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Explain this Pythoncode:Python code: from orrinjelo.utils.decorators import timeit import numpy as np def parse(lines): return np.array([[int(c) for c in line.strip()] for line in lines]) visited = [] def flash(a, x, y): global visited if (x,y) in visited: return for dx in range(-1,2): for dy in range(-1,2): if dx == 0 and dy == 0: continue if x+dx < 0 or x+dx >= a.shape[0]: continue if y+dy < 0 or y+dy >= a.shape[1]: continue a[x+dx, y+dy] += 1 visited.append((x,y)) if a[x+dx, y+dy] > 9: flash(a, x+dx, y+dy) def progress(a): global visited a += 1 x,y = np.where(a > 9) visited = [] for i in range(len(x)): flash(a,x[i],y[i]) count = np.sum(a > 9) # print('a:\n', a) a[a > 9] = 0 return a, count @timeit("Day 11 Part 1") def part1(input_str, use_rust=False): octomap = parse(input_str) total_count = 0 for i in range(100): octomap, count = progress(octomap) total_count += count return total_count @timeit("Day 11 Part 2") def part2(input_str, use_rust=False): octomap = parse(input_str) step = 0 while True: step += 1 octomap, count = progress(octomap) if count == octomap.shape[0]*octomap.shape[1]: break return step # = Test ================================================ inputlist = [ '5483143223', '2745854711', '5264556173', '6141336146', '6357385478', '4167524645', '2176841721', '6882881134', '4846848554', '5283751526', ] def test_part1(): # import matplotlib.pyplot as plt # plt.imshow(parse(inputlist)) # plt.show() assert part1(inputlist) == 1656 def test_part2(): assert part2(inputlist) == 195 import pygame import sys ... [1 more functiondefs truncated] ...
Functions: parse, flash, progress, part1, part2 This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
7
0
1,933
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom orrinjelo.utils.decorators import timeit\nimport numpy as np\n\ndef parse(lines):\n return np.array([[int(c) for c in line.strip()] for line in lines])\n\nvisited = []\ndef flash(a, x, y):\n global visited\n if (x,y) in visited:\n return\n for dx in range(-1,2):\n for dy in range(-1,2):\n if dx == 0 and dy == 0:\n continue\n if x+dx < 0 or x+dx >= a.shape[0]:\n continue\n if y+dy < 0 or y+dy >= a.shape[1]:\n continue\n a[x+dx, y+dy] += 1\n visited.append((x,y))\n if a[x+dx, y+dy] > 9:\n flash(a, x+dx, y+dy)\n\ndef progress(a):\n global visited\n a += 1\n\n x,y = np.where(a > 9)\n visited = []\n for i in range(len(x)):\n flash(a,x[i],y[i])\n\n count = np.sum(a > 9)\n # print('a:\\n', a)\n\n a[a > 9] = 0\n\n return a, count\n\n@timeit(\"Day 11 Part 1\")\ndef part1(input_str, use_rust=False):\n octomap = parse(input_str)\n total_count = 0\n\n for i in range(100):\n octomap, count = progress(octomap)\n total_count += count\n\n return total_count\n\n@timeit(\"Day 11 Part 2\")\ndef part2(input_str, use_rust=False):\n octomap = parse(input_str)\n step = 0\n while True:\n step += 1\n octomap, count = progress(octomap)\n if count == octomap.shape[0]*octomap.shape[1]:\n break\n\n return step\n\n\n# = Test ================================================\n\ninputlist = [\n '5483143223',\n '2745854711',\n '5264556173',\n '6141336146',\n '6357385478',\n '4167524645',\n '2176841721',\n '6882881134',\n '4846848554',\n '5283751526',\n]\n\ndef test_part1():\n # import matplotlib.pyplot as plt\n # plt.imshow(parse(inputlist))\n # plt.show()\n \n assert part1(inputlist) == 1656\n\n\ndef test_part2():\n assert part2(inputlist) == 195\n\nimport pygame\nimport sys\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: parse, flash, progress, part1, part2\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5dbff166d1570c685dadc7e901e806b3102dde0f
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: camera_width = 640 camera_height = 480 film_back_width = 1.417 film_back_height = 0.945 x_center = 320 y_center = 240 P_1 = (-0.023, -0.261, 2.376) p_11 = P_1[0] p_12 = P_1[1] p_13 = P_1[2] P_2 = (0.659, -0.071, 2.082) p_21 = P_2[0] p_22 = P_2[1] p_23 = P_2[2] p_1_prime = (52, 163) x_1 = p_1_prime[0] y_1 = p_1_prime[1] p_2_prime = (218, 216) x_2 = p_2_prime[0] y_2 = p_2_prime[1] f = 1.378 k_x = camera_width / film_back_width k_y = camera_height / film_back_height # f_k_x = f * k_x f_k_x = f # f_k_y = f * k_y f_k_y = f u_1_prime = (x_1 - x_center) / k_x v_1_prime = (y_1 - y_center) / k_y u_2_prime = (x_2 - x_center) / k_x v_2_prime = (y_2 - y_center) / k_y c_1_prime = (f_k_x * p_21 + (p_13 - p_23) * u_2_prime - u_2_prime/u_1_prime * f_k_x * p_11) / (f_k_x * (1 - u_2_prime/u_1_prime)) c_2_prime = (f_k_y * p_22 - (p_23 - (p_13*u_1_prime - f_k_x*(p_11 - c_1_prime))/u_1_prime) * v_2_prime) / f_k_y c_2_prime_alt = (f_k_y * p_12 - (p_13 - (p_13*u_1_prime - f_k_x*(p_11 - c_1_prime))/u_1_prime) * v_1_prime) / f_k_y c_3_prime = p_13 - (f_k_x / u_1_
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 50 - expected ')' • SyntaxError: '(' was never closed at line 50 Fix: Complete the truncated code structure
intermediate
general
error_detection
Pythoncode:Python
0
0
1,069
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\ncamera_width = 640\ncamera_height = 480\n\nfilm_back_width = 1.417\nfilm_back_height = 0.945\n\nx_center = 320\ny_center = 240\n\nP_1 = (-0.023, -0.261, 2.376)\np_11 = P_1[0]\np_12 = P_1[1]\np_13 = P_1[2]\n\nP_2 = (0.659, -0.071, 2.082)\np_21 = P_2[0]\np_22 = P_2[1]\np_23 = P_2[2]\n\np_1_prime = (52, 163)\nx_1 = p_1_prime[0]\ny_1 = p_1_prime[1]\n\np_2_prime = (218, 216)\nx_2 = p_2_prime[0]\ny_2 = p_2_prime[1]\n\nf = 1.378\nk_x = camera_width / film_back_width\nk_y = camera_height / film_back_height\n\n# f_k_x = f * k_x\nf_k_x = f\n# f_k_y = f * k_y\nf_k_y = f\n\nu_1_prime = (x_1 - x_center) / k_x\nv_1_prime = (y_1 - y_center) / k_y\n\nu_2_prime = (x_2 - x_center) / k_x\nv_2_prime = (y_2 - y_center) / k_y\n\nc_1_prime = (f_k_x * p_21 + (p_13 - p_23) * u_2_prime - u_2_prime/u_1_prime * f_k_x * p_11) / (f_k_x * (1 - u_2_prime/u_1_prime))\n\nc_2_prime = (f_k_y * p_22 - (p_23 - (p_13*u_1_prime - f_k_x*(p_11 - c_1_prime))/u_1_prime) * v_2_prime) / f_k_y\n\nc_2_prime_alt = (f_k_y * p_12 - (p_13 - (p_13*u_1_prime - f_k_x*(p_11 - c_1_prime))/u_1_prime) * v_1_prime) / f_k_y\n\nc_3_prime = p_13 - (f_k_x / u_1_"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '(' at line 50 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 50\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
5dc01810c4c1797d877a743bdf67e61535eee657
TheStack--python--000.parquet
Complete this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- def cleaner(train): sub=(train['subjects'].str.lower()).str.split(',',expand=True) sub.drop([2,3],axis=1,inplace=True) sub.columns = ['subject1','subject2'] sub.fillna('none',inplace=True) tasks = (train['tasks'].str.lower()).str.split(',',expand=True)[0] tasks.fillna('none',inplace=True) tasks.name = 'task' train = pd.concat([train,sub,tasks],axis=1).drop(['subjects','tasks'],axis=1) train.fillna('none',inplace=True) return train train = cleaner(train) corpus = train['authors']+' '+train['title']+' '+train['summary']+' '+train['subject1']+' '+train['subject2']+' '+train['task'] corpus.name = 'text' corpus = pd.concat([train['subject1'],train['subject2'],train['task'],corpus],axis=1) def phraser(corpus,workers=-1): if workers==-1: workers = os.cpu_count() chunks = np.array_split(corpus,workers) with concurrent.futures.ProcessPoolExecutor(workers) as executor: result = np.concatenate(list(tqdm.tqdm(executor.map(_add_bigrams,chunks),total=workers,desc='Phrasing using {} cores'.format(workers))),axis=0) executor.shutdown(wait=True) # result = _add_bigrams(data) global bigrams del bigrams return pd.DataFrame({'text':np.array(result)})['text'] def _add_bigrams(text): for idx in range(len(text)): length=len(text[idx])-1 word_count=0 while word_count<length: if text[idx][word_count]+' '+text[idx][word_count+1] in bigrams: text[idx][word_count] = text[idx][word_count]+' '+text[idx][word_count+1] text[idx].remove(text[idx][word_count+1]) length = len(text[idx])-1 # print(cor[i][j]+' '+cor[i][j+1])
word_count+=1 return text def _get_bigrams(corpus,min_count): text = np.copy(corpus) vocab = [word for sen in text for word in sen] ngram = [(i,j) for i,j in zip(vocab[:-1],vocab[1:])] freq = Counter(ngram) filterbi = [bigram for bigram in freq.most_common() if bigram[1]>min_count] bigrams = [" ".join(bigram[0]) for bigram in filterbi] return bigrams data = DataPreparation(corpus.reset_index(),f_size=3) data.tokenize() bigrams = _get_bigrams(data.corpus.values,min_count=700) data.corpus = phraser(data.corpus.values) bigrams = _get_bigrams(data.corpus.values,min_count=500) data.corpus = phraser(data.corpus.values) data.vocab_builder() doc, context, target_noise_ids = data.get_data(window_size=5,num_noise_words=10) model = DM(vec_dim=100,num_docs=len(data),num_words=data.vocab_size).cuda() num_workers = os.cpu_count() model.fit(doc_ids=doc,context=context,target_noise_ids=target_noise_ids,epochs=20,batch_size=8000,num_workers=num_workers) model.save_model(data.document_ids,data.args,file_name='weights')
intermediate
database
code_completion
Pythoncode:Python
4
0
2,850
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\ndef cleaner(train):\n sub=(train['subjects'].str.lower()).str.split(',',expand=True)\n sub.drop([2,3],axis=1,inplace=True)\n sub.columns = ['subject1','subject2']\n sub.fillna('none',inplace=True)\n tasks = (train['tasks'].str.lower()).str.split(',',expand=True)[0]\n tasks.fillna('none',inplace=True)\n tasks.name = 'task'\n train = pd.concat([train,sub,tasks],axis=1).drop(['subjects','tasks'],axis=1)\n train.fillna('none',inplace=True)\n return train\ntrain = cleaner(train)\ncorpus = train['authors']+' '+train['title']+' '+train['summary']+' '+train['subject1']+' '+train['subject2']+' '+train['task']\ncorpus.name = 'text'\ncorpus = pd.concat([train['subject1'],train['subject2'],train['task'],corpus],axis=1)\n\ndef phraser(corpus,workers=-1):\n if workers==-1:\n workers = os.cpu_count()\n chunks = np.array_split(corpus,workers)\n with concurrent.futures.ProcessPoolExecutor(workers) as executor:\n result = np.concatenate(list(tqdm.tqdm(executor.map(_add_bigrams,chunks),total=workers,desc='Phrasing using {} cores'.format(workers))),axis=0)\n executor.shutdown(wait=True)\n# result = _add_bigrams(data)\n global bigrams\n del bigrams\n return pd.DataFrame({'text':np.array(result)})['text']\n \n \ndef _add_bigrams(text):\n for idx in range(len(text)):\n length=len(text[idx])-1\n word_count=0\n while word_count<length:\n\n if text[idx][word_count]+' '+text[idx][word_count+1] in bigrams:\n text[idx][word_count] = text[idx][word_count]+' '+text[idx][word_count+1]\n text[idx].remove(text[idx][word_count+1])\n length = len(text[idx])-1\n # print(cor[i][j]+' '+cor[i][j+1])"}, {"role": "assistant", "content": "\n word_count+=1\n return text \n \ndef _get_bigrams(corpus,min_count):\n text = np.copy(corpus)\n vocab = [word for sen in text for word in sen]\n ngram = [(i,j) for i,j in zip(vocab[:-1],vocab[1:])]\n freq = Counter(ngram)\n filterbi = [bigram for bigram in freq.most_common() if bigram[1]>min_count]\n bigrams = [\" \".join(bigram[0]) for bigram in filterbi]\n return bigrams\n \n\ndata = DataPreparation(corpus.reset_index(),f_size=3)\ndata.tokenize()\nbigrams = _get_bigrams(data.corpus.values,min_count=700)\ndata.corpus = phraser(data.corpus.values)\nbigrams = _get_bigrams(data.corpus.values,min_count=500)\ndata.corpus = phraser(data.corpus.values)\n\ndata.vocab_builder()\ndoc, context, target_noise_ids = data.get_data(window_size=5,num_noise_words=10)\n\nmodel = DM(vec_dim=100,num_docs=len(data),num_words=data.vocab_size).cuda()\n\nnum_workers = os.cpu_count()\nmodel.fit(doc_ids=doc,context=context,target_noise_ids=target_noise_ids,epochs=20,batch_size=8000,num_workers=num_workers)\n\nmodel.save_model(data.document_ids,data.args,file_name='weights')"}]
false
null
null
null
5dc0c299dbdb6b798fc1619ba108af859bcce78e
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: # -*- coding: utf-8 -*- import datetime import pytest import requests_mock from geolink_formatter.entity import Document, File from requests.auth import HTTPBasicAuth from pyramid_oereb.contrib.sources.document import OEREBlexSource from pyramid_oereb.lib.records.documents import DocumentRecord, LegalProvisionRecord from pyramid_oereb.lib.records.office import OfficeRecord from tests.mockrequest import MockParameter def test_init(valid, cfg): if valid: assert isinstance(OEREBlexSource(**cfg), OEREBlexSource) else: with pytest.raises(AssertionError): OEREBlexSource(**cfg) @pytest.mark.parametrize('key,language,result', [ ('official_title', None, None), ('municipality', None, 'Liestal'), ('municipality', 'de', {'de': 'Liestal'}) ]) def test_get_mapped_value(key, language, result): file_ = File('Test', '/api/attachments/1', 'main') document = Document(id='test', title='Test', category='main', doctype='decree', files=[file_], enactment_date=datetime.date.today(), subtype='Liestal', authority='Office') source = OEREBlexSource(host='http://oereblex.example.com', language='de', canton='BL', mapping={'municipality': 'subtype'}) assert source._get_mapped_value(document, key, language=language) == result @pytest.mark.parametrize('i,document', [ (1, Document( id='doc1', title='Document 1', category='main', doctype='edict', authority='Office', files=[File('File 1', '/api/attachments/1', 'main')], enactment_date=datetime.date.today() )), (2, Document( id='doc2', title='Document 2', category='main', doctype='decree', authority='Office', files=[ File('File 2', '/api/attachments/2', 'main'), File('File 3', '/api/attachments/3', 'additional' ], enactment_date=datetime.date.today() )), (3, Document( id='doc1', title='Document 1', category='main', doctype='invalid', authority='Office', files=[File('File 1', '/api/attachments/1', 'main')], enactment_date=datetime.date.today() )), (4, Document( id='doc1', title='Document 1', category='main', doctype='decree', authority='Office', files=[], enactment_date=datetime.date.today() )) ]) ... [8 more functiondefs truncated] ... Error: SyntaxError: unmatched brackets
Fixed Code: # -*- coding: utf-8 -*- import datetime import pytest import requests_mock from geolink_formatter.entity import Document, File from requests.auth import HTTPBasicAuth from pyramid_oereb.contrib.sources.document import OEREBlexSource from pyramid_oereb.lib.records.documents import DocumentRecord, LegalProvisionRecord from pyramid_oereb.lib.records.office import OfficeRecord from tests.mockrequest import MockParameter def test_init(valid, cfg): if valid: assert isinstance(OEREBlexSource(**cfg), OEREBlexSource) else: with pytest.raises(AssertionError): Explanation: Add missing ')' bracket at line 56
intermediate
testing
error_fixing
Pythoncode:Python
2
0
2,506
