, this list of conditions and the following disclaimer.\n#\n# 2. Redistributions in binary form must reproduce the above copyright\n# notice, this list of conditions and the following disclaimer in the\n# documentation and/or other materials provided with the distribution.\n#\n# 3. Neither the name of the copyright holder nor the names of its contributors\n# may be used to endorse or promote products derived from this software without\n# specific prior written permission.\n#\n# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\" AND\n# ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED\n# WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED.\n# IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT,\n# INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT\n# NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR\n# PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,\n# WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)\n# ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY\n# OF SUCH DAMAGE.\n\nfrom __future__ import print_function\n\nimport os\nimport logging\nimport numpy as np\nimport rosbag\n\nimport matplotlib\ndef getStatisticsFromTimestamps(timestamps, dropThreshold=1.0):\n\n # Calculate relative times between messages\n timeDiffs = timestamps[1:] - timestamps[:-1]\n mean = np.mean(timeDiffs)\n variance = np.var(timeDiffs)\n if mean > 0.0:\n averageRate = 1.0/mean\n else:\n averageRate = 0.0\n nbMsgs = len(timestamps)\n nbMsgDropped = np.count_nonzero(timeDiffs > mean*(1.0 + dropThreshold))\n\n return mean, variance, averageRate, nbMsgs, nbMsgDropped\n\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Block at line 7 has no indented body\n Block at line 39 has no indented body\n Invalid syntax at line 55: ... [4 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\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\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
db30aba690c8b521b4a77b55a0008d84edf38938
TheStack--python--010.parquet
Explain this Pythoncode:Python code: import numpy as np from tensorflow.python.framework.errors import FailedPreconditionError import re def get_result(output): """ Run tests """ answer = np.array([ [5.11000013, 8.44000053], [0., 0.], [24.01000214, 38.23999786]]) result = { 'correct': False, 'feedback': 'That\'s the wrong answer. It should print {answer}', 'comment': ''} output_shape = np.shape(output) answer_shape = np.shape(answer) if output_shape != answer_shape: result['feedback'] = 'Output is the wrong type or wrong dimension.' result['comment'] = 'Output shape is {output_shape}, answer shape is {answer_shape})' elif (0 > output).sum(): result['feedback'] = 'Output contains negative numbers.' result['comment'] = 'Are you applying ReLU to hidden_layer?' else: if np.allclose(output, answer): result['correct'] = True result['feedback'] = 'You got it! That\'s how you use a ReLU.' return result def run_grader(output): if not np.any(output): print("Don't forget to complete all tasks and name your session variable output") else: try: # Get grade result information result = get_result(output) except Exception as err: # Default error result result = { 'correct': False, 'feedback': 'Something went wrong with your submission:', 'comment': str(err)} feedback = result.get('feedback') comment = result.get('comment') #print("{feedback}\n{comment}\n") print(feedback) print(comment) if __name__ == "__main__": run_grader(output)
Functions: get_result, run_grader This code demonstrates Pythoncode:Python programming.
intermediate
testing
code_explanation
Pythoncode:Python
2
0
1,815
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport numpy as np\nfrom tensorflow.python.framework.errors import FailedPreconditionError\nimport re\n\ndef get_result(output):\n \n \"\"\"\n Run tests\n \"\"\"\n \n answer = np.array([\n [5.11000013, 8.44000053],\n [0., 0.],\n [24.01000214, 38.23999786]])\n result = {\n 'correct': False,\n 'feedback': 'That\\'s the wrong answer. It should print {answer}',\n 'comment': ''}\n \n output_shape = np.shape(output)\n answer_shape = np.shape(answer)\n \n if output_shape != answer_shape: \n result['feedback'] = 'Output is the wrong type or wrong dimension.'\n result['comment'] = 'Output shape is {output_shape}, answer shape is {answer_shape})'\n \n elif (0 > output).sum():\n result['feedback'] = 'Output contains negative numbers.'\n result['comment'] = 'Are you applying ReLU to hidden_layer?'\n \n else:\n \n if np.allclose(output, answer):\n result['correct'] = True\n result['feedback'] = 'You got it! That\\'s how you use a ReLU.'\n \n \n \n return result\n\ndef run_grader(output):\n \n if not np.any(output):\n print(\"Don't forget to complete all tasks and name your session variable output\")\n \n else:\n try:\n # Get grade result information\n result = get_result(output)\n except Exception as err:\n # Default error result\n result = {\n 'correct': False,\n 'feedback': 'Something went wrong with your submission:',\n 'comment': str(err)}\n\n feedback = result.get('feedback')\n comment = result.get('comment')\n\n #print(\"{feedback}\\n{comment}\\n\")\n print(feedback)\n print(comment)\n\n\n\nif __name__ == \"__main__\":\n \n run_grader(output)"}, {"role": "assistant", "content": " Functions: get_result, run_grader\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
db30e9bf5ca81cd6a83d6eafb4142c9bb37a6c4e
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: import os import sys from my_
Syntax Analysis: Syntax Errors Found: • Invalid syntax at line 4: from my_ Fixes: • Review syntax near the error location
beginner
general
syntax_repair
Pythoncode:Python
0
0
30
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n\nimport os\nimport sys\nfrom my_"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Invalid syntax at line 4: from my_\n\n\n Fixes:\n \u2022 Review syntax near the error location"}]
true
syntax
HARD_CUT
CRITICAL
db3268f7c5b49611f7d1c49d70d18e95597bb185
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: from django.db import models from django.db.models.signals import pre_save from .utils import unique_slug_generator class AllCategory(models.Model): name = models.CharField(max_length=50) slug = models.SlugField(blank=True) def __str__(self): return self.name def get_absolute_url(self): return "/c/{slug}".format(slug=self.slug) class MainCategory(models.Model): name = models.CharField(max_length=50) slug = models.SlugField(blank=True) def get_absolute_url(self): return "/c/{slug}".format(slug=self.slug) def __str__(self): return self.name class SubCategory1(models.Model): name = models.CharField(max_length=50) slug = models.SlugField(blank=True) parent = models.ForeignKey(MainCategory, null=True, blank=True,on_delete=models.CASCADE) def get_absolute_url(self): return "/c/{slug}".format(slug=self.slug) # Complete this line def __str__(self): return self.name class SubCategory2(models.Model): name = models.CharField(max_length=50) slug = models.SlugField(blank=True) parent = models.ForeignKey(SubCategory1, null=True, blank=True,on_delete=models.CASCADE) def get_absolute_url(self): return "/c/{slug}".format(slug=self.slug) def __str__(self): return self.name def pre_save_cat(sender, instance, *args, **kwargs): AllCategory.objects.update_or_create(name = instance.name,slug=instance.slug) if not instance.slug: instance.slug = unique_slug_generator(instance) return instance.slug pre_save.connect(pre_save_cat,sender=SubCategory1) pre_save.connect(pre_save_cat,sender=SubCategory2) pre_save.connect(pre_save_cat,sender=MainCategory)
The missing line is:
advanced
database
fill_in_the_blank
Pythoncode:Python
9
4
1,725
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom django.db import models\nfrom django.db.models.signals import pre_save\nfrom .utils import unique_slug_generator\n\nclass AllCategory(models.Model):\n name = models.CharField(max_length=50)\n slug = models.SlugField(blank=True)\n def __str__(self):\n return self.name\n \n def get_absolute_url(self):\n return \"/c/{slug}\".format(slug=self.slug)\n\nclass MainCategory(models.Model):\n name = models.CharField(max_length=50)\n slug = models.SlugField(blank=True)\n\n def get_absolute_url(self):\n return \"/c/{slug}\".format(slug=self.slug)\n\n def __str__(self):\n return self.name\n\nclass SubCategory1(models.Model):\n name = models.CharField(max_length=50)\n slug = models.SlugField(blank=True)\n parent = models.ForeignKey(MainCategory, null=True, blank=True,on_delete=models.CASCADE)\n def get_absolute_url(self):\n return \"/c/{slug}\".format(slug=self.slug)\n # Complete this line\n def __str__(self):\n return self.name\n\nclass SubCategory2(models.Model):\n name = models.CharField(max_length=50)\n slug = models.SlugField(blank=True)\n parent = models.ForeignKey(SubCategory1, null=True, blank=True,on_delete=models.CASCADE)\n\n def get_absolute_url(self):\n return \"/c/{slug}\".format(slug=self.slug)\n\n def __str__(self):\n return self.name\n\ndef pre_save_cat(sender, instance, *args, **kwargs):\n AllCategory.objects.update_or_create(name = instance.name,slug=instance.slug)\n if not instance.slug:\n instance.slug = unique_slug_generator(instance)\n return instance.slug\n\n\npre_save.connect(pre_save_cat,sender=SubCategory1)\npre_save.connect(pre_save_cat,sender=SubCategory2)\npre_save.connect(pre_save_cat,sender=MainCategory)"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
db34dd851b7623c4c0a1fb973bfde2502516e7df
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python """ @file plot_caffe_ensemble_logloss.py @brief plot caffe ensemble logloss (single vs ensemble) @author ChenglongChen """ import sys import numpy as np from matplotlib import pyplot as plt def main(): # collect argvs log_file_single = sys.argv[1] log_file_ensemble = sys.argv[2] if len(sys.argv) > 3: pdf_file = sys.argv[3] else: pdf_file = sys.argv[1].split("caffemodel")[0] + "caffemodel_valid_logloss.pdf" lines_single = open(log_file_single, "r").readlines() logloss_single = [float(l[:-4]) for l in lines_single[1::2]] logloss_single_mean = np.mean(logloss_single) # Complete this line lines_ensemble = open(log_file_ensemble, "r").readlines() logloss_ensemble = [float(l[:-4]) for l in lines_ensemble[1::2]] logloss_ensemble_min = np.min(logloss_ensemble) # logloss plt.plot(range(len(logloss_single)), logloss_single) plt.plot(range(len(logloss_ensemble)), logloss_ensemble) plt.plot(range(len(logloss_ensemble)), logloss_ensemble_min * np.ones((len(logloss_ensemble)))) plt.title("LogLoss vs Number of predictions") plt.xlabel("Number of predictions") plt.ylabel("LogLoss") ls = "Single (Mean = %s, Std = %s)" % (np.round(logloss_single_mean,5), np.round(logloss_single_std,5)) le = "Ensemble (Min = %s)" % np.round(logloss_ensemble_min,5) plt.legend([ls, le], loc="best") plt.savefig(pdf_file) print( "Save pdf figure to %s" % pdf_file ) if __name__ == "__main__": main()
The missing line is: logloss_single_std = np.std(logloss_single)
intermediate
machine_learning
fill_in_the_blank
Pythoncode:Python
1
0
1,554
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python\n\n\"\"\"\n@file plot_caffe_ensemble_logloss.py\n@brief plot caffe ensemble logloss (single vs ensemble)\n@author ChenglongChen\n\"\"\"\n\nimport sys\nimport numpy as np\nfrom matplotlib import pyplot as plt\n\ndef main():\n\n # collect argvs\n log_file_single = sys.argv[1]\n log_file_ensemble = sys.argv[2]\n\n if len(sys.argv) > 3:\n pdf_file = sys.argv[3]\n else:\n pdf_file = sys.argv[1].split(\"caffemodel\")[0] + \"caffemodel_valid_logloss.pdf\"\n\n lines_single = open(log_file_single, \"r\").readlines()\n logloss_single = [float(l[:-4]) for l in lines_single[1::2]]\n logloss_single_mean = np.mean(logloss_single)\n # Complete this line\n\n lines_ensemble = open(log_file_ensemble, \"r\").readlines()\n logloss_ensemble = [float(l[:-4]) for l in lines_ensemble[1::2]]\n logloss_ensemble_min = np.min(logloss_ensemble)\n\n\n # logloss\n plt.plot(range(len(logloss_single)), logloss_single)\n plt.plot(range(len(logloss_ensemble)), logloss_ensemble)\n plt.plot(range(len(logloss_ensemble)), logloss_ensemble_min * np.ones((len(logloss_ensemble))))\n plt.title(\"LogLoss vs Number of predictions\")\n plt.xlabel(\"Number of predictions\")\n plt.ylabel(\"LogLoss\")\n ls = \"Single (Mean = %s, Std = %s)\" % (np.round(logloss_single_mean,5), np.round(logloss_single_std,5))\n le = \"Ensemble (Min = %s)\" % np.round(logloss_ensemble_min,5)\n plt.legend([ls, le], loc=\"best\")\n\n plt.savefig(pdf_file)\n print( \"Save pdf figure to %s\" % pdf_file )\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": "The missing line is:\n logloss_single_std = np.std(logloss_single)"}]
false
null
null
null
db35c8a0e3fa0696a4ce5e7882005487c963b3df
TheStack--python--010.parquet
Explain this Pythoncode:Python code: from typing import List from .node import Node class ConditionalNode(Node): """Base node for conditional statements""" __slots__ = "main_stmt" def __init__(self, main_stmt: Node) -> None: self.main_stmt = main_stmt class SimpleConditionalNode(ConditionalNode): """ Conditional node for one way statement >>> if (expression is True) >>> do_something """ __slots__ = ("main_stmt", "stmt_list") def __init__(self, main_stmt: Node, stmt_list: List[Node]) -> None: super().__init__(main_stmt) self.stmt_list = stmt_list class TwoBranchConditionalNode(ConditionalNode): """ Conditional node for two way statement >>> if (expression is True) >>> do_something >>> else >>> to_do """ __slots__ = ("main_stmt", "main_branch", "alt_branch") def __init__( self, main_stmt: Node, main_branch: List[Node], alt_branch: List[Node] ) -> None: super().__init__(main_stmt) self.main_branch = main_branch self.alt_branch = alt_branch class ElseIfClauseNode(ConditionalNode): """Node of elseif clause""" __slots__ = ("main_stmt", "stmt_list") def __init__(self, main_stmt: Node, stmt_list: List[Node]) -> None: super().__init__(main_stmt=main_stmt) self.stmt_list = stmt_list class ManyBranchConditionalNode(ConditionalNode): """Node of many conditional statement""" __slots__ = ("main_stmt", "main_branch", "alt_chain", "alt_branch") def __init__( self, main_stmt: Node, main_branch: List[Node], alt_chain: List[Node], alt_branch: List[Node] ) -> None: super().__init__(main_stmt=main_stmt) self.main_branch = main_branch self.alt_chain = alt_chain self.alt_branch = alt_branch
Functions: __init__, __init__, __init__, __init__, __init__ Classes: ConditionalNode, SimpleConditionalNode, TwoBranchConditionalNode This code demonstrates Pythoncode:Python programming.
advanced
machine_learning
code_explanation
Pythoncode:Python
5
5
1,910
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom typing import List\n\nfrom .node import Node\n\n\nclass ConditionalNode(Node):\n \"\"\"Base node for conditional statements\"\"\"\n __slots__ = \"main_stmt\"\n\n def __init__(self, main_stmt: Node) -> None:\n self.main_stmt = main_stmt\n\n\nclass SimpleConditionalNode(ConditionalNode):\n \"\"\"\n Conditional node for one way statement\n >>> if (expression is True)\n >>> do_something\n \"\"\"\n __slots__ = (\"main_stmt\", \"stmt_list\")\n\n def __init__(self, main_stmt: Node, stmt_list: List[Node]) -> None:\n super().__init__(main_stmt)\n self.stmt_list = stmt_list\n\n\nclass TwoBranchConditionalNode(ConditionalNode):\n \"\"\"\n Conditional node for two way statement\n >>> if (expression is True)\n >>> do_something\n >>> else\n >>> to_do\n \"\"\"\n __slots__ = (\"main_stmt\", \"main_branch\", \"alt_branch\")\n\n def __init__(\n self,\n main_stmt: Node,\n main_branch: List[Node],\n alt_branch: List[Node]\n ) -> None:\n super().__init__(main_stmt)\n self.main_branch = main_branch\n self.alt_branch = alt_branch\n\n\nclass ElseIfClauseNode(ConditionalNode):\n \"\"\"Node of elseif clause\"\"\"\n __slots__ = (\"main_stmt\", \"stmt_list\")\n\n def __init__(self, main_stmt: Node, stmt_list: List[Node]) -> None:\n super().__init__(main_stmt=main_stmt)\n self.stmt_list = stmt_list\n\n\nclass ManyBranchConditionalNode(ConditionalNode):\n \"\"\"Node of many conditional statement\"\"\"\n __slots__ = (\"main_stmt\", \"main_branch\", \"alt_chain\", \"alt_branch\")\n\n def __init__(\n self,\n main_stmt: Node,\n main_branch: List[Node],\n alt_chain: List[Node],\n alt_branch: List[Node]\n ) -> None:\n super().__init__(main_stmt=main_stmt)\n self.main_branch = main_branch\n self.alt_chain = alt_chain\n self.alt_branch = alt_branch"}, {"role": "assistant", "content": " Functions: __init__, __init__, __init__, __init__, __init__\n Classes: ConditionalNode, SimpleConditionalNode, TwoBranchConditionalNode\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
db36c2939876532a95297df4fbfd675f9c972271
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from django.urls import path from . import views urlpatterns = [ path('', views.index, name='index'),
path('overview', views.overview, name='overview'), path('details/<int:pk>', views.details, name='details'), ]
intermediate
ui
code_completion
Pythoncode:Python
0
0
225
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom django.urls import path\nfrom . import views\n\nurlpatterns = [\n path('', views.index, name='index'),"}, {"role": "assistant", "content": "\n path('overview', views.overview, name='overview'),\n path('details/<int:pk>', views.details, name='details'),\n]"}]
false
null
null
null
db39d758f062d2f43397b3d3a9be95e88f1eba57
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: # -*- coding: utf-8 -*- import tensorflow as tf import sys import os from functools import partial from time import perf_counter import books import simulators import derivatives import utils import hedge_models import preprocessing import approximators from constants import FLOAT_DTYPE def lazy_feature_function(raw_data, **k Error: SyntaxError / EOF
Fixed Code: # -*- coding: utf-8 -*- import tensorflow as tf import sys import os from functools import partial from time import perf_counter import books import simulators import derivatives import utils import hedge_models import preprocessing import approximators from constants import FLOAT_DTYPE def lazy_feature_function(raw_data, **kwargs): main = raw_data["delta"][:, 0, tf.newaxis, :-1] * raw_data["numeraire"][:-1] Explanation: Complete the truncated code structure
intermediate
machine_learning
error_fixing
Pythoncode:Python
1
0
331
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nimport tensorflow as tf\nimport sys\nimport os\n\nfrom functools import partial\nfrom time import perf_counter\n\nimport books\nimport simulators\nimport derivatives\nimport utils\nimport hedge_models\nimport preprocessing\nimport approximators\n\nfrom constants import FLOAT_DTYPE\n\ndef lazy_feature_function(raw_data, **k\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# -*- coding: utf-8 -*-\nimport tensorflow as tf\nimport sys\nimport os\n\nfrom functools import partial\nfrom time import perf_counter\n\nimport books\nimport simulators\nimport derivatives\nimport utils\nimport hedge_models\nimport preprocessing\nimport approximators\n\nfrom constants import FLOAT_DTYPE\n\ndef lazy_feature_function(raw_data, **kwargs):\n main = raw_data[\"delta\"][:, 0, tf.newaxis, :-1] * raw_data[\"numeraire\"][:-1]\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
db3a2e80f96d6e970605346f147b576e774ffe2b
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python # encoding: utf-8 # Thomas Nagy, 2006-2010 (ita) def ensure_localedir(self): """ Expand LOCALEDIR from DATAROOTDIR/locale if possible, or fallback to PREFIX/share/locale """ # use the tool gnu_dirs to provide options to define this if not self.env.LOCALEDIR: if self.env.DATAROOTDIR: self.env.LOCALEDIR = os.path.join(self.env.DATAROOTDIR, 'locale') else: self.env.LOCALEDIR = os.path.join(self.env.PREFIX, 'share', 'locale') @before_method('process_source') @feature('intltool_in') def apply_intltool_in_f(self): """ Create tasks to translate files by intltool-merge:: def build(bld): bld( features = "intltool_in", podir = "../po", style = "desktop", flags = ["-u"], source = 'kupfer.desktop.in', install_path = "${DATADIR}/applications", ) :param podir: location of the .po files :type podir: string :param source: source files to process :type source: list of string :param style: the intltool-merge mode of operation, can be one of the following values: ``ba``, ``desktop``, ``keys``, ``quoted``, ``quotedxml``, ``rfc822deb``, ``schemas`` and ``xml``. See the ``intltool-merge`` man page for more information about supported modes of operation. :type style: string :param flags: compilation flags ("-quc" by default) :type flags: list of string :param install_path: installation path :type install_path: string """ try: self.meths.remove('process_source') except ValueError: pass # Complete this line podir = getattr(self, 'podir', '.') podirnode = self.path.find_dir(podir) if not podirnode: error("could not find the podir %r" % podir) return cache = getattr(self, 'intlcache', '.intlcache') self.env.INTLCACHE = [os.path.join(str(self.path.get_bld()), podir, cache)] self.env.INTLPODIR = podirnode.bldpath() self.env.append_value('INTLFLAGS', getattr(self, 'flags', self.env.INTLFLAGS_DEFAULT)) if '-c' in self.env.INTLFLAGS: self.bld.fatal('Redundant -c flag in intltool task %r' % self) style = getattr(self, 'style', None) if style: try: style_flag = _style_flags[style] except KeyError: self.bld.fatal('intltool_in style "%s" is not valid' % style) self.env.append_unique('INTLFLAGS', [style_flag]) for i in self.to_list(self.source): node = self.path.find_resource(i) task = self.create_task('intltool', node, node.change_ext('')) inst = getattr(self, 'install_path', None) if inst: self.bld.install_files(inst, task.outputs) @feature('intltool_po') ... [6 more functiondefs truncated] ...
The missing line is: self.ensure_localedir()
intermediate
database
fill_in_the_blank
Pythoncode:Python
3
0
2,573
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python\n# encoding: utf-8\n# Thomas Nagy, 2006-2010 (ita)\n\ndef ensure_localedir(self):\n\t\"\"\"\n\tExpand LOCALEDIR from DATAROOTDIR/locale if possible, or fallback to PREFIX/share/locale\n\t\"\"\"\n\t# use the tool gnu_dirs to provide options to define this\n\tif not self.env.LOCALEDIR:\n\t\tif self.env.DATAROOTDIR:\n\t\t\tself.env.LOCALEDIR = os.path.join(self.env.DATAROOTDIR, 'locale')\n\t\telse:\n\t\t\tself.env.LOCALEDIR = os.path.join(self.env.PREFIX, 'share', 'locale')\n\n@before_method('process_source')\n@feature('intltool_in')\ndef apply_intltool_in_f(self):\n\t\"\"\"\n\tCreate tasks to translate files by intltool-merge::\n\n\t\tdef build(bld):\n\t\t\tbld(\n\t\t\t\tfeatures = \"intltool_in\",\n\t\t\t\tpodir = \"../po\",\n\t\t\t\tstyle = \"desktop\",\n\t\t\t\tflags = [\"-u\"],\n\t\t\t\tsource = 'kupfer.desktop.in',\n\t\t\t\tinstall_path = \"${DATADIR}/applications\",\n\t\t\t)\n\n\t:param podir: location of the .po files\n\t:type podir: string\n\t:param source: source files to process\n\t:type source: list of string\n\t:param style: the intltool-merge mode of operation, can be one of the following values:\n\t ``ba``, ``desktop``, ``keys``, ``quoted``, ``quotedxml``, ``rfc822deb``, ``schemas`` and ``xml``.\n\t See the ``intltool-merge`` man page for more information about supported modes of operation.\n\t:type style: string\n\t:param flags: compilation flags (\"-quc\" by default)\n\t:type flags: list of string\n\t:param install_path: installation path\n\t:type install_path: string\n\t\"\"\"\n\ttry: self.meths.remove('process_source')\n\texcept ValueError: pass\n\n # Complete this line\n\n\tpodir = getattr(self, 'podir', '.')\n\tpodirnode = self.path.find_dir(podir)\n\tif not podirnode:\n\t\terror(\"could not find the podir %r\" % podir)\n\t\treturn\n\n\tcache = getattr(self, 'intlcache', '.intlcache')\n\tself.env.INTLCACHE = [os.path.join(str(self.path.get_bld()), podir, cache)]\n\tself.env.INTLPODIR = podirnode.bldpath()\n\tself.env.append_value('INTLFLAGS', getattr(self, 'flags', self.env.INTLFLAGS_DEFAULT))\n\n\tif '-c' in self.env.INTLFLAGS:\n\t\tself.bld.fatal('Redundant -c flag in intltool task %r' % self)\n\n\tstyle = getattr(self, 'style', None)\n\tif style:\n\t\ttry:\n\t\t\tstyle_flag = _style_flags[style]\n\t\texcept KeyError:\n\t\t\tself.bld.fatal('intltool_in style \"%s\" is not valid' % style)\n\n\t\tself.env.append_unique('INTLFLAGS', [style_flag])\n\n\tfor i in self.to_list(self.source):\n\t\tnode = self.path.find_resource(i)\n\n\t\ttask = self.create_task('intltool', node, node.change_ext(''))\n\t\tinst = getattr(self, 'install_path', None)\n\t\tif inst:\n\t\t\tself.bld.install_files(inst, task.outputs)\n\n@feature('intltool_po')\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n\tself.ensure_localedir()"}]
false
null
null
null
db3a8ce92f47a8f20bc7ac7f5c909c0e2de0351d
TheStack--python--010.parquet
Review this Pythoncode:Python code: import os try: from pathlib2 import Path except ImportError: from pathlib import Path from yass.preprocess.util import _butterworth from yass.util import load_yaml import yass from yass import preprocess def test_can_apply_butterworth_filter(data): _butterworth(data[:, 0], low_frequency=300, high_factor=0.1, order=3, sampling_frequency=20000) def test_can_preprocess(path_to_config, make_tmp_folder): yass.set_config(path_to_config, make_tmp_folder) (standardized_path, standardized_params) = preprocess.run( os.path.join(make_tmp_folder, 'preprocess')) def test_preprocess_saves_result_in_the_right_folder(path_to_config, make_tmp_folder): yass.set_config(path_to_config, make_tmp_folder) (standardized_path, standardized_params) = preprocess.run( os.path.join(make_tmp_folder, 'preprocess')) expected = Path(make_tmp_folder, 'preprocess', 'standardized.bin') assert str(expected) == standardized_path assert expected.is_file() def test_can_preprocess_in_parallel(path_to_config, make_tmp_folder): CONFIG = load_yaml(path_to_config) CONFIG['resources']['processes'] = 'max' yass.set_config(CONFIG, make_tmp_folder) (standardized_path, standardized_params) = preprocess.run( os.path.join(make_tmp_folder, 'preprocess')) # FIXME: reference testing was deactivated # def test_preprocess_returns_expected_results(path_to_config, # path_to_output_reference, # make_tmp_folder): # yass.set_config(path_to_config, make_tmp_folder) # standardized_path, standardized_params, whiten_filter = preprocess.run() # # load standardized data # standardized = np.fromfile(standardized_path, # dtype=standardized_params['dtype']) # path_to_standardized = path.join(path_to_output_reference, # 'preprocess_standardized.npy') # path_to_whiten_filter = path.join(path_to_output_reference, # 'preprocess_whiten_filter.npy') # ReferenceTesting.assert_array_almost_equal(standardized, # path_to_standardized) # ReferenceTesting.assert_array_almost_equal(whiten_filter, # path_to_whiten_filter) def test_can_preprocess_without_filtering(path_to_config, make_tmp_folder): CONFIG = load_yaml(path_to_config) CONFIG['preprocess'] = dict(apply_filter=False) yass.set_config(CONFIG, make_tmp_folder) (standardized_path, standardized_params) = preprocess.run( os.path.join(make_tmp_folder, 'preprocess'))
Code Review: ❌ Critical issues: Block at line 54 has no indented body ⚠️ Code quality: Unexpected indentation at line 17 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 28 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 37 Unexpected indentation at line 42 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 74 Unexpected indentation at line 76 Unexpected indentation at line 81 Unexpected indentation at line 82 ✨ Improvements: Add docstring to function 'test_preprocess_saves_result_in_the_right_folder' Add docstring to function 'test_can_preprocess_in_parallel' Add docstring to function 'test_can_preprocess_without_filtering' Unresolved TODO/FIXME at line 51
intermediate
testing
code_review
Pythoncode:Python
5
0
2,859
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport os\n\ntry:\n from pathlib2 import Path\nexcept ImportError:\n from pathlib import Path\n\nfrom yass.preprocess.util import _butterworth\nfrom yass.util import load_yaml\n\nimport yass\nfrom yass import preprocess\n\n\ndef test_can_apply_butterworth_filter(data):\n _butterworth(data[:, 0], low_frequency=300, high_factor=0.1,\n order=3, sampling_frequency=20000)\n\n\ndef test_can_preprocess(path_to_config, make_tmp_folder):\n yass.set_config(path_to_config, make_tmp_folder)\n (standardized_path,\n standardized_params) = preprocess.run(\n os.path.join(make_tmp_folder, 'preprocess'))\n\n\ndef test_preprocess_saves_result_in_the_right_folder(path_to_config,\n make_tmp_folder):\n yass.set_config(path_to_config, make_tmp_folder)\n (standardized_path,\n standardized_params) = preprocess.run(\n os.path.join(make_tmp_folder, 'preprocess'))\n\n expected = Path(make_tmp_folder, 'preprocess', 'standardized.bin')\n\n assert str(expected) == standardized_path\n assert expected.is_file()\n\n\ndef test_can_preprocess_in_parallel(path_to_config, make_tmp_folder):\n CONFIG = load_yaml(path_to_config)\n CONFIG['resources']['processes'] = 'max'\n\n yass.set_config(CONFIG, make_tmp_folder)\n\n (standardized_path,\n standardized_params) = preprocess.run(\n os.path.join(make_tmp_folder, 'preprocess'))\n\n\n# FIXME: reference testing was deactivated\n# def test_preprocess_returns_expected_results(path_to_config,\n# path_to_output_reference,\n# make_tmp_folder):\n# yass.set_config(path_to_config, make_tmp_folder)\n# standardized_path, standardized_params, whiten_filter = preprocess.run()\n\n# # load standardized data\n# standardized = np.fromfile(standardized_path,\n# dtype=standardized_params['dtype'])\n\n# path_to_standardized = path.join(path_to_output_reference,\n# 'preprocess_standardized.npy')\n# path_to_whiten_filter = path.join(path_to_output_reference,\n# 'preprocess_whiten_filter.npy')\n\n# ReferenceTesting.assert_array_almost_equal(standardized,\n# path_to_standardized)\n# ReferenceTesting.assert_array_almost_equal(whiten_filter,\n# path_to_whiten_filter)\n\n\ndef test_can_preprocess_without_filtering(path_to_config,\n make_tmp_folder):\n CONFIG = load_yaml(path_to_config)\n CONFIG['preprocess'] = dict(apply_filter=False)\n\n yass.set_config(CONFIG, make_tmp_folder)\n\n (standardized_path,\n standardized_params) = preprocess.run(\n os.path.join(make_tmp_folder, 'preprocess'))"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Block at line 54 has no indented body\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 17\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 28\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 37\n Unexpected indentation at line 42\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 74\n Unexpected indentation at line 76\n Unexpected indentation at line 81\n Unexpected indentation at line 82\n\n\u2728 Improvements:\n Add docstring to function 'test_preprocess_saves_result_in_the_right_folder'\n Add docstring to function 'test_can_preprocess_in_parallel'\n Add docstring to function 'test_can_preprocess_without_filtering'\n Unresolved TODO/FIXME at line 51"}]
false
null
null
null
db3ac63f945d1abb8f9ae61818e39c40a5031dc9
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: class reader: class_list = set( [ "Node", "Line", "Capacitor", "Load", "PhaseLoad", "Regulator", # Complete this line "PhaseCapacitor", "PowerTransformer", "Winding", "PhaseWinding", "Position", ] ) ... [1 more functiondefs truncated] ...