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\nimport datetime\n\nimport pytest\nimport requests_mock\nfrom geolink_formatter.entity import Document, File\nfrom requests.auth import HTTPBasicAuth\n\nfrom pyramid_oereb.contrib.sources.document import OEREBlexSource\nfrom pyramid_oereb.lib.records.documents import DocumentRecord, LegalProvisionRecord\nfrom pyramid_oereb.lib.records.office import OfficeRecord\nfrom tests.mockrequest import MockParameter\n\n\ndef test_init(valid, cfg):\n if valid:\n assert isinstance(OEREBlexSource(**cfg), OEREBlexSource)\n else:\n with pytest.raises(AssertionError):\n OEREBlexSource(**cfg)\n\n\n@pytest.mark.parametrize('key,language,result', [\n ('official_title', None, None),\n ('municipality', None, 'Liestal'),\n ('municipality', 'de', {'de': 'Liestal'})\n])\ndef test_get_mapped_value(key, language, result):\n file_ = File('Test', '/api/attachments/1', 'main')\n document = Document(id='test', title='Test', category='main', doctype='decree', files=[file_],\n enactment_date=datetime.date.today(), subtype='Liestal', authority='Office')\n source = OEREBlexSource(host='http://oereblex.example.com', language='de', canton='BL',\n mapping={'municipality': 'subtype'})\n assert source._get_mapped_value(document, key, language=language) == result\n\n\n@pytest.mark.parametrize('i,document', [\n (1, Document(\n id='doc1',\n title='Document 1',\n category='main',\n doctype='edict',\n authority='Office',\n files=[File('File 1', '/api/attachments/1', 'main')],\n enactment_date=datetime.date.today()\n )),\n (2, Document(\n id='doc2',\n title='Document 2',\n category='main',\n doctype='decree',\n authority='Office',\n files=[\n File('File 2', '/api/attachments/2', 'main'),\n File('File 3', '/api/attachments/3', 'additional'\n ],\n enactment_date=datetime.date.today()\n )),\n (3, Document(\n id='doc1',\n title='Document 1',\n category='main',\n doctype='invalid',\n authority='Office',\n files=[File('File 1', '/api/attachments/1', 'main')],\n enactment_date=datetime.date.today()\n )),\n (4, Document(\n id='doc1',\n title='Document 1',\n category='main',\n doctype='decree',\n authority='Office',\n files=[],\n enactment_date=datetime.date.today()\n ))\n])\n\n ... [8 more functiondefs truncated] ...\n\n Error: SyntaxError: unmatched brackets"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# -*- coding: utf-8 -*-\n\nimport datetime\n\nimport pytest\nimport requests_mock\nfrom geolink_formatter.entity import Document, File\nfrom requests.auth import HTTPBasicAuth\n\nfrom pyramid_oereb.contrib.sources.document import OEREBlexSource\nfrom pyramid_oereb.lib.records.documents import DocumentRecord, LegalProvisionRecord\nfrom pyramid_oereb.lib.records.office import OfficeRecord\nfrom tests.mockrequest import MockParameter\n\n\ndef test_init(valid, cfg):\n if valid:\n assert isinstance(OEREBlexSource(**cfg), OEREBlexSource)\n else:\n with pytest.raises(AssertionError):\n\n Explanation: Add missing ')' bracket at line 56"}]
true
syntax
MISSING_BRACKETS
MEDIUM
5dc0fa811b71f512df88503ac7e13855083e0792
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # A rarely-updated module to assist in writing reload-safe talon modules using # things like threads, which are not normally safe for reloading with talon. # If this file is ever updated, you'll need to restart talon. import logging _singletons = {} def singleton(fn): name = f"{fn.__module__}.{fn.__name__}" # Do any cleanup actions from before. if name in _singletons: old = _singletons.pop(name) try: next(old) except StopIteration: pass else: logging.error( f"the old @singleton function {name} had more than one yield!" ) # Do the startup actions on the new object. it = iter(fn()) obj = next(it) # Remember the iterator so we can call the cleanup actions later. _singletons[name] = it # We want the object yielded by the iterator to be available at the name # of the function, so instead of returning a function we return an object. return obj
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
1
0
998
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# A rarely-updated module to assist in writing reload-safe talon modules using\n# things like threads, which are not normally safe for reloading with talon.\n\n# If this file is ever updated, you'll need to restart talon.\n\nimport logging\n\n_singletons = {}\n\ndef singleton(fn):\n name = f\"{fn.__module__}.{fn.__name__}\"\n # Do any cleanup actions from before.\n if name in _singletons:\n old = _singletons.pop(name)\n try:\n next(old)\n except StopIteration:\n pass\n else:\n logging.error(\n f\"the old @singleton function {name} had more than one yield!\"\n )\n\n # Do the startup actions on the new object.\n it = iter(fn())\n obj = next(it)\n\n # Remember the iterator so we can call the cleanup actions later.\n _singletons[name] = it\n\n # We want the object yielded by the iterator to be available at the name\n # of the function, so instead of returning a function we return an object.\n return obj"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5dc1607dc008e8af7451051e5d28ffb9f945411a
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import argparse import yaml from subprocess import call from train import train_bichrom if __name__ == '__main__': # parsing parser = argparse.ArgumentParser(description='Train and Evaluate Bichrom') parser.add_argument('-training_schema_yaml', required=True, help='YAML file with paths to train, test and val data') parser.add_argument('-len', help='Size of genomic windows', required=True, type=int) parser.add_argument('-outdir', required=True, help='Output directory') parser.add_argument('-nbins', type=int, required=True, help='Number of bins') args = parser.parse_args() # Complete this line with open(args.training_schema_yaml, 'r') as f: try: data_paths = yaml.safe_load(f) except yaml.YAMLError as exc: print(exc) # create the output directory: outdir = args.outdir call(['mkdir', outdir]) train_bichrom(data_paths=data_paths, outdir=outdir, seq_len=args.len, bin_size=int(args.len/args.nbins))
The missing line is: # load the yaml file with input data paths:
intermediate
testing
fill_in_the_blank
Pythoncode:Python
0
0
1,088
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport argparse\nimport yaml\nfrom subprocess import call\nfrom train import train_bichrom\n\nif __name__ == '__main__':\n # parsing\n parser = argparse.ArgumentParser(description='Train and Evaluate Bichrom')\n parser.add_argument('-training_schema_yaml', required=True,\n help='YAML file with paths to train, test and val data')\n parser.add_argument('-len', help='Size of genomic windows',\n required=True, type=int)\n parser.add_argument('-outdir', required=True, help='Output directory')\n parser.add_argument('-nbins', type=int, required=True, help='Number of bins')\n args = parser.parse_args()\n\n # Complete this line\n with open(args.training_schema_yaml, 'r') as f:\n try:\n data_paths = yaml.safe_load(f)\n except yaml.YAMLError as exc:\n print(exc)\n # create the output directory:\n outdir = args.outdir\n call(['mkdir', outdir])\n\n train_bichrom(data_paths=data_paths, outdir=outdir, seq_len=args.len,\n bin_size=int(args.len/args.nbins))"}, {"role": "assistant", "content": "The missing line is:\n # load the yaml file with input data paths:"}]
false
null
null
null
5dc1f18fa3f023890a5249859cd11435ad90ffca
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- # SPDX-License-Identifier: MIT import os import shutil import sys from pathlib import Path from distutils import log from setuptools import setup from setuptools.command.sdist import sdist as SdistCommand from cmake_build_extension import BuildExtension, CMakeExtension class BuildExtension(_BuildExtension): def build_extension(self, ext): _BuildExtension.build_extension(self, ext) ext_dir = Path(self.get_ext_fullpath(ext.name)).parent.absolute() cmake_install_prefix = ext_dir / ext.install_prefix assert cmake_install_prefix.exists(), cmake_install_prefix try: lib_path = cmake_install_prefix / "lib" assert lib_path.exists(), lib_path log.info("Removing everything under: %s", lib_path) shutil.rmtree(lib_path) inc_path = cmake_install_prefix / "include" assert inc_path.exists(), inc_path log.info("Removing everything under: %s", inc_path) shutil.rmtree(inc_path) # Windows only cm_path = cmake_install_prefix / "cmake" if cm_path.exists(): log.info("Removing everything under: %s", cm_path) shutil.rmtree(cm_path) except: log.info('Found following installed files:') # Complete this line log.info(' - %s', f) raise setup( # Package human readable information name='rapidyaml', #author='Joao Paulo Magalhaes', description='Rapid YAML - a library to parse and emit YAML, and do it fast.', url='https://github.com/biojppm/rapidyaml', license='MIT', license_files=['LICENSE.txt'], # Package contents control cmdclass={ "build_ext": BuildExtension, }, package_dir={"": PYTHON_DIR}, packages=['ryml'], ext_modules=[ext], include_package_data=True, # Requirements python_requires=">=3.7", setup_requires=['setuptools_scm'], # Extra arguments **setup_kw, )
The missing line is: for f in cmake_install_prefix.rglob("*"):
advanced
testing
fill_in_the_blank
Pythoncode:Python
1
1
2,184
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n# SPDX-License-Identifier: MIT\n\nimport os\nimport shutil\nimport sys\n\nfrom pathlib import Path\nfrom distutils import log\nfrom setuptools import setup\nfrom setuptools.command.sdist import sdist as SdistCommand\nfrom cmake_build_extension import BuildExtension, CMakeExtension\n\n class BuildExtension(_BuildExtension):\n def build_extension(self, ext):\n _BuildExtension.build_extension(self, ext)\n ext_dir = Path(self.get_ext_fullpath(ext.name)).parent.absolute()\n cmake_install_prefix = ext_dir / ext.install_prefix\n assert cmake_install_prefix.exists(), cmake_install_prefix\n try:\n lib_path = cmake_install_prefix / \"lib\"\n assert lib_path.exists(), lib_path\n log.info(\"Removing everything under: %s\", lib_path)\n shutil.rmtree(lib_path)\n\n inc_path = cmake_install_prefix / \"include\"\n assert inc_path.exists(), inc_path\n log.info(\"Removing everything under: %s\", inc_path)\n shutil.rmtree(inc_path)\n\n # Windows only\n cm_path = cmake_install_prefix / \"cmake\"\n if cm_path.exists():\n log.info(\"Removing everything under: %s\", cm_path)\n shutil.rmtree(cm_path)\n except:\n log.info('Found following installed files:')\n # Complete this line\n log.info(' - %s', f)\n raise\n\nsetup(\n # Package human readable information\n name='rapidyaml',\n #author='Joao Paulo Magalhaes',\n description='Rapid YAML - a library to parse and emit YAML, and do it fast.',\n url='https://github.com/biojppm/rapidyaml',\n license='MIT',\n license_files=['LICENSE.txt'],\n # Package contents control\n cmdclass={\n \"build_ext\": BuildExtension,\n },\n package_dir={\"\": PYTHON_DIR},\n packages=['ryml'],\n ext_modules=[ext],\n include_package_data=True,\n # Requirements\n python_requires=\">=3.7\",\n setup_requires=['setuptools_scm'],\n # Extra arguments\n **setup_kw,\n)"}, {"role": "assistant", "content": "The missing line is:\n for f in cmake_install_prefix.rglob(\"*\"):"}]
false
null
null
null
5dc26a359dc3c1de1c2351ad0bab013c4dbc10a0
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python3 # # This file is part of LiteX-Boards. # # Copyright (c) 2021 Gwenhael Goavec-Merou <gwenhael.goavec-merou@trabucayre.com> # SPDX-License-Identifier: BSD-2-Clause import argparse import subprocess from migen import * from litex_boards.platforms import digilent_arty_z7 from litex.build import tools from litex.build.xilinx import common as xil_common from litex.build.xilinx.vivado import vivado_build_args, vivado_build_argdict from litex.soc.interconnect import axi from litex.soc.interconnect import wishbone from litex.soc.cores.clock import * from litex.soc.integration.soc_core import * from litex.soc.integration.soc import SoCRegion from litex.soc.integration.builder import * from litex.soc.cores.led import LedChaser # CRG ---------------------------------------------------------------------------------------------- class _CRG(Module): def __init__(self, platform, sys_clk_freq, use_ps7_clk=False): self.rst = Signal() self
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
advanced
api
error_detection
Pythoncode:Python
1
2
987
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n\n#\n# This file is part of LiteX-Boards.\n#\n# Copyright (c) 2021 Gwenhael Goavec-Merou <gwenhael.goavec-merou@trabucayre.com>\n# SPDX-License-Identifier: BSD-2-Clause\n\nimport argparse\nimport subprocess\n\nfrom migen import *\n\nfrom litex_boards.platforms import digilent_arty_z7\nfrom litex.build import tools\nfrom litex.build.xilinx import common as xil_common\nfrom litex.build.xilinx.vivado import vivado_build_args, vivado_build_argdict\n\nfrom litex.soc.interconnect import axi\nfrom litex.soc.interconnect import wishbone\n\nfrom litex.soc.cores.clock import *\nfrom litex.soc.integration.soc_core import *\nfrom litex.soc.integration.soc import SoCRegion\nfrom litex.soc.integration.builder import *\nfrom litex.soc.cores.led import LedChaser\n\n# CRG ----------------------------------------------------------------------------------------------\n\n\nclass _CRG(Module):\n def __init__(self, platform, sys_clk_freq, use_ps7_clk=False):\n self.rst = Signal()\n self"}, {"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
5dc297d8b74fa875a21b1642232b22d90653124f
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: # -*- coding: utf-8 -*- class Parser(object): @classmethod def xpath_re(self, node, expression): regexp_namespace = "http://exslt.org/regular-expressions" items = node.xpath(expression, namespaces={'re': regexp_namespace}) return items @classmethod def drop_tag(self, nodes): if isinstance(nodes, list): for node in nodes: node.drop_tag() else: nodes.drop_tag() @classmethod def css_select(self, node, selector): return node.cssselect(selector) @classmethod def fromstring(self, html): html = encodeValue(html) self.doc = lxmlhtml.fromstring(html) return self.doc @classmethod def nodeToString(self, node): return etree.tostring(node) @classmethod def replaceTag(self, node, tag): node.tag = tag @classmethod def stripTags(self, node, *tags): etree.strip_tags(node, *tags) @classmethod def getElementById(self, node, idd): selector = '//*[@id="%s"]' % idd elems = node.xpath(selector) if elems == True: return elems[0] return None @classmethod def getElementsByTag(self, node, tag=None, attr=None, value=None, childs=False): NS = "http://exslt.org/regular-expressions" # selector = tag or '*' selector = 'descendant-or-self::%s' % (tag or '*') if attr and value: selector = '%s[re:test(@%s, "%s", "i")]' % (selector, attr, value) elems = node.xpath(selector, namespaces={"re": NS}) # remove the root node # if we have a selection tag if node in elems and (tag or childs): elems.remove(node) return elems @classmethod def appendChild(self, node, child): node.append(child) @classmethod def childNodes(self, node): return list(node) @classmethod def childNodesWithText(self, node): root = node # create the first text node # if we have some text in the node if root.text: t = lxmlhtml.HtmlElement() t.text = root.text t.tag = 'text' root.text = None root.insert(0, t) # loop childs for c, n in enumerate(list(root)): idx = root.index(n) # don't process texts nodes if n.tag == 'text': continue # create a text node for tail if n.tail: t = self.createElement(tag='text', text=n.tail, tail=None) root.insert(idx + 1, t) return list(root) @classmethod def textToPara(self, text): return self.fromstring(text) @classmethod def getChildren(self, node): return node.getchildren() @classmethod ... [17 more functiondefs truncated] ...
Logical Error Analysis: Error Type: WRONG_COMPARISON Issue: Explicit True comparison Severity: LOW Location: Line 44 Buggy code: if elems == True: Should be: if elems: Explanation: Non-pythonic comparison - works but not idiomatic Fix: Use "is/is not" for None, avoid explicit True comparison
advanced
testing
logical_errors
Pythoncode:Python
14
1
2,896
false
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nclass Parser(object):\n\n @classmethod\n def xpath_re(self, node, expression):\n regexp_namespace = \"http://exslt.org/regular-expressions\"\n items = node.xpath(expression, namespaces={'re': regexp_namespace})\n return items\n\n @classmethod\n def drop_tag(self, nodes):\n if isinstance(nodes, list):\n for node in nodes:\n node.drop_tag()\n else:\n nodes.drop_tag()\n\n @classmethod\n def css_select(self, node, selector):\n return node.cssselect(selector)\n\n @classmethod\n def fromstring(self, html):\n html = encodeValue(html)\n self.doc = lxmlhtml.fromstring(html)\n return self.doc\n\n @classmethod\n def nodeToString(self, node):\n return etree.tostring(node)\n\n @classmethod\n def replaceTag(self, node, tag):\n node.tag = tag\n\n @classmethod\n def stripTags(self, node, *tags):\n etree.strip_tags(node, *tags)\n\n @classmethod\n def getElementById(self, node, idd):\n selector = '//*[@id=\"%s\"]' % idd\n elems = node.xpath(selector)\n if elems == True:\n return elems[0]\n return None\n\n @classmethod\n def getElementsByTag(self, node, tag=None, attr=None, value=None, childs=False):\n NS = \"http://exslt.org/regular-expressions\"\n # selector = tag or '*'\n selector = 'descendant-or-self::%s' % (tag or '*')\n if attr and value:\n selector = '%s[re:test(@%s, \"%s\", \"i\")]' % (selector, attr, value)\n elems = node.xpath(selector, namespaces={\"re\": NS})\n # remove the root node\n # if we have a selection tag\n if node in elems and (tag or childs):\n elems.remove(node)\n return elems\n\n @classmethod\n def appendChild(self, node, child):\n node.append(child)\n\n @classmethod\n def childNodes(self, node):\n return list(node)\n\n @classmethod\n def childNodesWithText(self, node):\n root = node\n # create the first text node\n # if we have some text in the node\n if root.text:\n t = lxmlhtml.HtmlElement()\n t.text = root.text\n t.tag = 'text'\n root.text = None\n root.insert(0, t)\n # loop childs\n for c, n in enumerate(list(root)):\n idx = root.index(n)\n # don't process texts nodes\n if n.tag == 'text':\n continue\n # create a text node for tail\n if n.tail:\n t = self.createElement(tag='text', text=n.tail, tail=None)\n root.insert(idx + 1, t)\n return list(root)\n\n @classmethod\n def textToPara(self, text):\n return self.fromstring(text)\n\n @classmethod\n def getChildren(self, node):\n return node.getchildren()\n\n @classmethod\n\n ... [17 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_COMPARISON\n Issue: Explicit True comparison\n Severity: LOW\n\n Location: Line 44\n\n Buggy code:\n if elems == True:\n\n Should be:\n if elems:\n\n Explanation: Non-pythonic comparison - works but not idiomatic\n Fix: Use \"is/is not\" for None, avoid explicit True comparison"}]
true
logical
WRONG_COMPARISON
LOW
5dc2ee5e1dddc721c798287488da3cf41eba8ae1
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from logging import getLogger import os from typing import List, Union import psycopg2 from interface.database.sqlhandler import Cursor as AbsCursor from interface.database.sqlhandler import Result as AbsResult from interface.database.sqlhandler import SqlHandler as AbsSqlHandler from exceptions.waf import SqlTransactionException logger = getLogger("daizu").getChild("infrastracture.SqlHandler") class Result(AbsResult): def __init__(self, rowid: int): self.last_insertid = rowid def lastrowid(self) -> int: return self.last_insertid class Cursor(AbsCursor): def __init__(self, cursor): self.cursor = cursor def fetch_all(self): return self.cursor def fetch_one(self): if len(self.cursor) == 0: return []
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
advanced
database
error_detection
Pythoncode:Python
8
3
797
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom logging import getLogger\nimport os\nfrom typing import List, Union\n\nimport psycopg2\n\nfrom interface.database.sqlhandler import Cursor as AbsCursor\nfrom interface.database.sqlhandler import Result as AbsResult\nfrom interface.database.sqlhandler import SqlHandler as AbsSqlHandler\n\nfrom exceptions.waf import SqlTransactionException\n\n\nlogger = getLogger(\"daizu\").getChild(\"infrastracture.SqlHandler\")\n\n\nclass Result(AbsResult):\n def __init__(self, rowid: int):\n self.last_insertid = rowid\n\n def lastrowid(self) -> int:\n return self.last_insertid\n\n\nclass Cursor(AbsCursor):\n def __init__(self, cursor):\n self.cursor = cursor\n\n def fetch_all(self):\n return self.cursor\n\n def fetch_one(self):\n if len(self.cursor) == 0:\n return []"}, {"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
5dc3595f9215ec36727d03f139d3d859982ac98f
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from virtualisation.clock.abstractclock import AbstractClock __author__ = 'Marten Fischer (m.fischer@hs-osnabrueck.de)' from virtualisation.wrapper.parser.abstractparser import AbstractParser from virtualisation.misc.jsonobject import JSONObject as JOb import datetime as dt class XMLParser(AbstractParser): """ Maps a list of values read by a CSVReader with a given naming list """ def __init__(self, wrapper): super(XMLParser, self).__init__(wrapper) self.timestampcell = -1 if self.wrapper.getSensorDescription().isTimestampedStream():
try: self.timestampcell = -1 self.timestampformat = self.wrapper.getSensorDescription().timestamp.format except ValueError: self.timestampcell = -1 def parse(self, data, clock): raise Exception("not implemented yet!") if not data: # nothing received or nothing in the history -> nothing to parse return None
advanced
database
code_completion
Pythoncode:Python
2
1
1,001
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom virtualisation.clock.abstractclock import AbstractClock\n\n__author__ = 'Marten Fischer (m.fischer@hs-osnabrueck.de)'\n\nfrom virtualisation.wrapper.parser.abstractparser import AbstractParser\nfrom virtualisation.misc.jsonobject import JSONObject as JOb\nimport datetime as dt\n\n\nclass XMLParser(AbstractParser):\n \"\"\"\n Maps a list of values read by a CSVReader with a given naming list\n \"\"\"\n\n def __init__(self, wrapper):\n super(XMLParser, self).__init__(wrapper)\n\n self.timestampcell = -1\n if self.wrapper.getSensorDescription().isTimestampedStream():"}, {"role": "assistant", "content": "\n try:\n self.timestampcell = -1\n self.timestampformat = self.wrapper.getSensorDescription().timestamp.format\n except ValueError:\n self.timestampcell = -1\n\n def parse(self, data, clock):\n raise Exception(\"not implemented yet!\")\n if not data: # nothing received or nothing in the history -> nothing to parse\n return None"}]
false
null
null
null
5dc369e87fe800f32ded0cd2dc49e361f6723160
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: # -*- coding: utf-8 -*- class EventFormatterHelper(object): """Base class of helper for formatting event data.""" @abc.abstractmethod def FormatEventValues(self, event_values): """Formats event values using the helper. Args: event_values (dict[str, object]): event values. """ class BooleanEventFormatterHelper(EventFormatterHelper): """Helper for formatting boolean event data. Attributes: input_attribute (str): name of the attribute that contains the boolean input value. output_attribute (str): name of the attribute where the boolean output value should be stored. value_if_false (str): output value if the boolean input value is False. value_if_true (str): output value if the boolean input value is True. """ def __init__( self, input_attribute=None, output_attribute=None, value_if_false=None, value_if_true=None): """Initialized a helper for formatting boolean event data. Args: input_attribute (Optional[str]): name of the attribute that contains the boolean input value. output_attribute (Optional[str]): name of the attribute where the boolean output value should be stored. value_if_false (str): output value if the boolean input value is False. value_if_true (str): output value if the boolean input value is True. """ super(BooleanEventFormatterHelper, self).__init__() self.input_attribute = ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: self.output_attribute = output_attribute self.value_if_false = value_if_false self.value_if_true = value_if_true def FormatEventValues(self, event_values):
advanced
database
incomplete_code
Pythoncode:Python
4
4
1,455
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nclass EventFormatterHelper(object):\n \"\"\"Base class of helper for formatting event data.\"\"\"\n\n @abc.abstractmethod\n def FormatEventValues(self, event_values):\n \"\"\"Formats event values using the helper.\n\n Args:\n event_values (dict[str, object]): event values.\n \"\"\"\n\n\nclass BooleanEventFormatterHelper(EventFormatterHelper):\n \"\"\"Helper for formatting boolean event data.\n\n Attributes:\n input_attribute (str): name of the attribute that contains the boolean\n input value.\n output_attribute (str): name of the attribute where the boolean output\n value should be stored.\n value_if_false (str): output value if the boolean input value is False.\n value_if_true (str): output value if the boolean input value is True.\n \"\"\"\n\n def __init__(\n self, input_attribute=None, output_attribute=None, value_if_false=None,\n value_if_true=None):\n \"\"\"Initialized a helper for formatting boolean event data.\n\n Args:\n input_attribute (Optional[str]): name of the attribute that contains\n the boolean input value.\n output_attribute (Optional[str]): name of the attribute where the\n boolean output value should be stored.\n value_if_false (str): output value if the boolean input value is False.\n value_if_true (str): output value if the boolean input value is True.\n \"\"\"\n super(BooleanEventFormatterHelper, self).__init__()\n self.input_attribute = \n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n self.output_attribute = output_attribute\n self.value_if_false = value_if_false\n self.value_if_true = value_if_true\n\n def FormatEventValues(self, event_values):"}]
true
syntax
HARD_CUT
CRITICAL
5dc48b0f27c0b76d7893695e9d44f12dbfa7a376
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: def main(): val=int(input("input a num")) if val<10: print("A") elif val<20: Error: IndentationError / Incomplete Function
Fixed Code: def main(): val=int(input("input a num")) if val<10: print("A") elif val<20: print("B") elif val<30: print("C") else: print("D") Explanation: Complete the function 'main' body and add missing return
beginner
machine_learning
error_fixing
Pythoncode:Python
1
0
97
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\ndef main():\n val=int(input(\"input a num\"))\n if val<10:\n print(\"A\")\n elif val<20:\n\n Error: IndentationError / Incomplete Function"}, {"role": "assistant", "content": " Fixed Code:\n\n\n\ndef main():\n val=int(input(\"input a num\"))\n if val<10:\n print(\"A\")\n elif val<20:\n print(\"B\")\n elif val<30:\n print(\"C\")\n else:\n print(\"D\")\n\n Explanation: Complete the function 'main' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
5dc4b2786f8172c270a1fc651693530424b90630
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- """ Created on Fri Sep 4 22:27:11 2020 @author: M
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 2 • SyntaxError: unterminated triple-quoted string literal (detected at line 5) at line 2 Fix: Close the string literal with matching quote
intermediate
database
error_detection
Pythoncode:Python
0
0
75
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\"\"\"\nCreated on Fri Sep 4 22:27:11 2020\n\n@author: M"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 2\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 5) at line 2\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
5dc534af6da39531ee8b4ae7b4baf8841a23115e
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: from typing import List import requests from telegram import Message, Update, Bot, MessageEntity from telegram.ext import CommandHandler, run_async from emilia import dispatcher from emilia.modules.disable import DisableAbleCommandHandler from emilia.modules.helper_funcs.alternate import send_message import pynewtonmath as newton import math def simplify(update, context): args=context.args args=str(args) message = update.effective_message message.reply_text(newton.simplify('{}'.format(args[0]))) @run_async def factor(update, context): args=context.args args=str(args) message = update.effective_message message.reply_text(newton.factor('{}'.format(args[0]))) @run_async def derive(update, context): args=context.args args=str(args) message = update.effective_message message.reply_text(newton.derive('{}'.format(args[0]))) @run_async def integrate(update, context): args=context.args args=str(args) message = update.effective_message message.reply_text(newton.integrate('{}'.format(args[0]))) @run_async def zeroes(update, context): args=context.args args=str(args) message = update.effective_message message.reply_text(newton.zeroes('{}'.format(args[0]))) @run_async def tangent(update, context): args=context.args args=str(args) message = update.effective_message message.reply_text(newton.tangent('{}'.format(args[0]))) @run_async def area(update, context): args=context.args args=str(args) message = update.effective_message message.reply_text(newton.area('{}'.format(args[0]))) @run_async def cos(update, context): args = context.args message = update.effective_message message.reply_text(math.cos(int(args[0]))) @run_async def sin(update, context): args = context.args message = update.effective_message message.reply_text(math.sin(int(args[0]))) @run_async def tan(update, context): args = context.args message = update.effective_message message.reply_text(math.tan(int(args[0]))) @run_async def arccos(update, context): args = context.args message = update.effective_message message.reply_text(math.acos(int(args[0]))) @run_async def arcsin(update, context): args = context.args message = update.effective_message message.reply_text(math.asin(int(args[0]))) @run_async def arctan(update, context): args = context.args message = update.effective_message message.reply_text(math.atan(int(args[0]))) @run_async def abs(update, context): args = context.args message = update.effective_message message.reply_text(math.fabs(int(args[0]))) @run_async ... [1 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • IndentationError at line 83 Fixes: • Complete the expression on the last line • Fix indentation to match Python syntax rules
advanced
api
syntax_repair
Pythoncode:Python
14
0
2,721
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom typing import List\nimport requests\nfrom telegram import Message, Update, Bot, MessageEntity\nfrom telegram.ext import CommandHandler, run_async\nfrom emilia import dispatcher\nfrom emilia.modules.disable import DisableAbleCommandHandler\nfrom emilia.modules.helper_funcs.alternate import send_message\nimport pynewtonmath as newton\nimport math\ndef simplify(update, context):\n args=context.args\n args=str(args)\n message = update.effective_message\n message.reply_text(newton.simplify('{}'.format(args[0])))\n\n@run_async\ndef factor(update, context):\n args=context.args\n args=str(args)\n message = update.effective_message\n message.reply_text(newton.factor('{}'.format(args[0])))\n\n@run_async\ndef derive(update, context):\n args=context.args\n args=str(args)\n message = update.effective_message\n message.reply_text(newton.derive('{}'.format(args[0])))\n\n@run_async\ndef integrate(update, context):\n args=context.args\n args=str(args)\n message = update.effective_message\n message.reply_text(newton.integrate('{}'.format(args[0])))\n\n@run_async\ndef zeroes(update, context):\n args=context.args\n args=str(args)\n message = update.effective_message\n message.reply_text(newton.zeroes('{}'.format(args[0])))\n\n@run_async\ndef tangent(update, context):\n args=context.args\n args=str(args)\n message = update.effective_message\n message.reply_text(newton.tangent('{}'.format(args[0])))\n\n@run_async\ndef area(update, context):\n args=context.args\n args=str(args)\n message = update.effective_message\n message.reply_text(newton.area('{}'.format(args[0])))\n\n\n\n\n\n@run_async\ndef cos(update, context):\n args = context.args\n message = update.effective_message\n message.reply_text(math.cos(int(args[0])))\n\n@run_async\ndef sin(update, context):\n args = context.args\n message = update.effective_message\n message.reply_text(math.sin(int(args[0])))\n\n@run_async\ndef tan(update, context):\n args = context.args\n message = update.effective_message\n message.reply_text(math.tan(int(args[0])))\n\n@run_async\ndef arccos(update, context):\n args = context.args\n message = update.effective_message\n message.reply_text(math.acos(int(args[0])))\n\n@run_async\ndef arcsin(update, context):\n args = context.args\n message = update.effective_message\n message.reply_text(math.asin(int(args[0])))\n\n@run_async\ndef arctan(update, context):\n args = context.args\n message = update.effective_message\n message.reply_text(math.atan(int(args[0])))\n\n@run_async\ndef abs(update, context):\n args = context.args\n message = update.effective_message\n message.reply_text(math.fabs(int(args[0])))\n\n@run_async\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 IndentationError at line 83\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