The missing line is: "Wire",
intermediate
database
fill_in_the_blank
Pythoncode:Python
0
1
402
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nclass reader:\n class_list = set(\n [\n \"Node\",\n \"Line\",\n \"Capacitor\",\n \"Load\",\n \"PhaseLoad\",\n \"Regulator\",\n # Complete this line\n \"PhaseCapacitor\",\n \"PowerTransformer\",\n \"Winding\",\n \"PhaseWinding\",\n \"Position\",\n ]\n )\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n \"Wire\","}]
false
null
null
null
e1d13c9074e02b8f3cc34607c89449f29a3870a5
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from django.test import TestCase from unittest.mock import patch from rest_framework.test import APIClient from rest_framework.reverse import reverse from core.models import User, AssetCategory, AssetSubCategory, \ class AssetModelNumberAPITest(TestCase): ''' Tests for the Asset Model Number endpoint''' def setUp(self): self.user = User.objects.create( email='testuser@gmail.com', cohort=19, slack_handle='tester', password='qwerty123' ) self.asset_category = AssetCategory.objects.create( category_name='Accessories' ) self.asset_sub_category = AssetSubCategory.objects.create( sub_category_name='Key Board', asset_category=self.asset_category ) self.asset_type = AssetType.objects.create( asset_type='Dell', asset_sub_category=self.asset_sub_category ) self.asset_label = AssetMake.objects.create( make_label='ASSET-LABEL', asset_type=self.asset_type ) self.asset_model_no = AssetModelNumber.objects.create( model_number='TEST-MODEL-NO', make_label=self.asset_label ) self.asset_model_no_url = reverse('asset-models-list') self.token_user = 'testtoken' def test_non_authenticated_user_get_asset_model_number(self): response = client.get(self.asset_model_no_url) self.assertEqual(response.data, { 'detail': 'Authentication credentials were not provided.' })
@patch('api.authentication.auth.verify_id_token') def test_can_post_asset_model_number(self, mock_verify_token): mock_verify_token.return_value = {'email': self.user.email} data = { 'model_number': 'TEST-MODEL-NO', 'make_label': self.asset_label.id } response = client.post( self.asset_model_no_url, data=data, HTTP_AUTHORIZATION='Token {}'.format(self.token_user)) self.assertIn('model_number', response.data.keys()) self.assertIn(data['model_number'], response.data.values()) self.assertEqual(response.status_code, 201) @patch('api.authentication.auth.verify_id_token') def test_can_get_all_asset_model_numbers(self, mock_verify_token): mock_verify_token.return_value = {'email': self.user.email} response = client.get( self.asset_model_no_url, HTTP_AUTHORIZATION='Token {}'.format(self.token_user)) self.assertEqual(len(response.data), AssetCategory.objects.count()) self.assertIn('model_number', response.data[0].keys()) self.assertEqual(response.status_code, 200) @patch('api.authentication.auth.verify_id_token') ... [7 more functiondefs truncated] ...
advanced
testing
code_completion
Pythoncode:Python
4
1
2,830
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom django.test import TestCase\nfrom unittest.mock import patch\nfrom rest_framework.test import APIClient\nfrom rest_framework.reverse import reverse\n\nfrom core.models import User, AssetCategory, AssetSubCategory, \\\nclass AssetModelNumberAPITest(TestCase):\n ''' Tests for the Asset Model Number endpoint'''\n\n def setUp(self):\n self.user = User.objects.create(\n email='testuser@gmail.com', cohort=19,\n slack_handle='tester', password='qwerty123'\n )\n\n self.asset_category = AssetCategory.objects.create(\n category_name='Accessories'\n )\n self.asset_sub_category = AssetSubCategory.objects.create(\n sub_category_name='Key Board',\n asset_category=self.asset_category\n )\n self.asset_type = AssetType.objects.create(\n asset_type='Dell',\n asset_sub_category=self.asset_sub_category\n )\n\n self.asset_label = AssetMake.objects.create(\n make_label='ASSET-LABEL',\n asset_type=self.asset_type\n )\n\n self.asset_model_no = AssetModelNumber.objects.create(\n model_number='TEST-MODEL-NO',\n make_label=self.asset_label\n )\n\n self.asset_model_no_url = reverse('asset-models-list')\n self.token_user = 'testtoken'\n\n def test_non_authenticated_user_get_asset_model_number(self):\n response = client.get(self.asset_model_no_url)\n self.assertEqual(response.data, {\n 'detail': 'Authentication credentials were not provided.'\n })"}, {"role": "assistant", "content": "\n\n @patch('api.authentication.auth.verify_id_token')\n def test_can_post_asset_model_number(self, mock_verify_token):\n mock_verify_token.return_value = {'email': self.user.email}\n data = {\n 'model_number': 'TEST-MODEL-NO',\n 'make_label': self.asset_label.id\n }\n response = client.post(\n self.asset_model_no_url,\n data=data,\n HTTP_AUTHORIZATION='Token {}'.format(self.token_user))\n self.assertIn('model_number', response.data.keys())\n self.assertIn(data['model_number'], response.data.values())\n self.assertEqual(response.status_code, 201)\n\n @patch('api.authentication.auth.verify_id_token')\n def test_can_get_all_asset_model_numbers(self, mock_verify_token):\n mock_verify_token.return_value = {'email': self.user.email}\n response = client.get(\n self.asset_model_no_url,\n HTTP_AUTHORIZATION='Token {}'.format(self.token_user))\n\n self.assertEqual(len(response.data), AssetCategory.objects.count())\n self.assertIn('model_number', response.data[0].keys())\n self.assertEqual(response.status_code, 200)\n\n @patch('api.authentication.auth.verify_id_token')\n\n ... [7 more functiondefs truncated] ..."}]
false
null
null
null
e1d1428bc372b98b8ec2bb31888724e6fdc7b516
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: class Solution: def XXX(self, root: TreeNode) -> int: if not root: return 0 elif not root.left and not root.right: return 1 elif root.left and root.right: return min(self.XXX(root.left),self.XXX(root.right))+1 # Complete this line return self.XXX(root.left)+1 else: return self.XXX(root.right)+1
The missing line is: elif root.left:
intermediate
oop
fill_in_the_blank
Pythoncode:Python
1
1
396
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nclass Solution:\n def XXX(self, root: TreeNode) -> int:\n if not root:\n return 0\n elif not root.left and not root.right:\n return 1\n elif root.left and root.right:\n return min(self.XXX(root.left),self.XXX(root.right))+1\n # Complete this line\n return self.XXX(root.left)+1\n else:\n return self.XXX(root.right)+1"}, {"role": "assistant", "content": "The missing line is:\n elif root.left:"}]
false
null
null
null
e1d1a501a4348e1f4941142bbc3dc3eb18f0ba47
TheStack--python--010.parquet
Review this Pythoncode:Python code: # Copyright 2017 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS-IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. class HostQueryHandler(handler_utils.UserFacingQueryHandler): """Handler for querying hosts.""" MODEL_CLASS = host_models.Host @property def RequestCounter(self): return monitoring.host_requests @handler_utils.RequirePermission(constants.PERMISSIONS.VIEW_OTHER_HOSTS) @handler_utils.RecordRequest def get(self): self._Query() class SantaHostQueryHandler(HostQueryHandler): """Handler for querying santa hosts.""" MODEL_CLASS = host_models.SantaHost class HostHandler(handler_utils.UserFacingHandler): """Handler for interacting with specific hosts.""" def get(self, host_id): host_id = host_models.Host.NormalizeId(host_id) logging.info('Host handler get method called with ID=%s.', host_id) host = host_models.Host.get_by_id(host_id) if host is None: self.abort(httplib.NOT_FOUND, explanation='Host not found') elif not model_utils.IsHostAssociatedWithUser(host, self.user): self.RequirePermission(constants.PERMISSIONS.VIEW_OTHER_HOSTS) # Include Exemption data with the Host (if one exists). exm = exemption_models.Exemption.Get(host.key.id()) host_dict = host.to_dict() if exm: host_dict['exemption'] = exm.to_dict() self.respond_json(host_dict) @handler_utils.RequirePermission(constants.PERMISSIONS.EDIT_HOSTS) @xsrf_utils.RequireToken def post(self, host_id): host_id = host_models.Host.NormalizeId(host_id) logging.info('Host handler post method called with ID=%s.', host_id) host = host_models.Host.get_by_id(host_id) if host is None: self.abort(httplib.NOT_FOUND, explanation='Host not found') if self.request.get('clientMode'): host.client_mode = self.request.get('clientMode') if self.request.get('clientModeLock'): host.client_mode_lock = (self.request.get('clientModeLock') == 'true') host.put() self.respond_json(host) class AssociatedHostHandler(handler_utils.UserFacingHandler): """Handler for interacting with specific hosts.""" ... [12 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Block at line 39 has no indented body Invalid syntax at line 82: ... [12 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 21 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 47 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 62 Unexpected indentation at line 65 Unexpected indentation at line 70 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
advanced
api
code_review
Pythoncode:Python
4
4
2,659
false
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Copyright 2017 Google Inc. 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 HostQueryHandler(handler_utils.UserFacingQueryHandler):\n \"\"\"Handler for querying hosts.\"\"\"\n\n MODEL_CLASS = host_models.Host\n\n @property\n def RequestCounter(self):\n return monitoring.host_requests\n\n @handler_utils.RequirePermission(constants.PERMISSIONS.VIEW_OTHER_HOSTS)\n @handler_utils.RecordRequest\n def get(self):\n self._Query()\n\n\nclass SantaHostQueryHandler(HostQueryHandler):\n \"\"\"Handler for querying santa hosts.\"\"\"\n\n MODEL_CLASS = host_models.SantaHost\n\n\nclass HostHandler(handler_utils.UserFacingHandler):\n \"\"\"Handler for interacting with specific hosts.\"\"\"\n\n def get(self, host_id):\n\n host_id = host_models.Host.NormalizeId(host_id)\n logging.info('Host handler get method called with ID=%s.', host_id)\n host = host_models.Host.get_by_id(host_id)\n\n if host is None:\n self.abort(httplib.NOT_FOUND, explanation='Host not found')\n elif not model_utils.IsHostAssociatedWithUser(host, self.user):\n self.RequirePermission(constants.PERMISSIONS.VIEW_OTHER_HOSTS)\n\n # Include Exemption data with the Host (if one exists).\n exm = exemption_models.Exemption.Get(host.key.id())\n host_dict = host.to_dict()\n if exm:\n host_dict['exemption'] = exm.to_dict()\n\n self.respond_json(host_dict)\n\n @handler_utils.RequirePermission(constants.PERMISSIONS.EDIT_HOSTS)\n @xsrf_utils.RequireToken\n def post(self, host_id):\n host_id = host_models.Host.NormalizeId(host_id)\n logging.info('Host handler post method called with ID=%s.', host_id)\n\n host = host_models.Host.get_by_id(host_id)\n if host is None:\n self.abort(httplib.NOT_FOUND, explanation='Host not found')\n\n if self.request.get('clientMode'):\n host.client_mode = self.request.get('clientMode')\n if self.request.get('clientModeLock'):\n host.client_mode_lock = (self.request.get('clientModeLock') == 'true')\n\n host.put()\n\n self.respond_json(host)\n\n\nclass AssociatedHostHandler(handler_utils.UserFacingHandler):\n \"\"\"Handler for interacting with specific hosts.\"\"\"\n\n\n ... [12 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 39 has no indented body\n Invalid syntax at line 82: ... [12 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 21\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 47\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 62\n Unexpected indentation at line 65\n Unexpected indentation at line 70\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
e1d2e9f7f0719272850129d784c2ae4abfd344e0
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: # Implements auto-encoding variational Bayes. from __future__ import absolute_import, division from __future__ import print_function import autograd.numpy as np import autograd.numpy.random as npr import autograd.scipy.stats.norm as norm from autograd import grad from autograd.optimizers import adam from data import load_mnist, save_images def diag_gaussian_log_density(x, mu, log_std): return np.sum(norm.logpdf(x, mu, np.exp(log_std)), axis=-1) def unpack_gaussian_params(params): # Params of a diagonal Gaussian. D = np.shape(params)[-1] // 2 mean, log_std = params[:, :D], params[:, D:] return mean, log_std def sample_diag_gaussian(mean, log_std, rs): return rs.randn(*mean.shape) * np.exp(log_std) + mean def bernoulli_log_density(targets, unnormalized_logprobs): # unnormalized_logprobs are in R # Targets must be -1 or 1 label_probabilities = -np.logaddexp(0, -unnormalized_logprobs*targets)
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
advanced
database
error_detection
Pythoncode:Python
12
0
943
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Implements auto-encoding variational Bayes.\n\nfrom __future__ import absolute_import, division\nfrom __future__ import print_function\nimport autograd.numpy as np\nimport autograd.numpy.random as npr\nimport autograd.scipy.stats.norm as norm\n\nfrom autograd import grad\nfrom autograd.optimizers import adam\nfrom data import load_mnist, save_images\n\ndef diag_gaussian_log_density(x, mu, log_std):\n return np.sum(norm.logpdf(x, mu, np.exp(log_std)), axis=-1)\n\ndef unpack_gaussian_params(params):\n # Params of a diagonal Gaussian.\n D = np.shape(params)[-1] // 2\n mean, log_std = params[:, :D], params[:, D:]\n return mean, log_std\n\ndef sample_diag_gaussian(mean, log_std, rs):\n return rs.randn(*mean.shape) * np.exp(log_std) + mean\n\ndef bernoulli_log_density(targets, unnormalized_logprobs):\n # unnormalized_logprobs are in R\n # Targets must be -1 or 1\n label_probabilities = -np.logaddexp(0, -unnormalized_logprobs*targets)"}, {"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
e1d35b6c6b25a3135462c8d151fe35f21275e755
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: import numpy as np class CoordinationGame: def __init__(self, num_players=2, num_actions=10, noise=0.0, focal_point=False, focal_payoff=0.9, other_play=False): self._num_players = num_players self._num_actions = num_actions self._noise = noise self._focal_point = focal_point self._focal_payoff = focal_payoff self._other_play = other_play @property def num_players(self): return self._num_players def num_actions(self, player): return self._num_actions def play(self, actions): actions = actions.copy() if self._other_play: for player in range(1, self._num_players): if self._focal_point and 0 != actions[player]: actions[player] = np.random.randint(1, self._num_actions) elif not self._focal_point: actions[player] = np.random.randint(self._num_actions) if not all([a == actions[0] for a in actions[1:]]): reward = 0.0 elif 0 == actions[0] and self._focal_point: reward = self._focal_payoff else: reward = 1.0 if self._noise > 0.0: reward += self._noise * np.random.random() return np.full(self._num_players, reward) def means(self, policies): dist = np.ones(self._num_actions) for policy in policies: dist *= policy mean = self._focal_point if self._focal_point else 1.0 mean *= dist[0] mean += np.sum(dist[1:]) return np.full(self._num_players, mean)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
oop
refactoring
Pythoncode:Python
5
1
1,723
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport numpy as np\n\nclass CoordinationGame:\n\n def __init__(self, \n num_players=2,\n num_actions=10,\n noise=0.0,\n focal_point=False,\n focal_payoff=0.9,\n other_play=False):\n self._num_players = num_players\n self._num_actions = num_actions\n self._noise = noise\n self._focal_point = focal_point\n self._focal_payoff = focal_payoff\n self._other_play = other_play\n\n @property\n def num_players(self):\n return self._num_players\n \n def num_actions(self, player):\n return self._num_actions\n\n def play(self, actions):\n actions = actions.copy()\n if self._other_play:\n for player in range(1, self._num_players):\n if self._focal_point and 0 != actions[player]:\n actions[player] = np.random.randint(1, self._num_actions)\n elif not self._focal_point:\n actions[player] = np.random.randint(self._num_actions)\n\n if not all([a == actions[0] for a in actions[1:]]):\n reward = 0.0\n elif 0 == actions[0] and self._focal_point:\n reward = self._focal_payoff\n else:\n reward = 1.0\n \n if self._noise > 0.0:\n reward += self._noise * np.random.random()\n \n return np.full(self._num_players, reward)\n \n def means(self, policies):\n dist = np.ones(self._num_actions)\n for policy in policies:\n dist *= policy\n\n mean = self._focal_point if self._focal_point else 1.0\n mean *= dist[0]\n mean += np.sum(dist[1:])\n \n return np.full(self._num_players, mean)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
e1d6b891e2db865eb8eb170607d741e0c6abd680
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: #coding=utf-8 #author@alingse #2016.08.17 from __future__ import absolute_import from __future__ import print_function from keras.preprocessing.image import ImageDataGenerator from keras.models import Sequential from keras.layers.core import Dense, Dropout, Activation, Flatten,RepeatVector from keras.layers.advanced_activations import PReLU from keras.layers.convolutional import Convolution2D, MaxPooling2D from keras.optimizers import SGD, Adadelta, Adagrad,RMSprop from keras.utils import np_utils, generic_utils import numpy as np from random import shuffle from itertools import product from operator import itemgetter def load_data(): #xor _data = np.array([[0,0],[0,1],[1,0],[1,1]]) _label = np.array([0,1,1,0]) #解决数量太少训练不出来 data = np.repeat(_data,20,axis=0) label = np.repeat(_label,20,axis=0) #太少shuffle 也不能解决数据训练不足的 #shuffle 避免repeat 数据集中重复 index = list(range(len(label))) shuffle(index) data = data[index] label = label[index] return data,label def train(data,label,activeA='tanh',activeB='softmax'): model = Sequential() #因为 A ^ B == (~ A & B)|(A & ~ B) ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: #神经元个数自然是越多越好,不能太少。 #这里 32 就比 4 收敛的快 #好的 init 也很重要 #有些是永远不会收敛的,要有智慧 #tanh--softmax
intermediate
database
incomplete_code
Pythoncode:Python
3
0
1,144
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#coding=utf-8\n#author@alingse\n#2016.08.17\n\n\nfrom __future__ import absolute_import\nfrom __future__ import print_function\n\nfrom keras.preprocessing.image import ImageDataGenerator\nfrom keras.models import Sequential\nfrom keras.layers.core import Dense, Dropout, Activation, Flatten,RepeatVector\nfrom keras.layers.advanced_activations import PReLU\nfrom keras.layers.convolutional import Convolution2D, MaxPooling2D\nfrom keras.optimizers import SGD, Adadelta, Adagrad,RMSprop\nfrom keras.utils import np_utils, generic_utils\n\nimport numpy as np\n\nfrom random import shuffle\n\nfrom itertools import product\nfrom operator import itemgetter\n\n\ndef load_data():\n #xor\n _data = np.array([[0,0],[0,1],[1,0],[1,1]])\n _label = np.array([0,1,1,0])\n \n #\u89e3\u51b3\u6570\u91cf\u592a\u5c11\u8bad\u7ec3\u4e0d\u51fa\u6765\n data = np.repeat(_data,20,axis=0)\n label = np.repeat(_label,20,axis=0)\n\n #\u592a\u5c11shuffle \u4e5f\u4e0d\u80fd\u89e3\u51b3\u6570\u636e\u8bad\u7ec3\u4e0d\u8db3\u7684\n #shuffle \u907f\u514drepeat \u6570\u636e\u96c6\u4e2d\u91cd\u590d\n index = list(range(len(label)))\n shuffle(index)\n data = data[index]\n label = label[index]\n\n return data,label\n\n\ndef train(data,label,activeA='tanh',activeB='softmax'):\n model = Sequential()\n #\u56e0\u4e3a A ^ B == (~ A & B)|(A & ~ B)\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 #\u795e\u7ecf\u5143\u4e2a\u6570\u81ea\u7136\u662f\u8d8a\u591a\u8d8a\u597d\uff0c\u4e0d\u80fd\u592a\u5c11\u3002\n #\u8fd9\u91cc 32 \u5c31\u6bd4 4 \u6536\u655b\u7684\u5feb\n #\u597d\u7684 init \u4e5f\u5f88\u91cd\u8981\n #\u6709\u4e9b\u662f\u6c38\u8fdc\u4e0d\u4f1a\u6536\u655b\u7684\uff0c\u8981\u6709\u667a\u6167\n #tanh--softmax"}]
true
syntax
HARD_CUT
CRITICAL
e1d6e88799d28516711f70c1d8f40373fa42f07b
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: from __future__ import division import argparse from collections import defaultdict import numpy as np import chainer from chainer.dataset import concat_examples from chainercv.datasets import camvid_label_names from chainercv.datasets import CamVidDataset from chainercv.evaluations import eval_semantic_segmentation from chainercv.links import SegNetBasic from chainercv.utils import apply_to_iterator from chainercv.utils import ProgressHook def calc_bn_statistics(model, batchsize): train = CamVidDataset(split='train') it = chainer.iterators.SerialIterator( train, batchsize, repeat=False, shuffle=False) bn_avg_mean = defaultdict(np.float32) bn_avg_var = defaultdict(np.float32) n_iter = 0 for batch in it: imgs, _ = concat_examples(batch) model(model.xp.array(imgs)) for name, link in model.namedlinks(): if name.endswith('_bn'): bn_avg_mean[name] += link.avg_mean bn_avg_var[name] += link.avg_var n_iter += 1 for name, link in model.namedlinks(): if name.endswith('_bn'): link.avg_mean = bn_avg_mean[name] / n_iter link.avg_var = bn_avg_var[name] / n_iter return model def main(): parser = argparse.ArgumentParser() parser.add_argument('--gpu', type=int, default=-1) parser.add_argument('--pretrained-model', type=str, default='camvid') parser.add_argument('--batchsize', type=int, default=24) args = parser.parse_args() model = SegNetBasic( n_class=len(camvid_label_names), pretrained_model=args.pretrained_model) if args.gpu >= 0: chainer.cuda.get_device_from_id(args.gpu).use() model.to_gpu() model = calc_bn_statistics(model, args.batchsize) test = CamVidDataset(split='test') it = chainer.iterators.SerialIterator(test, batch_size=args.batchsize, repeat=False, shuffle=False) in_values, out_values, rest_values = apply_to_iterator( model.predict, it, hook=ProgressHook(len(test))) # Delete an iterator of images to save memory usage. del in_values pred_labels, = out_values gt_labels, = rest_values result = eval_semantic_segmentation(pred_labels, gt_labels) for iu, label_name in zip(result['iou'], camvid_label_names): print('{:>23} : {:.4f}'.format(label_name, iu)) print('=' * 34) print('{:>23} : {:.4f}'.format('mean IoU', result['miou'])) print('{:>23} : {:.4f}'.format( 'Class average accuracy', result['mean_class_accuracy'])) print('{:>23} : {:.4f}'.format( 'Global average accuracy', result['pixel_accuracy'])) if __name__ == '__main__': main(
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Unclosed '(' at line 83 - expected ')' • SyntaxError: '(' was never closed at line 83 Fix: Close the string literal with matching quote
intermediate
testing
error_detection
Pythoncode:Python
2
0
2,726
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom __future__ import division\n\nimport argparse\nfrom collections import defaultdict\nimport numpy as np\n\nimport chainer\nfrom chainer.dataset import concat_examples\n\nfrom chainercv.datasets import camvid_label_names\nfrom chainercv.datasets import CamVidDataset\nfrom chainercv.evaluations import eval_semantic_segmentation\nfrom chainercv.links import SegNetBasic\nfrom chainercv.utils import apply_to_iterator\nfrom chainercv.utils import ProgressHook\n\n\ndef calc_bn_statistics(model, batchsize):\n train = CamVidDataset(split='train')\n it = chainer.iterators.SerialIterator(\n train, batchsize, repeat=False, shuffle=False)\n bn_avg_mean = defaultdict(np.float32)\n bn_avg_var = defaultdict(np.float32)\n\n n_iter = 0\n for batch in it:\n imgs, _ = concat_examples(batch)\n model(model.xp.array(imgs))\n for name, link in model.namedlinks():\n if name.endswith('_bn'):\n bn_avg_mean[name] += link.avg_mean\n bn_avg_var[name] += link.avg_var\n n_iter += 1\n\n for name, link in model.namedlinks():\n if name.endswith('_bn'):\n link.avg_mean = bn_avg_mean[name] / n_iter\n link.avg_var = bn_avg_var[name] / n_iter\n\n return model\n\n\ndef main():\n parser = argparse.ArgumentParser()\n parser.add_argument('--gpu', type=int, default=-1)\n parser.add_argument('--pretrained-model', type=str, default='camvid')\n parser.add_argument('--batchsize', type=int, default=24)\n args = parser.parse_args()\n\n model = SegNetBasic(\n n_class=len(camvid_label_names),\n pretrained_model=args.pretrained_model)\n if args.gpu >= 0:\n chainer.cuda.get_device_from_id(args.gpu).use()\n model.to_gpu()\n\n model = calc_bn_statistics(model, args.batchsize)\n\n test = CamVidDataset(split='test')\n it = chainer.iterators.SerialIterator(test, batch_size=args.batchsize,\n repeat=False, shuffle=False)\n\n in_values, out_values, rest_values = apply_to_iterator(\n model.predict, it, hook=ProgressHook(len(test)))\n # Delete an iterator of images to save memory usage.\n del in_values\n pred_labels, = out_values\n gt_labels, = rest_values\n\n result = eval_semantic_segmentation(pred_labels, gt_labels)\n\n for iu, label_name in zip(result['iou'], camvid_label_names):\n print('{:>23} : {:.4f}'.format(label_name, iu))\n print('=' * 34)\n print('{:>23} : {:.4f}'.format('mean IoU', result['miou']))\n print('{:>23} : {:.4f}'.format(\n 'Class average accuracy', result['mean_class_accuracy']))\n print('{:>23} : {:.4f}'.format(\n 'Global average accuracy', result['pixel_accuracy']))\n\n\nif __name__ == '__main__':\n main("}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Unclosed '(' at line 83 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 83\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
e1d6eb1bc4b428b85d20cb44fc52d0004e166423
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from towers.tower import Tower import math from game.image_collection import ImageCollection range_imgs = ImageCollection("../game_assets/towers/support tower/1/", 3, 1, 90, 0, "support_tower_1_") range_imgs.download_tower() class RangeTower(Tower): """ Add extra range to each surrounding tower """ def __init__(self, x, y): super().__init__(x, y) self.range = 85 self.effect = [0.2, 0.4] self.tower_imgs = range_imgs.images[:] self.width = self.height = 90 self.name = "range" self.price = 1000 # define menu and buttons # self.menu = Menu(self, self.x, self.y, menu_bg, [2000, "Max"]) # self.menu.add_btn(upgrade_btn, "Upgrade") def get_upgrade_cost(self): return self.menu.get_item_cost() def draw(self, win): super().draw_radius(win) super().draw(win) def support(self, towers): """ will modify towers according to ability :param towers: list :return: None """ effected = [] for tower in towers: tower_x, tower_y = tower.x, tower.y dis = math.sqrt((self.x - tower_x) ** 2 + (self.y - tower_y) ** 2) if dis <= self.range + tower.width / 2: effected.append(tower) for tower in effected: tower.range = tower.original_range + round(tower.range * self.effect[self.level - 1])
damage_imgs = ImageCollection("../game_assets/towers/support tower/2/", 3, 1, 100, 0, "support_tower_1_") damage_imgs.download_tower() class DamageTower(RangeTower): """ Add damage for surround towers """ def __init__(self, x, y): super().__init__(x, y) self.range = 75 self.tower_imgs = damage_imgs.images[:] self.effect = [0.2, 0.4] self.width = self.height = 100 self.name = "damage" self.price = 1000 def support(self, towers): """ Will modify towers according to ability :param towers: list :return: None """ effected = [] for tower in towers: tower_x, tower_y = tower.x, tower.y dis = math.sqrt((self.x - tower_x) ** 2 + (self.y - tower_y) ** 2) if dis <= self.range + tower.width / 2: effected.append(tower) for tower in effected: tower.damage = tower.original_damage + round(tower.damage * self.effect[self.level - 1])