5dc789560fb397b3832cccec69534dcbf26e36d2
TheStack--python--000.parquet
Review this Pythoncode:Python code: # # Created on Thu Apr 22 2021 # Matteo Bjornsson # import boto3 from botocore.exceptions import ClientError import logging def create_role( iam_role_name: str, assume_role_policy_json: str, policy_arns: list ) -> iam_resource.Role: """ Create an IAM role with a given policy. :param assume_role_policy_json: A json string that represents the assume role policy defining what resources are allowed to assume the role. :param policy_arns: a list of strings representing existing policy arns to also attach to the role :return: IAM role object This method was adapted from the create_iam_role_for_lambda() method found here: https://docs.aws.amazon.com/code-samples/latest/catalog/python-lambda-boto_client_examples-lambda_basics.py.html """ try: role = iam_resource.create_role( RoleName=iam_role_name, AssumeRolePolicyDocument=assume_role_policy_json, ) # wait for the creation to complete iam_resource.meta.client.get_waiter("role_exists").wait(RoleName=iam_role_name) # attach the additional supplied policies for arn in policy_arns: role.attach_policy(PolicyArn=arn) except ClientError as error: if error.response["Error"]["Code"] == "EntityAlreadyExists": role = iam_resource.Role(iam_role_name) logging.warning("The role %s already exists. Using it.", iam_role_name) return role else: logging.error(error.response["Error"]["Message"]) logging.exception( "Couldn't create role %s or attach policy %s.", iam_role_name, str(policy_arns), ) raise else: logging.info("Created IAM role %s.", role.name) logging.info("Attached policies %s to role %s.", policy_arns, role.name) return role def create_policy(policy_name: str, policy_json: str) -> iam_resource.Policy: """ Create an IAM policy of given name and json description. Policies define permissions in AWS and can be associated with IAM roles. :param policy_json: just be a valid policy json string :return: IAM Policy object """ try: policy = iam_resource.create_policy( PolicyName=policy_name, PolicyDocument=policy_json ) except ClientError as error: if error.response["Error"]["Code"] == "EntityAlreadyExists": policy = get_policy_by_name(policy_name) logging.warning("The policy %s already exists. Using it.", policy.arn) return policy else: logging.error(error.response["Error"]["Message"]) logging.exception("Couldn't create policy %s", policy_name) raise else: logging.info("Created Policy '%s'", policy_name) return policy ... [3 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 12 Invalid syntax at line 80: ... [3 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 10 Unexpected indentation at line 13 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 38 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 70 Unexpected indentation at line 72 Unexpected indentation at line 73 Unexpected indentation at line 74 Unexpected indentation at line 76 ✨ Improvements: Complete the expression on the last line Add closing quote at line 12 Review syntax near the error location
intermediate
testing
code_review
Pythoncode:Python
2
0
2,922
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#\n# Created on Thu Apr 22 2021\n# Matteo Bjornsson\n#\nimport boto3\nfrom botocore.exceptions import ClientError\nimport logging\n\ndef create_role(\n iam_role_name: str, assume_role_policy_json: str, policy_arns: list\n) -> iam_resource.Role:\n \"\"\"\n Create an IAM role with a given policy.\n\n :param assume_role_policy_json: A json string that represents the assume\n role policy defining what resources are allowed to assume the role.\n :param policy_arns: a list of strings representing existing policy arns to\n also attach to the role\n :return: IAM role object\n\n This method was adapted from the create_iam_role_for_lambda() method found here:\n https://docs.aws.amazon.com/code-samples/latest/catalog/python-lambda-boto_client_examples-lambda_basics.py.html\n \"\"\"\n try:\n role = iam_resource.create_role(\n RoleName=iam_role_name,\n AssumeRolePolicyDocument=assume_role_policy_json,\n )\n # wait for the creation to complete\n iam_resource.meta.client.get_waiter(\"role_exists\").wait(RoleName=iam_role_name)\n # attach the additional supplied policies\n for arn in policy_arns:\n role.attach_policy(PolicyArn=arn)\n\n except ClientError as error:\n if error.response[\"Error\"][\"Code\"] == \"EntityAlreadyExists\":\n role = iam_resource.Role(iam_role_name)\n logging.warning(\"The role %s already exists. Using it.\", iam_role_name)\n return role\n else:\n logging.error(error.response[\"Error\"][\"Message\"])\n logging.exception(\n \"Couldn't create role %s or attach policy %s.\",\n iam_role_name,\n str(policy_arns),\n )\n raise\n else:\n logging.info(\"Created IAM role %s.\", role.name)\n logging.info(\"Attached policies %s to role %s.\", policy_arns, role.name)\n return role\n\n\ndef create_policy(policy_name: str, policy_json: str) -> iam_resource.Policy:\n \"\"\"\n Create an IAM policy of given name and json description.\n Policies define permissions in AWS and can be associated with IAM roles.\n :param policy_json: just be a valid policy json string\n :return: IAM Policy object\n \"\"\"\n try:\n policy = iam_resource.create_policy(\n PolicyName=policy_name, PolicyDocument=policy_json\n )\n except ClientError as error:\n if error.response[\"Error\"][\"Code\"] == \"EntityAlreadyExists\":\n policy = get_policy_by_name(policy_name)\n logging.warning(\"The policy %s already exists. Using it.\", policy.arn)\n return policy\n else:\n logging.error(error.response[\"Error\"][\"Message\"])\n logging.exception(\"Couldn't create policy %s\", policy_name)\n raise\n else:\n logging.info(\"Created Policy '%s'\", policy_name)\n return policy\n\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 12\n Invalid syntax at line 80: ... [3 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 10\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 38\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 72\n Unexpected indentation at line 73\n Unexpected indentation at line 74\n Unexpected indentation at line 76\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 12\n Review syntax near the error location"}]
false
null
null
null
5dc7dadf50bfb05ab92b9d5e96fde0df19295e15
TheStack--python--000.parquet
Debug this Pythoncode:Python code: from enum import auto, Enum class RunStatus(Enum): SUCCESS = auto() CALLED_PROCESS_ERROR = auto() FILE_NOT_FOUND = auto() PROCESS_LOOKUP_ERROR = auto() TIMEOUT_EXPIRED = auto()
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 💡 Suggestions: Add docstring to class 'RunStatus'
beginner
oop
debugging
Pythoncode:Python
0
1
199
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom enum import auto, Enum\n\n\nclass RunStatus(Enum):\n SUCCESS = auto()\n CALLED_PROCESS_ERROR = auto()\n FILE_NOT_FOUND = auto()\n PROCESS_LOOKUP_ERROR = auto()\n TIMEOUT_EXPIRED = auto()"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'RunStatus'"}]
false
null
null
null
5dcb3695e4bb82f323f1875e14dd30d0eb26c6e3
TheStack--python--000.parquet
Debug this Pythoncode:Python code: __all__ = ['cross_validation', 'metrics', 'datasets', 'recommender']
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 4 Unexpected indentation at line 5 Unexpected indentation at line 6 Unexpected indentation at line 7
beginner
data_processing
debugging
Pythoncode:Python
0
0
112
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\r\n\r\n__all__ = ['cross_validation',\r\n 'metrics',\r\n 'datasets',\r\n 'recommender']"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 4\n Unexpected indentation at line 5\n Unexpected indentation at line 6\n Unexpected indentation at line 7"}]
false
null
null
null
5dcb43dbc68228752388169be1e8b17fd1bf9290
TheStack--python--000.parquet
Review this Pythoncode:Python code: import collections import copy import intervaltree from .label import Label class LabelList: """ Represents a list of labels which describe an utterance. An utterance can have multiple label-lists. Args: idx (str): An unique identifier for the label-list within a corpus for one utterance. labels (list): The list containing the :py:class:`audiomate.annotations.Label`. Attributes: utterance (Utterance): The utterance this label-list is belonging to. label_tree (IntervalTree): The interval-tree storing the labels. Example: >>> label_list = LabelList(idx='transcription', labels=[ >>> Label('this', 0, 2), >>> Label('is', 2, 4), >>> Label('timmy', 4, 8) >>> ]) """ __slots__ = ['idx', 'label_tree', 'utterance'] def __init__(self, idx='default', labels=None): self.idx = idx self.utterance = None self.label_tree = intervaltree.IntervalTree() if labels is not None: self.update(labels) def __eq__(self, other): data_this = (self.idx, self.label_tree) data_other = (other.idx, other.label_tree) return data_this == data_other def __iter__(self): for interval in self.label_tree: yield interval.data def __len__(self): return self.label_tree.__len__() def __copy__(self): # utterance is ignored intentionally, # since it is kind of a weak ref return LabelList( idx=self.idx, labels=[iv.data for iv in self.label_tree] ) def __deepcopy__(self, memo): # utterance is ignored intentionally, # since it is kind of a weak ref return LabelList( idx=self.idx, labels=copy.deepcopy([iv.data for iv in self.label_tree], memo) ) @property def labels(self): """ Return list of labels. """ return list(self) @property def start(self): """ Return start of the earliest starting label (lower bound). """ return self.label_tree.begin() @property def end(self): """ Return end of the lastly ending label (upper bound). """ return self.label_tree.end() @property def total_length(self): """ Return the cumulative length of all labels (Number of characters). """ return sum(label.length for label in self.labels) # # Alteration # def add(self, label): """ Add a label to the end of the list. Args: label (Label): The label to add. """ label.label_list = self self.label_tree.addi(label.start, label.end, label) ... [18 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 10 Invalid syntax at line 109: ... [18 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 22 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 36 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 65 Unexpected indentation at line 66 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 72 Unexpected indentation at line 74 Unexpected indentation at line 77 Unexpected indentation at line 79 Unexpected indentation at line 82 Unexpected indentation at line 84 Unexpected indentation at line 87 Unexpected indentation at line 89 Unexpected indentation at line 90 Unexpected indentation at line 91 Unexpected indentation at line 92 Unexpected indentation at line 95 Unexpected indentation at line 96 Unexpected indentation at line 100 Unexpected indentation at line 104 Unexpected indentation at line 105 Unexpected indentation at line 106 ✨ Improvements: Complete the expression on the last line Add closing quote at line 10 Review syntax near the error location
advanced
machine_learning
code_review
Pythoncode:Python
11
1
2,853
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport collections\nimport copy\n\nimport intervaltree\n\nfrom .label import Label\n\n\nclass LabelList:\n \"\"\"\n Represents a list of labels which describe an utterance.\n An utterance can have multiple label-lists.\n\n Args:\n idx (str): An unique identifier for the label-list\n within a corpus for one utterance.\n labels (list): The list containing the\n :py:class:`audiomate.annotations.Label`.\n\n Attributes:\n utterance (Utterance): The utterance this label-list is belonging to.\n label_tree (IntervalTree): The interval-tree storing the labels.\n\n Example:\n >>> label_list = LabelList(idx='transcription', labels=[\n >>> Label('this', 0, 2),\n >>> Label('is', 2, 4),\n >>> Label('timmy', 4, 8)\n >>> ])\n \"\"\"\n\n __slots__ = ['idx', 'label_tree', 'utterance']\n\n def __init__(self, idx='default', labels=None):\n self.idx = idx\n self.utterance = None\n\n self.label_tree = intervaltree.IntervalTree()\n\n if labels is not None:\n self.update(labels)\n\n def __eq__(self, other):\n data_this = (self.idx, self.label_tree)\n data_other = (other.idx, other.label_tree)\n return data_this == data_other\n\n def __iter__(self):\n for interval in self.label_tree:\n yield interval.data\n\n def __len__(self):\n return self.label_tree.__len__()\n\n def __copy__(self):\n # utterance is ignored intentionally,\n # since it is kind of a weak ref\n return LabelList(\n idx=self.idx,\n labels=[iv.data for iv in self.label_tree]\n )\n\n def __deepcopy__(self, memo):\n # utterance is ignored intentionally,\n # since it is kind of a weak ref\n return LabelList(\n idx=self.idx,\n labels=copy.deepcopy([iv.data for iv in self.label_tree], memo)\n )\n\n @property\n def labels(self):\n \"\"\" Return list of labels. \"\"\"\n return list(self)\n\n @property\n def start(self):\n \"\"\" Return start of the earliest starting label (lower bound). \"\"\"\n return self.label_tree.begin()\n\n @property\n def end(self):\n \"\"\" Return end of the lastly ending label (upper bound). \"\"\"\n return self.label_tree.end()\n\n @property\n def total_length(self):\n \"\"\"\n Return the cumulative length of all labels\n (Number of characters).\n \"\"\"\n return sum(label.length for label in self.labels)\n\n #\n # Alteration\n #\n\n def add(self, label):\n \"\"\"\n Add a label to the end of the list.\n\n Args:\n label (Label): The label to add.\n \"\"\"\n label.label_list = self\n self.label_tree.addi(label.start, label.end, label)\n\n\n ... [18 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 10\n Invalid syntax at line 109: ... [18 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 22\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 36\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 65\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 72\n Unexpected indentation at line 74\n Unexpected indentation at line 77\n Unexpected indentation at line 79\n Unexpected indentation at line 82\n Unexpected indentation at line 84\n Unexpected indentation at line 87\n Unexpected indentation at line 89\n Unexpected indentation at line 90\n Unexpected indentation at line 91\n Unexpected indentation at line 92\n Unexpected indentation at line 95\n Unexpected indentation at line 96\n Unexpected indentation at line 100\n Unexpected indentation at line 104\n Unexpected indentation at line 105\n Unexpected indentation at line 106\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 10\n Review syntax near the error location"}]
false
null
null
null
5dcbed3a8321b9c6b63677f0f51fde0daacfda04
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import matplotlib from PyQt5.QtCore import Qt from PyQt5.QtWidgets import QHBoxLayout, QDialog, QPushButton, QWidget, QVBoxLayout, QLabel class AgeResultsWidget(QWidget): def __init__(self, results_dialog): QWidget.__init__(self) self.results_dialog = results_dialog layout = QHBoxLayout() layout.addLayout(self._create_widget()) self.setLayout(layout) results_dialog.sample_tree.tree.currentItemChanged.connect(lambda i, j: self.replot_graph()) results_dialog.configuration_changed.connect(self.replot_graph) def _create_widget(self): layout = QVBoxLayout() layout.addWidget(QLabel("Sample and spot name")) layout.addWidget(self._create_age_graph_and_point_selection()) return layout def _create_age_graph_and_point_selection(self): graph_and_points = QWidget() layout = QVBoxLayout() fig = plt.figure() self.axes = plt.axes() graph_widget, self.canvas = ui_utils.create_figure_widget(fig, self) layout.addWidget(graph_widget) graph_and_points.setLayout(layout) return graph_and_points ############### ### Actions ### ############### def replot_graph(self): current_spot = self.results_dialog.sample_tree.current_spot() config = self.results_dialog.configuration_widget.current_config if config and current_spot: self.plot_cps_graph(current_spot, config) def plot_cps_graph(self, spot, config): axis = self.axes axis.clear() if spot is None: return axis.spines['top'].set_visible(False) axis.spines['right'].set_visible(False) xs = [] ys = [] errors = [] if DataKey.AGES not in spot.data[config]: # TODO plot words on graph return ages = spot.data[config][DataKey.AGES] if len(ages) != 0: for i, age in enumerate(ages): if isinstance(age, str): continue x = i + 1 y, dy = age ... code continues ...
Completion: Missing: Function 'plot_cps_graph' is incomplete - body truncated To complete: • Complete the function 'plot_cps_graph' body and add missing return Example continuation: xs.append(x) if y is None: ys.append(0) errors.append(0) else:
advanced
database
incomplete_code
Pythoncode:Python
5
1
2,116
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport matplotlib\nfrom PyQt5.QtCore import Qt\nfrom PyQt5.QtWidgets import QHBoxLayout, QDialog, QPushButton, QWidget, QVBoxLayout, QLabel\n\nclass AgeResultsWidget(QWidget):\n def __init__(self, results_dialog):\n QWidget.__init__(self)\n\n self.results_dialog = results_dialog\n\n layout = QHBoxLayout()\n layout.addLayout(self._create_widget())\n self.setLayout(layout)\n\n results_dialog.sample_tree.tree.currentItemChanged.connect(lambda i, j: self.replot_graph())\n results_dialog.configuration_changed.connect(self.replot_graph)\n\n def _create_widget(self):\n layout = QVBoxLayout()\n layout.addWidget(QLabel(\"Sample and spot name\"))\n layout.addWidget(self._create_age_graph_and_point_selection())\n\n return layout\n\n def _create_age_graph_and_point_selection(self):\n\n graph_and_points = QWidget()\n layout = QVBoxLayout()\n\n fig = plt.figure()\n self.axes = plt.axes()\n\n graph_widget, self.canvas = ui_utils.create_figure_widget(fig, self)\n\n layout.addWidget(graph_widget)\n\n graph_and_points.setLayout(layout)\n\n return graph_and_points\n\n ###############\n ### Actions ###\n ###############\n\n def replot_graph(self):\n current_spot = self.results_dialog.sample_tree.current_spot()\n config = self.results_dialog.configuration_widget.current_config\n if config and current_spot:\n self.plot_cps_graph(current_spot, config)\n\n def plot_cps_graph(self, spot, config):\n axis = self.axes\n axis.clear()\n if spot is None:\n return\n axis.spines['top'].set_visible(False)\n axis.spines['right'].set_visible(False)\n xs = []\n ys = []\n errors = []\n if DataKey.AGES not in spot.data[config]:\n # TODO plot words on graph\n return\n ages = spot.data[config][DataKey.AGES]\n if len(ages) != 0:\n for i, age in enumerate(ages):\n if isinstance(age, str):\n continue\n x = i + 1\n y, dy = age\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'plot_cps_graph' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'plot_cps_graph' body and add missing return\n\n Example continuation:\n xs.append(x)\n if y is None:\n ys.append(0)\n errors.append(0)\n else:"}]
true
syntax
MID_FUNCTION
HIGH
5dcd4858a80507237d1cda30d4f8de4336f40710
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import pandas as pd from OCAES import ocaes # ---------------------- # create and run model # ---------------------- data = pd.read_csv('timeseries_inputs_2019.csv') inputs = ocaes.get_default_inputs() # inputs['C_well'] = 5000.0 # inputs['X_well'] = 50.0 # inputs['L_well'] = 50.0 # inputs['X_cmp'] = 0 # inputs['X_exp'] = 0 model = ocaes(data, inputs) df, s = model.get_full_results() revenue, LCOE, COVE, avoided_emissions = model.post_process(s) s['revenue'] = revenue s['LCOE'] = LCOE
s['COVE'] = COVE s['avoided_emissions'] = avoided_emissions df.to_csv('results_timeseries.csv') s.to_csv('results_values.csv') print(model.calculate_LCOE(s)) # ---------------------- # create plots using built-in functions # ---------------------- model.plot_overview() model.plot_power_energy()
intermediate
ui
code_completion
Pythoncode:Python
0
0
791
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport pandas as pd\nfrom OCAES import ocaes\n\n# ----------------------\n# create and run model\n# ----------------------\ndata = pd.read_csv('timeseries_inputs_2019.csv')\ninputs = ocaes.get_default_inputs()\n# inputs['C_well'] = 5000.0\n# inputs['X_well'] = 50.0\n# inputs['L_well'] = 50.0\n# inputs['X_cmp'] = 0\n# inputs['X_exp'] = 0\nmodel = ocaes(data, inputs)\ndf, s = model.get_full_results()\n\nrevenue, LCOE, COVE, avoided_emissions = model.post_process(s)\ns['revenue'] = revenue\ns['LCOE'] = LCOE"}, {"role": "assistant", "content": "\ns['COVE'] = COVE\ns['avoided_emissions'] = avoided_emissions\n\n\ndf.to_csv('results_timeseries.csv')\ns.to_csv('results_values.csv')\nprint(model.calculate_LCOE(s))\n\n# ----------------------\n# create plots using built-in functions\n# ----------------------\nmodel.plot_overview()\nmodel.plot_power_energy()"}]
false
null
null
null
5dcd80b6fc81b5df240724a020510872ace9a270
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: import unittest import dace import numpy as np from dace.transformation.dataflow import MapTiling, OutLocalStorage N = dace.symbol('N') @dace.program def arange(): out = np.ndarray([N], np.int32) for i in dace.map[0:N]: with dace.tasklet: o >> out[i + 1] o = i return out class LocalStorageTests(unittest.TestCase): def test_even(self): sdfg = arange.to_sdfg() sdfg.apply_transformations([MapTiling, OutLocalStorage], options=[{ 'tile_sizes': [8] }, {}]) self.assertTrue( np.array_equal(sdfg(N=16), np.arange(16, dtype=np.int32))) def test_uneven(self): # For testing uneven decomposition, use longer buffer and ensure # it's not filled over output = np.ones(20, np.int32) sdfg = arange.to_sdfg() sdfg.apply_transformations([MapTiling, OutLocalStorage], options=[{ 'tile_sizes': [5] }, {}]) dace.propagate_memlets_sdfg(sdfg) sdfg(N=16, __return=output) self.assertTrue( np.array_equal(output[:16], np.arange(16, dtype=np.int32))) self.assertTrue(np.array_equal(output[16:], np.ones(4, np.int32))) if __name__ == '__main__': unittest.main()
Logical Error Analysis: Error Type: OFF_BY_ONE Issue: Index or range is off by one Severity: MEDIUM Location: Line 14 Buggy code: o >> out[i + 1] Should be: o >> out[i] Explanation: Classic off-by-one error - will cause wrong iteration or index access Fix: Check loop bounds and array indices carefully
advanced
testing
logical_errors
Pythoncode:Python
3
1
1,442
true
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nimport unittest\nimport dace\nimport numpy as np\nfrom dace.transformation.dataflow import MapTiling, OutLocalStorage\n\nN = dace.symbol('N')\n\n\n@dace.program\ndef arange():\n out = np.ndarray([N], np.int32)\n for i in dace.map[0:N]:\n with dace.tasklet:\n o >> out[i + 1]\n o = i\n return out\n\n\nclass LocalStorageTests(unittest.TestCase):\n def test_even(self):\n sdfg = arange.to_sdfg()\n sdfg.apply_transformations([MapTiling, OutLocalStorage],\n options=[{\n 'tile_sizes': [8]\n }, {}])\n self.assertTrue(\n np.array_equal(sdfg(N=16), np.arange(16, dtype=np.int32)))\n\n def test_uneven(self):\n # For testing uneven decomposition, use longer buffer and ensure\n # it's not filled over\n output = np.ones(20, np.int32)\n sdfg = arange.to_sdfg()\n sdfg.apply_transformations([MapTiling, OutLocalStorage],\n options=[{\n 'tile_sizes': [5]\n }, {}])\n dace.propagate_memlets_sdfg(sdfg)\n sdfg(N=16, __return=output)\n self.assertTrue(\n np.array_equal(output[:16], np.arange(16, dtype=np.int32)))\n self.assertTrue(np.array_equal(output[16:], np.ones(4, np.int32)))\n\n\nif __name__ == '__main__':\n unittest.main()"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: OFF_BY_ONE\n Issue: Index or range is off by one\n Severity: MEDIUM\n\n Location: Line 14\n\n Buggy code:\n o >> out[i + 1]\n\n Should be:\n o >> out[i]\n\n Explanation: Classic off-by-one error - will cause wrong iteration or index access\n Fix: Check loop bounds and array indices carefully"}]
true
logical
OFF_BY_ONE
MEDIUM
5dcda9f4b87b5d8b72500b6efa77e38a5d14806f
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: # Licensed under a 3-clause BSD style license - see PYFITS.rst import gzip import os from .base import _BaseHDU, BITPIX2DTYPE from .hdulist import HDUList from .image import PrimaryHDU from astropy.io.fits.file import _File from astropy.io.fits.header import _pad_length from astropy.io.fits.util import fileobj_name class StreamingHDU: # Complete this line A class that provides the capability to stream data to a FITS file instead of requiring data to all be written at once. The following pseudocode illustrates its use:: header = astropy.io.fits.Header() for all the cards you need in the header: header[key] = (value, comment) shdu = astropy.io.fits.StreamingHDU('filename.fits', header) for each piece of data: shdu.write(data) shdu.close() """ ... [6 more functiondefs truncated] ...
The missing line is: """
advanced
ui
fill_in_the_blank
Pythoncode:Python
0
1
877
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Licensed under a 3-clause BSD style license - see PYFITS.rst\n\nimport gzip\nimport os\n\nfrom .base import _BaseHDU, BITPIX2DTYPE\nfrom .hdulist import HDUList\nfrom .image import PrimaryHDU\n\nfrom astropy.io.fits.file import _File\nfrom astropy.io.fits.header import _pad_length\nfrom astropy.io.fits.util import fileobj_name\n\n\nclass StreamingHDU:\n # Complete this line\n A class that provides the capability to stream data to a FITS file\n instead of requiring data to all be written at once.\n\n The following pseudocode illustrates its use::\n\n header = astropy.io.fits.Header()\n\n for all the cards you need in the header:\n header[key] = (value, comment)\n\n shdu = astropy.io.fits.StreamingHDU('filename.fits', header)\n\n for each piece of data:\n shdu.write(data)\n\n shdu.close()\n \"\"\"\n\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n \"\"\""}]
false
null
null
null
5dce8eb43814f4b1a92f8e04cfdb8ab66b1647ad
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import django from django.test import TestCase from django.template import Template, Context class genericObj(object): """ A generic object for testing templatetags """ def __init__(self): self.name = "test" self.status = "ready" def getOption(self, optionName): if optionName == "name": return self.name elif optionName == "status": return self.status def getName(self): return self.name def render(template_string, context_dict=None): """ A shortcut for testing template output. """ if context_dict is None: context_dict = {} c = Context(context_dict) t = Template(template_string) return t.render(c).strip() class object_extrasTests(TestCase): def test_callMethod(self): genObj = genericObj() template = """ {% load object_extras %} {{ obj|args:"name"|call:"getOption" }} """ context = { 'obj': genObj } self.assertEqual(render(template, context), "test") template = """ {% load object_extras %} {{ obj|call:"getName" }} """ context = { 'obj': genObj } self.assertEqual(render(template, context), "test") def test_check_type(self): genObj = genericObj() template = """ {% load object_extras %} {{ obj|obj_type:"genericObj" }} """ context = { 'obj': genObj } self.assertEqual(render(template, context), "True") template = """ {% load object_extras %} {{ obj|obj_type:"notexist" }} """ context = { 'obj': genObj } self.assertEqual(render(template, context), "False") class static_extrasTests(TestCase): def setUp(self): self.widgetTypeSetJs = set() self.widgetTypeSetJs.add('queryonclick') self.widgetTypeSetCss = set() self.widgetTypeSetCss.add('geoexttoolbar') def test_getJsStatics(self): template = """ {% load staticfiles %} {% load static_extras %} {% getJsStatics widgetTypeSet as widget_js %} {% for static_path in widget_js %} <script src="{% static static_path %}" type="text/javascript"></script> {% endfor %} """ context = { 'widgetTypeSet': self.widgetTypeSetJs } out = '<script src="/static/geoprisma/widgets/queryonclick/js/QueryOnClick.js" type="text/javascript"></script>' self.assertEqual(render(template, context), out) ... [2 more functiondefs truncated] ...
Functions: __init__, getOption, getName, render, test_callMethod Classes: genericObj, object_extrasTests, static_extrasTests This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
8
3
2,778
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport django\r\nfrom django.test import TestCase\r\nfrom django.template import Template, Context\r\n\r\n\r\nclass genericObj(object):\r\n \"\"\"\r\n A generic object for testing templatetags\r\n \"\"\"\r\n\r\n def __init__(self):\r\n self.name = \"test\"\r\n self.status = \"ready\"\r\n\r\n def getOption(self, optionName):\r\n if optionName == \"name\":\r\n return self.name\r\n elif optionName == \"status\":\r\n return self.status\r\n\r\n def getName(self):\r\n return self.name\r\n\r\n\r\ndef render(template_string, context_dict=None):\r\n \"\"\"\r\n A shortcut for testing template output.\r\n \"\"\"\r\n if context_dict is None:\r\n context_dict = {}\r\n c = Context(context_dict)\r\n t = Template(template_string)\r\n return t.render(c).strip()\r\n\r\n\r\nclass object_extrasTests(TestCase):\r\n\r\n def test_callMethod(self):\r\n genObj = genericObj()\r\n template = \"\"\"\r\n {% load object_extras %}\r\n {{ obj|args:\"name\"|call:\"getOption\" }}\r\n \"\"\"\r\n context = {\r\n 'obj': genObj\r\n }\r\n self.assertEqual(render(template, context), \"test\")\r\n\r\n template = \"\"\"\r\n {% load object_extras %}\r\n {{ obj|call:\"getName\" }}\r\n \"\"\"\r\n context = {\r\n 'obj': genObj\r\n }\r\n self.assertEqual(render(template, context), \"test\")\r\n\r\n def test_check_type(self):\r\n genObj = genericObj()\r\n template = \"\"\"\r\n {% load object_extras %}\r\n {{ obj|obj_type:\"genericObj\" }}\r\n \"\"\"\r\n context = {\r\n 'obj': genObj\r\n }\r\n self.assertEqual(render(template, context), \"True\")\r\n\r\n template = \"\"\"\r\n {% load object_extras %}\r\n {{ obj|obj_type:\"notexist\" }}\r\n \"\"\"\r\n context = {\r\n 'obj': genObj\r\n }\r\n self.assertEqual(render(template, context), \"False\")\r\n\r\n\r\nclass static_extrasTests(TestCase):\r\n\r\n def setUp(self):\r\n self.widgetTypeSetJs = set()\r\n self.widgetTypeSetJs.add('queryonclick')\r\n self.widgetTypeSetCss = set()\r\n self.widgetTypeSetCss.add('geoexttoolbar')\r\n\r\n def test_getJsStatics(self):\r\n template = \"\"\"\r\n {% load staticfiles %}\r\n {% load static_extras %}\r\n {% getJsStatics widgetTypeSet as widget_js %}\r\n {% for static_path in widget_js %}\r\n <script src=\"{% static static_path %}\" type=\"text/javascript\"></script>\r\n {% endfor %}\r\n \"\"\"\r\n context = {\r\n 'widgetTypeSet': self.widgetTypeSetJs\r\n }\r\n out = '<script src=\"/static/geoprisma/widgets/queryonclick/js/QueryOnClick.js\" type=\"text/javascript\"></script>'\r\n self.assertEqual(render(template, context), out)\r\n\r\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__, getOption, getName, render, test_callMethod\n Classes: genericObj, object_extrasTests, static_extrasTests\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5dce95b004d795178936b1032e10425b07f77812
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: # Copyright (C) 2016 Google Inc. # Licensed under http://www.apache.org/licenses/LICENSE-2.0 <see LICENSE file> class TaskGroup( WithContact, Timeboxed, Described, Titled, Slugged, db.Model): """Workflow TaskGroup model.""" __tablename__ = 'task_groups' _title_uniqueness = False workflow_id = db.Column( db.Integer, db.ForeignKey('workflows.id', ondelete="CASCADE"), nullable=False, ) lock_task_order = db.Column(db.Boolean(), nullable=True) task_group_objects = db.relationship( 'TaskGroupObject', backref='task_group', cascade='all, delete-orphan') objects = association_proxy( 'task_group_objects', 'object', 'TaskGroupObject') task_group_tasks = db.relationship( 'TaskGroupTask', backref='task_group', cascade='all, delete-orphan') cycle_task_groups = db.relationship( 'CycleTaskGroup', backref='task_group') sort_index = db.Column( db.String(length=250), default="", nullable=False) _publish_attrs = [ 'workflow', 'task_group_objects', PublishOnly('objects'), 'task_group_tasks', 'lock_task_order', 'sort_index', Error: SyntaxError / EOF
Fixed Code: # Copyright (C) 2016 Google Inc. # Licensed under http://www.apache.org/licenses/LICENSE-2.0 <see LICENSE file> class TaskGroup( WithContact, Timeboxed, Described, Titled, Slugged, db.Model): """Workflow TaskGroup model.""" __tablename__ = 'task_groups' _title_uniqueness = False workflow_id = db.Column( db.Integer, db.ForeignKey('workflows.id', ondelete="CASCADE"), nullable=False, ) lock_task_order = db.Column(db.Boolean(), nullable=True) task_group_objects = db.relationship( 'TaskGroupObject', backref='task_group', cascade='all, delete-orphan') Explanation: Complete the truncated code structure
advanced
api
error_fixing
Pythoncode:Python
2
1
1,143
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Copyright (C) 2016 Google Inc.\n# Licensed under http://www.apache.org/licenses/LICENSE-2.0 <see LICENSE file>\n\nclass TaskGroup(\n WithContact, Timeboxed, Described, Titled, Slugged, db.Model):\n \"\"\"Workflow TaskGroup model.\"\"\"\n\n __tablename__ = 'task_groups'\n _title_uniqueness = False\n\n workflow_id = db.Column(\n db.Integer,\n db.ForeignKey('workflows.id', ondelete=\"CASCADE\"),\n nullable=False,\n )\n lock_task_order = db.Column(db.Boolean(), nullable=True)\n\n task_group_objects = db.relationship(\n 'TaskGroupObject', backref='task_group', cascade='all, delete-orphan')\n\n objects = association_proxy(\n 'task_group_objects', 'object', 'TaskGroupObject')\n\n task_group_tasks = db.relationship(\n 'TaskGroupTask', backref='task_group', cascade='all, delete-orphan')\n\n cycle_task_groups = db.relationship(\n 'CycleTaskGroup', backref='task_group')\n\n sort_index = db.Column(\n db.String(length=250), default=\"\", nullable=False)\n\n _publish_attrs = [\n 'workflow',\n 'task_group_objects',\n PublishOnly('objects'),\n 'task_group_tasks',\n 'lock_task_order',\n 'sort_index',\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Copyright (C) 2016 Google Inc.\n# Licensed under http://www.apache.org/licenses/LICENSE-2.0 <see LICENSE file>\n\nclass TaskGroup(\n WithContact, Timeboxed, Described, Titled, Slugged, db.Model):\n \"\"\"Workflow TaskGroup model.\"\"\"\n\n __tablename__ = 'task_groups'\n _title_uniqueness = False\n\n workflow_id = db.Column(\n db.Integer,\n db.ForeignKey('workflows.id', ondelete=\"CASCADE\"),\n nullable=False,\n )\n lock_task_order = db.Column(db.Boolean(), nullable=True)\n\n task_group_objects = db.relationship(\n 'TaskGroupObject', backref='task_group', cascade='all, delete-orphan')\n\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
5dceeb675241617c8282ee5a28736fe976ad2fa2
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import pytest import rumps from src.app_functions.menu.change_auto_login import change_auto_login @pytest.fixture(name="basic_app") def create_app(): """Creates a basic app object with some variables to pass to functions Returns: rumps.App: Basic app """ app = rumps.App("TestApp") app.settings = {} def test_setting_is_true(mocker, basic_app): """Check if setting is changed correctly if True""" basic_app.settings["auto_login"] = True mock_function = mocker.patch("src.app_functions.menu.change_auto_login.update_menu") mocker.patch("src.app_functions.menu.change_auto_login.save_settings") change_auto_login(basic_app) assert basic_app.settings["auto_login"] is False mock_function.assert_called_once_with(basic_app) def test_setting_is_false(mocker, basic_app): """Check if setting is changed correctly if false""" basic_app.settings["auto_login"] = False mock_function = mocker.patch("src.app_functions.menu.change_auto_login.update_menu") mocker.patch("src.app_functions.menu.change_auto_login.save_settings") change_auto_login(basic_app) assert basic_app.settings["auto_login"] is True mock_function.assert_called_once_with(basic_app) ... code continues ...
Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation:
intermediate
testing
incomplete_code
Pythoncode:Python
3
0
1,233
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport pytest\nimport rumps\nfrom src.app_functions.menu.change_auto_login import change_auto_login\n\n\n@pytest.fixture(name=\"basic_app\")\ndef create_app():\n \"\"\"Creates a basic app object with some variables to pass to functions\n\n Returns:\n rumps.App: Basic app\n \"\"\"\n app = rumps.App(\"TestApp\")\n app.settings = {}\n\n\ndef test_setting_is_true(mocker, basic_app):\n \"\"\"Check if setting is changed correctly if True\"\"\"\n basic_app.settings[\"auto_login\"] = True\n mock_function = mocker.patch(\"src.app_functions.menu.change_auto_login.update_menu\")\n mocker.patch(\"src.app_functions.menu.change_auto_login.save_settings\")\n change_auto_login(basic_app)\n assert basic_app.settings[\"auto_login\"] is False\n mock_function.assert_called_once_with(basic_app)\n\n\ndef test_setting_is_false(mocker, basic_app):\n \"\"\"Check if setting is changed correctly if false\"\"\"\n basic_app.settings[\"auto_login\"] = False\n mock_function = mocker.patch(\"src.app_functions.menu.change_auto_login.update_menu\")\n mocker.patch(\"src.app_functions.menu.change_auto_login.save_settings\")\n change_auto_login(basic_app)\n assert basic_app.settings[\"auto_login\"] is True\n mock_function.assert_called_once_with(basic_app)\n\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function missing return statement\n\n To complete:\n \u2022 Add return statement to function\n\n Example continuation:"}]
true
syntax
INCOMPLETE_LOGIC
MEDIUM
5dcf0b13e0d53d6745a01c7cc15df8b5de13bc88
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # -*- coding: utf-8 -*- class cifar100_vgg19(TestProblem): """DeepOBS test problem class for the VGG 19 network on Cifar-100. The CIFAR-100 images are resized to ``224`` by ``224`` to fit the input dimension of the original VGG network, which was designed for ImageNet. Details about the architecture can be found in the `original paper`_. VGG 19 consists of 19 weight layers, of mostly convolutions. The model uses cross-entroy loss. A weight decay is used on the weights (but not the biases) which defaults to ``5e-4``. .. _original paper: https://arxiv.org/abs/1409.1556 Args: batch_size (int): Batch size to use. weight_decay (float): Weight decay factor. Weight decay (L2-regularization) is used on the weights but not the biases. Defaults to ``5e-4``. Attributes: dataset: The DeepOBS data set class for Cifar-100. train_init_op: A tensorflow operation initializing the test problem for the training phase. train_eval_init_op: A tensorflow operation initializing the test problem for evaluating on training data. test_init_op: A tensorflow operation initializing the test problem for evaluating on test data. losses: A tf.Tensor of shape (batch_size, ) containing the per-example loss values. regularizer: A scalar tf.Tensor containing a regularization term. accuracy: A scalar tf.Tensor containing the mini-batch mean accuracy. """ def __init__(self, batch_size, weight_decay=5e-4): """Create a new VGG 19 test problem instance on Cifar-100. Args: batch_size (int): Batch size to use. weight_decay (float): Weight decay factor. Weight decay (L2-regularization) is used on the weights but not the biases. Defaults to ``5e-4``. """ super(cifar100_vgg19, self).__init__(batch_size, weight_decay) ... [1 more functiondefs truncated] ...
Functions: __init__ Classes: cifar100_vgg19 This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
1
1
1,947
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nclass cifar100_vgg19(TestProblem):\n \"\"\"DeepOBS test problem class for the VGG 19 network on Cifar-100.\n\n The CIFAR-100 images are resized to ``224`` by ``224`` to fit the input\n dimension of the original VGG network, which was designed for ImageNet.\n\n Details about the architecture can be found in the `original paper`_.\n VGG 19 consists of 19 weight layers, of mostly convolutions. The model uses\n cross-entroy loss. A weight decay is used on the weights (but not the biases)\n which defaults to ``5e-4``.\n\n .. _original paper: https://arxiv.org/abs/1409.1556\n\n Args:\n batch_size (int): Batch size to use.\n weight_decay (float): Weight decay factor. Weight decay (L2-regularization)\n is used on the weights but not the biases.\n Defaults to ``5e-4``.\n\n Attributes:\n dataset: The DeepOBS data set class for Cifar-100.\n train_init_op: A tensorflow operation initializing the test problem for the\n training phase.\n train_eval_init_op: A tensorflow operation initializing the test problem for\n evaluating on training data.\n test_init_op: A tensorflow operation initializing the test problem for\n evaluating on test data.\n losses: A tf.Tensor of shape (batch_size, ) containing the per-example loss\n values.\n regularizer: A scalar tf.Tensor containing a regularization term.\n accuracy: A scalar tf.Tensor containing the mini-batch mean accuracy.\n \"\"\"\n\n def __init__(self, batch_size, weight_decay=5e-4):\n \"\"\"Create a new VGG 19 test problem instance on Cifar-100.\n\n Args:\n batch_size (int): Batch size to use.\n weight_decay (float): Weight decay factor. Weight decay (L2-regularization)\n is used on the weights but not the biases.\n Defaults to ``5e-4``.\n \"\"\"\n super(cifar100_vgg19, self).__init__(batch_size, weight_decay)\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__\n Classes: cifar100_vgg19\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5dcf455584ab00f2818650ba6fb4636dff7442e6
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: def is_leap(year): leap=False if year%400=0: leap=True elif year%4==0 and year%100!=0: leap=True else: leap=False return leap year = int(input())
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Assignment instead of comparison Severity: CRITICAL Location: Line 3 Buggy code: if year%400=0: Should be: if year%400==0: Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
beginner
general
logical_errors
Pythoncode:Python
1
0
191
false
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\ndef is_leap(year):\n leap=False\n if year%400=0:\n leap=True\n elif year%4==0 and year%100!=0:\n leap=True\n else:\n leap=False\n return leap\n\nyear = int(input())"}, {"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 3\n\n Buggy code:\n if year%400=0:\n\n Should be:\n if year%400==0:\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
5dcfe247dd1cc19b83a077ac143e29f6729063b0
TheStack--python--000.parquet
Complete this Pythoncode:Python code: """Contains utility functions.""" BIN_MODE_ARGS = {'mode', 'buffering', } TEXT_MODE_ARGS = {'mode', 'buffering', 'encoding', 'errors', 'newline'} def split_args(args): """Splits args into two groups: open args and other args. Open args are used by ``open`` function. Other args are used by ``load``/``dump`` functions. Args: args: Keyword args to split. Returns: open_args: Arguments for ``open``. other_args: Arguments for ``load``/``dump``. """ mode_args = BIN_MODE_ARGS if 'b' in args['mode'] else TEXT_MODE_ARGS open_args = {} other_args = {} for arg, value in args.items(): if arg in mode_args: open_args[arg] = value else: other_args[arg] = value return open_args, other_args def read_wrapper(load, **base_kwargs): """Wraps ``load`` function to avoid context manager boilerplate. Args: load: Function that takes the return of ``open``. **base_kwargs: Base arguments that ``open``/``load`` take. Returns: Wrapper for ``load``.
""" def wrapped(file, **kwargs): open_args, load_args = split_args({**base_kwargs, **kwargs}) with open(file, **open_args) as f: return load(f, **load_args) return wrapped def write_wrapper(dump, **base_kwargs): """Wraps ``dump`` function to avoid context manager boilerplate. Args: dump: Function that takes the return of ``open`` and data to dump. **base_kwargs: Base arguments that ``open``/``dump`` take. Returns: Wrapper for ``dump``. """ def wrapped(file, obj, **kwargs): open_args, dump_args = split_args({**base_kwargs, **kwargs}) with open(file, **open_args) as f: dump(obj, f, **dump_args) return wrapped
intermediate
machine_learning
code_completion
Pythoncode:Python
5
0
1,827
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\"\"\"Contains utility functions.\"\"\"\n\nBIN_MODE_ARGS = {'mode', 'buffering', }\nTEXT_MODE_ARGS = {'mode', 'buffering', 'encoding', 'errors', 'newline'}\n\n\ndef split_args(args):\n \"\"\"Splits args into two groups: open args and other args.\n\n Open args are used by ``open`` function. Other args are used by\n ``load``/``dump`` functions.\n\n Args:\n args: Keyword args to split.\n Returns:\n open_args: Arguments for ``open``.\n other_args: Arguments for ``load``/``dump``.\n\n \"\"\"\n mode_args = BIN_MODE_ARGS if 'b' in args['mode'] else TEXT_MODE_ARGS\n\n open_args = {}\n other_args = {}\n for arg, value in args.items():\n if arg in mode_args:\n open_args[arg] = value\n else:\n other_args[arg] = value\n\n return open_args, other_args\n\n\ndef read_wrapper(load, **base_kwargs):\n \"\"\"Wraps ``load`` function to avoid context manager boilerplate.\n\n Args:\n load: Function that takes the return of ``open``.\n **base_kwargs: Base arguments that ``open``/``load`` take.\n\n Returns:\n Wrapper for ``load``."}, {"role": "assistant", "content": "\n\n \"\"\"\n def wrapped(file, **kwargs):\n open_args, load_args = split_args({**base_kwargs, **kwargs})\n with open(file, **open_args) as f:\n return load(f, **load_args)\n\n return wrapped\n\n\ndef write_wrapper(dump, **base_kwargs):\n \"\"\"Wraps ``dump`` function to avoid context manager boilerplate.\n\n Args:\n dump: Function that takes the return of ``open`` and data to dump.\n **base_kwargs: Base arguments that ``open``/``dump`` take.\n\n Returns:\n Wrapper for ``dump``.\n\n \"\"\"\n def wrapped(file, obj, **kwargs):\n open_args, dump_args = split_args({**base_kwargs, **kwargs})\n with open(file, **open_args) as f:\n dump(obj, f, **dump_args)\n\n return wrapped"}]
false
null
null
null
5dcfe5f1b4cd41078d4a64e401536ccb2333c29f
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import asyncio import functools import time import weakref from collections import defaultdict from typing import AsyncIterable from typing import Awaitable from typing import Callable from typing import Dict from typing import List from typing import Optional from typing import TypeVar def async_ttl_cache( ttl: Optional[float] = 300, cleanup_self: bool = False, *, cache: Optional[Dict] = None, ) -> Callable[ [Callable[..., Awaitable[T]]], Callable[..., Awaitable[T]] # wrapped # inner ]: async def call_or_get_from_cache(cache, async_func, args_for_key, args, kwargs): # Please note that anything which is put into `key` will be in the # cache forever, potentially causing memory leaks. The most common # case is the `self` arg pointing to a huge object. To mitigate that # we're using `args_for_key`, which is supposed not contain any huge # objects. key = functools._make_key(args_for_key, kwargs, typed=False) try: future, last_update = cache[key] if ttl is not None and time.time() - last_update > ttl: raise KeyError except KeyError: future = asyncio.ensure_future(async_func(*args, **kwargs)) # set the timestamp to +infinity so that we always wait on the in-flight request. cache[key] = (future, float("Inf")) try: value = await future except Exception: # Only update the cache if it's the same future we awaited and # it hasn't already been updated by another coroutine # Note also that we use get() in case the key was deleted from the # cache by another coroutine
if cache.get(key) == (future, float("Inf")): del cache[key] raise else: if cache.get(key) == (future, float("Inf")): cache[key] = (future, time.time()) return value if cleanup_self: instance_caches: Dict = cache if cache is not None else defaultdict(dict) def on_delete(w): del instance_caches[w] def outer(wrapped): @functools.wraps(wrapped) async def inner(self, *args, **kwargs): w = weakref.ref(self, on_delete) self_cache = instance_caches[w] return await call_or_get_from_cache( self_cache, wrapped, args, (self,) + args, kwargs ) return inner else: cache2: Dict = cache if cache is not None else {} # Should be Dict[Any, T] but that doesn't work. ... [3 more functiondefs truncated] ...