advanced
ui
code_completion
Pythoncode:Python
6
2
2,485
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom towers.tower import Tower\nimport math\nfrom game.image_collection import ImageCollection\n\n\nrange_imgs = ImageCollection(\"../game_assets/towers/support tower/1/\", 3, 1, 90, 0, \"support_tower_1_\")\nrange_imgs.download_tower()\n\n\nclass RangeTower(Tower):\n \"\"\"\n Add extra range to each surrounding tower\n \"\"\"\n def __init__(self, x, y):\n super().__init__(x, y)\n self.range = 85\n self.effect = [0.2, 0.4]\n self.tower_imgs = range_imgs.images[:]\n self.width = self.height = 90\n self.name = \"range\"\n self.price = 1000\n\n # define menu and buttons\n # self.menu = Menu(self, self.x, self.y, menu_bg, [2000, \"Max\"])\n # self.menu.add_btn(upgrade_btn, \"Upgrade\")\n\n def get_upgrade_cost(self):\n return self.menu.get_item_cost()\n\n def draw(self, win):\n super().draw_radius(win)\n super().draw(win)\n\n def support(self, towers):\n \"\"\"\n will modify towers according to ability\n :param towers: list\n :return: None\n \"\"\"\n effected = []\n for tower in towers:\n tower_x, tower_y = tower.x, tower.y\n\n dis = math.sqrt((self.x - tower_x) ** 2 + (self.y - tower_y) ** 2)\n\n if dis <= self.range + tower.width / 2:\n effected.append(tower)\n\n for tower in effected:\n tower.range = tower.original_range + round(tower.range * self.effect[self.level - 1])"}, {"role": "assistant", "content": "\n\ndamage_imgs = ImageCollection(\"../game_assets/towers/support tower/2/\", 3, 1, 100, 0, \"support_tower_1_\")\ndamage_imgs.download_tower()\n\n\nclass DamageTower(RangeTower):\n \"\"\"\n Add damage for surround towers\n \"\"\"\n def __init__(self, x, y):\n super().__init__(x, y)\n self.range = 75\n self.tower_imgs = damage_imgs.images[:]\n self.effect = [0.2, 0.4]\n self.width = self.height = 100\n self.name = \"damage\"\n self.price = 1000\n\n def support(self, towers):\n \"\"\"\n Will modify towers according to ability\n :param towers: list\n :return: None\n \"\"\"\n effected = []\n for tower in towers:\n tower_x, tower_y = tower.x, tower.y\n\n dis = math.sqrt((self.x - tower_x) ** 2 + (self.y - tower_y) ** 2)\n\n if dis <= self.range + tower.width / 2:\n effected.append(tower)\n\n for tower in effected:\n tower.damage = tower.original_damage + round(tower.damage * self.effect[self.level - 1])"}]
false
null
null
null
e1d7cb3d14773f02160bdbd17e665ff5e948ebea
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: import PIL from PIL import Image # def grayscale(picture): # width, height = picture.size # for i in range(0, width): # for j in range(0, height): # pixel=picture.getpixel((i,j)) # avg = (pixel[0] + pixel[1] + pixel[2]) / 3 # image_response.putpixel((i,j),(avg, avg, avg)) # #image_response.show() # image = Image.open('gow.jpg') # image_response = PIL.Image.new(image.mode, image.size) # grayscale(image) # image_response.save('grayImage.jpg', 'JPEG') def incrementChannel(picture): width, height = picture.size Error: SyntaxError / EOF
Fixed Code: import PIL from PIL import Image # def grayscale(picture): # width, height = picture.size # for i in range(0, width): # for j in range(0, height): # pixel=picture.getpixel((i,j)) # avg = (pixel[0] + pixel[1] + pixel[2]) / 3 # image_response.putpixel((i,j),(avg, avg, avg)) # #image_response.show() # image = Image.open('gow.jpg') # image_response = PIL.Image.new(image.mode, image.size) # grayscale(image) # image_response.save('grayImage.jpg', 'JPEG') def incrementChannel(picture): Explanation: Complete the truncated code structure
intermediate
general
error_fixing
Pythoncode:Python
1
0
577
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport PIL\nfrom PIL import Image\n\n# def grayscale(picture):\n# width, height = picture.size\n\n# for i in range(0, width):\n# for j in range(0, height):\n# pixel=picture.getpixel((i,j))\n# avg = (pixel[0] + pixel[1] + pixel[2]) / 3\n# image_response.putpixel((i,j),(avg, avg, avg))\n# #image_response.show()\n\n# image = Image.open('gow.jpg')\n# image_response = PIL.Image.new(image.mode, image.size)\n# grayscale(image)\n# image_response.save('grayImage.jpg', 'JPEG')\n\n\ndef incrementChannel(picture):\n width, height = picture.size\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport PIL\nfrom PIL import Image\n\n# def grayscale(picture):\n# width, height = picture.size\n\n# for i in range(0, width):\n# for j in range(0, height):\n# pixel=picture.getpixel((i,j))\n# avg = (pixel[0] + pixel[1] + pixel[2]) / 3\n# image_response.putpixel((i,j),(avg, avg, avg))\n# #image_response.show()\n\n# image = Image.open('gow.jpg')\n# image_response = PIL.Image.new(image.mode, image.size)\n# grayscale(image)\n# image_response.save('grayImage.jpg', 'JPEG')\n\n\ndef incrementChannel(picture):\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
e1d7e521cebb647f0b24e21e9d7a487c2bc668be
TheStack--python--010.parquet
Complete this Pythoncode:Python code: import os, re, datetime from totalimpact.providers import provider from totalimpact.providers.provider import Provider, ProviderContentMalformedError import logging logger = logging.getLogger('ti.providers.twitter_tweet') class Twitter_Tweet(Provider): example_id = ("url", "http://twitter.com/jasonpriem") biblio_template_url = "https://api.twitter.com/1/statuses/oembed.json?id=%s&hide_media=1&hide_thread=1&maxwidth=650" def __init__(self): super(Twitter_Tweet, self).__init__() @property def provides_biblio(self): return True def is_relevant_alias(self, alias): (namespace, nid) = alias try: nid = nid.lower() except AttributeError: return False if (namespace == "url"): if ("twitter.com" in nid) and ("/status/" in nid): return True return False def screen_name(self, tweet_url): #regex from http://stackoverflow.com/questions/4424179/how-to-validate-a-twitter-username-using-regex match = re.findall("twitter.com/([A-Za-z0-9_]{1,15})/", tweet_url) return match[0] def tweet_id(self, tweet_url): match = re.findall("twitter.com/.*/status/(\d+)", tweet_url) return match[0] # default method; providers can override def biblio(self,
aliases, provider_url_template=None, cache_enabled=True): tweet_url = self.get_best_id(aliases) biblio_embed_url = self.biblio_template_url % (self.tweet_id(tweet_url)) response = self.http_get(biblio_embed_url) data = provider._load_json(response.text) biblio_dict = {} biblio_dict["repository"] = "Twitter" biblio_dict["url"] = tweet_url if not data: return biblio_dict biblio_dict["title"] = u"@{screen_name}".format(screen_name=self.screen_name(tweet_url)) biblio_dict["authors"] = data["author_name"] biblio_dict["embed"] = data["html"] biblio_dict["embed_url"] = biblio_embed_url biblio_dict["account"] = u"@{screen_name}".format(screen_name=self.screen_name(tweet_url)) try: tweet_match = re.findall(u'<p>(.*?)</p>.*statuses/\d+">(.*?)</a></blockquote>', biblio_dict["embed"]) biblio_dict["tweet_text"] = tweet_match[0][0] biblio_dict["date"] = datetime.datetime.strptime(tweet_match[0][1], "%B %d, %Y").isoformat() biblio_dict["year"] = biblio_dict["date"][0:4] except (AttributeError): logger.debug("couldn't parse tweet embed {embed}".format( embed=biblio_dict["embed"])) return biblio_dict
advanced
api
code_completion
Pythoncode:Python
6
1
2,712
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport os, re, datetime\n\nfrom totalimpact.providers import provider\nfrom totalimpact.providers.provider import Provider, ProviderContentMalformedError\n\nimport logging\nlogger = logging.getLogger('ti.providers.twitter_tweet')\n\nclass Twitter_Tweet(Provider): \n\n example_id = (\"url\", \"http://twitter.com/jasonpriem\")\n\n biblio_template_url = \"https://api.twitter.com/1/statuses/oembed.json?id=%s&hide_media=1&hide_thread=1&maxwidth=650\"\n \n\n def __init__(self):\n super(Twitter_Tweet, self).__init__()\n\n\n @property\n def provides_biblio(self):\n return True\n\n\n def is_relevant_alias(self, alias):\n (namespace, nid) = alias\n try:\n nid = nid.lower()\n except AttributeError:\n return False \n if (namespace == \"url\"):\n if (\"twitter.com\" in nid) and (\"/status/\" in nid):\n return True\n return False\n\n\n def screen_name(self, tweet_url):\n #regex from http://stackoverflow.com/questions/4424179/how-to-validate-a-twitter-username-using-regex\n match = re.findall(\"twitter.com/([A-Za-z0-9_]{1,15})/\", tweet_url)\n return match[0]\n\n\n def tweet_id(self, tweet_url):\n match = re.findall(\"twitter.com/.*/status/(\\d+)\", tweet_url)\n return match[0]\n\n\n\n # default method; providers can override\n def biblio(self,"}, {"role": "assistant", "content": "\n aliases,\n provider_url_template=None,\n cache_enabled=True):\n\n tweet_url = self.get_best_id(aliases)\n biblio_embed_url = self.biblio_template_url % (self.tweet_id(tweet_url))\n response = self.http_get(biblio_embed_url)\n data = provider._load_json(response.text)\n\n biblio_dict = {}\n biblio_dict[\"repository\"] = \"Twitter\"\n biblio_dict[\"url\"] = tweet_url\n\n if not data:\n return biblio_dict\n\n biblio_dict[\"title\"] = u\"@{screen_name}\".format(screen_name=self.screen_name(tweet_url))\n biblio_dict[\"authors\"] = data[\"author_name\"]\n biblio_dict[\"embed\"] = data[\"html\"]\n biblio_dict[\"embed_url\"] = biblio_embed_url\n biblio_dict[\"account\"] = u\"@{screen_name}\".format(screen_name=self.screen_name(tweet_url))\n try:\n tweet_match = re.findall(u'<p>(.*?)</p>.*statuses/\\d+\">(.*?)</a></blockquote>', biblio_dict[\"embed\"])\n biblio_dict[\"tweet_text\"] = tweet_match[0][0]\n biblio_dict[\"date\"] = datetime.datetime.strptime(tweet_match[0][1], \"%B %d, %Y\").isoformat()\n biblio_dict[\"year\"] = biblio_dict[\"date\"][0:4]\n except (AttributeError):\n logger.debug(\"couldn't parse tweet embed {embed}\".format(\n embed=biblio_dict[\"embed\"]))\n\n return biblio_dict"}]
false
null
null
null
e1d8645e4dfcb6efa3c57f9cd1d5fbd5af33ed93
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: def sumzero(lst): sumlst = [] for i in range(len(lst)): for j in range(len(lst)): for k in range(len(lst)): # print(i,j,k) if lst[i]+lst[j]+lst[k] == 0 : if i != j != k != i: inlst = [lst[i],lst[j],lst[k]] Error: SyntaxError / EOF
Fixed Code: def sumzero(lst): sumlst = [] for i in range(len(lst)): for j in range(len(lst)): for k in range(len(lst)): # print(i,j,k) if lst[i]+lst[j]+lst[k] == 0 : if i != j != k != i: inlst = [lst[i],lst[j],lst[k]] if set(inlst) not in map(set,sumlst): sumlst.append(inlst) print(sumlst) lst = list(map(int,input("Enter Your List : ").split())) if len(lst)<3 : Explanation: Complete the truncated code structure
intermediate
machine_learning
error_fixing
Pythoncode:Python
1
0
309
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\ndef sumzero(lst):\n sumlst = []\n for i in range(len(lst)):\n for j in range(len(lst)):\n for k in range(len(lst)):\n # print(i,j,k)\n if lst[i]+lst[j]+lst[k] == 0 :\n if i != j != k != i:\n inlst = [lst[i],lst[j],lst[k]]\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\ndef sumzero(lst):\n sumlst = []\n for i in range(len(lst)):\n for j in range(len(lst)):\n for k in range(len(lst)):\n # print(i,j,k)\n if lst[i]+lst[j]+lst[k] == 0 :\n if i != j != k != i:\n inlst = [lst[i],lst[j],lst[k]]\n if set(inlst) not in map(set,sumlst):\n sumlst.append(inlst)\n print(sumlst)\nlst = list(map(int,input(\"Enter Your List : \").split()))\nif len(lst)<3 :\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
e1d909ecd600314632ebaefe4575a78b39f3fa2d
TheStack--python--010.parquet
Find the logical error in this Pythoncode:Python code: from __future__ import annotations from typing import ( def quote(x: str) -> str: if "'" in x: # escape any double quotes x = re.sub('"', '\\"', x) # double quote the expression x = f'"{x}"' else: # if there are no internal single quotes, single quote everything x = f"'{x}'" return x def quoteIf(x: str) -> str: if set("^,:;()[]'\"").intersection(set(x)): return quote(x) else: return x def newick(node: Union[Tree, AnyNode]) -> str: if isinstance(node, Tree): node_obj = node.tree else: node_obj = node return _newick(node_obj) + ";" def _newick(node: AnyNode) -> str: # allow input to be a Tree object if isinstance(node, Tree): node = node.tree if node.kids: s = "(" + ",".join([_newick(kid) for kid in node.kids]) + ")" else: s = "" if node.data.label: label = node.data.label if node.data.form and set("^,:;()[]'\"").intersection(set(label)): label = quote(label) s += label if node.data.form: form_str = ",".join([k + "=" + quoteIf(v) for (k, v) in node.data.form.items()]) s += "[&" + form_str + "]" if node.data.length is not None: s += ":" + "{:0.3g}".format(node.data.length) return s def nexus(treeOrNode: Union[AnyNode, Tree]) -> str: # allow input to be a Node object if isinstance(treeOrNode, Node): tree = makeTree(tree=treeOrNode) else: tree = treeOrNode ... [1 more functiondefs truncated] ...
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Wrong logical operator Severity: CRITICAL Location: Line 41 Buggy code: if node.data.form and set("^,:;()[]'\"").intersection(set(label)): Should be: if node.data.form or set("^,:;()[]'\"").intersection(set(label)): Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
intermediate
database
logical_errors
Pythoncode:Python
5
0
1,585
true
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nfrom __future__ import annotations\nfrom typing import (\ndef quote(x: str) -> str:\n if \"'\" in x:\n # escape any double quotes\n x = re.sub('\"', '\\\\\"', x)\n # double quote the expression\n x = f'\"{x}\"'\n else:\n # if there are no internal single quotes, single quote everything\n x = f\"'{x}'\"\n return x\n\n\ndef quoteIf(x: str) -> str:\n if set(\"^,:;()[]'\\\"\").intersection(set(x)):\n return quote(x)\n else:\n return x\n\n\ndef newick(node: Union[Tree, AnyNode]) -> str:\n if isinstance(node, Tree):\n node_obj = node.tree\n else:\n node_obj = node\n\n return _newick(node_obj) + \";\"\n\n\ndef _newick(node: AnyNode) -> str:\n # allow input to be a Tree object\n if isinstance(node, Tree):\n node = node.tree\n if node.kids:\n s = \"(\" + \",\".join([_newick(kid) for kid in node.kids]) + \")\"\n else:\n s = \"\"\n if node.data.label:\n label = node.data.label\n if node.data.form and set(\"^,:;()[]'\\\"\").intersection(set(label)):\n label = quote(label)\n s += label\n if node.data.form:\n form_str = \",\".join([k + \"=\" + quoteIf(v) for (k, v) in node.data.form.items()])\n s += \"[&\" + form_str + \"]\"\n if node.data.length is not None:\n s += \":\" + \"{:0.3g}\".format(node.data.length)\n return s\n\n\ndef nexus(treeOrNode: Union[AnyNode, Tree]) -> str:\n # allow input to be a Node object\n if isinstance(treeOrNode, Node):\n tree = makeTree(tree=treeOrNode)\n else:\n tree = treeOrNode\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Issue: Wrong logical operator\n Severity: CRITICAL\n\n Location: Line 41\n\n Buggy code:\n if node.data.form and set(\"^,:;()[]'\\\"\").intersection(set(label)):\n\n Should be:\n if node.data.form or set(\"^,:;()[]'\\\"\").intersection(set(label)):\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
e1da8f2a07a1c0624620f45b2c7ce2c45b113056
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python import numpy as np import leveldb import sys import caffe from caffe.io import caffe_pb2 import time import json import math filename = sys.argv[1:][0] print(sys.argv[1:][0]) print(sys.argv[1:][1]) print(sys.argv[1:][2]) # Read the file that contains feature vectors im0 = int(sys.argv[1:][1]) im1 = int(sys.argv[1:][2]) f0 = None f1 = None f = open(filename) features = f.readlines() for counter, feature in enumerate(features): tmp = json.loads(feature)['value'] #print tmp['value'] #quit() if counter == im0: f0 = tmp if counter == im1: f1 = tmp # Convert string to list f0 = f0.split(',') f1 = f1.split(',') f0 = map(float, f0) f1 = map(float, f1) # Com
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Fix: Close the string literal with matching quote
intermediate
ui
error_detection
Pythoncode:Python
0
0
695
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python\nimport numpy as np\nimport leveldb\nimport sys\nimport caffe\nfrom caffe.io import caffe_pb2\nimport time\nimport json\nimport math\n\nfilename = sys.argv[1:][0]\nprint(sys.argv[1:][0])\nprint(sys.argv[1:][1])\nprint(sys.argv[1:][2])\n\n# Read the file that contains feature vectors\nim0 = int(sys.argv[1:][1])\nim1 = int(sys.argv[1:][2])\nf0 = None\nf1 = None\nf = open(filename)\nfeatures = f.readlines()\nfor counter, feature in enumerate(features):\n tmp = json.loads(feature)['value']\n #print tmp['value']\n #quit()\n if counter == im0: f0 = tmp\n if counter == im1: f1 = tmp\n\n# Convert string to list\nf0 = f0.split(',')\nf1 = f1.split(',')\nf0 = map(float, f0)\nf1 = map(float, f1)\n\n# Com"}, {"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
e1dae2a1573b6fd7fa2fc9d545fd0f3737a8fe9f
TheStack--python--010.parquet
Debug this Pythoncode:Python code: import os from pathlib import Path from flasgger import Swagger from flask import Flask from flask_bcrypt import Bcrypt from flask_cors import CORS, cross_origin from flask_login import LoginManager from flask_migrate import Migrate from flask_sqlalchemy import SQLAlchemy from config import config db = SQLAlchemy() migrate = Migrate() bcrypt = Bcrypt() login_manager = LoginManager() login_manager.login_view = 'login' def create_app(config_name) -> object: app = Flask(__name__, static_folder="../../client-dashboard/build/static", template_folder="../../client-dashboard/build/" ) if not isinstance(config_name, str): config_name = os.getenv('FLASK_CONFIG', 'default') app.config.from_object(config[config_name]) config[config_name].init_app(app) CORS(app) Swagger(app) # set up extensions db.init_app(app) migrate.init_app(app, db) bcrypt.init_app(app) login_manager.init_app(app) os.chdir('..') UPLOAD_FOLDER = os.path.abspath(os.curdir) + '/recogniser' app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER # shell context for flask cli @app.shell_context_processor def ctx(): return {'app': app, 'db': db} def register_routes(): from app.controller.Authenticate import Authenticate from app.controller.CreateUser import CreateUser from app.controller.Dashboard import Dashboard from app.controller.LogOutAPI import LogOutAPI from app.controller.ReceiptAPI import ReceiptAPI from app.controller.UserAPI import UserAPI app.add_url_rule('/register', view_func=CreateUser.as_view('register')) app.add_url_rule('/receipt', methods=['POST'], view_func=ReceiptAPI.as_view('addreceipt')) app.add_url_rule( '/receipt/<id>', methods=['GET', 'PUT', 'DELETE'], view_func=ReceiptAPI.as_view('receipt')) app.add_url_rule('/login', view_func=Authenticate.as_view('login')) app.add_url_rule('/logout', view_func=LogOutAPI.as_view('logout')) app.add_url_rule( '/dashboard', view_func=Dashboard.as_view('dashboard')) app.add_url_rule('/user/<id>', view_func=UserAPI.as_view('user')) register_routes() return app
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 31 💡 Suggestions: Add docstring to function 'create_app' Add docstring to function 'register_routes'
intermediate
api
debugging
Pythoncode:Python
3
0
2,303
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport os\nfrom pathlib import Path\n\nfrom flasgger import Swagger\nfrom flask import Flask\nfrom flask_bcrypt import Bcrypt\nfrom flask_cors import CORS, cross_origin\nfrom flask_login import LoginManager\nfrom flask_migrate import Migrate\nfrom flask_sqlalchemy import SQLAlchemy\n\nfrom config import config\n\ndb = SQLAlchemy()\nmigrate = Migrate()\nbcrypt = Bcrypt()\nlogin_manager = LoginManager()\nlogin_manager.login_view = 'login'\n\n\ndef create_app(config_name) -> object:\n app = Flask(__name__,\n static_folder=\"../../client-dashboard/build/static\",\n template_folder=\"../../client-dashboard/build/\"\n )\n\n if not isinstance(config_name, str):\n config_name = os.getenv('FLASK_CONFIG', 'default')\n\n app.config.from_object(config[config_name])\n config[config_name].init_app(app)\n\n CORS(app)\n Swagger(app)\n\n # set up extensions\n db.init_app(app)\n migrate.init_app(app, db)\n bcrypt.init_app(app)\n login_manager.init_app(app)\n\n os.chdir('..')\n UPLOAD_FOLDER = os.path.abspath(os.curdir) + '/recogniser'\n app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER\n\n # shell context for flask cli\n @app.shell_context_processor\n def ctx():\n return {'app': app, 'db': db}\n\n def register_routes():\n from app.controller.Authenticate import Authenticate\n from app.controller.CreateUser import CreateUser\n from app.controller.Dashboard import Dashboard\n from app.controller.LogOutAPI import LogOutAPI\n from app.controller.ReceiptAPI import ReceiptAPI\n from app.controller.UserAPI import UserAPI\n\n app.add_url_rule('/register', view_func=CreateUser.as_view('register'))\n app.add_url_rule('/receipt', methods=['POST'],\n view_func=ReceiptAPI.as_view('addreceipt'))\n app.add_url_rule(\n '/receipt/<id>', methods=['GET', 'PUT', 'DELETE'], view_func=ReceiptAPI.as_view('receipt'))\n app.add_url_rule('/login', view_func=Authenticate.as_view('login'))\n app.add_url_rule('/logout', view_func=LogOutAPI.as_view('logout'))\n app.add_url_rule(\n '/dashboard', view_func=Dashboard.as_view('dashboard'))\n app.add_url_rule('/user/<id>', view_func=UserAPI.as_view('user'))\n\n register_routes()\n return app"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 31\n\n\ud83d\udca1 Suggestions:\n Add docstring to function 'create_app'\n Add docstring to function 'register_routes'"}]
false
null
null
null
e1db724b60c31e5350031aa90b83b8677dd94b30
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: """ Copyright 2020 Google LLC Copyright 2020 PerfectVIPs 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. """ import sys import logging from pygen_src.riscv_directed_instr_lib import (riscv_directed_instr_stream, riscv_int_numeric_corner_stream) def factory(obj_of): objs = { "riscv_directed_instr_stream": riscv_directed_instr_stream, "riscv_int_numeric_corner_stream": riscv_int_numeric_corner_stream }
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • Unterminated string literal at line 1 Fix: Complete the function 'factory' body and add missing return
intermediate
api
error_detection
Pythoncode:Python
1
0
855
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\"\"\"\nCopyright 2020 Google LLC\nCopyright 2020 PerfectVIPs Inc.\n\nLicensed under the Apache License, Version 2.0 (the \"License\");\nyou may not use this file except in compliance with the License.\nYou may obtain a copy of the License at\nhttp://www.apache.org/licenses/LICENSE-2.0\nUnless required by applicable law or agreed to in writing, software\ndistributed under the License is distributed on an \"AS IS\" BASIS,\nWITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n\n\"\"\"\nimport sys\nimport logging\nfrom pygen_src.riscv_directed_instr_lib import (riscv_directed_instr_stream,\n riscv_int_numeric_corner_stream)\n\n\ndef factory(obj_of):\n objs = {\n \"riscv_directed_instr_stream\": riscv_directed_instr_stream,\n \"riscv_int_numeric_corner_stream\": riscv_int_numeric_corner_stream\n }"}, {"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 1\n\n Fix: Complete the function 'factory' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
e1dc7108b873d99d6c5dbd33ca7fe0f4d5fba20b
TheStack--python--010.parquet
Complete this Pythoncode:Python code: # Lint as: python3 # # Copyright 2020 The XLS Authors # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Extracts delay model from a text proto, constructs C++ lookup code.""" from absl import app from absl import flags import jinja2 from google.protobuf import text_format from xls.common import runfiles from xls.delay_model import delay_model from xls.delay_model import delay_model_pb2 flags.DEFINE_string( 'model_name', None, 'Name of model. Should be a short string (e.g., "e"). Used as the ' 'identifier when accessing the mode via xls::GetDelayEstimator.') flags.DEFINE_enum( 'precedence', None, help='Precedence of model.', enum_values=('kLow', 'kMedium', 'kHigh')) flags.mark_flag_as_required('model_name') flags.mark_flag_as_required('precedence') FLAGS = flags.FLAGS
def main(argv): if len(argv) > 2: raise app.UsageError('Too many command-line arguments.') with open(argv[1], 'rb') as f: contents = f.read() dm = delay_model.DelayModel( text_format.Parse(contents, delay_model_pb2.DelayModel())) env = jinja2.Environment(undefined=jinja2.StrictUndefined) tmpl_text = runfiles.get_contents_as_text( 'xls/delay_model/generate_delay_lookup.tmpl') template = env.from_string(tmpl_text) rendered = template.render( delay_model=dm, name=FLAGS.model_name, precedence=FLAGS.precedence, camel_case_name=''.join( s.capitalize() for s in FLAGS.model_name.split('_'))) print('// DO NOT EDIT: this file is AUTOMATICALLY GENERATED and should not ' 'be changed.') print(rendered) if __name__ == '__main__': app.run(main)
intermediate
api
code_completion
Pythoncode:Python
1
0
2,140
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# Lint as: python3\n#\n# Copyright 2020 The XLS Authors\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\n\"\"\"Extracts delay model from a text proto, constructs C++ lookup code.\"\"\"\n\nfrom absl import app\nfrom absl import flags\n\nimport jinja2\n\nfrom google.protobuf import text_format\nfrom xls.common import runfiles\nfrom xls.delay_model import delay_model\nfrom xls.delay_model import delay_model_pb2\n\nflags.DEFINE_string(\n 'model_name', None,\n 'Name of model. Should be a short string (e.g., \"e\"). Used as the '\n 'identifier when accessing the mode via xls::GetDelayEstimator.')\nflags.DEFINE_enum(\n 'precedence',\n None,\n help='Precedence of model.',\n enum_values=('kLow', 'kMedium', 'kHigh'))\nflags.mark_flag_as_required('model_name')\nflags.mark_flag_as_required('precedence')\nFLAGS = flags.FLAGS"}, {"role": "assistant", "content": "\ndef main(argv):\n if len(argv) > 2:\n raise app.UsageError('Too many command-line arguments.')\n\n with open(argv[1], 'rb') as f:\n contents = f.read()\n\n dm = delay_model.DelayModel(\n text_format.Parse(contents, delay_model_pb2.DelayModel()))\n\n env = jinja2.Environment(undefined=jinja2.StrictUndefined)\n tmpl_text = runfiles.get_contents_as_text(\n 'xls/delay_model/generate_delay_lookup.tmpl')\n template = env.from_string(tmpl_text)\n rendered = template.render(\n delay_model=dm,\n name=FLAGS.model_name,\n precedence=FLAGS.precedence,\n camel_case_name=''.join(\n s.capitalize() for s in FLAGS.model_name.split('_')))\n print('// DO NOT EDIT: this file is AUTOMATICALLY GENERATED and should not '\n 'be changed.')\n print(rendered)\n\n\nif __name__ == '__main__':\n app.run(main)"}]
false
null
null
null
e1dd47dc1bef312942945f086f9a03f4cfaed82e