intermediate
api
code_completion
Pythoncode:Python
3
0
2,694
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport asyncio\nimport functools\nimport time\nimport weakref\nfrom collections import defaultdict\nfrom typing import AsyncIterable\nfrom typing import Awaitable\nfrom typing import Callable\nfrom typing import Dict\nfrom typing import List\nfrom typing import Optional\nfrom typing import TypeVar\n\n\ndef async_ttl_cache(\n ttl: Optional[float] = 300,\n cleanup_self: bool = False,\n *,\n cache: Optional[Dict] = None,\n) -> Callable[\n [Callable[..., Awaitable[T]]], Callable[..., Awaitable[T]] # wrapped # inner\n]:\n async def call_or_get_from_cache(cache, async_func, args_for_key, args, kwargs):\n # Please note that anything which is put into `key` will be in the\n # cache forever, potentially causing memory leaks. The most common\n # case is the `self` arg pointing to a huge object. To mitigate that\n # we're using `args_for_key`, which is supposed not contain any huge\n # objects.\n key = functools._make_key(args_for_key, kwargs, typed=False)\n try:\n future, last_update = cache[key]\n if ttl is not None and time.time() - last_update > ttl:\n raise KeyError\n except KeyError:\n future = asyncio.ensure_future(async_func(*args, **kwargs))\n # set the timestamp to +infinity so that\u00a0we always wait on the in-flight request.\n cache[key] = (future, float(\"Inf\"))\n\n try:\n value = await future\n except Exception:\n # Only update the cache if it's the same future we awaited and\n # it hasn't already been updated by another coroutine\n # Note also that we use get() in case the key was deleted from the\n # cache by another coroutine"}, {"role": "assistant", "content": "\n if cache.get(key) == (future, float(\"Inf\")):\n del cache[key]\n raise\n else:\n if cache.get(key) == (future, float(\"Inf\")):\n cache[key] = (future, time.time())\n return value\n\n if cleanup_self:\n instance_caches: Dict = cache if cache is not None else defaultdict(dict)\n\n def on_delete(w):\n del instance_caches[w]\n\n def outer(wrapped):\n @functools.wraps(wrapped)\n async def inner(self, *args, **kwargs):\n w = weakref.ref(self, on_delete)\n self_cache = instance_caches[w]\n return await call_or_get_from_cache(\n self_cache, wrapped, args, (self,) + args, kwargs\n )\n\n return inner\n\n else:\n cache2: Dict = cache if cache is not None else {} # Should be Dict[Any, T] but that doesn't work.\n\n\n ... [3 more functiondefs truncated] ..."}]
false
null
null
null
5dd0559b06c4b507ddd6a8e8abd9d084e5c41c75
TheStack--python--000.parquet
Complete this Pythoncode:Python code: #!/usr/bin/python ''' generate dataset ''' import csv import argparse import numpy as np import sklearn.metrics import theanets from sklearn.metrics import accuracy_score import logging from trendStrategy import OptTrendStrategy, TrendStrategy from util import visu def compare(stock, field='orders', strategy="TrendStrategy_predicted", best=OptTrendStrategy.__name__): best_fname="{0}_{1}_{2}.csv".format(stock, best, field) predicted_fname="{0}_{1}_{2}.csv".format(stock, strategy, field) print "comparing",best_fname,predicted_fname best_data = np.loadtxt(best_fname, usecols=[1], delimiter=',') predicted_data = np.loadtxt(predicted_fname, usecols=[1], delimiter=',') min_size = min(len(best_data), len(predicted_data)) title = "%s vs %s" %(best, strategy) visu.compare(best_data[-min_size:], predicted_data[-min_size:], title) def load_dataset(stock, ratio=0.8, name=OptTrendStrategy.__name__): ''' return train, valid (x,y) ''' orders = np.loadtxt("{0}_{1}_orders.csv".format(stock, name), usecols=[1], delimiter=',') orders[orders==-1]=0 features = np.loadtxt("{0}_input.csv".format(stock), delimiter=',') if len(orders)!=len(features): logging.error("len(orders)!=len(features) -> %s!=%s" %(len(orders),len(features))) features = features.astype('f') orders = orders.astype('i') pos = round(len(features)*ratio) train = (features[:pos], orders[:pos]) valid = (features[pos:], orders[pos:]) return train, valid def evaluate(exp, dataset): y_true = dataset[1] y_pred = exp.network.predict(dataset[0]) print(sklearn.metrics.confusion_matrix(y_true, y_pred)) print('accuracy:',accuracy_score(y_true, y_pred)) def train_strategy(stock, ratio=0.8, min_improvement=0.001): train, valid = load_dataset(stock) n, n_input = train[0].shape exp = theanets.Experiment( theanets.Classifier, layers=(n_input, n_input*2, 2), ) exp.train(train, valid, min_improvement=min_improvement, algo='sgd', learning_rate=0.01,
momentum=0.5, hidden_l1=0.001, weight_l2=0.001, num_updates=100 ) print('training:') evaluate(exp, train) print('validation:') evaluate(exp, valid) exp.save('%s.nn' %stock) return exp def load_strategy(name, verbose=False): print("loading %s trained strategy" %name) train, valid = load_dataset(name) n, n_input = train[0].shape exp = theanets.Experiment( theanets.Classifier, layers=(n_input, n_input*2, 2), ) exp.load('%s.nn' %name) if verbose: print('training:') evaluate(exp, train) print('validation:') evaluate(exp, valid) return exp if __name__ == "__main__": parser = argparse.ArgumentParser(description=__doc__) parser.add_argument('--stock', '-s', default="TSLA", help='stock') parser.add_argument('--ratio', '-r', de ... [code truncated] ...
intermediate
database
code_completion
Pythoncode:Python
5
0
3,033
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n #!/usr/bin/python\n''' generate dataset '''\nimport csv\nimport argparse\nimport numpy as np\nimport sklearn.metrics\nimport theanets\nfrom sklearn.metrics import accuracy_score\nimport logging\nfrom trendStrategy import OptTrendStrategy, TrendStrategy\nfrom util import visu\n\ndef compare(stock, field='orders', strategy=\"TrendStrategy_predicted\", best=OptTrendStrategy.__name__):\n best_fname=\"{0}_{1}_{2}.csv\".format(stock, best, field)\n predicted_fname=\"{0}_{1}_{2}.csv\".format(stock, strategy, field)\n print \"comparing\",best_fname,predicted_fname\n best_data = np.loadtxt(best_fname, usecols=[1], delimiter=',')\n predicted_data = np.loadtxt(predicted_fname, usecols=[1], delimiter=',')\n min_size = min(len(best_data), len(predicted_data))\n title = \"%s vs %s\" %(best, strategy)\n visu.compare(best_data[-min_size:], predicted_data[-min_size:], title)\n\ndef load_dataset(stock, ratio=0.8, name=OptTrendStrategy.__name__):\n ''' return train, valid (x,y) '''\n orders = np.loadtxt(\"{0}_{1}_orders.csv\".format(stock, name), usecols=[1], delimiter=',')\n orders[orders==-1]=0\n features = np.loadtxt(\"{0}_input.csv\".format(stock), delimiter=',')\n if len(orders)!=len(features):\n logging.error(\"len(orders)!=len(features) -> %s!=%s\" %(len(orders),len(features)))\n features = features.astype('f')\n orders = orders.astype('i')\n pos = round(len(features)*ratio)\n train = (features[:pos], orders[:pos])\n valid = (features[pos:], orders[pos:])\n return train, valid\n\ndef evaluate(exp, dataset):\n y_true = dataset[1]\n y_pred = exp.network.predict(dataset[0])\n print(sklearn.metrics.confusion_matrix(y_true, y_pred))\n print('accuracy:',accuracy_score(y_true, y_pred))\n \ndef train_strategy(stock, ratio=0.8, min_improvement=0.001):\n \n train, valid = load_dataset(stock)\n n, n_input = train[0].shape\n\n exp = theanets.Experiment(\n theanets.Classifier,\n layers=(n_input, n_input*2, 2),\n )\n exp.train(train, valid, min_improvement=min_improvement,\n algo='sgd',\n learning_rate=0.01,"}, {"role": "assistant", "content": "\n momentum=0.5,\n hidden_l1=0.001,\n weight_l2=0.001,\n num_updates=100\n ) \n print('training:')\n evaluate(exp, train)\n \n print('validation:')\n evaluate(exp, valid)\n \n exp.save('%s.nn' %stock)\n return exp\n \ndef load_strategy(name, verbose=False):\n print(\"loading %s trained strategy\" %name)\n train, valid = load_dataset(name) \n n, n_input = train[0].shape\n exp = theanets.Experiment(\n theanets.Classifier,\n layers=(n_input, n_input*2, 2),\n )\n exp.load('%s.nn' %name)\n if verbose:\n print('training:')\n evaluate(exp, train)\n print('validation:')\n evaluate(exp, valid)\n return exp\n \nif __name__ == \"__main__\":\n parser = argparse.ArgumentParser(description=__doc__)\n parser.add_argument('--stock', '-s', default=\"TSLA\", help='stock')\n parser.add_argument('--ratio', '-r', de\n\n ... [code truncated] ..."}]
false
null
null
null
5dd208f2225a11d0691db8c3c2975ede5f79f7f1
TheStack--python--000.parquet
Debug this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- # This file is part of the SPORCO package. Details of the copyright # and user license can be found in the 'LICENSE.txt' file distributed # with the package. def evalerr(prm): lmbda = prm[0] b = bpdn.BPDN(D, s, lmbda, opt) x = b.solve() return np.sum(np.abs(x-x0)) # Parallel evalution of error function on lmbda grid lrng = np.logspace(1, 2, 20) sprm, sfvl, fvmx, sidx = util.grid_search(evalerr, (lrng,)) lmbda = sprm[0] print('Minimum ℓ1 error: %5.2f at 𝜆 = %.2e' % (sfvl, lmbda)) """ Once the best $\lambda$ has been determined, run BPDN with verbose display of ADMM iteration statistics. """ # Initialise and run BPDN object for best lmbda opt['Verbose'] = True b = bpdn.BPDN(D, s, lmbda, opt) x = b.solve() print("BPDN solve time: %.2fs" % b.timer.elapsed('solve')) """ Plot comparison of reference and recovered representations. """ plot.plot(np.hstack((x0, x)), title='Sparse representation', lgnd=['Reference', 'Reconstructed']) """ Plot lmbda error curve, functional value, residuals, and rho """ its = b.getitstat() fig = plot.figure(figsize=(15, 10)) plot.subplot(2, 2, 1) plot.plot(fvmx, x=lrng, ptyp='semilogx', xlbl='$\lambda$', ylbl='Error', fig=fig) plot.subplot(2, 2, 2) plot.plot(its.ObjFun, xlbl='Iterations', ylbl='Functional', fig=fig) plot.subplot(2, 2, 3) plot.plot(np.vstack((its.PrimalRsdl, its.DualRsdl)).T, ptyp='semilogy', xlbl='Iterations', ylbl='Residual', lgnd=['Primal', 'Dual'], fig=fig) plot.subplot(2, 2, 4) plot.plot(its.Rho, xlbl='Iterations', ylbl='Penalty Parameter', fig=fig) fig.show() # Wait for enter on keyboard input()
Code analysis results: 🔴 Errors found: Unterminated string literal at line 22 ⚠️ Warnings: Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 39 💡 Suggestions: Add closing quote at line 22 Add docstring to function 'evalerr' Remove debug print() at line 19 before production
intermediate
machine_learning
debugging
Pythoncode:Python
1
0
1,684
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n# This file is part of the SPORCO package. Details of the copyright\n# and user license can be found in the 'LICENSE.txt' file distributed\n# with the package.\n\ndef evalerr(prm):\n lmbda = prm[0]\n b = bpdn.BPDN(D, s, lmbda, opt)\n x = b.solve()\n return np.sum(np.abs(x-x0))\n\n\n# Parallel evalution of error function on lmbda grid\nlrng = np.logspace(1, 2, 20)\nsprm, sfvl, fvmx, sidx = util.grid_search(evalerr, (lrng,))\nlmbda = sprm[0]\n\nprint('Minimum \u21131 error: %5.2f at \ud835\udf06 = %.2e' % (sfvl, lmbda))\n\n\n\"\"\"\nOnce the best $\\lambda$ has been determined, run BPDN with verbose display of ADMM iteration statistics.\n\"\"\"\n\n# Initialise and run BPDN object for best lmbda\nopt['Verbose'] = True\nb = bpdn.BPDN(D, s, lmbda, opt)\nx = b.solve()\n\nprint(\"BPDN solve time: %.2fs\" % b.timer.elapsed('solve'))\n\n\n\"\"\"\nPlot comparison of reference and recovered representations.\n\"\"\"\n\nplot.plot(np.hstack((x0, x)), title='Sparse representation',\n lgnd=['Reference', 'Reconstructed'])\n\n\n\"\"\"\nPlot lmbda error curve, functional value, residuals, and rho\n\"\"\"\n\nits = b.getitstat()\nfig = plot.figure(figsize=(15, 10))\nplot.subplot(2, 2, 1)\nplot.plot(fvmx, x=lrng, ptyp='semilogx', xlbl='$\\lambda$',\n ylbl='Error', fig=fig)\nplot.subplot(2, 2, 2)\nplot.plot(its.ObjFun, xlbl='Iterations', ylbl='Functional', fig=fig)\nplot.subplot(2, 2, 3)\nplot.plot(np.vstack((its.PrimalRsdl, its.DualRsdl)).T,\n ptyp='semilogy', xlbl='Iterations', ylbl='Residual',\n lgnd=['Primal', 'Dual'], fig=fig)\nplot.subplot(2, 2, 4)\nplot.plot(its.Rho, xlbl='Iterations', ylbl='Penalty Parameter', fig=fig)\nfig.show()\n\n\n\n# Wait for enter on keyboard\ninput()"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 22\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 39\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 22\n Add docstring to function 'evalerr'\n Remove debug print() at line 19 before production"}]
false
null
null
null
5dd235954e00e3353720380ad5e4fd1579960a8d
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # This file was generated automatically by the Snowball to Python compiler # http://snowballstem.org/ from .basestemmer import BaseStemmer from .among import Among ... [12 more classdefs truncated] ...
This code demonstrates Pythoncode:Python programming.