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: #! /usr/bin/env python3 # -*- coding: utf-8 -*- """Test for CIF.""" import importlib import pytest import torch def make_args(**kwargs): args = dict( enc_dim=32, window=3, threshold=1.0, param_init='', layer_norm_eps=1e-12, ) args.update(kwargs) return args @pytest.mark.parametrize( "args", [ ({'threshold': 1.0}), ({'threshold': 0.9}), ({'param_init': 'xavier_uniform'}), ] ) def test_forward_parallel(args): args = make_args(**args) batch_size = 1 xmax = 40 ymax = 5 device = "cpu" eouts = torch.FloatTensor(batch_size, xmax, args['enc_dim'], device=device) elens = torch.IntTensor([i for i in range(xmax, xmax - batch_size, -1)]) ylens = torch.IntTensor([i for i in range(ymax, ymax - batch_size, -1)]) module = importlib.import_module('neural_sp.models.modules.cif') cif = module.CIF(**args) cif = cif.to(device) cif.train() out = cif(eouts, elens, ylens, mode='parallel') assert len(out) == 3 cv, aws, attn_state = out assert cv.size() == (batch_size, ymax, args['enc_dim']) assert aws.size() == (batch_size, ymax, xmax) assert isinstance(attn_state, dict) alpha = attn_state['alpha'] assert alpha.size() == (batch_size, xmax) @pytest.mark.parametrize( "args", [ ({'threshold': 1.0}), ({'threshold': 0.9}), ] ) def test_forward_incremental(args): args = make_args(**args) batch_size = 1 xmax = 40 ymax = 5 device = "cpu" eouts = torch.FloatTensor(batch_size, xmax, args['enc_dim'], device=device) elens = torch.IntTensor([len(x) for x in eouts]) module = importlib.import_module('neural_sp.models.modules.cif') cif = module.CIF(**args) cif = cif.to(device) cif.eval() for i in range(ymax): out = cif(eouts, elens, mode='incremental') assert len(out) == 3 cv, aws, attn_state = out assert cv.size() == (batch_size, 1, args['enc_dim']) assert aws.size() == (batch_size, 1, xmax) assert isinstance(attn_state, dict) alpha = attn_state['alpha'] assert alpha.size() == (batch_size, xmax)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
testing
refactoring
Pythoncode:Python
3
0
2,217
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#! /usr/bin/env python3\n# -*- coding: utf-8 -*-\n\n\"\"\"Test for CIF.\"\"\"\n\nimport importlib\nimport pytest\nimport torch\n\n\ndef make_args(**kwargs):\n args = dict(\n enc_dim=32,\n window=3,\n threshold=1.0,\n param_init='',\n layer_norm_eps=1e-12,\n )\n args.update(kwargs)\n return args\n\n\n@pytest.mark.parametrize(\n \"args\",\n [\n ({'threshold': 1.0}),\n ({'threshold': 0.9}),\n ({'param_init': 'xavier_uniform'}),\n ]\n)\ndef test_forward_parallel(args):\n args = make_args(**args)\n\n batch_size = 1\n xmax = 40\n ymax = 5\n device = \"cpu\"\n\n eouts = torch.FloatTensor(batch_size, xmax, args['enc_dim'], device=device)\n elens = torch.IntTensor([i for i in range(xmax, xmax - batch_size, -1)])\n ylens = torch.IntTensor([i for i in range(ymax, ymax - batch_size, -1)])\n\n module = importlib.import_module('neural_sp.models.modules.cif')\n cif = module.CIF(**args)\n cif = cif.to(device)\n cif.train()\n\n out = cif(eouts, elens, ylens, mode='parallel')\n assert len(out) == 3\n cv, aws, attn_state = out\n assert cv.size() == (batch_size, ymax, args['enc_dim'])\n assert aws.size() == (batch_size, ymax, xmax)\n assert isinstance(attn_state, dict)\n alpha = attn_state['alpha']\n assert alpha.size() == (batch_size, xmax)\n\n\n@pytest.mark.parametrize(\n \"args\",\n [\n ({'threshold': 1.0}),\n ({'threshold': 0.9}),\n ]\n)\ndef test_forward_incremental(args):\n args = make_args(**args)\n\n batch_size = 1\n xmax = 40\n ymax = 5\n device = \"cpu\"\n\n eouts = torch.FloatTensor(batch_size, xmax, args['enc_dim'], device=device)\n elens = torch.IntTensor([len(x) for x in eouts])\n\n module = importlib.import_module('neural_sp.models.modules.cif')\n cif = module.CIF(**args)\n cif = cif.to(device)\n cif.eval()\n\n for i in range(ymax):\n out = cif(eouts, elens, mode='incremental')\n assert len(out) == 3\n cv, aws, attn_state = out\n assert cv.size() == (batch_size, 1, args['enc_dim'])\n assert aws.size() == (batch_size, 1, xmax)\n assert isinstance(attn_state, dict)\n alpha = attn_state['alpha']\n assert alpha.size() == (batch_size, xmax)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
e1de7e679a24c807cee4014b743c0d29868c69ba
TheStack--python--010.parquet
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- from odoo import fields, models class CrmLeadChecklist(models.Model): _name = 'crm.lead.checklist' _description = "CRM Lead Checklist" _sql_constraints = [ ('owner_name_uniq', 'unique (owner_id, name)', "Checklist name already exists!"), ] name = fields.Char('Checklist Name', required=True, translate=True) owner_id = fields.Many2one('res.users', string='Owner', index=True, default=lambda self: self.env.user)
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 11 💡 Suggestions: Add docstring to class 'CrmLeadChecklist'
advanced
database
debugging
Pythoncode:Python
0
1
569
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\nfrom odoo import fields, models\n\n\nclass CrmLeadChecklist(models.Model):\n _name = 'crm.lead.checklist'\n _description = \"CRM Lead Checklist\"\n _sql_constraints = [\n ('owner_name_uniq', 'unique (owner_id, name)', \"Checklist name already exists!\"),\n ]\n\n name = fields.Char('Checklist Name', required=True, translate=True)\n\n owner_id = fields.Many2one('res.users',\n string='Owner',\n index=True,\n default=lambda self: self.env.user)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'CrmLeadChecklist'"}]
false
null
null
null
e1df8bfd12077e50cadea5992ad7ff300e11cb51
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: ################################################################################# # The Institute for the Design of Advanced Energy Systems Integrated Platform # Framework (IDAES IP) was produced under the DOE Institute for the # Design of Advanced Energy Systems (IDAES), and is copyright (c) 2018-2021 # by the software owners: The Regents of the University of California, through # Lawrence Berkeley National Laboratory, National Technology & Engineering # Solutions of Sandia, LLC, Carnegie Mellon University, West Virginia University # Research Corporation, et al. All rights reserved. # # Please see the files COPYRIGHT.md and LICENSE.md for full copyright and # license information. ################################################################################# def between(y, x1, x2): return 0 > (y-x1)*(y-x2) @pytest.fixture() def root_finder(): m = ConcreteModel() # Define external function methods m.proc_Z_liq = ExternalFunction(library=_so, ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: function="ceos_z_liq") m.proc_Z_vap = ExternalFunction(library=_so, function="ceos_z_vap") m.proc_Z_liq_x = ExternalFunction(library=_so, function="ceos_z_liq_extend")
intermediate
testing
incomplete_code
Pythoncode:Python
2
0
978
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#################################################################################\n# The Institute for the Design of Advanced Energy Systems Integrated Platform\n# Framework (IDAES IP) was produced under the DOE Institute for the\n# Design of Advanced Energy Systems (IDAES), and is copyright (c) 2018-2021\n# by the software owners: The Regents of the University of California, through\n# Lawrence Berkeley National Laboratory, National Technology & Engineering\n# Solutions of Sandia, LLC, Carnegie Mellon University, West Virginia University\n# Research Corporation, et al. All rights reserved.\n#\n# Please see the files COPYRIGHT.md and LICENSE.md for full copyright and\n# license information.\n#################################################################################\ndef between(y, x1, x2):\n return 0 > (y-x1)*(y-x2)\n\n\n@pytest.fixture()\ndef root_finder():\n m = ConcreteModel()\n\n # Define external function methods\n m.proc_Z_liq = ExternalFunction(library=_so,\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 function=\"ceos_z_liq\")\n m.proc_Z_vap = ExternalFunction(library=_so,\n function=\"ceos_z_vap\")\n m.proc_Z_liq_x = ExternalFunction(library=_so,\n function=\"ceos_z_liq_extend\")"}]
true
syntax
HARD_CUT
CRITICAL
e1dfbfdbea368fc4abb9cb93518fbd2b8f60a328
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: class MLP(tl.models.Model): def __init__(self, name): super(MLP, self).__init__(name=name) self.h1 = tl.layers.Dense(64, tf.nn.tanh, in_channels=in_dim[0]) self.qvalue = tl.layers.Dense(out_dim, in_channels=64, name='q', W_init=tf.initializers.GlorotUniform()) def forward(self, ni): feature = self.h1(ni) qvalue = self.qvalue(feature) return qvalue, tf.nn.softmax(qvalue, 1) class CNN(tl.models.Model): def __init__(self, name): super(CNN, self).__init__(name=name) h, w, in_channels = in_dim dense_in_channels = 64 * ((h - 28) // 8) * ((w - 28) // 8) self.conv1 = tl.layers.Conv2d( 32, (8, 8), (4, 4), tf.nn.relu, 'VALID', in_channels=in_channels, name='conv2d_1', W_init=tf.initializers.GlorotUniform() ) self.conv2 = tl.layers.Conv2d( 64, (4, 4), (2, 2), tf.nn.relu, ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: W_init=tf.initializers.GlorotUniform() ) self.conv3 = tl.layers.Conv2d( 64, (3, 3), (1, 1), tf.nn.relu, 'VALID', in_channels=64, name='conv2d_3', W_init=tf.initializers.GlorotUniform()
advanced
database
incomplete_code
Pythoncode:Python
8
3
920
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nclass MLP(tl.models.Model):\n\n def __init__(self, name):\n super(MLP, self).__init__(name=name)\n self.h1 = tl.layers.Dense(64, tf.nn.tanh, in_channels=in_dim[0])\n self.qvalue = tl.layers.Dense(out_dim, in_channels=64, name='q', W_init=tf.initializers.GlorotUniform())\n\n def forward(self, ni):\n feature = self.h1(ni)\n qvalue = self.qvalue(feature)\n return qvalue, tf.nn.softmax(qvalue, 1)\n\n\nclass CNN(tl.models.Model):\n\n def __init__(self, name):\n super(CNN, self).__init__(name=name)\n h, w, in_channels = in_dim\n dense_in_channels = 64 * ((h - 28) // 8) * ((w - 28) // 8)\n self.conv1 = tl.layers.Conv2d(\n 32, (8, 8), (4, 4), tf.nn.relu, 'VALID', in_channels=in_channels, name='conv2d_1',\n W_init=tf.initializers.GlorotUniform()\n )\n self.conv2 = tl.layers.Conv2d(\n 64, (4, 4), (2, 2), tf.nn.relu, \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 W_init=tf.initializers.GlorotUniform()\n )\n self.conv3 = tl.layers.Conv2d(\n 64, (3, 3), (1, 1), tf.nn.relu, 'VALID', in_channels=64, name='conv2d_3',\n W_init=tf.initializers.GlorotUniform()"}]
true
syntax
HARD_CUT
CRITICAL
e1e03cf1d8f3f736a656aede05bd50340d2e7f0f
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: import os, stat LOC = ".drv" # Complete this line current_state = os.stat(LOC) os.chmod(LOC, current_state.st_mode|stat.S_IEXEC) from os import * chmod(LOC, current_state.st_mode|stat.S_IEXEC)
The missing line is:
beginner
general
fill_in_the_blank
Pythoncode:Python
0
0
176
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n\nimport os, stat\n\nLOC = \".drv\"\n # Complete this line\ncurrent_state = os.stat(LOC)\nos.chmod(LOC, current_state.st_mode|stat.S_IEXEC)\n\nfrom os import *\nchmod(LOC, current_state.st_mode|stat.S_IEXEC)"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
e1e06d28a344c247ea97bcf4cd1f13ecbc3582fb
TheStack--python--010.parquet
Review this Pythoncode:Python code: import os # the number of similar words num = 10 # dataset name dataset = "sampleSet" # seed seed = 14 attn_type = "dot" fusion_type = "gate-concat" # path of the bert model bert_model = "data/bert-large-cased" # path of the pre-trained embeddings for getting the similar words glove_path = "data/glove.100d.txt" pool_method = "first" log = "log/{}_{}_{}.txt".format(dataset, pool_method, num) os.system("python3 train_bert_elmo_en.py --dataset {} " "--seed {} --kv_attn_type {} --fusion_type {} --context_num {} " "--bert_model {} --pool_method {} --glove_path {} " "--lr 0.0001 --trans_dropout 0.2 --fc_dropout 0.4 --memory_dropout 0.2 " "--fusion_dropout 0.2 --log {}".format(dataset, seed, attn_type, fusion_type, num, bert_model, pool_method, glove_path, log))
Code Review: ⚠️ Code quality: Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23
intermediate
database
code_review
Pythoncode:Python
0
0
857
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport os\n\n# the number of similar words\nnum = 10\n# dataset name\ndataset = \"sampleSet\"\n# seed\nseed = 14\nattn_type = \"dot\"\nfusion_type = \"gate-concat\"\n# path of the bert model\nbert_model = \"data/bert-large-cased\"\n# path of the pre-trained embeddings for getting the similar words\nglove_path = \"data/glove.100d.txt\"\npool_method = \"first\"\n\nlog = \"log/{}_{}_{}.txt\".format(dataset, pool_method, num)\nos.system(\"python3 train_bert_elmo_en.py --dataset {} \"\n \"--seed {} --kv_attn_type {} --fusion_type {} --context_num {} \"\n \"--bert_model {} --pool_method {} --glove_path {} \"\n \"--lr 0.0001 --trans_dropout 0.2 --fc_dropout 0.4 --memory_dropout 0.2 \"\n \"--fusion_dropout 0.2 --log {}\".format(dataset, seed, attn_type, fusion_type,\n num, bert_model, pool_method, glove_path, log))"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23"}]
false
null
null
null
e1e27890efbac15647c503a5924a95dc7788c5a7
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: # Copyright 2015 The Chromium Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. from page_sets.login_helpers import login_utils # Selectors for the email, password, and next buttons for google login flow. # Use multiple selectors to allow for different versions of the site. def LoginGoogleAccount(action_runner, credential='googletest', # Recommended credential. credentials_path=login_utils.DEFAULT_CREDENTIAL_PATH): """Logs in into Google account. This function navigates the tab into Google's login page and logs in a user using credentials in |credential| part of the |credentials_path| file. Args: action_runner: Action runner responsible for running actions on the page. credential: The credential to retrieve from the credentials file (type string). credentials_path: The string that specifies the path to credential file. NOTE: it's recommended to use 'googletest' credential from page_sets/data/credentials.json credential since it is a Google test account and will not trigger anti-bot verification. Other google credentials are kept until all telemetry pages are updated to use the 'googletest' credential. Raises: exceptions.Error: See ExecuteJavaScript() for a detailed list of possible exceptions. """ account_name, password = login_utils.GetAccountNameAndPassword( credential, credentials_path=credentials_path) action_runner.Navigate( 'https://accounts.google.com/ServiceLogin?continue=' 'https%3A%2F%2Faccounts.google.com%2FManageAccount') # Wait until either
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 11 Fixes: • Add closing quote at line 11
intermediate
testing
syntax_repair
Pythoncode:Python
1
0
1,687
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Copyright 2015 The Chromium Authors. All rights reserved.\n# Use of this source code is governed by a BSD-style license that can be\n# found in the LICENSE file.\nfrom page_sets.login_helpers import login_utils\n\n# Selectors for the email, password, and next buttons for google login flow.\n# Use multiple selectors to allow for different versions of the site.\ndef LoginGoogleAccount(action_runner,\n credential='googletest', # Recommended credential.\n credentials_path=login_utils.DEFAULT_CREDENTIAL_PATH):\n \"\"\"Logs in into Google account.\n\n This function navigates the tab into Google's login page and logs in a user\n using credentials in |credential| part of the |credentials_path| file.\n\n Args:\n action_runner: Action runner responsible for running actions on the page.\n credential: The credential to retrieve from the credentials file\n (type string).\n credentials_path: The string that specifies the path to credential file.\n\n NOTE: it's recommended to use 'googletest' credential from\n page_sets/data/credentials.json credential since it is a Google test account\n and will not trigger anti-bot verification. Other google credentials are kept\n until all telemetry pages are updated to use the 'googletest' credential.\n\n Raises:\n exceptions.Error: See ExecuteJavaScript()\n for a detailed list of possible exceptions.\n \"\"\"\n account_name, password = login_utils.GetAccountNameAndPassword(\n credential, credentials_path=credentials_path)\n\n action_runner.Navigate(\n 'https://accounts.google.com/ServiceLogin?continue='\n 'https%3A%2F%2Faccounts.google.com%2FManageAccount')\n\n # Wait until either"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 11\n\n Fixes:\n \u2022 Add closing quote at line 11"}]
true
syntax
MID_STRING
CRITICAL
e1e5077def91c9f132cc7695d8e7f4f998861aaf
TheStack--python--010.parquet
Explain this Pythoncode:Python code: def atom_dat_reader(atm_dict, target): # vertex atom_vertex = np.hstack([ # atm_dict["atm_coord"], atm_dict["atm_charge"][:, None], atm_dict["atm_symbol_onehot"], atm_dict["atm_addcharge"][:, None], atm_dict["atm_aromatic"][:, None], atm_dict["atm_hybrid"], ]) # edge index natm = atom_vertex.shape[0] natm_rangerep = np.arange(natm)[:, None].repeat(natm, axis=1) atom_edgeidx = np.array([natm_rangerep.flatten(), natm_rangerep.T.flatten()]) # edge atom_edge = np.hstack([ atm_dict["atm_dist"].reshape(-1)[:, None], atm_dict["atm_nuceng_adaj"].reshape(-1)[:, None], atm_dict["atm_edge_type"].reshape(5, -1).T, ]) # construct atom-network data atom_data = Data( x=torch.as_tensor(atom_vertex, dtype=torch.float32), edge_index=torch.as_tensor(atom_edgeidx, dtype=torch.long), edge_attr=torch.as_tensor(atom_edge, dtype=torch.float32), y=torch.as_tensor(target, dtype=torch.float32) ) return atom_data def orbital_dat_reader(ao_dict, target): # vertex index (to its atom) orbital_vertindex = ao_dict["ao_idx"] # vertex orbital_vertex = np.hstack([ # ao_dict["ao_coord"], ao_dict["ao_atomchg"][:, None], ao_dict["ao_atomhot"], ao_dict["ao_zeta"][:, None], ao_dict["ao_valence"][:, None], ao_dict["ao_spacial_x"][:, None], ao_dict["ao_spacial_y"][:, None], ao_dict["ao_spacial_z"][:, None], ]) # edge index nao = orbital_vertex.shape[0] nao_rangerep = np.arange(nao)[:, None].repeat(nao, axis=1) orbital_edgeidx = np.array([nao_rangerep.flatten(), nao_rangerep.T.flatten()]) # edge orbital_edge = np.hstack([ ao_dict["ao_dist"].reshape(-1)[:, None], ao_dict["int1e_ovlp"].reshape(-1)[:, None], ao_dict["int1e_kin"].reshape(-1)[:, None], ao_dict["int1e_nuc"].reshape(-1)[:, None], ao_dict["int1e_r"].reshape(3, -1).T, ao_dict["rdm1e"].reshape(-1)[:, None], ]) # construct atom-network data orbital_data = Data( x=torch.as_tensor(orbital_vertex, dtype=torch.float32), edge_index=torch.as_tensor(orbital_edgeidx, dtype=torch.long), edge_attr=torch.as_tensor(orbital_edge, dtype=torch.float32), y=torch.as_tensor(target, dtype=torch.float32), atom_idx=torch.as_tensor(orbital_vertindex, dtype=torch.long) ) return orbital_data class AlchemyData(InMemoryDataset): ... [6 more functiondefs truncated] ...
Functions: atom_dat_reader, orbital_dat_reader Classes: AlchemyData This code demonstrates Pythoncode:Python programming.
advanced
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code_explanation
Pythoncode:Python
2
1
2,584
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\ndef atom_dat_reader(atm_dict, target):\n # vertex\n atom_vertex = np.hstack([\n # atm_dict[\"atm_coord\"],\n atm_dict[\"atm_charge\"][:, None],\n atm_dict[\"atm_symbol_onehot\"],\n atm_dict[\"atm_addcharge\"][:, None],\n atm_dict[\"atm_aromatic\"][:, None],\n atm_dict[\"atm_hybrid\"],\n ])\n # edge index\n natm = atom_vertex.shape[0]\n natm_rangerep = np.arange(natm)[:, None].repeat(natm, axis=1)\n atom_edgeidx = np.array([natm_rangerep.flatten(), natm_rangerep.T.flatten()])\n # edge\n atom_edge = np.hstack([\n atm_dict[\"atm_dist\"].reshape(-1)[:, None],\n atm_dict[\"atm_nuceng_adaj\"].reshape(-1)[:, None],\n atm_dict[\"atm_edge_type\"].reshape(5, -1).T,\n ])\n\n # construct atom-network data\n atom_data = Data(\n x=torch.as_tensor(atom_vertex, dtype=torch.float32),\n edge_index=torch.as_tensor(atom_edgeidx, dtype=torch.long),\n edge_attr=torch.as_tensor(atom_edge, dtype=torch.float32),\n y=torch.as_tensor(target, dtype=torch.float32)\n )\n return atom_data\n\n\ndef orbital_dat_reader(ao_dict, target):\n # vertex index (to its atom)\n orbital_vertindex = ao_dict[\"ao_idx\"]\n # vertex\n orbital_vertex = np.hstack([\n # ao_dict[\"ao_coord\"],\n ao_dict[\"ao_atomchg\"][:, None],\n ao_dict[\"ao_atomhot\"],\n ao_dict[\"ao_zeta\"][:, None],\n ao_dict[\"ao_valence\"][:, None],\n ao_dict[\"ao_spacial_x\"][:, None],\n ao_dict[\"ao_spacial_y\"][:, None],\n ao_dict[\"ao_spacial_z\"][:, None],\n ])\n # edge index\n nao = orbital_vertex.shape[0]\n nao_rangerep = np.arange(nao)[:, None].repeat(nao, axis=1)\n orbital_edgeidx = np.array([nao_rangerep.flatten(), nao_rangerep.T.flatten()])\n # edge\n orbital_edge = np.hstack([\n ao_dict[\"ao_dist\"].reshape(-1)[:, None],\n ao_dict[\"int1e_ovlp\"].reshape(-1)[:, None],\n ao_dict[\"int1e_kin\"].reshape(-1)[:, None],\n ao_dict[\"int1e_nuc\"].reshape(-1)[:, None],\n ao_dict[\"int1e_r\"].reshape(3, -1).T,\n ao_dict[\"rdm1e\"].reshape(-1)[:, None],\n ])\n\n # construct atom-network data\n orbital_data = Data(\n x=torch.as_tensor(orbital_vertex, dtype=torch.float32),\n edge_index=torch.as_tensor(orbital_edgeidx, dtype=torch.long),\n edge_attr=torch.as_tensor(orbital_edge, dtype=torch.float32),\n y=torch.as_tensor(target, dtype=torch.float32),\n atom_idx=torch.as_tensor(orbital_vertindex, dtype=torch.long)\n )\n return orbital_data\n\n\nclass AlchemyData(InMemoryDataset):\n\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: atom_dat_reader, orbital_dat_reader\n Classes: AlchemyData\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
e1e62826bec9ca41c0d43150af357eb704b89498
TheStack--python--010.parquet
Review this Pythoncode:Python code: # pylint: disable=no-name-in-module from pydantic import BaseModel, validator class JobSeekerAnswerDto(BaseModel): key: str question: str answer: bool # pylint: disable=no-self-argument,no-self-use,invalid-name # noinspection PyMethodParameters @validator('key') def validate_changes(cls, v): if not v: raise ValueError('key name cannot be empty') return v
Code Review: ⚠️ Code quality: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 16 ✨ Improvements: Add docstring to class 'JobSeekerAnswerDto'
intermediate
machine_learning
code_review
Pythoncode:Python
1
1
416
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# pylint: disable=no-name-in-module\nfrom pydantic import BaseModel, validator\n\n\nclass JobSeekerAnswerDto(BaseModel):\n key: str\n question: str\n answer: bool\n\n # pylint: disable=no-self-argument,no-self-use,invalid-name\n # noinspection PyMethodParameters\n @validator('key')\n def validate_changes(cls, v):\n if not v:\n raise ValueError('key name cannot be empty')\n return v"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n\n\u2728 Improvements:\n Add docstring to class 'JobSeekerAnswerDto'"}]
false
null
null
null
e1e6a7295169c4097b63ef494efc2cb52841c277
TheStack--python--010.parquet
Explain this Pythoncode:Python code: from django.utils.translation import ugettext_lazy as _ PERMISSION_DENIED = { 'code': 1000, 'message': _('Permission denied') }
This code demonstrates Pythoncode:Python programming.
beginner
general
code_explanation
Pythoncode:Python
0
0
139
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom django.utils.translation import ugettext_lazy as _\n\n\nPERMISSION_DENIED = {\n 'code': 1000,\n 'message': _('Permission denied')\n}"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
e1e731c8dd1e61d34f13e424a708515720a7741c
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: """ Integration with UltiSnips plugin (https://github.com/SirVer/ultisnips). """ import vim import vimp def is_available(): """ Test whether UltiSnips plugin is available (was loaded). """ for v in ['g:did_UltiSnips_plugin', 'g:did_plugin_ultisnips']: if v in vimp.var: return True return False def add_filetypes(filetypes): if isinstance(filetypes, str): ft = filetypes elif isinstance(filetypes, list): ft = '.'.join(filetypes) vim.command('UltiSnipsAddFiletypes ' + ft)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
testing
refactoring
Pythoncode:Python
2
0
546
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n\"\"\"\nIntegration with UltiSnips plugin (https://github.com/SirVer/ultisnips).\n\"\"\"\n\nimport vim\nimport vimp\n\n\ndef is_available():\n \"\"\"\n Test whether UltiSnips plugin is available (was loaded).\n \"\"\"\n for v in ['g:did_UltiSnips_plugin', 'g:did_plugin_ultisnips']:\n if v in vimp.var:\n return True\n return False\n\n\ndef add_filetypes(filetypes):\n if isinstance(filetypes, str):\n ft = filetypes\n elif isinstance(filetypes, list):\n ft = '.'.join(filetypes)\n vim.command('UltiSnipsAddFiletypes ' + ft)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
e1e7cfd6e0e79bb6265be1eeccc92c5984f3f482
TheStack--python--010.parquet
Explain this Pythoncode:Python code: #!/usr/bin/env python3 import sys import time def makeTimeString(cur_time: int, maxNumber: int) -> str: _minutes_str = str() _hour_str = str() _hour = (cur_time >= 60**2 or maxNumber >= 60**2) _minutes = (cur_time >= 60 or maxNumber >= 60) if _minutes: _minutes_str = str((cur_time % 60**2) // 60) + ':' if len(_minutes_str) <= 2: _minutes_str = '0' + _minutes_str if _hour: _hour_str = str(cur_time // 60**2) + ':' if len(_hour_str) <= 2: _hour_str = '0' + _hour_str _second_str = str(cur_time % 60) if len(_second_str) <= 1: _second_str = '0' + _second_str return _hour_str + _minutes_str + _second_str def turnNumToNiceString(cur_time: int, maxTime: int) -> str: math_time = maxTime - cur_time final_str = str() _minute_str = str() _hour_str = str() _day_str = str() _second_str = str() _SEC_IN_AN_HOUR = 60**2 _hour = (math_time >= _SEC_IN_AN_HOUR) _minute = (math_time >= 60) _day = (math_time >= 60**2 * 24) _second = (math_time % 60 == 0) if _day: _day_str = str(math_time % (60**2 * 24)) _day_str += 'd' if _hour: _hour_str = str(math_time % (60**2)) _hour_str += 'h' pass if _minute: _minute_str = str(math_time % (60)) _minute_str += 'm' if _second: _second_str = str(math_time % 60) _second_str += 's' for i in [_day_str, _hour_str, _minute_str, _second_str]: if i: final_str += i final_str += ' ' return final_str if __name__ == '__main__': if len(sys.argv) == 1: exit(1) cur_number = int() for j in sys.argv[1:]: cur_number += int(j[:-1]) if j[-1] == 'm': cur_number *= 60 elif j[-1] == 'h': cur_number *= 60**2 elif j[-1] == 'd': cur_number *= 60**2 * 24 print(cur_number) ''' if sys.argv[1][:-1].isdigit(): number = int(sys.argv[1][:-1]) if sys.argv[1][-1] == 's' or sys.argv[1][-1].isdigit(): pass elif sys.argv[1][-1] == 'm': number *= 60 elif sys.argv[1][-1] == 'h': number *= 60**2 elif sys.argv[1][-1] == 'd': number *= 60**2 * 24 ''' number = cur_number endTime = makeTimeString(number, number) try: for i in range(number): print(makeTimeString(i, number) + '/' + endTime, end='\r') if i == number - 10: print("\nTAP\nTAP\nTAP") time.sleep(1) except KeyboardInterrupt: print('\n' + turnNumToNiceString(i, number)) exit(4)
Functions: makeTimeString, turnNumToNiceString This code demonstrates Pythoncode:Python programming.
intermediate
machine_learning
code_explanation
Pythoncode:Python
2
0
2,685
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python3\n\nimport sys\nimport time\n\n\ndef makeTimeString(cur_time: int, maxNumber: int) -> str:\n _minutes_str = str()\n _hour_str = str()\n _hour = (cur_time >= 60**2 or maxNumber >= 60**2)\n _minutes = (cur_time >= 60 or maxNumber >= 60)\n\n if _minutes:\n _minutes_str = str((cur_time % 60**2) // 60) + ':'\n if len(_minutes_str) <= 2:\n _minutes_str = '0' + _minutes_str\n\n if _hour:\n _hour_str = str(cur_time // 60**2) + ':'\n if len(_hour_str) <= 2:\n _hour_str = '0' + _hour_str\n\n _second_str = str(cur_time % 60)\n if len(_second_str) <= 1:\n _second_str = '0' + _second_str\n return _hour_str + _minutes_str + _second_str\n\n\ndef turnNumToNiceString(cur_time: int, maxTime: int) -> str:\n math_time = maxTime - cur_time\n final_str = str()\n _minute_str = str()\n _hour_str = str()\n _day_str = str()\n _second_str = str()\n _SEC_IN_AN_HOUR = 60**2\n _hour = (math_time >= _SEC_IN_AN_HOUR)\n _minute = (math_time >= 60)\n _day = (math_time >= 60**2 * 24)\n _second = (math_time % 60 == 0)\n if _day:\n _day_str = str(math_time % (60**2 * 24))\n _day_str += 'd'\n if _hour:\n _hour_str = str(math_time % (60**2))\n _hour_str += 'h'\n pass\n if _minute:\n _minute_str = str(math_time % (60))\n _minute_str += 'm'\n if _second:\n _second_str = str(math_time % 60)\n _second_str += 's'\n\n for i in [_day_str, _hour_str, _minute_str, _second_str]:\n if i:\n final_str += i\n final_str += ' '\n return final_str\n\n\nif __name__ == '__main__':\n\n if len(sys.argv) == 1:\n exit(1)\n\n cur_number = int()\n for j in sys.argv[1:]:\n cur_number += int(j[:-1])\n if j[-1] == 'm':\n cur_number *= 60\n elif j[-1] == 'h':\n cur_number *= 60**2\n elif j[-1] == 'd':\n cur_number *= 60**2 * 24\n print(cur_number)\n '''\n if sys.argv[1][:-1].isdigit():\n number = int(sys.argv[1][:-1])\n\n if sys.argv[1][-1] == 's' or sys.argv[1][-1].isdigit():\n pass\n elif sys.argv[1][-1] == 'm':\n number *= 60\n elif sys.argv[1][-1] == 'h':\n number *= 60**2\n elif sys.argv[1][-1] == 'd':\n number *= 60**2 * 24\n '''\n number = cur_number\n endTime = makeTimeString(number, number)\n try:\n for i in range(number):\n print(makeTimeString(i, number) + '/' + endTime, end='\\r')\n if i == number - 10:\n print(\"\\nTAP\\nTAP\\nTAP\")\n time.sleep(1)\n except KeyboardInterrupt:\n print('\\n' + turnNumToNiceString(i, number))\n exit(4)"}, {"role": "assistant", "content": " Functions: makeTimeString, turnNumToNiceString\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
e1ea28f881fb18fa3f0599e9eac55dc369a0616f
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- def _load_test_suite(): test_loader = unittest.TestLoader() test_suite = test_loader.discover(os.path.join(PKG_DIR, PKG_NAME, 'tests'), patte
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 6 - expected ')' • SyntaxError: '(' was never closed at line 6 Fixes: • Add closing ')' bracket • Review code syntax
advanced
testing
syntax_repair
Pythoncode:Python
4
2
234
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\ndef _load_test_suite():\n test_loader = unittest.TestLoader()\n test_suite = test_loader.discover(os.path.join(PKG_DIR, PKG_NAME, 'tests'),\n patte"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 6 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 6\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MID_STRING
CRITICAL
e1eaaf97218d11c274c659248e48dc5eed75d594
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: # Copyright 2019 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. def _get_templates(config_dir: str) -> Generator[str, None, None]: """Yields template files to process. Args: config_dir: Directory to search. """ for dirpath, dirnames, filenames in os.walk(config_dir): for filename in filenames: symlink = os.path.join(dirpath, filename) try: template = os.path.join(os.path.dirname(symlink), os.readlink(symlink)) except OSError: continue # The file is not a symlink. yield template def _parse_template_filename(filename: str) -> Tuple[str, str, str]: """Parses a template filename. Args: filename: Name to parse. Returns: Tuple of the config file for the template, the config format, and the template format. Raises: ValueError: Invalid filename. """ parts = filename.rsplit('.', maxsplit=2) error = ValueError( 'Missing config and/or template format: {!r}'.format(filename)) # Complete this line raise error config_filename, config_format, template_format = parts if os.path.sep in config_format or os.path.sep in template_format: raise error return config_filename, config_format, template_format def _replace(filename: str, contents: str) -> None: """Replaces a file with new contents. Args: filename: File to replace. contents: New contents for filename. """ old = filename + '.old' new = filename + '.new' with open(new, 'x') as fh: fh.write(contents) try: shutil.copy2(filename, old) except FileNotFoundError: pass os.replace(new, filename) def _read_ini(filename: str) -> configparser.ConfigParser: """Returns a parsed INI file, or an empty INI config object. Args: filename: File to parse. If this does not exist, an empty config is returned """ config = configparser.ConfigParser(interpolation=None) config.optionxform = lambda x: x config.read(filename) return config def _copy_ini(config: configparser.ConfigParser, section: str, option: str) -> str: """Returns the text needed to set the given option. If the option isn't set in the old config, this returns the empty string. Args: config: Old configuration. section: Section to copy from. option: Option to copy. """ if config.has_option(section, option): return '{}={}\n'.format(option, config.get(section, option)) else: return '' ... [2 more functiondefs truncated] ...
The missing line is: if len(parts) != 3:
intermediate
api
fill_in_the_blank
Pythoncode:Python
5
0
2,975
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Copyright 2019 Google LLC\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# https://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\ndef _get_templates(config_dir: str) -> Generator[str, None, None]:\n \"\"\"Yields template files to process.\n\n Args:\n config_dir: Directory to search.\n \"\"\"\n for dirpath, dirnames, filenames in os.walk(config_dir):\n for filename in filenames:\n symlink = os.path.join(dirpath, filename)\n try:\n template = os.path.join(os.path.dirname(symlink), os.readlink(symlink))\n except OSError:\n continue # The file is not a symlink.\n yield template\n\n\ndef _parse_template_filename(filename: str) -> Tuple[str, str, str]:\n \"\"\"Parses a template filename.\n\n Args:\n filename: Name to parse.\n\n Returns:\n Tuple of the config file for the template, the config format, and the\n template format.\n\n Raises:\n ValueError: Invalid filename.\n \"\"\"\n parts = filename.rsplit('.', maxsplit=2)\n error = ValueError(\n 'Missing config and/or template format: {!r}'.format(filename))\n # Complete this line\n raise error\n config_filename, config_format, template_format = parts\n if os.path.sep in config_format or os.path.sep in template_format:\n raise error\n return config_filename, config_format, template_format\n\n\ndef _replace(filename: str, contents: str) -> None:\n \"\"\"Replaces a file with new contents.\n\n Args:\n filename: File to replace.\n contents: New contents for filename.\n \"\"\"\n old = filename + '.old'\n new = filename + '.new'\n with open(new, 'x') as fh:\n fh.write(contents)\n try:\n shutil.copy2(filename, old)\n except FileNotFoundError:\n pass\n os.replace(new, filename)\n\n\ndef _read_ini(filename: str) -> configparser.ConfigParser:\n \"\"\"Returns a parsed INI file, or an empty INI config object.\n\n Args:\n filename: File to parse. If this does not exist, an empty config is\n returned\n \"\"\"\n config = configparser.ConfigParser(interpolation=None)\n config.optionxform = lambda x: x\n config.read(filename)\n return config\n\n\ndef _copy_ini(config: configparser.ConfigParser, section: str, option: str) -> str:\n \"\"\"Returns the text needed to set the given option.\n\n If the option isn't set in the old config, this returns the empty string.\n\n Args:\n config: Old configuration.\n section: Section to copy from.\n option: Option to copy.\n \"\"\"\n if config.has_option(section, option):\n return '{}={}\\n'.format(option, config.get(section, option))\n else:\n return ''\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n if len(parts) != 3:"}]
false
null
null
null
e1ec89db005e2ffcb84dfe6a1a13462fb5728081
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/env python # coding:utf8 """ @Time : 2019/11/14 @Author : fls
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 3 • SyntaxError: unterminated triple-quoted string literal (detected at line 5) at line 3 Fixes: • Add closing quote at line 3 • Review code syntax
intermediate
api
syntax_repair
Pythoncode:Python
0
0
87
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n# coding:utf8\n\"\"\"\n@Time : 2019/11/14\n@Author : fls"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 3\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 5) at line 3\n\n Fixes:\n \u2022 Add closing quote at line 3\n \u2022 Review code syntax"}]
true
syntax
MID_STRING
CRITICAL
e1ee203d23744b6e44f5ec5b3056d377ed45da6b
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: from pytorch_grad_cam.grad_cam import GradCAM from pytorch_grad_cam.ablation_cam import AblationCAM from pytorch_grad_cam.xgrad_cam import XGradCAM from pytorch_grad_cam.grad_cam_plusplus import GradCAMPlusPlus from pytorch_grad_cam.score_cam import ScoreCAM from pytorch_grad_cam.guided_backprop import GuidedBackpropReLUMode
Syntax Analysis:
intermediate
ui
syntax_repair
Pythoncode:Python
0
0
327
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom pytorch_grad_cam.grad_cam import GradCAM\nfrom pytorch_grad_cam.ablation_cam import AblationCAM\nfrom pytorch_grad_cam.xgrad_cam import XGradCAM\nfrom pytorch_grad_cam.grad_cam_plusplus import GradCAMPlusPlus\nfrom pytorch_grad_cam.score_cam import ScoreCAM\nfrom pytorch_grad_cam.guided_backprop import GuidedBackpropReLUMode"}, {"role": "assistant", "content": " Syntax Analysis:"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
e1efdc5cda3dab5e72e4e4011c30c476af2808b0
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python import numpy as np from kmodes.kprototypes_TZ import KPrototypes import datetime # fileNames = ['广东.csv','河北.csv','浙江.csv','陕西.csv','贵州.csv','辽宁.csv','湖北.csv','江苏.csv','北京.csv','上海.csv'] fileNames = ['kprototypes_nor_5000.csv'] resSyms = np.genfromtxt('kprototypes_nor_5000_res.csv',dtype=int,delimiter=',')[:,0] resClas = np.genfromtxt('kprototypes_nor_5000_res.csv',dtype=str,delimiter=',')[:,1] resMatrix = {} for i in range(len(resSyms)): if resClas[i] == '': if resClas[i] == 'normal': resMatrix[resSyms[i]] = 0 else: resMatrix[resSyms[i]] = 1 startTime = datetime.datetime.now() preMatrix = {} zeroIds = [] for idx in range(len(fileNames)): fileName = fileNames[idx] syms = np.genfromtxt(fileName, dtype=str, delimiter=',')[:, 0] X = np.genfromtxt(fileName, dtype=object, delimiter=',')[:, 1:] X[:, 0] = X[:, 0].astype(float) columnNum = len(X[0]) kproto = KPrototypes(n_clusters=5, init='Huang', verbose=0,n_init=1) clusters = kproto.fit_predict(X, categorical=[columnNum-3, columnNum-2, columnNum-1]) # Print cluster centroids of the trained model. print(kproto.cluster_centroids_) # Print training statistics print(kproto.cost_) print(kproto.n_iter_) for s, c in zip(syms, clusters): s = int(float(s)) preMatrix[s] = c # if c == 0: # zeroIds.append(s) endTime = datetime.datetime.now() print("聚类用时:"+str(endTime-startTime)) clustNum = [0,0,0,0,0] for i in preMatrix.keys(): clustNum[preMatrix[i]] += 1 normalClust = np.argmax(clustNum) for i in preMatrix.keys(): if preMatrix[i] == normalClust: preMatrix[i] = 0 else: preMatrix[i] = 1 tp = 0 fp = 0 fn = 0 tn = 0 for i in preMatrix.keys(): if preMatrix[i] == 1 and resMatrix[i] == 1: tp += 1 elif preMatrix[i] == 1 and resMatrix[i] == 0: fp += 1 elif preMatrix[i] == 0 and resMatrix[i] == 1: fn += 1 else: tn += 1 print('TP: '+str(tp)) print('FP: '+str(fp)) print('FN: '+str(fn)) print('TN: '+str(tn))
Error Analysis: Error Type: WRONG_OPERATOR Error: WRONG_OPERATOR Fix: Change operator back to correct one
intermediate
database
error_detection
Pythoncode:Python
0
0
2,068
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n\nimport numpy as np\nfrom kmodes.kprototypes_TZ import KPrototypes\nimport datetime\n\n# fileNames = ['\u5e7f\u4e1c.csv','\u6cb3\u5317.csv','\u6d59\u6c5f.csv','\u9655\u897f.csv','\u8d35\u5dde.csv','\u8fbd\u5b81.csv','\u6e56\u5317.csv','\u6c5f\u82cf.csv','\u5317\u4eac.csv','\u4e0a\u6d77.csv']\nfileNames = ['kprototypes_nor_5000.csv']\nresSyms = np.genfromtxt('kprototypes_nor_5000_res.csv',dtype=int,delimiter=',')[:,0]\nresClas = np.genfromtxt('kprototypes_nor_5000_res.csv',dtype=str,delimiter=',')[:,1]\nresMatrix = {}\nfor i in range(len(resSyms)):\n if resClas[i] == '':\n if resClas[i] == 'normal':\n resMatrix[resSyms[i]] = 0\n else:\n resMatrix[resSyms[i]] = 1\n\nstartTime = datetime.datetime.now()\npreMatrix = {}\nzeroIds = []\nfor idx in range(len(fileNames)):\n fileName = fileNames[idx]\n syms = np.genfromtxt(fileName, dtype=str, delimiter=',')[:, 0]\n X = np.genfromtxt(fileName, dtype=object, delimiter=',')[:, 1:]\n X[:, 0] = X[:, 0].astype(float)\n\n columnNum = len(X[0])\n kproto = KPrototypes(n_clusters=5, init='Huang', verbose=0,n_init=1)\n clusters = kproto.fit_predict(X, categorical=[columnNum-3, columnNum-2, columnNum-1])\n\n # Print cluster centroids of the trained model.\n print(kproto.cluster_centroids_)\n # Print training statistics\n print(kproto.cost_)\n print(kproto.n_iter_)\n\n for s, c in zip(syms, clusters):\n s = int(float(s))\n preMatrix[s] = c\n # if c == 0:\n # zeroIds.append(s)\nendTime = datetime.datetime.now()\nprint(\"\u805a\u7c7b\u7528\u65f6\uff1a\"+str(endTime-startTime))\n\nclustNum = [0,0,0,0,0]\nfor i in preMatrix.keys():\n clustNum[preMatrix[i]] += 1\nnormalClust = np.argmax(clustNum)\n\nfor i in preMatrix.keys():\n if preMatrix[i] == normalClust:\n preMatrix[i] = 0\n else:\n preMatrix[i] = 1\n\ntp = 0\nfp = 0\nfn = 0\ntn = 0\nfor i in preMatrix.keys():\n if preMatrix[i] == 1 and resMatrix[i] == 1: tp += 1\n elif preMatrix[i] == 1 and resMatrix[i] == 0: fp += 1\n elif preMatrix[i] == 0 and resMatrix[i] == 1: fn += 1\n else: tn += 1\n\nprint('TP: '+str(tp))\nprint('FP: '+str(fp))\nprint('FN: '+str(fn))\nprint('TN: '+str(tn))"}, {"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
e1f00a3838bd05161932d76b9798031c17156e9a
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: # File created for PythonLesson3.py # All contents are explained there. print(2+2) print(234 * 6 + 23) print(56 * 2 + 7 / 4) print(-34 / 9 + -2) print(7//2) print(9 % 4) print(5 ** 2) Width = 923 Height = 383 print(Width * Height) Fortune = input('Enter a random number from 1 to 10: ') Misfortune = input('Enter a random number from 1 to 10: ') Fate = Fortune - Misfortune print('Your fourtune is {} out of 10!'.format(Fate)) x = int(input('Enter a number: '))r y = int(input('Enter a number: ')) Multi = x * y Divi = x / y Add = x + y Sub = x - y print("""Multiplication: {} Division: {} Addition: {} Subtraction: {}""".format(Multi, Divi, Add, Sub))
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Unterminated string literal at line 24 • Invalid syntax at line 18: x = int(input('Enter a number: '))r Fix: Close the string literal with matching quote
intermediate
database
error_detection
Pythoncode:Python
0
0
654
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# File created for PythonLesson3.py\n# All contents are explained there.\n\nprint(2+2)\nprint(234 * 6 + 23)\nprint(56 * 2 + 7 / 4)\nprint(-34 / 9 + -2)\nprint(7//2)\nprint(9 % 4)\nprint(5 ** 2)\nWidth = 923\nHeight = 383\nprint(Width * Height)\nFortune = input('Enter a random number from 1 to 10: ')\nMisfortune = input('Enter a random number from 1 to 10: ')\nFate = Fortune - Misfortune\nprint('Your fourtune is {} out of 10!'.format(Fate))\nx = int(input('Enter a number: '))r\ny = int(input('Enter a number: '))\nMulti = x * y\nDivi = x / y\nAdd = x + y\nSub = x - y\nprint(\"\"\"Multiplication: {}\nDivision: {}\nAddition: {}\nSubtraction: {}\"\"\".format(Multi, Divi, Add, Sub))"}, {"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 24\n \u2022 Invalid syntax at line 18: x = int(input('Enter a number: '))r\n\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
e1f214165652c11d03d1535f7c8a07ee25a23f3e
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: import random class Chip8(object): ERROR_UNKNOWN_OPCODE = "ERROR: unknown opcode" running = False count = 0 font_set = [ 0xF0, 0x90, 0x90, 0x90, 0xF0, 0x20, 0x60, 0x20, 0x20, 0x70, 0xF0, 0x10, 0xF0, 0x80, 0xF0, 0xF0, 0x10, 0xF0, 0x10, 0xF0, 0x90, 0x90, 0xF0, 0x10, 0x10, 0xF0, 0x80, 0xF0, 0x10, 0xF0, 0xF0, 0x80, 0xF0, 0x90, 0xF0, 0xF0, 0x10, 0x20, 0x40, 0x40, 0xF0, 0x90, 0xF0, 0x90, 0xF0, 0xF0, 0x90, 0xF0, 0x10, 0xF0, 0xF0, 0x90, 0xF0, 0x90, 0x90, 0xE0, 0x90, 0xE0, 0x90, 0xE0, 0xF0, 0x80, 0x80, 0x80, 0xF0, 0xE0, 0x90, 0x90, 0x90, 0xE0, 0xF0, 0x80, 0xF0, 0x80, 0xF0, 0xF0, 0x80, 0xF0, 0x80, 0x80 ] def __init__(self, display): self.reset() self.display = display # Complete this line def reset(self): self.pc = 0x200 self.v = 16 * [0] self.i = 0 self.memory = 0x1000 * [0] self.delay_timer = None self.sound_timer = None self.stack = 16 * [0] self.sp = 0 self.keys = 16 * [0] for i, font in enumerate(self.font_set): self.memory[i] = hex(font)[2:] def load_rom(self, rom): k = 0 for i in range(0, len(rom), 2): self.memory[k + 0x200] = rom[i:i + 2] k += 1 def emulateCycle(self): self.running = True self.read_execute_instruction( self.memory[self.pc] + self.memory[self.pc + 1]) if self.delay_timer > 0: self.delay_timer -= 1 if self.sound_timer > 0: # make sound self.display.playSound() self.sound_timer = 0 def read_execute_instruction(self, instruction): ... [1 more functiondefs truncated] ...
The missing line is:
advanced
oop
fill_in_the_blank
Pythoncode:Python
5
1
1,809
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport random\n\n\nclass Chip8(object):\n ERROR_UNKNOWN_OPCODE = \"ERROR: unknown opcode\"\n running = False\n count = 0\n\n font_set = [\n 0xF0, 0x90, 0x90, 0x90, 0xF0,\n 0x20, 0x60, 0x20, 0x20, 0x70,\n 0xF0, 0x10, 0xF0, 0x80, 0xF0,\n 0xF0, 0x10, 0xF0, 0x10, 0xF0,\n 0x90, 0x90, 0xF0, 0x10, 0x10,\n 0xF0, 0x80, 0xF0, 0x10, 0xF0,\n 0xF0, 0x80, 0xF0, 0x90, 0xF0,\n 0xF0, 0x10, 0x20, 0x40, 0x40,\n 0xF0, 0x90, 0xF0, 0x90, 0xF0,\n 0xF0, 0x90, 0xF0, 0x10, 0xF0,\n 0xF0, 0x90, 0xF0, 0x90, 0x90,\n 0xE0, 0x90, 0xE0, 0x90, 0xE0,\n 0xF0, 0x80, 0x80, 0x80, 0xF0,\n 0xE0, 0x90, 0x90, 0x90, 0xE0,\n 0xF0, 0x80, 0xF0, 0x80, 0xF0,\n 0xF0, 0x80, 0xF0, 0x80, 0x80\n ]\n\n def __init__(self, display):\n self.reset()\n self.display = display\n # Complete this line\n def reset(self):\n self.pc = 0x200\n self.v = 16 * [0]\n self.i = 0\n self.memory = 0x1000 * [0]\n self.delay_timer = None\n self.sound_timer = None\n self.stack = 16 * [0]\n self.sp = 0\n self.keys = 16 * [0]\n\n for i, font in enumerate(self.font_set):\n self.memory[i] = hex(font)[2:]\n\n def load_rom(self, rom):\n k = 0\n for i in range(0, len(rom), 2):\n self.memory[k + 0x200] = rom[i:i + 2]\n k += 1\n\n def emulateCycle(self):\n self.running = True\n self.read_execute_instruction(\n self.memory[self.pc] + self.memory[self.pc + 1])\n\n if self.delay_timer > 0:\n self.delay_timer -= 1\n\n if self.sound_timer > 0:\n # make sound\n self.display.playSound()\n self.sound_timer = 0\n\n def read_execute_instruction(self, instruction):\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
e1f644e8e9048bc397fb4d4f12817b8764ee11fd
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: #Controle do frm com o Python from PyQt5 import uic, QtWidgets def funcao_principal(): print('Modelo') app = QtWidgets.QApplication([]) # Complete this line #formulario.pushButton.clicked.connect(funcao_principal) formulario.show() app.exec()
The missing line is: formulario=uic.loadUi('frmSimples.ui')
intermediate
database
fill_in_the_blank
Pythoncode:Python
1
0
271
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#Controle do frm com o Python\n\nfrom PyQt5 import uic, QtWidgets\n\ndef funcao_principal():\n print('Modelo')\n\napp = QtWidgets.QApplication([])\n\n # Complete this line\n\n#formulario.pushButton.clicked.connect(funcao_principal)\n\nformulario.show()\n\napp.exec()"}, {"role": "assistant", "content": "The missing line is:\nformulario=uic.loadUi('frmSimples.ui')"}]
false
null
null
null
e1f69687698387b6b635b89e111436828bbd06c1
TheStack--python--010.parquet
Review this Pythoncode:Python code: # coding: utf-8
Code Review: Code looks good! Consider edge cases Add comprehensive tests
beginner
general
code_review
Pythoncode:Python
0
0
16
false
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# coding: utf-8"}, {"role": "assistant", "content": " Code Review:\n\n\n Code looks good!\n Consider edge cases\n Add comprehensive tests"}]
false
null
null
null
e1f74c177857bcfa3da53c00a5eaa4abbafd8872
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python3 import unittest # This adapts sys.path to include all relevant packages import context # our own packages from base import TestSystemCalcBase from delegates import BatterySense, Gps # Monkey patching for unit tests import patches class GpsTest(TestSystemCalcBase): def setUp(self): TestSystemCalcBase.setUp(self) self._add_device('com.victronenergy.gps.ttyX1', product_name='ACME Gps', values={ '/DeviceInstance': 0, '/Fix': 0 }) self._add_device('com.victronenergy.gps.ttyX2', product_name='ACME Gps', values={ '/DeviceInstance': 1, '/Fix': 0 }) def test_nofix(self): self._check_values({
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • Unclosed '(' at line 30 - expected ')' • Unclosed '{' at line 30 - expected '}' • Block at line 14 has no indented body Fix: Complete the function 'test_nofix' body and add missing return
advanced
testing
error_detection
Pythoncode:Python
4
1
656
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\nimport unittest\n\n# This adapts sys.path to include all relevant packages\nimport context\n\n# our own packages\nfrom base import TestSystemCalcBase\nfrom delegates import BatterySense, Gps\n\n# Monkey patching for unit tests\nimport patches\n\nclass GpsTest(TestSystemCalcBase):\n\n\tdef setUp(self):\n\t\tTestSystemCalcBase.setUp(self)\n\t\tself._add_device('com.victronenergy.gps.ttyX1',\n\t\t\tproduct_name='ACME Gps',\n\t\t\tvalues={\n\t\t\t\t'/DeviceInstance': 0,\n\t\t\t\t'/Fix': 0 })\n\t\tself._add_device('com.victronenergy.gps.ttyX2',\n\t\t\tproduct_name='ACME Gps',\n\t\t\tvalues={\n\t\t\t\t'/DeviceInstance': 1,\n\t\t\t\t'/Fix': 0 })\n\n\tdef test_nofix(self):\n\t\tself._check_values({"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Detected Errors:\n \u2022 Unclosed '(' at line 30 - expected ')'\n \u2022 Unclosed '{' at line 30 - expected '}'\n \u2022 Block at line 14 has no indented body\n\n Fix: Complete the function 'test_nofix' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
e1f76c99471650c9d810c39cdd59c0bc5b99e68a
TheStack--python--010.parquet
Complete this Pythoncode:Python code: import os import json import threading import logging class FileManager: lock = threading.Lock() def __init__(self): self.status = 400 self.content = '' def get_all_files(self, dir_url, content_type): files = FileManager.files_list_in_dir(dir_url) output = {} f_list = [] for f in files: f_list.append(f) self.status = 200 self.content = FileManager.generate_content(content_type, f_list) #output['files'] = f_list #self.content = json.dumps(output) def get_content(self, dir_url, file_name, content_type): if file_name.find('../') != -1: output = {} output['warning'] = 400 output['message'] = 'Bad Request - Can not access to outer dictionary' self.status = 400 self.content = json.dumps(output) else: files = FileManager.files_list_in_dir(dir_url) if file_name not in files: output = {} output['error'] = 404 output['message'] = 'Not found' self.status = 404 self.content = json.dumps(output) else: FileManager.lock.acquire() try: with open(dir_url + '/' + file_name, 'r', errors="ignore") as file_obj: content = file_obj.read() finally: FileManager.lock.release() self.status = 200 self.content = content def post_content(self, dir_url, file_name, content, content_type): if(content_type == "application/json"):
logging.debug("Decode string:{} to JSON.".format(content)) values = json.loads(content) for key, value in values.items(): content = value FileManager.lock.acquire() try: with open(dir_url + '/' + file_name, 'w') as f: f.write(content) finally: FileManager.lock.release() self.status = 200 #self.content = 'write in to ' + dir_url + '/' + file_name self.content = json.dumps("") @staticmethod def generate_content(content_type, content_list): if content_type == 'application/json': output = {} output[""] = content_list return json.dumps(output) elif content_type == 'text/xml': return FileManager.generate_xml(content_list) @staticmethod def generate_xml(file_list): xml = "<root>" for value in file_list: xml += ("<file>"+value+"</file>") xml += "</root>" return xml @staticmethod ... [2 more functiondefs truncated] ...
advanced
api
code_completion
Pythoncode:Python
6
1
2,780
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport os\nimport json\nimport threading\nimport logging\n\n\nclass FileManager:\n lock = threading.Lock()\n\n def __init__(self):\n self.status = 400\n self.content = ''\n\n def get_all_files(self, dir_url, content_type):\n files = FileManager.files_list_in_dir(dir_url)\n output = {}\n f_list = []\n for f in files:\n f_list.append(f)\n self.status = 200\n self.content = FileManager.generate_content(content_type, f_list)\n #output['files'] = f_list\n #self.content = json.dumps(output)\n\n def get_content(self, dir_url, file_name, content_type):\n if file_name.find('../') != -1:\n output = {}\n output['warning'] = 400\n output['message'] = 'Bad Request - Can not access to outer dictionary'\n self.status = 400\n self.content = json.dumps(output)\n else:\n files = FileManager.files_list_in_dir(dir_url)\n if file_name not in files:\n output = {}\n output['error'] = 404\n output['message'] = 'Not found'\n self.status = 404\n self.content = json.dumps(output)\n else:\n FileManager.lock.acquire()\n try:\n with open(dir_url + '/' + file_name, 'r', errors=\"ignore\") as file_obj:\n content = file_obj.read()\n finally:\n FileManager.lock.release()\n\n self.status = 200\n self.content = content\n\n def post_content(self, dir_url, file_name, content, content_type):\n if(content_type == \"application/json\"):"}, {"role": "assistant", "content": "\n logging.debug(\"Decode string:{} to JSON.\".format(content))\n values = json.loads(content)\n for key, value in values.items():\n content = value\n FileManager.lock.acquire()\n try:\n with open(dir_url + '/' + file_name, 'w') as f:\n f.write(content)\n finally:\n FileManager.lock.release()\n\n self.status = 200\n #self.content = 'write in to ' + dir_url + '/' + file_name\n self.content = json.dumps(\"\")\n\n @staticmethod\n def generate_content(content_type, content_list):\n if content_type == 'application/json':\n output = {}\n output[\"\"] = content_list\n return json.dumps(output)\n elif content_type == 'text/xml':\n return FileManager.generate_xml(content_list)\n\n @staticmethod\n def generate_xml(file_list):\n xml = \"<root>\"\n for value in file_list:\n xml += (\"<file>\"+value+\"</file>\")\n xml += \"</root>\"\n return xml\n\n @staticmethod\n\n ... [2 more functiondefs truncated] ..."}]
false
null
null
null
e1f91f08f9cc997551fc8071fd4837a0dcd12017
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: from typing import Iterator def fib(n: int) -> Iterator[int]: a, b = "abc", 1 while a < n: yield a a, b = b, a + b Error: SyntaxError / EOF
Fixed Code: from typing import Iterator def fib(n: int) -> Iterator[int]: a, b = "abc", 1 while a < n: yield a a, b = b, a + b def test(a, b): if a > 0 or b < 2: a, b = test(a + 1, b - 2) else: a = 0 Explanation: Complete the truncated code structure
intermediate
testing
error_fixing
Pythoncode:Python
2
0
142
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom typing import Iterator\n\n\ndef fib(n: int) -> Iterator[int]:\n a, b = \"abc\", 1\n while a < n:\n yield a\n a, b = b, a + b\n\n\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom typing import Iterator\n\n\ndef fib(n: int) -> Iterator[int]:\n a, b = \"abc\", 1\n while a < n:\n yield a\n a, b = b, a + b\n\n\ndef test(a, b):\n if a > 0 or b < 2:\n a, b = test(a + 1, b - 2)\n else:\n a = 0\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
e1f9b738ef7d7feaf865cf839809a35e0ee9d8ac
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: #coding=utf-8 ''' Created on 2016年1月14日 @author: hadoop ''' from ishuihui import url_manager COUNT=0 URLS=url_manager.UrlManager(#管理器 ROOT_URL="http://baike.baidu.com/view/1219.htm" ISEXIST = False
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 2 • Unclosed '(' at line 9 - expected ')' • SyntaxError: '(' was never closed at line 9 Fixes: • Add closing quote at line 2 • Add closing ')' bracket • Review code syntax
intermediate
api
syntax_repair
Pythoncode:Python
0
0
211
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#coding=utf-8\r\n'''\r\nCreated on 2016\u5e741\u670814\u65e5\r\n\r\n@author: hadoop\r\n'''\r\nfrom ishuihui import url_manager\r\nCOUNT=0\r\nURLS=url_manager.UrlManager(#\u7ba1\u7406\u5668\r\nROOT_URL=\"http://baike.baidu.com/view/1219.htm\" \r\nISEXIST = False"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 2\n \u2022 Unclosed '(' at line 9 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 9\n\n Fixes:\n \u2022 Add closing quote at line 2\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
e1faa7620e370f564a11d07258968781a5f6b14c
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: # -------------------------------------------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. See License.txt in the project root for license information. # -------------------------------------------------------------------------------------------- import os import tempfile import unittest from unittest.mock import MagicMock # Complete this line from azure.cli.testsdk import ScenarioTest, LocalContextScenarioTest from knack.util import CLIError class ConfigTest(ScenarioTest): ... [1 more functiondefs truncated] ...
The missing line is:
advanced
testing
fill_in_the_blank
Pythoncode:Python
0
1
607
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# --------------------------------------------------------------------------------------------\n# Copyright (c) Microsoft Corporation. All rights reserved.\n# Licensed under the MIT License. See License.txt in the project root for license information.\n# --------------------------------------------------------------------------------------------\nimport os\nimport tempfile\nimport unittest\nfrom unittest.mock import MagicMock\n # Complete this line\nfrom azure.cli.testsdk import ScenarioTest, LocalContextScenarioTest\nfrom knack.util import CLIError\n\n\nclass ConfigTest(ScenarioTest):\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
e1fb7395d287d06824ebf49dbb72600a5798c063
TheStack--python--010.parquet
Explain this Pythoncode:Python code: import glob import re import os from collections import namedtuple Timing = namedtuple('Timing', [ 'timer', 'rank', 'step', 'level', 'iter', 'delta', 'start', 'end' ]) Solution = namedtuple('Solution', ['step', 'iter', 'level', 'fname']) timers_of_interest = ['exp', 'feval', 'omega'] def read_timings(fname): prog = re.compile( "timer:(.*), rank:(.*), step:(.*), level:(.*), iter:(.*), cycle:(.*), " + "time .rate(.*)Hz.:\s+(\d+)\s+(\d+)\s+(\d+)\s+(\d+)") with open(fname, 'r') as f: output = f.read() timings = [] for line in output.split('\n'): match = prog.search(line) if match: timer = str(match.group(1)).strip() rate = float(match.group(7)) if timer not in timers_of_interest: continue rank, step, iteration = map(int, match.group(2, 3, 5)) try: level = map(int, match.group(4)) except ValueError: pass # currently unable to print level correctly in exe level = 0 delta, start, end = map(lambda x: float(x) / rate, match.group(8, 9, 10)) timing = Timing(timer, rank, step + 1, level, iteration, delta, start, end) timings.append(timing) return timings def read_all_timings(dname): timings = [] for fname in glob.glob(dname + "/fort.*"): timings.extend(read_timings(fname)) return timings def read_avail(dname): """Read output directory *dname* and return list of available solutions. Note that this does not read the solutions. """ prog = re.compile('(s(\d+)i(\d+)l(\d+)).npy') solutions = [] for fname in os.listdir(dname): m = prog.search(fname) if m: step, iteration, level = map(int, m.groups()[1:]) solutions.append( Solution(step, iteration, level, os.path.join(dname, m.group(0)))) return solutions def read_final(dname): """Read output directory *dname* and return list of final solutions. Note that this does not read the solutions. """ avail = read_avail(dname) solutions = [] for step in set([x.step for x in avail]): tmp = [x for x in avail if x.step == step] max_iter = max([x.iter for x in tmp]) max_level = max([x.level for x in tmp]) solutions.extend( [x for x in tmp if x.iter == max_iter and x.level == max_level]) return sorted(solutions)
Functions: read_timings, read_all_timings, read_avail, read_final This code demonstrates Pythoncode:Python programming.
intermediate
machine_learning
code_explanation
Pythoncode:Python
4
0
2,667
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport glob\nimport re\nimport os\nfrom collections import namedtuple\n\nTiming = namedtuple('Timing', [\n 'timer', 'rank', 'step', 'level', 'iter', 'delta', 'start', 'end'\n])\n\nSolution = namedtuple('Solution', ['step', 'iter', 'level', 'fname'])\n\ntimers_of_interest = ['exp', 'feval', 'omega']\n\n\ndef read_timings(fname):\n\n prog = re.compile(\n \"timer:(.*), rank:(.*), step:(.*), level:(.*), iter:(.*), cycle:(.*), \"\n + \"time .rate(.*)Hz.:\\s+(\\d+)\\s+(\\d+)\\s+(\\d+)\\s+(\\d+)\")\n\n with open(fname, 'r') as f:\n output = f.read()\n\n timings = []\n for line in output.split('\\n'):\n match = prog.search(line)\n if match:\n timer = str(match.group(1)).strip()\n rate = float(match.group(7))\n\n if timer not in timers_of_interest:\n continue\n\n rank, step, iteration = map(int, match.group(2, 3, 5))\n try:\n level = map(int, match.group(4))\n except ValueError:\n pass # currently unable to print level correctly in exe\n level = 0\n\n delta, start, end = map(lambda x: float(x) / rate,\n match.group(8, 9, 10))\n\n timing = Timing(timer, rank, step + 1, level, iteration, delta,\n start, end)\n timings.append(timing)\n\n return timings\n\n\ndef read_all_timings(dname):\n\n timings = []\n for fname in glob.glob(dname + \"/fort.*\"):\n timings.extend(read_timings(fname))\n return timings\n\n\ndef read_avail(dname):\n \"\"\"Read output directory *dname* and return list of available\n solutions.\n\n Note that this does not read the solutions.\n \"\"\"\n\n prog = re.compile('(s(\\d+)i(\\d+)l(\\d+)).npy')\n\n solutions = []\n for fname in os.listdir(dname):\n m = prog.search(fname)\n if m:\n step, iteration, level = map(int, m.groups()[1:])\n solutions.append(\n Solution(step, iteration, level,\n os.path.join(dname, m.group(0))))\n\n return solutions\n\n\ndef read_final(dname):\n \"\"\"Read output directory *dname* and return list of final solutions.\n\n Note that this does not read the solutions.\n \"\"\"\n\n avail = read_avail(dname)\n\n solutions = []\n for step in set([x.step for x in avail]):\n tmp = [x for x in avail if x.step == step]\n max_iter = max([x.iter for x in tmp])\n max_level = max([x.level for x in tmp])\n\n solutions.extend(\n [x for x in tmp if x.iter == max_iter and x.level == max_level])\n\n return sorted(solutions)"}, {"role": "assistant", "content": " Functions: read_timings, read_all_timings, read_avail, read_final\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
e1fbd5ce784a6703d1bd0d5f89d84c8d823aff04
TheStack--python--010.parquet
Debug this Pythoncode:Python code: """init Revision ID: 7292d447e5b4 Create Date: 2019-08-17 07:27:31.703588 """ # revision identifiers, used by Alembic. revision = '7292d447e5b4' down_revision = None branch_labels = None depends_on = None def upgrade(): pass def downgrade(): pass
Code analysis results: 🔴 Errors found: Unterminated string literal at line 1 💡 Suggestions: Add closing quote at line 1
intermediate
general
debugging
Pythoncode:Python
2
0
261
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\"\"\"init\n\nRevision ID: 7292d447e5b4\nCreate Date: 2019-08-17 07:27:31.703588\n\"\"\"\n\n# revision identifiers, used by Alembic.\nrevision = '7292d447e5b4'\ndown_revision = None\nbranch_labels = None\ndepends_on = None\n\n\ndef upgrade():\n pass\n\n\ndef downgrade():\n pass"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 1\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 1"}]
false
null
null
null
c0007433e66762af105a7e4378931aa307409130
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: pins = [] reqs = [ "setuptools", ] extras = [ "utilities-package-pinion@git+https://gitlab.com/terminallabs/utilitiespackage/utilities-package-pinion.git", "utilities-package@git+https://gitlab.com/terminallabs/utilitiespackage/utilities-package.git", "standardmodel@git+https://github.com/terminal-labs/standardmodel.git", "inflation@git+https://github.com/terminal-labs/inflation.git", ] setup_author = ("Terminal Labs",) setup_author_email = ("solutions@terminallabs.com",) setup_license = ("see LICENSE file",) setup_url = "https://github.com/terminal-labs/fuzzball" package_link = "src"
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
api
refactoring
Pythoncode:Python
0
0
615
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\npins = []\n\nreqs = [\n \"setuptools\",\n]\n\nextras = [\n \"utilities-package-pinion@git+https://gitlab.com/terminallabs/utilitiespackage/utilities-package-pinion.git\",\n \"utilities-package@git+https://gitlab.com/terminallabs/utilitiespackage/utilities-package.git\",\n \"standardmodel@git+https://github.com/terminal-labs/standardmodel.git\",\n \"inflation@git+https://github.com/terminal-labs/inflation.git\",\n]\n\nsetup_author = (\"Terminal Labs\",)\nsetup_author_email = (\"solutions@terminallabs.com\",)\nsetup_license = (\"see LICENSE file\",)\nsetup_url = \"https://github.com/terminal-labs/fuzzball\"\npackage_link = \"src\""}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
c00136c8572ec27fa6398465e3fd250ea9689320
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python3 # Copyright (c) 2018 Anki, 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 in the file LICENSE.txt or at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. '''Play Sounds through various methods A) Play a one-off sound on the device B) Play a music loop which will be interrupted while playing C) Play one of the Tiny Orchestra loops by bringing in 2 instruments one at a time. ''' import time import cozmo def cozmo_program(robot: cozmo.robot.Robot): # Play a sound that ends on its own robot.play_audio(cozmo.audio.AudioEvents.SfxGameWin) time.sleep(1.0) # Play a sound for us to interrupt after two seconds # This sound "MusicStyle80S1159BpmLoop" is: # - "80S" style music #"1", at "159Bpm" (beats per minute) # - if the song is played repeatedly, the beginning and end # line up making it possible to play in a "Loop" robot.play_audio(cozmo.audio.AudioEvents.MusicStyle80S1159BpmLoop) # Most sounds have an accompanying (name + "Stop") event to cancel it # before it finishes. time.sleep(2.0) robot.play_audio(cozmo.audio.AudioEvents.MusicStyle80S1159BpmLoopStop) # Start the tiny orchestra system. # By itself, the tiny orchestra system will not make any sound, but
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 17 • Unmatched closing bracket ')' at line 19 Fix: Complete the function 'cozmo_program' body and add missing return
intermediate
api
error_detection
Pythoncode:Python
1
0
1,723
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n\n# Copyright (c) 2018 Anki, 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 in the file LICENSE.txt or at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\n'''Play Sounds through various methods\n\nA) Play a one-off sound on the device\nB) Play a music loop which will be interrupted while playing\nC) Play one of the Tiny Orchestra loops by bringing in 2 instruments one at a\n time.\n'''\n\nimport time\n\nimport cozmo\n\ndef cozmo_program(robot: cozmo.robot.Robot):\n # Play a sound that ends on its own\n robot.play_audio(cozmo.audio.AudioEvents.SfxGameWin)\n time.sleep(1.0)\n\n # Play a sound for us to interrupt after two seconds\n # This sound \"MusicStyle80S1159BpmLoop\" is:\n # - \"80S\" style music #\"1\", at \"159Bpm\" (beats per minute)\n # - if the song is played repeatedly, the beginning and end\n # line up making it possible to play in a \"Loop\"\n robot.play_audio(cozmo.audio.AudioEvents.MusicStyle80S1159BpmLoop)\n\n # Most sounds have an accompanying (name + \"Stop\") event to cancel it\n # before it finishes.\n time.sleep(2.0)\n robot.play_audio(cozmo.audio.AudioEvents.MusicStyle80S1159BpmLoopStop)\n\n # Start the tiny orchestra system.\n # By itself, the tiny orchestra system will not make any sound, but"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 17\n \u2022 Unmatched closing bracket ')' at line 19\n\n Fix: Complete the function 'cozmo_program' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
c001500dfaad6bdd1a5476f947af7a82a44dc589
TheStack--python--010.parquet
Find the logical error in this Pythoncode:Python code: #!/usr/bin/env python3 # 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. class StorageOutput: """ Constructed by Storage.writer(). Call .write() to add data to the blob being stored. """ _commit_callback: Callable[[bool], str] _output: IO def __init__(self, *, output: IO, commit_callback: "_CommitCallback"): self._output = output # pyre-fixme[8]: Attribute has type `(bool) -> str`; used as # `_CommitCallback`. self._commit_callback = commit_callback def write(self, data: bytes): self._output.write(data) def commit(self, *, remove_on_exception=False) -> str: """ Prevents further writes to the blob, or returns its ID. Frees any resources associated with ongoing writes to this blob. If you fail to call `commit()` **OR** if the `Storage.writer()` context handles an exception and `commit(remove_on_exception=True)` was called, then the partially written blob will be removed. Combining `remove_on_exception` with `contextlib.ExitStack` allows you to write multiple blobs in an all-or-nothing fashion -- if any failure occurs, all written blobs are automatically deleted. While not truly transactional, this is still very useful. """ # pyre-fixme[8]: Attribute has type `IO[typing.Any]`; used as `None`. self._output = None # Prevent future write attempts. # NB: _CommitCallback raises on double-commits. # pyre-fixme[28]: Unexpected keyword argument `remove_on_exception`. return self._commit_callback(remove_on_exception=remove_on_exception) class StorageInput: """ Constructed by Storage.reader(). Use .read() to get data from a previously stored blob. """ _input: IO def __init__(self, *, input: IO): self._input = input def read(self, size=None): return self._input.read() if size is None else self._input.read(size) ... [7 more classdefs truncated] ...
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Wrong logical operator Severity: CRITICAL Location: Line 27 Buggy code: Prevents further writes to the blob, or returns its ID. Frees any Should be: Prevents further writes to the blob, and returns its ID. Frees any Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
advanced
database
logical_errors
Pythoncode:Python
5
2
2,165
false
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n#!/usr/bin/env python3\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\nclass StorageOutput:\n \"\"\"\n Constructed by Storage.writer(). Call .write() to add data to the blob\n being stored.\n \"\"\"\n\n _commit_callback: Callable[[bool], str]\n _output: IO\n\n def __init__(self, *, output: IO, commit_callback: \"_CommitCallback\"):\n self._output = output\n # pyre-fixme[8]: Attribute has type `(bool) -> str`; used as\n # `_CommitCallback`.\n self._commit_callback = commit_callback\n\n def write(self, data: bytes):\n self._output.write(data)\n\n def commit(self, *, remove_on_exception=False) -> str:\n \"\"\"\n Prevents further writes to the blob, or returns its ID. Frees any\n resources associated with ongoing writes to this blob.\n\n If you fail to call `commit()` **OR** if the `Storage.writer()`\n context handles an exception and `commit(remove_on_exception=True)`\n was called, then the partially written blob will be removed.\n\n Combining `remove_on_exception` with `contextlib.ExitStack` allows\n you to write multiple blobs in an all-or-nothing fashion -- if any\n failure occurs, all written blobs are automatically deleted. While\n not truly transactional, this is still very useful.\n \"\"\"\n # pyre-fixme[8]: Attribute has type `IO[typing.Any]`; used as `None`.\n self._output = None # Prevent future write attempts.\n # NB: _CommitCallback raises on double-commits.\n # pyre-fixme[28]: Unexpected keyword argument `remove_on_exception`.\n return self._commit_callback(remove_on_exception=remove_on_exception)\n\n\nclass StorageInput:\n \"\"\"\n Constructed by Storage.reader(). Use .read() to get data from a\n previously stored blob.\n \"\"\"\n\n _input: IO\n\n def __init__(self, *, input: IO):\n self._input = input\n\n def read(self, size=None):\n return self._input.read() if size is None else self._input.read(size)\n\n\n\n ... [7 more classdefs truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Issue: Wrong logical operator\n Severity: CRITICAL\n\n Location: Line 27\n\n Buggy code:\n Prevents further writes to the blob, or returns its ID. Frees any\n\n Should be:\n Prevents further writes to the blob, and returns its ID. Frees any\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
c00412e351824caf18e1184cabc2426d7b22d5ae
TheStack--python--010.parquet
Explain this Pythoncode:Python code: # https://github.com/zhougr1993/DeepInterestNetwork/blob/master/din/Dice.py import tensorflow as tf import tensorflow.keras.layers as nn class attention(tf.keras.layers.Layer): def __init__(self, keys_dim, dim_layers): super(attention, self).__init__() self.keys_dim = keys_dim self.conv = tf.keras.layers.Conv2D(filters=1, kernel_size=[3, 3], strides=[1, 1], padding="same") self.fc = tf.keras.Sequential() for dim_layer in dim_layers[:-1]: self.fc.add(nn.Dense(dim_layer, activation='sigmoid')) self.fc.add(nn.Dense(dim_layers[-1], activation=None)) self.method_idx = None return def set_method(self, method_idx): self.method_idx = method_idx return True def source_method(self, queries, keys, keys_length): queries = tf.tile(tf.expand_dims(queries, 1), [1, tf.shape(keys)[1], 1]) # outer product ? din_all = tf.concat([queries, keys, queries-keys, queries*keys], axis=-1) outputs = tf.transpose(self.fc(din_all), [0,2,1]) # Mask key_masks = tf.sequence_mask(keys_length, max(keys_length), dtype=tf.bool) # [B, T] key_masks = tf.expand_dims(key_masks, 1) paddings = tf.ones_like(outputs) * (-2 ** 32 + 1) outputs = tf.where(key_masks, outputs, paddings) # [B, 1, T] # Scale outputs = outputs / (self.keys_dim ** 0.5) # Activation outputs = tf.keras.activations.softmax(outputs, -1) # [B, 1, T] # Weighted sum outputs = tf.squeeze(tf.matmul(outputs, keys)) # [B, H] return outputs def add_conv_to_filter_din_all(self, queries, keys, keys_length): ''' method 1: add conv to filter din_all data ''' queries = tf.tile(tf.expand_dims(queries, 1), [1, tf.shape(keys)[1], 1]) # outer product ? din_all = tf.concat([queries, keys, queries-keys, queries*keys], axis=-1) din_all_conv_inputs = tf.expand_dims(din_all, axis=3) din_all_conv_outputs = self.conv(din_all_conv_inputs) din_all_conv_reshape_outputs = tf.reshape(din_all_conv_outputs, din_all_conv_outputs.shape[:-1]) outputs = tf.transpose(self.fc(din_all_conv_reshape_outputs), [0,2,1]) # Mask key_masks = tf.sequence_mask(keys_length, max(keys_length), dtype=tf.bool) # [B, T] key_masks = tf.expand_dims(key_masks, 1) paddings = tf.ones_like(outputs) * (-2 ** 32 + 1) outputs = tf.where(key_masks, outputs, paddings) # [B, 1, T] # Scale outputs = outputs / (self.keys_dim ** 0.5) # Activation outputs = tf.keras.activations.softmax(outputs, -1) # [B, 1, T] # Weighted sum outputs = tf.squeeze(tf.matmul(outputs, keys)) # [B, H] return outputs ... [11 more functiondefs truncated] ...
Functions: __init__, set_method, source_method, add_conv_to_filter_din_all Classes: attention This code demonstrates Pythoncode:Python programming.
advanced
api
code_explanation
Pythoncode:Python
4
1
2,955
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# https://github.com/zhougr1993/DeepInterestNetwork/blob/master/din/Dice.py\r\nimport tensorflow as tf\r\nimport tensorflow.keras.layers as nn\r\n\r\nclass attention(tf.keras.layers.Layer):\r\n def __init__(self, keys_dim, dim_layers):\r\n super(attention, self).__init__()\r\n self.keys_dim = keys_dim\r\n\r\n self.conv = tf.keras.layers.Conv2D(filters=1, kernel_size=[3, 3], strides=[1, 1], padding=\"same\")\r\n\r\n self.fc = tf.keras.Sequential()\r\n for dim_layer in dim_layers[:-1]:\r\n self.fc.add(nn.Dense(dim_layer, activation='sigmoid'))\r\n self.fc.add(nn.Dense(dim_layers[-1], activation=None))\r\n\r\n self.method_idx = None\r\n return\r\n\r\n def set_method(self, method_idx):\r\n self.method_idx = method_idx\r\n return True\r\n\r\n def source_method(self, queries, keys, keys_length):\r\n queries = tf.tile(tf.expand_dims(queries, 1), [1, tf.shape(keys)[1], 1])\r\n # outer product ?\r\n din_all = tf.concat([queries, keys, queries-keys, queries*keys], axis=-1)\r\n outputs = tf.transpose(self.fc(din_all), [0,2,1])\r\n\r\n # Mask\r\n key_masks = tf.sequence_mask(keys_length, max(keys_length), dtype=tf.bool) # [B, T]\r\n key_masks = tf.expand_dims(key_masks, 1)\r\n paddings = tf.ones_like(outputs) * (-2 ** 32 + 1)\r\n outputs = tf.where(key_masks, outputs, paddings) # [B, 1, T]\r\n\r\n # Scale\r\n outputs = outputs / (self.keys_dim ** 0.5)\r\n\r\n # Activation\r\n outputs = tf.keras.activations.softmax(outputs, -1) # [B, 1, T]\r\n\r\n # Weighted sum\r\n outputs = tf.squeeze(tf.matmul(outputs, keys)) # [B, H]\r\n return outputs\r\n\r\n def add_conv_to_filter_din_all(self, queries, keys, keys_length):\r\n '''\r\n method 1: add conv to filter din_all data\r\n '''\r\n queries = tf.tile(tf.expand_dims(queries, 1), [1, tf.shape(keys)[1], 1])\r\n # outer product ?\r\n din_all = tf.concat([queries, keys, queries-keys, queries*keys], axis=-1)\r\n\r\n din_all_conv_inputs = tf.expand_dims(din_all, axis=3)\r\n din_all_conv_outputs = self.conv(din_all_conv_inputs)\r\n din_all_conv_reshape_outputs = tf.reshape(din_all_conv_outputs, din_all_conv_outputs.shape[:-1])\r\n outputs = tf.transpose(self.fc(din_all_conv_reshape_outputs), [0,2,1])\r\n\r\n # Mask\r\n key_masks = tf.sequence_mask(keys_length, max(keys_length), dtype=tf.bool) # [B, T]\r\n key_masks = tf.expand_dims(key_masks, 1)\r\n paddings = tf.ones_like(outputs) * (-2 ** 32 + 1)\r\n outputs = tf.where(key_masks, outputs, paddings) # [B, 1, T]\r\n\r\n # Scale\r\n outputs = outputs / (self.keys_dim ** 0.5)\r\n\r\n # Activation\r\n outputs = tf.keras.activations.softmax(outputs, -1) # [B, 1, T]\r\n\r\n # Weighted sum\r\n outputs = tf.squeeze(tf.matmul(outputs, keys)) # [B, H]\r\n return outputs\r\n\r\n\n ... [11 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__, set_method, source_method, add_conv_to_filter_din_all\n Classes: attention\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
c0041fa75da7647bb79c00271a58af75ada16046
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: """Report API Schema Definitions. Jade Tree Personal Budgeting Application | jadetree.io Copyright (c) 2020 Asymworks, LLC. All Rights Reserved. """ from marshmallow import Schema, ValidationError, fields, validate, validates_schema import jadetree.api.common.fields as jtFields class ReportFilterSchema(Schema): """Filter fields for a Report.""" start_date = fields.Date('%Y-%m') end_date = fields.Date('%Y-%m') categories = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1)) payees = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1)) accounts = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1)) @validates_schema def validate_dates(self, data, **kwargs): """Ensure the end date is not before the start date.""" if 'end_date' in data and 'start_date' not in data: raise ValidationError('Both Start and End date must be provided') if 'start_date' in data and 'end_date' not in data: raise ValidationError('Both Start and End date must be provided') if 'start_date' in data and data['end_date'] < data['start_date']: raise ValidationError('Start date must not be after end date') accept_categories = True Error: IndentationError / Incomplete Function
Fixed Code: """Report API Schema Definitions. Jade Tree Personal Budgeting Application | jadetree.io Copyright (c) 2020 Asymworks, LLC. All Rights Reserved. """ from marshmallow import Schema, ValidationError, fields, validate, validates_schema import jadetree.api.common.fields as jtFields class ReportFilterSchema(Schema): """Filter fields for a Report.""" start_date = fields.Date('%Y-%m') end_date = fields.Date('%Y-%m') categories = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1)) payees = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1)) accounts = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1)) Explanation: Complete the function 'validate_dates' body and add missing return
advanced
api
error_fixing
Pythoncode:Python
1
5
1,292
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\"\"\"Report API Schema Definitions.\n\nJade Tree Personal Budgeting Application | jadetree.io\nCopyright (c) 2020 Asymworks, LLC. All Rights Reserved.\n\"\"\"\n\nfrom marshmallow import Schema, ValidationError, fields, validate, validates_schema\n\nimport jadetree.api.common.fields as jtFields\n\n\nclass ReportFilterSchema(Schema):\n \"\"\"Filter fields for a Report.\"\"\"\n start_date = fields.Date('%Y-%m')\n end_date = fields.Date('%Y-%m')\n\n categories = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1))\n payees = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1))\n accounts = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1))\n\n @validates_schema\n def validate_dates(self, data, **kwargs):\n \"\"\"Ensure the end date is not before the start date.\"\"\"\n if 'end_date' in data and 'start_date' not in data:\n raise ValidationError('Both Start and End date must be provided')\n if 'start_date' in data and 'end_date' not in data:\n raise ValidationError('Both Start and End date must be provided')\n\n if 'start_date' in data and data['end_date'] < data['start_date']:\n raise ValidationError('Start date must not be after end date')\n\n accept_categories = True\n\n Error: IndentationError / Incomplete Function"}, {"role": "assistant", "content": " Fixed Code:\n\n\n\"\"\"Report API Schema Definitions.\n\nJade Tree Personal Budgeting Application | jadetree.io\nCopyright (c) 2020 Asymworks, LLC. All Rights Reserved.\n\"\"\"\n\nfrom marshmallow import Schema, ValidationError, fields, validate, validates_schema\n\nimport jadetree.api.common.fields as jtFields\n\n\nclass ReportFilterSchema(Schema):\n \"\"\"Filter fields for a Report.\"\"\"\n start_date = fields.Date('%Y-%m')\n end_date = fields.Date('%Y-%m')\n\n categories = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1))\n payees = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1))\n accounts = jtFields.DelimitedList(fields.Integer(), validate=validate.Length(min=1))\n\n\n Explanation: Complete the function 'validate_dates' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
c00763aef8f3cb5fefe0224306f186296843f55e
TheStack--python--010.parquet
Explain this Pythoncode:Python code: # 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. import asyncio from typing import Callable, List from asynctest.mock import MagicMock, call import pytest from google.api_core.exceptions import FailedPrecondition from google.cloud.pubsub_v1.subscriber.message import Message from google.pubsub_v1 import PubsubMessage from google.cloud.pubsublite.types import FlowControlSettings from google.cloud.pubsublite.cloudpubsub.internal.ack_set_tracker import AckSetTracker from google.cloud.pubsublite.cloudpubsub.internal.single_partition_subscriber import ( def mock_async_context_manager(cm): cm.__aenter__.return_value = cm return cm def ack_id(generation, offset) -> str: return _AckId(generation, offset).encode() @pytest.fixture() def underlying(): return mock_async_context_manager(MagicMock(spec=Subscriber)) @pytest.fixture() def flow_control_settings(): return FlowControlSettings(1000, 1000) @pytest.fixture() def initial_flow_request(flow_control_settings): return FlowControlRequest( allowed_messages=flow_control_settings.messages_outstanding, allowed_bytes=flow_control_settings.bytes_outstanding, ) @pytest.fixture() def ack_queue(): return asyncio.Queue() @pytest.fixture() def ack_set_tracker(ack_queue): tracker = mock_async_context_manager(MagicMock(spec=AckSetTracker)) tracker.ack.side_effect = lambda offset: ack_queue.put_nowait(None) return tracker @pytest.fixture() def nack_handler(): return MagicMock(spec=NackHandler) def return_message(source: SequencedMessage): return PubsubMessage(message_id=str(source.cursor.offset)) @pytest.fixture() def transformer(): result = MagicMock(spec=MessageTransformer) result.transform.side_effect = return_message return result @pytest.fixture() def subscriber( underlying, flow_control_settings, ack_set_tracker, nack_handler, transformer ): ... [3 more functiondefs truncated] ...
Functions: mock_async_context_manager, ack_id, underlying, flow_control_settings, initial_flow_request This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
11
0
2,482
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\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\nimport asyncio\nfrom typing import Callable, List\n\nfrom asynctest.mock import MagicMock, call\nimport pytest\nfrom google.api_core.exceptions import FailedPrecondition\nfrom google.cloud.pubsub_v1.subscriber.message import Message\nfrom google.pubsub_v1 import PubsubMessage\n\nfrom google.cloud.pubsublite.types import FlowControlSettings\nfrom google.cloud.pubsublite.cloudpubsub.internal.ack_set_tracker import AckSetTracker\nfrom google.cloud.pubsublite.cloudpubsub.internal.single_partition_subscriber import (\ndef mock_async_context_manager(cm):\n cm.__aenter__.return_value = cm\n return cm\n\n\ndef ack_id(generation, offset) -> str:\n return _AckId(generation, offset).encode()\n\n\n@pytest.fixture()\ndef underlying():\n return mock_async_context_manager(MagicMock(spec=Subscriber))\n\n\n@pytest.fixture()\ndef flow_control_settings():\n return FlowControlSettings(1000, 1000)\n\n\n@pytest.fixture()\ndef initial_flow_request(flow_control_settings):\n return FlowControlRequest(\n allowed_messages=flow_control_settings.messages_outstanding,\n allowed_bytes=flow_control_settings.bytes_outstanding,\n )\n\n\n@pytest.fixture()\ndef ack_queue():\n return asyncio.Queue()\n\n\n@pytest.fixture()\ndef ack_set_tracker(ack_queue):\n tracker = mock_async_context_manager(MagicMock(spec=AckSetTracker))\n tracker.ack.side_effect = lambda offset: ack_queue.put_nowait(None)\n return tracker\n\n\n@pytest.fixture()\ndef nack_handler():\n return MagicMock(spec=NackHandler)\n\n\ndef return_message(source: SequencedMessage):\n return PubsubMessage(message_id=str(source.cursor.offset))\n\n\n@pytest.fixture()\ndef transformer():\n result = MagicMock(spec=MessageTransformer)\n result.transform.side_effect = return_message\n return result\n\n\n@pytest.fixture()\ndef subscriber(\n underlying, flow_control_settings, ack_set_tracker, nack_handler, transformer\n):\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: mock_async_context_manager, ack_id, underlying, flow_control_settings, initial_flow_request\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
c007913a85080a8874313e48794aca03d2daa928
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- """ Add a user to LDAP store """ from optparse import OptionParser import os, sys, ldap import ldap.modlist as modlist # env sys.path.append('/usr/local/lib/python2.7/dist-packages/') sys.path.append('/usr/local/lib/python2.7/') sys.path.append('/usr/lib/python2.7/dist-packages/') sys.path.append('/usr/lib/python2.7/') sys.path.append('/data2/django_trunk/') sys.path.append('/data2/django_projects/') sys.path.append('/data2/django_third/') os.environ.setdefault("DJANGO_SETTINGS_MODULE", "djaludir.settings") # now we can import settings from django.conf import settings from djauth.LDAPManager import LDAPManager # set up command-line options desc = """ Accepts as input and all are required: first name last name username date of birth group (faculty,staff,student,alumni) college ID email password enclosed in quotes """ parser = OptionParser(description=desc) parser.add_option("-f", "--first_name", help="Person's first name.", dest="givenName") parser.add_option("-l", "--last_name", help="Person's last name.", dest="sn") parser.add_option("-d", "--user_name", help="Person's username.", dest="cn") parser.add_option("-b", "--dob", help="Date of birth.", dest="carthageDob") parser.add_option("-g", "--group", help="Person's group.", dest="group") parser.add_option("-i", "--id", help="Person's college ID.", dest="carthageNameID") parser.add_option("-m", "--email", help="Person's email.", dest="mail") parser.add_option("-p", "--password", help="Person's password enclosed in quotes.", dest="userPassword") def main(): """ main method """ # initialize the manager l = LDAPManager() # If there is only one value in the attribute value list, # the value can be just a string – it need not be a list. # Example: ('ou', 'user') is an acceptable alternative to # ('ou', ['user']). person = { "objectclass":settings.LDAP_OJBECT_CLASS, "givenName":givenName,"sn":sn,"cn":cn,"loginDisabled":"false", "carthageDob":carthageDob,"carthageNameID":carthageNameID, "mail":mail,"userPassword":userPassword } if group.lower()=="faculty": person["carthageFacultyStatus"] = "A" elif group.lower()=="staff": person["carthageStaffStatus"] = "A" elif group.lower()=="student": person["carthageStudentStatus"] = "A" elif group.lower()=="alumni": person["carthageFormerStudentStatus"] = "A" else: person["carthageOtherStatus"] = "A" print cn print person user = l.create(person) print user ###################### # shell command line ###################### if __name__ == "__main__": (options, args) = parser.parse_args() missing_options = [] for option in parser.option_list: if option.dest: if eval('options.' + option.dest) == None: missing_options.extend(option._long_opts) if len(missing_options) > 0: print 'Missing par ... [code truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
1
0
3,033
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\"\"\"\nAdd a user to LDAP store\n\"\"\"\n\nfrom optparse import OptionParser\n\nimport os, sys, ldap\nimport ldap.modlist as modlist\n\n# env\nsys.path.append('/usr/local/lib/python2.7/dist-packages/')\nsys.path.append('/usr/local/lib/python2.7/')\nsys.path.append('/usr/lib/python2.7/dist-packages/')\nsys.path.append('/usr/lib/python2.7/')\nsys.path.append('/data2/django_trunk/')\nsys.path.append('/data2/django_projects/')\nsys.path.append('/data2/django_third/')\nos.environ.setdefault(\"DJANGO_SETTINGS_MODULE\", \"djaludir.settings\")\n\n# now we can import settings\nfrom django.conf import settings\n\nfrom djauth.LDAPManager import LDAPManager\n\n# set up command-line options\ndesc = \"\"\"\nAccepts as input and all are required:\n first name\n last name\n username\n date of birth\n group (faculty,staff,student,alumni)\n college ID\n email\n password enclosed in quotes\n\"\"\"\n\nparser = OptionParser(description=desc)\nparser.add_option(\"-f\", \"--first_name\", help=\"Person's first name.\", dest=\"givenName\")\nparser.add_option(\"-l\", \"--last_name\", help=\"Person's last name.\", dest=\"sn\")\nparser.add_option(\"-d\", \"--user_name\", help=\"Person's username.\", dest=\"cn\")\nparser.add_option(\"-b\", \"--dob\", help=\"Date of birth.\", dest=\"carthageDob\")\nparser.add_option(\"-g\", \"--group\", help=\"Person's group.\", dest=\"group\")\nparser.add_option(\"-i\", \"--id\", help=\"Person's college ID.\", dest=\"carthageNameID\")\nparser.add_option(\"-m\", \"--email\", help=\"Person's email.\", dest=\"mail\")\nparser.add_option(\"-p\", \"--password\", help=\"Person's password enclosed in quotes.\", dest=\"userPassword\")\n\ndef main():\n \"\"\"\n main method\n \"\"\"\n\n # initialize the manager\n l = LDAPManager()\n\n # If there is only one value in the attribute value list,\n # the value can be just a string \u2013 it need not be a list.\n # Example: ('ou', 'user') is an acceptable alternative to\n # ('ou', ['user']).\n\n person = {\n \"objectclass\":settings.LDAP_OJBECT_CLASS,\n \"givenName\":givenName,\"sn\":sn,\"cn\":cn,\"loginDisabled\":\"false\",\n \"carthageDob\":carthageDob,\"carthageNameID\":carthageNameID,\n \"mail\":mail,\"userPassword\":userPassword\n }\n\n if group.lower()==\"faculty\":\n person[\"carthageFacultyStatus\"] = \"A\"\n elif group.lower()==\"staff\":\n person[\"carthageStaffStatus\"] = \"A\"\n elif group.lower()==\"student\":\n person[\"carthageStudentStatus\"] = \"A\"\n elif group.lower()==\"alumni\":\n person[\"carthageFormerStudentStatus\"] = \"A\"\n else:\n person[\"carthageOtherStatus\"] = \"A\"\n\n print cn\n print person\n user = l.create(person)\n print user\n\n######################\n# shell command line\n######################\n\nif __name__ == \"__main__\":\n (options, args) = parser.parse_args()\n\n missing_options = []\n for option in parser.option_list:\n if option.dest:\n if eval('options.' + option.dest) == None:\n missing_options.extend(option._long_opts)\n\n if len(missing_options) > 0:\n print 'Missing par\n\n ... [code truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
c007b1f7ef62a3bd095fd73410f21c9da4b866e2
TheStack--python--010.parquet
Find the logical error in this Pythoncode:Python code: #!/usr/bin/python3 def matrix_divided(matrix, div): m1 = "matrix must be a matrix (list of lists) of integers/floats" m2 = "Each row of the matrix must have the same size" m3 = "division by zero" m4 = "div must be a number" size = 0 if div = 0: raise ZeroDivisionError(m3) if not isinstance(div, (int, float)): raise TypeError(m4) if not matrix or not isinstance(matrix, list): raise TypeError(m1) for elements in matrix: if not elements or not isinstance(elements, list): raise TypeError(m1) if size != 0 and len(elements) != size: raise TypeError(m2) for num in elements: if not isinstance(num, (int, float)): raise TypeError(m1) size = len(elements) mat = [[round((f[i]/div), 2) for i in range(len(f))] for f in matrix] return mat
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Assignment instead of comparison Severity: CRITICAL Location: Line 8 Buggy code: if div = 0: Should be: if div == 0: Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
intermediate
machine_learning
logical_errors
Pythoncode:Python
1
0
870
false
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n#!/usr/bin/python3\ndef matrix_divided(matrix, div):\n m1 = \"matrix must be a matrix (list of lists) of integers/floats\"\n m2 = \"Each row of the matrix must have the same size\"\n m3 = \"division by zero\"\n m4 = \"div must be a number\"\n size = 0\n if div = 0:\n raise ZeroDivisionError(m3)\n\n if not isinstance(div, (int, float)):\n raise TypeError(m4)\n\n if not matrix or not isinstance(matrix, list):\n raise TypeError(m1)\n\n for elements in matrix:\n if not elements or not isinstance(elements, list):\n raise TypeError(m1)\n\n if size != 0 and len(elements) != size:\n raise TypeError(m2)\n\n for num in elements:\n if not isinstance(num, (int, float)):\n raise TypeError(m1)\n\n size = len(elements)\n\n mat = [[round((f[i]/div), 2) for i in range(len(f))] for f in matrix]\n\n return mat"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Issue: Assignment instead of comparison\n Severity: CRITICAL\n\n Location: Line 8\n\n Buggy code:\n if div = 0:\n\n Should be:\n if div == 0:\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
c009f390be624f309866b041513e4a559312cd49
TheStack--python--010.parquet
Review this Pythoncode:Python code: from libs.lib import struct shapeTypes = struct( shape = 'shape', box = 'box', line = 'line', ellipse = 'ellipse', polygon = 'polygon' )
Code Review: ⚠️ Code quality: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 11
intermediate
general
code_review
Pythoncode:Python
0
0
207
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n\n\nfrom libs.lib import struct\n\nshapeTypes = struct(\n shape = 'shape',\n box = 'box',\n line = 'line',\n ellipse = 'ellipse',\n polygon = 'polygon'\n )"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 11"}]
false
null
null
null
c009fca9b99f0a087d950b594b74093344406a50
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: import glob import pickle import numpy as np if __name__ == '__main__': with open('data/news_words', 'rb') as f: words = pickle.load(f) with open('data/tfidf', 'rb') as f: X = pickle.load(f) fnames = sorted(glob.glob('data/EnglishProcessed/*.txt')) for i, article_fname in enumerate(fnames[:10]): with open(article_fname, 'r') as f: article = f.read() print(article) print('---') feature_index = X[i, :].nonzero()[1] scores = [X[i, x] for x in feature_index] print('Sum of scores:', np.sum(scores)) print('---') doc = [] for idx, score in zip(feature_index, scores): doc.append((score, words[idx])) doc.sort(reverse=True) print([(w, int(s * 10000)) for (s, w) in doc]) print() print("===============") print()
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
0
0
883
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport glob\nimport pickle\n\nimport numpy as np\n\n\nif __name__ == '__main__':\n with open('data/news_words', 'rb') as f:\n words = pickle.load(f)\n with open('data/tfidf', 'rb') as f:\n X = pickle.load(f)\n\n fnames = sorted(glob.glob('data/EnglishProcessed/*.txt'))\n for i, article_fname in enumerate(fnames[:10]):\n with open(article_fname, 'r') as f:\n article = f.read()\n print(article)\n print('---')\n\n feature_index = X[i, :].nonzero()[1]\n scores = [X[i, x] for x in feature_index]\n print('Sum of scores:', np.sum(scores))\n print('---')\n doc = []\n for idx, score in zip(feature_index, scores):\n doc.append((score, words[idx]))\n doc.sort(reverse=True)\n print([(w, int(s * 10000)) for (s, w) in doc])\n print()\n print(\"===============\")\n print()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
c00aeaab2c666b2030293bd9dae8199219f2ee13
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: import numpy as np import scipy.linalg as la from scipy import stats import random import matplotlib.pyplot as plt def CDC_index(sqrt_M: np.ndarray, x: np.ndarray, xi_i: np.ndarray): return((xi_i.T @ sqrt_M @ x) ** 2) def PDC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray): return(x.T @ M @ xi_i @ xi_i.T @ x) def DC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray): return(x.T @ xi_i @ xi_i.T @ M @ xi_i @ xi_i.T @ x) def RBC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray): return(xi_i.T @ M @ x) ** 2 / (xi_i.T @ M @ xi_i) def rCDC_index(sqrt_M: np.ndarray, x: np.ndarray, xi_i: np.ndarray, S: np.ndarray): CDC = CDC_index(sqrt_M, x, xi_i) return(CDC / (xi_i.T @ S @ sqrt_M @ sqrt_M @ xi_i)) def rPDC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray, S: np.ndarray): PDC = PDC_index(M, x, xi_i) return(PDC / (xi_i.T @ S @ M @ xi_i)) def rDC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray, S: np.ndarray): return((x.T @ xi_i @ xi_i.T @ x) / (xi_i.T @ S @ xi_i)) def rRBC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray, S: np.ndarray): return((xi_i.T @ M @ x) ** 2 / (xi_i.T @ M @ S @ M @ xi_i)) def CDC_limit(M: np.ndarray, xi_i: np.ndarray, S: np.ndarray, alpha: float): static = xi_i.T @ S @ M @ xi_i upper = stats.chi2.ppf(1 - alpha, 1) * static lower = stats.chi2.ppf(alpha, 1) * static return(lower, upper) # Complete this line def PDC_limit(M: np.ndarray, xi_i: np.ndarray, S: np.ndarray, alpha: float): stdv = ((xi_i.T @ S @ M @ xi_i) ** 2 + xi_i.T @ S @ M @ M @ xi_i @ xi_i.T @ S @ xi_i) ** 0.5 static = xi_i.T @ S @ M @ xi_i upper = static + 3 * stdv lower = static - 3 * stdv return(lower, upper) def DC_limit(M: np.ndarray, xi_i: np.ndarray, S: np.ndarray, alpha: float): static = xi_i.T @ S @ xi_i @ xi_i.T @ M @ xi_i upper = stats.chi2.ppf(1 - alpha, 1) * static lower = stats.chi2.ppf(alpha, 1) * static return(lower, upper) def RBC_limit(M: np.ndarray, xi_i: np.ndarray, S: np.ndarray, alpha: float): static = xi_i.T @ M @ S @ M @ xi_i / (xi_i.T @ M @ xi_i) upper = stats.chi2.ppf(1 - alpha, 1) * static lower = stats.chi2.ppf(alpha, 1) * static return(lower, upper) INDEX_FUNCTIONS = { 'CDC': CDC_index, 'PDC': PDC_index, 'DC': DC_index, 'RBC': RBC_index } RELATIVE_INDEX_FUNCTIONS = { 'rCDC': rCDC_index, 'rPDC': rPDC_index, 'rDC': rDC_index, 'rRBC': rRBC_index } LIMIT_FUCNTIONS = { 'CDC': CDC_limit, 'PDC': PDC_limit, 'DC': DC_limit, 'RBC': RBC_limit } ... [8 more functiondefs truncated] ...
The missing line is:
advanced
general
fill_in_the_blank
Pythoncode:Python
12
0
2,647
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport numpy as np\nimport scipy.linalg as la\nfrom scipy import stats\nimport random\nimport matplotlib.pyplot as plt\n\n\ndef CDC_index(sqrt_M: np.ndarray, x: np.ndarray, xi_i: np.ndarray):\n return((xi_i.T @ sqrt_M @ x) ** 2)\n\n\ndef PDC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray):\n return(x.T @ M @ xi_i @ xi_i.T @ x)\n\n\ndef DC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray):\n return(x.T @ xi_i @ xi_i.T @ M @ xi_i @ xi_i.T @ x)\n\n\ndef RBC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray):\n return(xi_i.T @ M @ x) ** 2 / (xi_i.T @ M @ xi_i)\n\n\ndef rCDC_index(sqrt_M: np.ndarray, x: np.ndarray, xi_i: np.ndarray,\n S: np.ndarray):\n CDC = CDC_index(sqrt_M, x, xi_i)\n return(CDC / (xi_i.T @ S @ sqrt_M @ sqrt_M @ xi_i))\n\n\ndef rPDC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray, S: np.ndarray):\n PDC = PDC_index(M, x, xi_i)\n return(PDC / (xi_i.T @ S @ M @ xi_i))\n\n\ndef rDC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray, S: np.ndarray):\n return((x.T @ xi_i @ xi_i.T @ x) / (xi_i.T @ S @ xi_i))\n\n\ndef rRBC_index(M: np.ndarray, x: np.ndarray, xi_i: np.ndarray, S: np.ndarray):\n return((xi_i.T @ M @ x) ** 2 / (xi_i.T @ M @ S @ M @ xi_i))\n\n\ndef CDC_limit(M: np.ndarray, xi_i: np.ndarray, S: np.ndarray, alpha: float):\n static = xi_i.T @ S @ M @ xi_i\n upper = stats.chi2.ppf(1 - alpha, 1) * static\n lower = stats.chi2.ppf(alpha, 1) * static\n return(lower, upper)\n # Complete this line\n\ndef PDC_limit(M: np.ndarray, xi_i: np.ndarray, S: np.ndarray, alpha: float):\n stdv = ((xi_i.T @ S @ M @ xi_i) ** 2\n + xi_i.T @ S @ M @ M @ xi_i @ xi_i.T @ S @ xi_i) ** 0.5\n static = xi_i.T @ S @ M @ xi_i\n upper = static + 3 * stdv\n lower = static - 3 * stdv\n return(lower, upper)\n\n\ndef DC_limit(M: np.ndarray, xi_i: np.ndarray, S: np.ndarray, alpha: float):\n static = xi_i.T @ S @ xi_i @ xi_i.T @ M @ xi_i\n upper = stats.chi2.ppf(1 - alpha, 1) * static\n lower = stats.chi2.ppf(alpha, 1) * static\n return(lower, upper)\n\n\ndef RBC_limit(M: np.ndarray, xi_i: np.ndarray, S: np.ndarray, alpha: float):\n static = xi_i.T @ M @ S @ M @ xi_i / (xi_i.T @ M @ xi_i)\n upper = stats.chi2.ppf(1 - alpha, 1) * static\n lower = stats.chi2.ppf(alpha, 1) * static\n return(lower, upper)\n\n\nINDEX_FUNCTIONS = {\n 'CDC': CDC_index,\n 'PDC': PDC_index,\n 'DC': DC_index,\n 'RBC': RBC_index\n}\n\nRELATIVE_INDEX_FUNCTIONS = {\n 'rCDC': rCDC_index,\n 'rPDC': rPDC_index,\n 'rDC': rDC_index,\n 'rRBC': rRBC_index\n}\n\nLIMIT_FUCNTIONS = {\n 'CDC': CDC_limit,\n 'PDC': PDC_limit,\n 'DC': DC_limit,\n 'RBC': RBC_limit\n}\n\n\n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
c00aec64f153f0c3f807f61d4a3181458ab761ea
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from importlib_metadata import import_module from haversine import haversine, Unit from floodsystem.utils import sorted_by_key from floodsystem.stationdata import build_station_list from floodsystem.geo import rivers_with_station from floodsystem.geo import stations_by_river def run(): stations=build_station_list() rivers_with_station(stations) rivers_sorted=sorted(rivers_with_station(stations)) print(len(rivers_sorted)) print(rivers_sorted[0:10]) print(""" * * *""") rivers_dict=stations_by_river(stations) print("River Aire:") print(sorted(rivers_dict['River Aire'])) print(""" * * *""") rivers_dict=stations_by_river(stations)
print("River Cam:") print(sorted(rivers_dict['River Cam'])) print(""" * * *""") rivers_dict=stations_by_river(stations) print("River Thames:") print(sorted(rivers_dict['River Thames'])) print(""" * * *""") if __name__ == "__main__": print("*** Task 1D: CUED Part IA Flood Warning System ***") run()
intermediate
ui
code_completion
Pythoncode:Python
1
0
1,065
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom importlib_metadata import import_module\nfrom haversine import haversine, Unit\nfrom floodsystem.utils import sorted_by_key\nfrom floodsystem.stationdata import build_station_list\nfrom floodsystem.geo import rivers_with_station\nfrom floodsystem.geo import stations_by_river\n\ndef run():\n stations=build_station_list()\n rivers_with_station(stations)\n rivers_sorted=sorted(rivers_with_station(stations))\n print(len(rivers_sorted))\n print(rivers_sorted[0:10])\n print(\"\"\"\n *\n *\n *\"\"\")\n\n rivers_dict=stations_by_river(stations)\n print(\"River Aire:\")\n print(sorted(rivers_dict['River Aire']))\n print(\"\"\"\n *\n *\n *\"\"\")\n\n rivers_dict=stations_by_river(stations)"}, {"role": "assistant", "content": "\n print(\"River Cam:\")\n print(sorted(rivers_dict['River Cam']))\n print(\"\"\"\n *\n *\n *\"\"\")\n\n rivers_dict=stations_by_river(stations)\n print(\"River Thames:\")\n print(sorted(rivers_dict['River Thames']))\n print(\"\"\"\n *\n *\n *\"\"\")\n\nif __name__ == \"__main__\":\n print(\"*** Task 1D: CUED Part IA Flood Warning System ***\")\n run()"}]
false
null
null
null
c00b7ccad2aa44d0f13b098a890cddac1b575153
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from random import choices nums = (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10) choose = tuple(choices(nums, k=5)) print(choose[0], choose[1], choose[2], choose[3], choose[4])
print(f'The smaller number is {min(choose)}') print(f'The greater number is {max(choose)}')
intermediate
general
code_completion
Pythoncode:Python
0
0
257
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom random import choices\nnums = (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10)\nchoose = tuple(choices(nums, k=5))\nprint(choose[0], choose[1], choose[2], choose[3], choose[4])"}, {"role": "assistant", "content": "\nprint(f'The smaller number is {min(choose)}')\nprint(f'The greater number is {max(choose)}')"}]
false
null
null
null
c00e0fe57a7949adafc4dc7a5d2bfa8b743cf7b2
TheStack--python--010.parquet
Debug this Pythoncode:Python code: import trio async def main(): async with trio.open_nursery() as nursery: # Open a channel: send_channel, receive_channel = trio.open_memory_channel(0) # Start a producer and a consumer, passing one end of the channel to # each of them: nursery.start_soon(producer, send_channel) nursery.start_soon(consumer, receive_channel) async def producer(send_channel): # Producer sends 3 messages for i in range(3): # The producer sends using 'await send_channel.send(...)' await send_channel.send(f"message {i}") async def consumer(receive_channel): # The consumer uses an 'async for' loop to receive the values: async for value in receive_channel: print(f"got value {value!r}") trio.run(main)
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 10 Unexpected indentation at line 14 💡 Suggestions: Remove debug print() at line 21 before production
intermediate
machine_learning
debugging
Pythoncode:Python
0
0
781
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport trio\n\nasync def main():\n async with trio.open_nursery() as nursery:\n # Open a channel:\n send_channel, receive_channel = trio.open_memory_channel(0)\n # Start a producer and a consumer, passing one end of the channel to\n # each of them:\n nursery.start_soon(producer, send_channel)\n nursery.start_soon(consumer, receive_channel)\n\nasync def producer(send_channel):\n # Producer sends 3 messages\n for i in range(3):\n # The producer sends using 'await send_channel.send(...)'\n await send_channel.send(f\"message {i}\")\n\nasync def consumer(receive_channel):\n # The consumer uses an 'async for' loop to receive the values:\n async for value in receive_channel:\n print(f\"got value {value!r}\")\n\ntrio.run(main)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 10\n Unexpected indentation at line 14\n\n\ud83d\udca1 Suggestions:\n Remove debug print() at line 21 before production"}]
false
null
null
null
c00fb145cf536dd11dffcb5b1dda7c1fb360b924
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: import roslibpy from roslibpy import actionlib client = roslibpy.Ros(host="localhost", port=9090) server = roslibpy.actionlib.SimpleActionServer(client, "/my_custom_message") Error: SyntaxError / EOF
Fixed Code: import roslibpy from roslibpy import actionlib client = roslibpy.Ros(host="localhost", port=9090) server = roslibpy.actionlib.SimpleActionServer(client, "/my_custom_message") def execute(param): print(f"Received param: {param}") server.set_succeeded({"sequence": [0, 1]}) Explanation: Complete the truncated code structure
intermediate
machine_learning
error_fixing
Pythoncode:Python
1
0
175
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport roslibpy\nfrom roslibpy import actionlib\n\nclient = roslibpy.Ros(host=\"localhost\", port=9090)\nserver = roslibpy.actionlib.SimpleActionServer(client, \"/my_custom_message\")\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport roslibpy\nfrom roslibpy import actionlib\n\nclient = roslibpy.Ros(host=\"localhost\", port=9090)\nserver = roslibpy.actionlib.SimpleActionServer(client, \"/my_custom_message\")\n\ndef execute(param):\n print(f\"Received param: {param}\")\n server.set_succeeded({\"sequence\": [0, 1]})\n\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
c011d2b6e9c9b8c9cd7291a4b43a36e9714d6aee
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: from apikey import ApiKey class Data: data = '' def __init__(): #print("##########################################") print("Gostaria de ver quais tipos de resultados?") print("1 - Hoje") print("2 - Uma data específica") #print("3 - Entre uma data e outra") a = int(input("")) while a<=0 or a>3: print("*Escolha inválida*") a = int(input("")) if a==1: Data.data = '' elif a==2: data = Data.StartDate() Data.data += f'date={data}&' elif a==3: data = Data.StartDate() Data.data += f'start_date={data}&' data1 = Data.StartDat Data.data += f'end_date={data1}&' def StartDate(): date_day = int(input("Insira um dia: ")) while (date_day<=0 or date_day>31): date_day = int(input("Insira um dia: ")) date_month = int(input("Insira um mês: ")) while(date_month<=0 or date_month>12): date_month = int(input("Insira um mês: ")) date_year = int(input("Insira um ano: ")) while (date_year<1999 or date_year>2022): date_year = int(input("Insira um ano: ")) return str(f'{date_year}-{date_month}-{date_day}') class BaseUrl(): data = Data.__init url = 'https://api.nasa.gov/planetary/apod?' if Data.data != "": url += Data.data url += (f'api_key={ApiKey.apikey}') def __init__(): print(BaseUrl.url) if __name__ == '__main__': BaseUrl.__init__()
Syntax Analysis: Syntax Errors Found: • Block at line 41 has no indented body • IndentationError at line 18 Fixes: • Fix indentation to match Python syntax rules
advanced
api
syntax_repair
Pythoncode:Python
3
2
1,581
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom apikey import ApiKey\nclass Data:\n data = ''\n def __init__():\n #print(\"##########################################\")\n print(\"Gostaria de ver quais tipos de resultados?\")\n print(\"1 - Hoje\")\n print(\"2 - Uma data espec\u00edfica\")\n #print(\"3 - Entre uma data e outra\")\n a = int(input(\"\"))\n while a<=0 or a>3:\n print(\"*Escolha inv\u00e1lida*\")\n a = int(input(\"\"))\n if a==1:\n Data.data = ''\n elif a==2:\n data = Data.StartDate()\n Data.data += f'date={data}&'\n elif a==3:\n data = Data.StartDate()\n Data.data += f'start_date={data}&'\ndata1 = Data.StartDat\n Data.data += f'end_date={data1}&'\n\n def StartDate():\n date_day = int(input(\"Insira um dia: \"))\n while (date_day<=0 or date_day>31):\n date_day = int(input(\"Insira um dia: \"))\n \n date_month = int(input(\"Insira um m\u00eas: \"))\n while(date_month<=0 or date_month>12):\n date_month = int(input(\"Insira um m\u00eas: \"))\n \n date_year = int(input(\"Insira um ano: \"))\n while (date_year<1999 or date_year>2022):\n date_year = int(input(\"Insira um ano: \"))\n \n return str(f'{date_year}-{date_month}-{date_day}')\n\n\nclass BaseUrl():\ndata = Data.__init\n url = 'https://api.nasa.gov/planetary/apod?' \n if Data.data != \"\":\n url += Data.data\n url += (f'api_key={ApiKey.apikey}')\n def __init__():\n print(BaseUrl.url)\n\nif __name__ == '__main__':\n BaseUrl.__init__()"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Block at line 41 has no indented body\n \u2022 IndentationError at line 18\n\n Fixes:\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
c01242800f64af623b9c971a1c4a5092d242c4ab
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- # # Copyright (C) IBM Corporation 2018 # # 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
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
advanced
testing
error_detection
Pythoncode:Python
1
1
599
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n#\n# Copyright (C) IBM Corporation 2018\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"}, {"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
c012431e3e1609c2a8f015e12da7e692df596653
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: from setuptools import setup # Get the long description from the README file with open('README.md') as fp: long_description = fp.read() setup( name='biocrnpyler', version='1.1.1', author='BuildACell', url='https://github.com/BuildACell/biocrnpyler/', description='A chemical reaction network compiler for generating large biological circuit models', long_description=long_description, packages=['biocrnpyler'], classifiers=[ 'Development Status :: 5 - Production/Stable', 'Intended Audience :: Science/Research', 'License :: OSI Approved :: BSD License', 'Programming Language :: Python :: 3.6', 'Topic :: Software Development', 'Topic :: Scientific/Engineering', 'Operating System :: OS Independent', ], install_requires=[ "python-libsbml", ], extras_require = { "all": [ "numpy", "matplotlib", "networkx", "bokeh>=1.4.0", "fa2", "jupyter", "pytest", "pytest-cov", "nbconvert" ], }, tests_require=["pytest", "pytest-cov"], setup_requires=["pytest-runner"], python_requires='>=3.6', keywords="SBML synthetic systems biology modeling Chemical Reaction Network CRN model", project_urls={ 'Documentation': 'https://readthedocs.org/projects/biocrnpyler/', 'Funding': 'http://www.cds.caltech.edu/~murray/wiki/index.php?title=Developing_Standardized_Cell-Free_Platforms_for_Rapid_Prototyping_of_Synthetic_Biology_Circuits_and_Pathways', 'Source': 'https://github.com/BuildACell/biocrnpyler', 'Tracker': 'https://github.com/BuildACell/BioCRNPyler/issues', }, # give an installation message about bioscrape / roadrunner. )
Error Analysis: Error Type: BROKEN_INDENTATION Error: IndentationError: unexpected indent Fix: Fix indentation to match Python syntax rules
intermediate
testing
error_detection
Pythoncode:Python
0
0
1,820
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom setuptools import setup\n\n# Get the long description from the README file\nwith open('README.md') as fp:\n long_description = fp.read()\n\nsetup(\n name='biocrnpyler',\n version='1.1.1',\n author='BuildACell',\n url='https://github.com/BuildACell/biocrnpyler/',\n description='A chemical reaction network compiler for generating large biological circuit models',\n long_description=long_description,\n packages=['biocrnpyler'],\n classifiers=[\n 'Development Status :: 5 - Production/Stable',\n 'Intended Audience :: Science/Research',\n 'License :: OSI Approved :: BSD License',\n 'Programming Language :: Python :: 3.6',\n 'Topic :: Software Development',\n 'Topic :: Scientific/Engineering',\n 'Operating System :: OS Independent',\n ],\n install_requires=[\n \"python-libsbml\",\n ],\n extras_require = { \n \"all\": [\n \"numpy\",\n \"matplotlib\",\n \"networkx\",\n \"bokeh>=1.4.0\",\n \"fa2\",\n \"jupyter\",\n \"pytest\",\n \"pytest-cov\",\n \"nbconvert\"\n ],\n },\n tests_require=[\"pytest\", \"pytest-cov\"],\n setup_requires=[\"pytest-runner\"],\n python_requires='>=3.6',\n keywords=\"SBML synthetic systems biology modeling Chemical Reaction Network CRN model\",\n project_urls={\n 'Documentation': 'https://readthedocs.org/projects/biocrnpyler/',\n 'Funding': 'http://www.cds.caltech.edu/~murray/wiki/index.php?title=Developing_Standardized_Cell-Free_Platforms_for_Rapid_Prototyping_of_Synthetic_Biology_Circuits_and_Pathways',\n 'Source': 'https://github.com/BuildACell/biocrnpyler',\n 'Tracker': 'https://github.com/BuildACell/BioCRNPyler/issues',\n }, # give an installation message about bioscrape / roadrunner.\n)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: BROKEN_INDENTATION\n Error: IndentationError: unexpected indent\n\n Fix: Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
c012dd82bbcfdd84802adeaa0fc3da7bc0fb4f64
TheStack--python--010.parquet
Review this Pythoncode:Python code: # Copyright 2021 MosaicML. All Rights Reserved. """ Fixtures available in doctests. The script is run before any doctests are executed, so all imports and variables are available in any doctest. The output of this setup script does not show up in the documentation. """ import functools import os import sys import numpy as np import torch.optim import torch.utils.data from PIL import Image from composer import * # Make all composer imports available in doctests from composer.datasets.synthetic import SyntheticBatchPairDataset from composer.trainer import Trainer from composer.utils import * # Make all composer.utils imports available in doctests from torch.optim.lr_scheduler import CosineAnnealingLR # Need to insert the repo root at the beginning of the path, since there may be other modules named `tests` # Assuming that docs generation is running from the `docs` directory _docs_dir = os.path.abspath(".") _repo_root = os.path.dirname(_docs_dir) if sys.path[0] != _repo_root: sys.path.insert(0, _repo_root) from tests.fixtures.models import SimpleBatchPairModel num_channels = 3 num_classes = 10 data_shape = (num_channels, 5, 5) model = SimpleBatchPairModel(num_channels, num_classes) optimizer = torch.optim.SGD(model.parameters(), lr=0.001) scheduler = CosineAnnealingLR(optimizer, T_max=1) dataset = SyntheticBatchPairDataset( total_dataset_size=100, data_shape=data_shape, num_classes=num_classes, num_unique_samples_to_create=10, ) train_dataset = dataset eval_dataset = dataset batch_size = 10 train_dataloader = torch.utils.data.DataLoader( train_dataset, batch_size=batch_size, num_workers=0, pin_memory=False, drop_last=True, ) eval_dataloader = torch.utils.data.DataLoader( eval_dataset, batch_size=batch_size, num_workers=0, pin_memory=False, drop_last=False, ) state = State( model=model, optimizers=optimizer, grad_accum=1, train_dataloader=train_dataloader, evaluators=[], max_duration="1ep", precision="fp32", ) logger = Logger(state) engine = Engine(state, logger) image = Image.fromarray(np.random.randint(0, 256, size=(32, 32, 3), dtype=np.uint8)) # error: "randn" is not a known member of module (reportGeneralTypeIssues) X_example = torch.randn(batch_size, num_channels, 32, 32) # type: ignore # error: "randn" is not a known member of module (reportGeneralTypeIssues) logits = torch.randn(batch_size, num_classes) # type: ignore # error: "randint" is not a known member of module (reportGeneralTypeIssues) y_example = torch.randint(num_classes, (batch_size,)) # type: ignore # bind the required arguments to the Trainer so it can be used without arguments in the doctests Trainer = functools.partial( Trainer, model=model, max_duration="1ep", train_dataloader=train_dataloader, eval_dataloader=eval_dataloader, )
Code Review: ❌ Critical issues: Unterminated string literal at line 3 ⚠️ Code quality: Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 62 Unexpected indentation at line 66 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 70 Unexpected indentation at line 74 Unexpected indentation at line 75 Unexpected indentation at line 76 Unexpected indentation at line 77 Unexpected indentation at line 78 Unexpected indentation at line 79 Unexpected indentation at line 80 Unexpected indentation at line 98 Unexpected indentation at line 99 Unexpected indentation at line 100 Unexpected indentation at line 101 Unexpected indentation at line 102 Avoid 'import *' at line 19 - import specific names Avoid 'import *' at line 22 - import specific names ✨ Improvements: Add closing quote at line 3
intermediate
testing
code_review
Pythoncode:Python
0
0
2,882
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Copyright 2021 MosaicML. All Rights Reserved.\n\n\"\"\"\nFixtures available in doctests.\n\nThe script is run before any doctests are executed,\nso all imports and variables are available in any doctest.\nThe output of this setup script does not show up in the documentation.\n\"\"\"\nimport functools\nimport os\nimport sys\n\nimport numpy as np\nimport torch.optim\nimport torch.utils.data\nfrom PIL import Image\n\nfrom composer import * # Make all composer imports available in doctests\nfrom composer.datasets.synthetic import SyntheticBatchPairDataset\nfrom composer.trainer import Trainer\nfrom composer.utils import * # Make all composer.utils imports available in doctests\n\nfrom torch.optim.lr_scheduler import CosineAnnealingLR\n\n# Need to insert the repo root at the beginning of the path, since there may be other modules named `tests`\n# Assuming that docs generation is running from the `docs` directory\n_docs_dir = os.path.abspath(\".\")\n_repo_root = os.path.dirname(_docs_dir)\nif sys.path[0] != _repo_root:\n sys.path.insert(0, _repo_root)\n\nfrom tests.fixtures.models import SimpleBatchPairModel\n\nnum_channels = 3\nnum_classes = 10\ndata_shape = (num_channels, 5, 5)\n\nmodel = SimpleBatchPairModel(num_channels, num_classes)\n\noptimizer = torch.optim.SGD(model.parameters(), lr=0.001)\n\nscheduler = CosineAnnealingLR(optimizer, T_max=1)\n\ndataset = SyntheticBatchPairDataset(\n total_dataset_size=100,\n data_shape=data_shape,\n num_classes=num_classes,\n num_unique_samples_to_create=10,\n)\n\ntrain_dataset = dataset\neval_dataset = dataset\n\nbatch_size = 10\n\ntrain_dataloader = torch.utils.data.DataLoader(\n train_dataset,\n batch_size=batch_size,\n num_workers=0,\n pin_memory=False,\n drop_last=True,\n)\n\neval_dataloader = torch.utils.data.DataLoader(\n eval_dataset,\n batch_size=batch_size,\n num_workers=0,\n pin_memory=False,\n drop_last=False,\n)\n\nstate = State(\n model=model,\n optimizers=optimizer,\n grad_accum=1,\n train_dataloader=train_dataloader,\n evaluators=[],\n max_duration=\"1ep\",\n precision=\"fp32\",\n)\n\nlogger = Logger(state)\n\nengine = Engine(state, logger)\n\nimage = Image.fromarray(np.random.randint(0, 256, size=(32, 32, 3), dtype=np.uint8))\n\n# error: \"randn\" is not a known member of module (reportGeneralTypeIssues)\nX_example = torch.randn(batch_size, num_channels, 32, 32) # type: ignore\n# error: \"randn\" is not a known member of module (reportGeneralTypeIssues)\nlogits = torch.randn(batch_size, num_classes) # type: ignore\n# error: \"randint\" is not a known member of module (reportGeneralTypeIssues)\ny_example = torch.randint(num_classes, (batch_size,)) # type: ignore\n\n# bind the required arguments to the Trainer so it can be used without arguments in the doctests\nTrainer = functools.partial(\n Trainer,\n model=model,\n max_duration=\"1ep\",\n train_dataloader=train_dataloader,\n eval_dataloader=eval_dataloader,\n)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 3\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 62\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 74\n Unexpected indentation at line 75\n Unexpected indentation at line 76\n Unexpected indentation at line 77\n Unexpected indentation at line 78\n Unexpected indentation at line 79\n Unexpected indentation at line 80\n Unexpected indentation at line 98\n Unexpected indentation at line 99\n Unexpected indentation at line 100\n Unexpected indentation at line 101\n Unexpected indentation at line 102\n Avoid 'import *' at line 19 - import specific names\n Avoid 'import *' at line 22 - import specific names\n\n\u2728 Improvements:\n Add closing quote at line 3"}]
false
null
null
null
c0131b8ae60fbd72426480470aab77f55fc6a5f4
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # Copyright 2019-, Gavin E. Crooks and contributors # # This source code is licensed under the Apache License, Version 2.0 found in # the LICENSE.txt file in the root directory of this source tree. """ Unit tests for quantumflow.xbraket """ import numpy as np import pytest import quantumflow as qf from quantumflow.xbraket import ( BraketSimulator, braket_to_circuit, circuit_to_braket, ) pytest.importorskip("braket") def test_braket_to_circuit() -> None: from braket.circuits import Circuit as bkCircuit bkcirc = bkCircuit().h(0).cnot(0, 1) circ = braket_to_circuit(bkcirc) print(circ) bkcirc = bkcirc.rx(1, 0.2) bkcirc = bkcirc.xx(0, 1, np.pi * 0.5) bkcirc = bkcirc.xy(0, 2, np.pi * 0.5) circ = braket_to_circuit(bkcirc) print(circ) def test_circuit_to_qiskit() -> None: circ = qf.Circuit([qf.CNot(0, 1), qf.Rz(0.2, 1)]) bkcirc = circuit_to_braket(circ) print(bkcirc) def test_braketsimulator() -> None: circ = qf.Circuit() circ += qf.Rx(0.4, 0) circ += qf.X(0) circ += qf.H(1) circ += qf.Y(2) circ += qf.Rx(0.3, 0) circ += qf.XX(0.2, 0, 1) circ += qf.XY(0.3, 0, 1) circ += qf.ZZ(0.4, 0, 1) circ += qf.Can(0.1, 0.2, 0.2, 0, 1) circ += qf.V(0) circ += qf.CV(2, 3) circ += qf.CPhase01(2, 3) sim = BraketSimulator(circ) assert qf.states_close(circ.run(), sim.run()) # fin
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
testing
refactoring
Pythoncode:Python
3
0
1,411
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright 2019-, Gavin E. Crooks and contributors\n#\n# This source code is licensed under the Apache License, Version 2.0 found in\n# the LICENSE.txt file in the root directory of this source tree.\n\n\"\"\"\nUnit tests for quantumflow.xbraket\n\"\"\"\n\nimport numpy as np\nimport pytest\n\nimport quantumflow as qf\nfrom quantumflow.xbraket import (\n BraketSimulator,\n braket_to_circuit,\n circuit_to_braket,\n)\n\npytest.importorskip(\"braket\")\n\n\ndef test_braket_to_circuit() -> None:\n from braket.circuits import Circuit as bkCircuit\n\n bkcirc = bkCircuit().h(0).cnot(0, 1)\n\n circ = braket_to_circuit(bkcirc)\n print(circ)\n\n bkcirc = bkcirc.rx(1, 0.2)\n bkcirc = bkcirc.xx(0, 1, np.pi * 0.5)\n bkcirc = bkcirc.xy(0, 2, np.pi * 0.5)\n circ = braket_to_circuit(bkcirc)\n print(circ)\n\n\ndef test_circuit_to_qiskit() -> None:\n\n circ = qf.Circuit([qf.CNot(0, 1), qf.Rz(0.2, 1)])\n bkcirc = circuit_to_braket(circ)\n print(bkcirc)\n\n\ndef test_braketsimulator() -> None:\n circ = qf.Circuit()\n circ += qf.Rx(0.4, 0)\n circ += qf.X(0)\n circ += qf.H(1)\n circ += qf.Y(2)\n circ += qf.Rx(0.3, 0)\n circ += qf.XX(0.2, 0, 1)\n circ += qf.XY(0.3, 0, 1)\n circ += qf.ZZ(0.4, 0, 1)\n\n circ += qf.Can(0.1, 0.2, 0.2, 0, 1)\n circ += qf.V(0)\n circ += qf.CV(2, 3)\n circ += qf.CPhase01(2, 3)\n\n sim = BraketSimulator(circ)\n assert qf.states_close(circ.run(), sim.run())\n\n\n# fin"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
c01330c320d11ae2b4aaf7bb32c0349d23efed2d
TheStack--python--010.parquet
Explain this Pythoncode:Python code: #!/usr/bin/python # Copyright 2017,2018 Istio 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. import collections import linecache import string import sys import os from ruamel.yaml import YAML from __builtin__ import file # # Reads a documented Helm values.yaml file and produces a # MD formatted table. pip install ruamel to obtain the proper # YAML decoder. ruamel maintains ordering and comments. The # comments are needed in order to decode the commented helm # values.yaml file # YAML_CONFIG_DIR = "istio/install/kubernetes/helm/subcharts" ISTIO_CONFIG_DIR = "istio/install/kubernetes/helm/istio" VALUES_YAML = "values.yaml" ISTIO_IO_DIR = os.path.abspath(__file__ + "/../../") CONFIG_INDEX_DIR = "content/docs/reference/config/installation-options/index.md" def endOfTheList(context, lineNum, lastLineNum, totalNum): flag = 0 valueList = [] nextLineNum = lineNum + 1 currentLine = context[lastLineNum] whitespaces = (len(currentLine) - len(currentLine.lstrip())) / 2 if lineNum != lastLineNum: return False, valueList for nextLineNum in range(lineNum + 1, totalNum): nextLine = context[nextLineNum] if len(nextLine.lstrip()) != 0 and '#' != nextLine.lstrip()[0] and ':' in nextLine: if whitespaces >= (len(nextLine) - len(nextLine.lstrip())) / 2: if flag == 0: valueList.append(currentLine.split(':', 1)[1].strip()) return True, valueList else: return True, valueList elif len(nextLine.lstrip()) != 0 and '#' != nextLine.lstrip()[0] and ':' not in nextLine and len(nextLine.strip()) != 0: value = nextLine.replace(' ', '') valueList.append(value.lstrip('-').strip()) flag += 1; nextLineNum += 1 if lastLineNum == totalNum - 1 and len(currentLine.lstrip()) != 0 and '#' != currentLine.lstrip()[0]: valueList.append(currentLine.split(':', 1)[1].strip()) return True, valueList prdict = collections.defaultdict(list) def decode_helm_yaml(s): ret_val = '' # # Iterate through all the directories under /istio/install/kubernetes/heml/subcharts # and process the configuration options from the respective values.yaml. The # configuration option name is the name of the directory that contains values.yaml. # This name will be passed in to the the function process_helm_yaml # subchart_dir = os.path.join(ISTIO_ ... [code truncated] ...
Functions: endOfTheList, decode_helm_yaml This code demonstrates Pythoncode:Python programming.
intermediate
api
code_explanation
Pythoncode:Python
2
0
3,033
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/python\n\n# Copyright 2017,2018 Istio 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\nimport collections\nimport linecache\nimport string\nimport sys\nimport os\n\nfrom ruamel.yaml import YAML\nfrom __builtin__ import file\n\n#\n# Reads a documented Helm values.yaml file and produces a\n# MD formatted table. pip install ruamel to obtain the proper\n# YAML decoder. ruamel maintains ordering and comments. The\n# comments are needed in order to decode the commented helm\n# values.yaml file\n#\nYAML_CONFIG_DIR = \"istio/install/kubernetes/helm/subcharts\"\nISTIO_CONFIG_DIR = \"istio/install/kubernetes/helm/istio\"\nVALUES_YAML = \"values.yaml\"\nISTIO_IO_DIR = os.path.abspath(__file__ + \"/../../\")\nCONFIG_INDEX_DIR = \"content/docs/reference/config/installation-options/index.md\"\n\ndef endOfTheList(context, lineNum, lastLineNum, totalNum):\n flag = 0\n valueList = []\n nextLineNum = lineNum + 1\n currentLine = context[lastLineNum]\n whitespaces = (len(currentLine) - len(currentLine.lstrip())) / 2\n\n if lineNum != lastLineNum:\n return False, valueList\n\n for nextLineNum in range(lineNum + 1, totalNum):\n nextLine = context[nextLineNum]\n\n if len(nextLine.lstrip()) != 0 and '#' != nextLine.lstrip()[0] and ':' in nextLine:\n if whitespaces >= (len(nextLine) - len(nextLine.lstrip())) / 2:\n if flag == 0:\n valueList.append(currentLine.split(':', 1)[1].strip())\n return True, valueList\n else:\n return True, valueList\n elif len(nextLine.lstrip()) != 0 and '#' != nextLine.lstrip()[0] and ':' not in nextLine and len(nextLine.strip()) != 0:\n value = nextLine.replace(' ', '')\n valueList.append(value.lstrip('-').strip())\n flag += 1;\n nextLineNum += 1\n\n if lastLineNum == totalNum - 1 and len(currentLine.lstrip()) != 0 and '#' != currentLine.lstrip()[0]:\n valueList.append(currentLine.split(':', 1)[1].strip())\n\n return True, valueList\n\nprdict = collections.defaultdict(list)\n\ndef decode_helm_yaml(s):\n ret_val = ''\n #\n # Iterate through all the directories under /istio/install/kubernetes/heml/subcharts \n # and process the configuration options from the respective values.yaml. The\n # configuration option name is the name of the directory that contains values.yaml.\n # This name will be passed in to the the function process_helm_yaml\n #\n subchart_dir = os.path.join(ISTIO_\n\n ... [code truncated] ..."}, {"role": "assistant", "content": " Functions: endOfTheList, decode_helm_yaml\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
c013c76c38151ba3f53aa098731253c3b3d19701
TheStack--python--010.parquet
Explain this Pythoncode:Python code: class AuthenticationError(Exception): """Error for minds.com authentication issues""" pass
Classes: AuthenticationError This code demonstrates Pythoncode:Python programming.
beginner
oop
code_explanation
Pythoncode:Python
0
1
100
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nclass AuthenticationError(Exception):\n \"\"\"Error for minds.com authentication issues\"\"\"\n pass"}, {"role": "assistant", "content": " Classes: AuthenticationError\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
c013f6c7f867105d6a1f609a0ccd792b717f7bcf
TheStack--python--010.parquet
Complete this Pythoncode:Python code: import sys import math import logging import tensorflow as tf import numpy as np from libs.model.PolynomialParam import PolynomialParam # model parameters class PolynomialRegression3D: def __init__(self, order): self.poly_degree = order self.lambda_values = [1E-5, 1E-4, 1E-3] self.random_init_num = 25 self.best_order = 0 def get_number_of_params(self, order): count = 0 for i in range(order): for j in range(order - i): for k in range(order - i - j): count += 1 return count def train(self, a, b, c, y): print('training...') a = np.array(a) b = np.array(b) c = np.array(c) y = np.array(y) combined = np.stack((a, b, c, y), axis=-1) best_lambda = 1E-3 best_params = None min_error = sys.maxsize for j in range(len(self.lambda_values)): params, error = self.cross_validation( combined, self.lambda_values[j], polynomial_degree, 1E1, 1E10) if error < min_error: best_params = params min_error = error best_lambda = self.lambda_values[j]
print('Best Lambda: ' + str(best_lambda)) params, error = self.polynomial_regression( a, b, c, y, best_lambda, polynomial_degree, 1E1, 1E-6) if error < min_error: best_params = params return best_params, error def cross_validation(self, combined, lambda_value, order, learning_rate, escape_rate): np.random.shuffle(combined) length = combined.shape[0] training_count = int(math.floor(length * 0.7)) splited = np.split(combined, [training_count, length]) # separate training data to 7, 3 for cross validation a_train, b_train, c_train, y_train = splited[0].T a_validate, b_validate, c_validate, y_validate = splited[1].T params, _ = self.polynomial_regression( a_train, b_train, c_train, y_train, lambda_value, order, learning_rate, escape_rate) error = self.calculate_total_error( a_validate, b_validate, c_validate, y_validate, params, order) error = error / a_validate.shape[0] return params, error ... [4 more functiondefs truncated] ...
advanced
machine_learning
code_completion
Pythoncode:Python
4
1
2,356
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport sys\nimport math\nimport logging\nimport tensorflow as tf\nimport numpy as np\nfrom libs.model.PolynomialParam import PolynomialParam\n\n# model parameters\nclass PolynomialRegression3D:\n def __init__(self, order):\n self.poly_degree = order\n self.lambda_values = [1E-5, 1E-4, 1E-3]\n self.random_init_num = 25\n self.best_order = 0\n\n def get_number_of_params(self, order):\n count = 0\n for i in range(order):\n for j in range(order - i):\n for k in range(order - i - j):\n count += 1\n return count\n\n def train(self, a, b, c, y):\n print('training...')\n\n a = np.array(a)\n b = np.array(b)\n c = np.array(c)\n y = np.array(y)\n\n combined = np.stack((a, b, c, y), axis=-1)\n\n best_lambda = 1E-3\n best_params = None\n min_error = sys.maxsize\n\n for j in range(len(self.lambda_values)):\n params, error = self.cross_validation(\n combined, self.lambda_values[j], polynomial_degree, 1E1, 1E10)\n\n if error < min_error:\n best_params = params\n min_error = error\n best_lambda = self.lambda_values[j]"}, {"role": "assistant", "content": "\n\n print('Best Lambda: ' + str(best_lambda))\n\n params, error = self.polynomial_regression(\n a, b, c, y, best_lambda, polynomial_degree, 1E1, 1E-6)\n\n if error < min_error:\n best_params = params\n\n return best_params, error\n\n def cross_validation(self, combined, lambda_value, order, learning_rate, escape_rate):\n np.random.shuffle(combined)\n length = combined.shape[0]\n training_count = int(math.floor(length * 0.7))\n splited = np.split(combined, [training_count, length])\n\n # separate training data to 7, 3 for cross validation\n a_train, b_train, c_train, y_train = splited[0].T\n a_validate, b_validate, c_validate, y_validate = splited[1].T\n\n params, _ = self.polynomial_regression(\n a_train, b_train, c_train, y_train, lambda_value, order, learning_rate, escape_rate)\n error = self.calculate_total_error(\n a_validate, b_validate, c_validate, y_validate, params, order)\n error = error / a_validate.shape[0]\n return params, error\n\n\n ... [4 more functiondefs truncated] ..."}]
false
null
null
null
c0143ed336d89aceb2bee8eecfecfefed4c1a142
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: import os import pygame from pygame.sprite import Sprite from _utils import resource_path class Bullet(Sprite): def __init__(self, ai_game): super().__init__() self.screen = ai_game.screen self.settings = ai_game.settings self.color = ai_game.settings.bullet_color self.rect = pygame.Rect( 0, 0, self.settings.bullet_width, self.settings.bullet_height) self.rect.midtop = ai_game.ship.rect.midtop self.y = float(self.rect.y) def update(self): self.y -= self.settings.bullet_speed self.rect.y = self.y def draw_bullet(self): pygame.draw.rect(self.screen, self.color, self.rect) class Ship(Sprite): def __init__(self, ai_game): super().__init__() self.screen = ai_game.screen self.screen_rect = ai_game.screen.get_rect() self.settings = ai_game.settings self.image = pygame.image.load(resource_path('images/ship.bmp')) self.rect = self.image.get_rect() self.rect.midbottom = self.screen_rect.midbottom self.x, self.y = float(self.rect.x), float(self.rect.y) self.moving_left = False self.moving_right = False def update(self): if self.moving_left and self.rect.x > 0: self.x -= self.settings.ship_speed Error: IndentationError / Expected indented block
Fixed Code: import os import pygame from pygame.sprite import Sprite from _utils import resource_path class Bullet(Sprite): def __init__(self, ai_game): super().__init__() self.screen = ai_game.screen self.settings = ai_game.settings self.color = ai_game.settings.bullet_color self.rect = pygame.Rect( 0, 0, self.settings.bullet_width, self.settings.bullet_height) self.rect.midtop = ai_game.ship.rect.midtop self.y = float(self.rect.y) Explanation: Add body to If block or use 'pass' statement
advanced
machine_learning
error_fixing
Pythoncode:Python
7
2
1,328
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport os\nimport pygame\nfrom pygame.sprite import Sprite\n\nfrom _utils import resource_path\n\n\nclass Bullet(Sprite):\n\n def __init__(self, ai_game):\n super().__init__()\n self.screen = ai_game.screen\n self.settings = ai_game.settings\n self.color = ai_game.settings.bullet_color\n\n self.rect = pygame.Rect(\n 0, 0, self.settings.bullet_width, self.settings.bullet_height)\n self.rect.midtop = ai_game.ship.rect.midtop\n\n self.y = float(self.rect.y)\n\n def update(self):\n self.y -= self.settings.bullet_speed\n self.rect.y = self.y\n\n def draw_bullet(self):\n pygame.draw.rect(self.screen, self.color, self.rect)\n\n\nclass Ship(Sprite):\n\n def __init__(self, ai_game):\n super().__init__()\n\n self.screen = ai_game.screen\n self.screen_rect = ai_game.screen.get_rect()\n self.settings = ai_game.settings\n\n self.image = pygame.image.load(resource_path('images/ship.bmp'))\n self.rect = self.image.get_rect()\n self.rect.midbottom = self.screen_rect.midbottom\n\n self.x, self.y = float(self.rect.x), float(self.rect.y)\n\n self.moving_left = False\n self.moving_right = False\n\n def update(self):\n if self.moving_left and self.rect.x > 0:\n self.x -= self.settings.ship_speed\n\n Error: IndentationError / Expected indented block"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport os\nimport pygame\nfrom pygame.sprite import Sprite\n\nfrom _utils import resource_path\n\n\nclass Bullet(Sprite):\n\n def __init__(self, ai_game):\n super().__init__()\n self.screen = ai_game.screen\n self.settings = ai_game.settings\n self.color = ai_game.settings.bullet_color\n\n self.rect = pygame.Rect(\n 0, 0, self.settings.bullet_width, self.settings.bullet_height)\n self.rect.midtop = ai_game.ship.rect.midtop\n\n self.y = float(self.rect.y)\n\n Explanation: Add body to If block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
c014400014e0eff4e4c5f1d2f7120ba4609f4722
TheStack--python--010.parquet