intermediate
api
code_explanation
Pythoncode:Python
0
0
212
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# This file was generated automatically by the Snowball to Python compiler\n# http://snowballstem.org/\n\nfrom .basestemmer import BaseStemmer\nfrom .among import Among\n\n\n\n ... [12 more classdefs truncated] ..."}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5dd288bce128d196a30c7168a6af79b6e365abd9
TheStack--python--000.parquet
Complete this Pythoncode:Python code: # -*- coding: utf-8 -*- # ================================================================= # uspec # # Copyright (c) 2020 Takahide Nogayama # # This software is released under the MIT License. # http://opensource.org/licenses/mit-license.php # ================================================================= from __future__ import unicode_literals, print_function, division import unittest import uspec from uspec import describe, context, it ################################### class TestGame(unittest.TestCase): pass with describe("Game", test_class=TestGame): assert test_class is TestGame @it("hoge") def _(self): self.assertTrue(True) assert TestGame is not None ################################## TEST_CLASS_NAME_GAME2 = None with describe("Game2"): TEST_CLASS_NAME_GAME2 = test_class.__name__ @it("hoge")
def _(self): self.assertTrue(True) assert TEST_CLASS_NAME_GAME2 in globals() ################################## def wrap(): global TEST_CLASS_NAME_GAME3 with describe("Game3"): TEST_CLASS_NAME_GAME3 = locals()["test_class"].__name__ @it("hoge") def _(self): self.assertTrue(True) wrap() assert TEST_CLASS_NAME_GAME3 in globals() if __name__ == '__main__': import unittest unittest.main(verbosity=2)
advanced
testing
code_completion
Pythoncode:Python
4
1
1,361
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n# =================================================================\n# uspec\n#\n# Copyright (c) 2020 Takahide Nogayama\n#\n# This software is released under the MIT License.\n# http://opensource.org/licenses/mit-license.php\n# =================================================================\n\nfrom __future__ import unicode_literals, print_function, division\n\nimport unittest\nimport uspec\nfrom uspec import describe, context, it\n\n\n###################################\nclass TestGame(unittest.TestCase): pass\n\n\nwith describe(\"Game\", test_class=TestGame):\n \n assert test_class is TestGame\n \n @it(\"hoge\")\n def _(self):\n self.assertTrue(True)\n\nassert TestGame is not None\n\n##################################\nTEST_CLASS_NAME_GAME2 = None\n\nwith describe(\"Game2\"):\n TEST_CLASS_NAME_GAME2 = test_class.__name__\n\n @it(\"hoge\")"}, {"role": "assistant", "content": "\n def _(self):\n self.assertTrue(True)\n\nassert TEST_CLASS_NAME_GAME2 in globals()\n\n\n##################################\ndef wrap():\n global TEST_CLASS_NAME_GAME3\n \n with describe(\"Game3\"):\n \n TEST_CLASS_NAME_GAME3 = locals()[\"test_class\"].__name__\n \n @it(\"hoge\")\n def _(self):\n self.assertTrue(True)\n\n \nwrap()\n\nassert TEST_CLASS_NAME_GAME3 in globals()\n\nif __name__ == '__main__':\n import unittest\n unittest.main(verbosity=2)"}]
false
null
null
null
5dd337ba7906e3c3c7b8bae81a44d4305edc633f
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import pygame from game.game_logic.game import Game import matplotlib.pyplot as plt def main(): scores_history = [] GAME_COUNT = 2 for i in range(GAME_COUNT): game = Game(400, "Snake AI") score = game.start() scores_history.append(score) print("Game:", i) plt.ylim(0, 36) plt.plot(range(len(scores_history)), scores_history) plt.ylabel('Snake length') plt.xlabel('Game count') plt.show() if __name__ == "__main__": main()
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
1
0
495
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport pygame\nfrom game.game_logic.game import Game\nimport matplotlib.pyplot as plt\n\n\ndef main():\n scores_history = []\n GAME_COUNT = 2\n for i in range(GAME_COUNT):\n game = Game(400, \"Snake AI\")\n score = game.start()\n scores_history.append(score)\n print(\"Game:\", i)\n\n plt.ylim(0, 36)\n plt.plot(range(len(scores_history)), scores_history)\n plt.ylabel('Snake length')\n plt.xlabel('Game count')\n plt.show()\n\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5dd4998614beb1247cc3bb983c52f0476fab9cb0
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import os import sys from glob import glob def create_list(images_dir, output_file, img_ext=".jpg"): ImgList = os.listdir(images_dir) val_list = [] for img in ImgList: img,ext = img.split(".") val_list.append(img) with open(os.path.join(images_dir, output_file),'w') as fid: for line in val_list[:-1]: Error: SyntaxError / EOF
Fixed Code: import os import sys from glob import glob def create_list(images_dir, output_file, img_ext=".jpg"): ImgList = os.listdir(images_dir) val_list = [] for img in ImgList: img,ext = img.split(".") val_list.append(img) with open(os.path.join(images_dir, output_file),'w') as fid: for line in val_list[:-1]: fid.write(line + "\n") fid.write(val_list[-1]) Explanation: Complete the truncated code structure
intermediate
ui
error_fixing
Pythoncode:Python
2
0
353
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport os\nimport sys\nfrom glob import glob\n\n\ndef create_list(images_dir, output_file, img_ext=\".jpg\"):\n ImgList = os.listdir(images_dir)\n \n val_list = []\n\n for img in ImgList:\n img,ext = img.split(\".\")\n val_list.append(img)\n\n with open(os.path.join(images_dir, output_file),'w') as fid:\n for line in val_list[:-1]:\n \n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport os\nimport sys\nfrom glob import glob\n\n\ndef create_list(images_dir, output_file, img_ext=\".jpg\"):\n ImgList = os.listdir(images_dir)\n \n val_list = []\n\n for img in ImgList:\n img,ext = img.split(\".\")\n val_list.append(img)\n\n with open(os.path.join(images_dir, output_file),'w') as fid:\n for line in val_list[:-1]:\n fid.write(line + \"\\n\")\n \n fid.write(val_list[-1])\n\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
5dd4d65be6fbb2b5be1a2991fade5b69cc8efed5
TheStack--python--000.parquet
Explain this Pythoncode:Python code: #!/usr/bin/env python # coding: utf-8 # In[1]: # src: http://datareview.info/article/prognozirovanie-ottoka-klientov-so-scikit-learn/ # In[ ]: # Показатель оттока клиентов – бизнес-термин, описывающий # насколько интенсивно клиенты покидают компанию или # прекращают оплачивать товары или услуги. # Это ключевой показатель для многих компаний, потому что # зачастую приобретение новых клиентов обходится намного дороже, # чем удержание старых (в некоторых случаях от 5 до 20 раз дороже). # Примеры использования: # 1. мобильные операторы, операторы кабельного телевидения и # компании, обслуживающие прием платежей с помощью кредитных карт # 2. казино используют прогнозные модели, чтобы предсказать # идеальные условия в зале, позволяющие удержать игроков # в Блэкджек за столом. # 3. Aвиакомпании могут предложить клиентам, у которых есть # жалобы, заменить их билет на билет первого класса. # Эффективное удержание клиентов сводится к задаче, в рамках # которой, используя имеющиеся данные, необходимо отличить # клиентов, собирающихся уйти, от тех, кто этого делать # не собирается. # In[ ]: # datset src: https://raw.githubusercontent.com/michaelulin/churn/master/work/churn_model/data/churn.csv # In[88]: # Load libraries import matplotlib.pyplot as plt ... [1 more functiondefs truncated] ...
This code demonstrates Pythoncode:Python programming.
intermediate
api
code_explanation
Pythoncode:Python
0
0
1,326
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python\n# coding: utf-8\n\n# In[1]:\n\n\n# src: http://datareview.info/article/prognozirovanie-ottoka-klientov-so-scikit-learn/\n\n\n# In[ ]:\n\n\n# \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u043e\u0442\u0442\u043e\u043a\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u2013 \u0431\u0438\u0437\u043d\u0435\u0441-\u0442\u0435\u0440\u043c\u0438\u043d, \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0449\u0438\u0439\n# \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u043d\u0441\u0438\u0432\u043d\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u044b \u043f\u043e\u043a\u0438\u0434\u0430\u044e\u0442 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044e \u0438\u043b\u0438\n# \u043f\u0440\u0435\u043a\u0440\u0430\u0449\u0430\u044e\u0442 \u043e\u043f\u043b\u0430\u0447\u0438\u0432\u0430\u0442\u044c \u0442\u043e\u0432\u0430\u0440\u044b \u0438\u043b\u0438 \u0443\u0441\u043b\u0443\u0433\u0438.\n\n# \u042d\u0442\u043e \u043a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u0434\u043b\u044f \u043c\u043d\u043e\u0433\u0438\u0445 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\n# \u0437\u0430\u0447\u0430\u0441\u0442\u0443\u044e \u043f\u0440\u0438\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0438\u0435 \u043d\u043e\u0432\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043e\u0431\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u043d\u0430\u043c\u043d\u043e\u0433\u043e \u0434\u043e\u0440\u043e\u0436\u0435,\n# \u0447\u0435\u043c \u0443\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0441\u0442\u0430\u0440\u044b\u0445 (\u0432 \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 \u043e\u0442 5 \u0434\u043e 20 \u0440\u0430\u0437 \u0434\u043e\u0440\u043e\u0436\u0435).\n\n# \u041f\u0440\u0438\u043c\u0435\u0440\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f:\n# 1. \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u044b, \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u0430\u0431\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0435\u043b\u0435\u0432\u0438\u0434\u0435\u043d\u0438\u044f \u0438\n# \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u043f\u0440\u0438\u0435\u043c \u043f\u043b\u0430\u0442\u0435\u0436\u0435\u0439 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043a\u0440\u0435\u0434\u0438\u0442\u043d\u044b\u0445 \u043a\u0430\u0440\u0442\n# 2. \u043a\u0430\u0437\u0438\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u0442\u044c\n# \u0438\u0434\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 \u0437\u0430\u043b\u0435, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0438\u0435 \u0443\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0438\u0433\u0440\u043e\u043a\u043e\u0432\n# \u0432 \u0411\u043b\u044d\u043a\u0434\u0436\u0435\u043a \u0437\u0430 \u0441\u0442\u043e\u043b\u043e\u043c.\n# 3. A\u0432\u0438\u0430\u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u043c\u043e\u0433\u0443\u0442 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c, \u0443 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0435\u0441\u0442\u044c\n# \u0436\u0430\u043b\u043e\u0431\u044b, \u0437\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u0438\u0445 \u0431\u0438\u043b\u0435\u0442 \u043d\u0430 \u0431\u0438\u043b\u0435\u0442 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430.\n\n# \u042d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0443\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0441\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043a \u0437\u0430\u0434\u0430\u0447\u0435, \u0432 \u0440\u0430\u043c\u043a\u0430\u0445\n# \u043a\u043e\u0442\u043e\u0440\u043e\u0439, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0438\u043c\u0435\u044e\u0449\u0438\u0435\u0441\u044f \u0434\u0430\u043d\u043d\u044b\u0435, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0442\u043b\u0438\u0447\u0438\u0442\u044c\n# \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432, \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0449\u0438\u0445\u0441\u044f \u0443\u0439\u0442\u0438, \u043e\u0442 \u0442\u0435\u0445, \u043a\u0442\u043e \u044d\u0442\u043e\u0433\u043e \u0434\u0435\u043b\u0430\u0442\u044c\n# \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.\n\n\n# In[ ]:\n\n\n# datset src: https://raw.githubusercontent.com/michaelulin/churn/master/work/churn_model/data/churn.csv\n\n\n# In[88]:\n\n\n# Load libraries\n\nimport matplotlib.pyplot as plt\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5dd5c073bdc1758efc5e43f31738feb8fc1ef917
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # MIT License # # Copyright (c) 2020 Airbyte # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, publish, distribute, sublicense, and/or sell # copies of the Software, and to permit persons to whom the Software is # furnished to do so, subject to the following conditions: # # The above copyright notice and this permission notice shall be included in all # copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE # SOFTWARE. from __future__ import annotations from typing import List, Optional from pydantic import BaseModel, Extra, Field class SpreadsheetProperties(BaseModel): class Config: extra = Extra.allow title: Optional[str] = None class SheetProperties(BaseModel): class Config: extra = Extra.allow title: Optional[str] = None class CellData(BaseModel): class Config: extra = Extra.allow formattedValue: Optional[str] = None class RowData(BaseModel): class Config: extra = Extra.allow values: Optional[List[CellData]] = None class GridData(BaseModel): class Config: extra = Extra.allow rowData: Optional[List[RowData]] = None class Sheet(BaseModel): class Config: extra = Extra.allow data: Optional[List[GridData]] = None properties: Optional[SheetProperties] = None class Spreadsheet(BaseModel): class Config: extra = Extra.allow spreadsheetId: str sheets: List[Sheet] properties: Optional[SpreadsheetProperties] = None
Code analysis results: 🔴 Errors found: Block at line 10 has no indented body ⚠️ Warnings: Unexpected indentation at line 71 Unexpected indentation at line 79 Unexpected indentation at line 80 💡 Suggestions: Add docstring to class 'SpreadsheetProperties' Add docstring to class 'SheetProperties' Add docstring to class 'CellData'
advanced
database
debugging
Pythoncode:Python
0
14
2,157
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# MIT License\n#\n# Copyright (c) 2020 Airbyte\n#\n# Permission is hereby granted, free of charge, to any person obtaining a copy\n# of this software and associated documentation files (the \"Software\"), to deal\n# in the Software without restriction, including without limitation the rights\n# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n# copies of the Software, and to permit persons to whom the Software is\n# furnished to do so, subject to the following conditions:\n#\n# The above copyright notice and this permission notice shall be included in all\n# copies or substantial portions of the Software.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n# SOFTWARE.\n\n\nfrom __future__ import annotations\n\nfrom typing import List, Optional\n\nfrom pydantic import BaseModel, Extra, Field\n\n\nclass SpreadsheetProperties(BaseModel):\n class Config:\n extra = Extra.allow\n\n title: Optional[str] = None\n\n\nclass SheetProperties(BaseModel):\n class Config:\n extra = Extra.allow\n\n title: Optional[str] = None\n\n\nclass CellData(BaseModel):\n class Config:\n extra = Extra.allow\n\n formattedValue: Optional[str] = None\n\n\nclass RowData(BaseModel):\n class Config:\n extra = Extra.allow\n\n values: Optional[List[CellData]] = None\n\n\nclass GridData(BaseModel):\n class Config:\n extra = Extra.allow\n\n rowData: Optional[List[RowData]] = None\n\n\nclass Sheet(BaseModel):\n class Config:\n extra = Extra.allow\n\n data: Optional[List[GridData]] = None\n properties: Optional[SheetProperties] = None\n\n\nclass Spreadsheet(BaseModel):\n class Config:\n extra = Extra.allow\n\n spreadsheetId: str\n sheets: List[Sheet]\n properties: Optional[SpreadsheetProperties] = None"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 10 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 71\n Unexpected indentation at line 79\n Unexpected indentation at line 80\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'SpreadsheetProperties'\n Add docstring to class 'SheetProperties'\n Add docstring to class 'CellData'"}]
false
null
null
null
5dd62019e7ff928c4383fc35d24cbff743f0c13d
TheStack--python--000.parquet
Explain this Pythoncode:Python code: class Trivia: def __init__(self, with_token: bool): """ Initialize an instance of the Trivia class :param with_token: If True then the instance will uses a session token """ self.token = get_token() if with_token else None ... [2 more functiondefs truncated] ...
Functions: __init__ Classes: Trivia This code demonstrates Pythoncode:Python programming.
intermediate
oop
code_explanation
Pythoncode:Python
1
1
315
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nclass Trivia:\n def __init__(self, with_token: bool):\n \"\"\"\n Initialize an instance of the Trivia class\n :param with_token: If True then the instance will uses a session token\n \"\"\"\n self.token = get_token() if with_token else None\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__\n Classes: Trivia\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5dd63a69cf7b02ed5bd4b36b349a9d84dec480ac
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import requests import tarfile import os def download_file(url, directory): local_filename = os.path.join(directory, url.split('/')[-1]) print ("Downloading %s --> %s"%(url, local_filename)) with requests.get(url, stream=True) as r: r.raise_for_status() with open(local_filename, 'wb') as f: for chunk in r.iter_content(chunk_size=8192): f.write(chunk) return local_filename def extract_tar(fpath): fname_dir, fname = os.path.split(fpath) dest_path = os.path.join(fname_dir,fname.split('.')[0]) print ("Extracting %s --> %s"%(fpath, dest_path)) if fname.endswith("tar.gz"): tar = tarfile.open(fpath, "r:gz") tar.extractall(path=fname_dir) tar.close() elif fname.endswith("tar"): tar = tarfile.open(fname, "r:") tar.extractall(path=fname_dir) tar.close() return dest_path def list_files(startpath): for root, dirs, files in os.walk(startpath): level = root.replace(startpath, '').count(os.sep) indent = ' ' * 4 * (level) print('{}{}/'.format(indent, os.path.basename(root))) subindent = ' ' * 4 * (level + 1) for f in files: print('{}{}'.format(subindent, f))
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 10 Unexpected indentation at line 13 💡 Suggestions: Add docstring to function 'download_file' Add docstring to function 'extract_tar' Remove debug print() at line 7 before production
intermediate
api
debugging
Pythoncode:Python
3
0
1,249
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport requests\nimport tarfile\nimport os\n\ndef download_file(url, directory):\n local_filename = os.path.join(directory, url.split('/')[-1])\n print (\"Downloading %s --> %s\"%(url, local_filename))\n with requests.get(url, stream=True) as r:\n r.raise_for_status()\n with open(local_filename, 'wb') as f:\n for chunk in r.iter_content(chunk_size=8192):\n f.write(chunk)\n return local_filename\n\ndef extract_tar(fpath):\n fname_dir, fname = os.path.split(fpath)\n dest_path = os.path.join(fname_dir,fname.split('.')[0])\n print (\"Extracting %s --> %s\"%(fpath, dest_path))\n if fname.endswith(\"tar.gz\"):\n tar = tarfile.open(fpath, \"r:gz\")\n tar.extractall(path=fname_dir)\n tar.close()\n elif fname.endswith(\"tar\"):\n tar = tarfile.open(fname, \"r:\")\n tar.extractall(path=fname_dir)\n tar.close()\n return dest_path\n\ndef list_files(startpath):\n for root, dirs, files in os.walk(startpath):\n level = root.replace(startpath, '').count(os.sep)\n indent = ' ' * 4 * (level)\n print('{}{}/'.format(indent, os.path.basename(root)))\n subindent = ' ' * 4 * (level + 1)\n for f in files:\n print('{}{}'.format(subindent, f))"}, {"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 13\n\n\ud83d\udca1 Suggestions:\n Add docstring to function 'download_file'\n Add docstring to function 'extract_tar'\n Remove debug print() at line 7 before production"}]
false
null
null
null
5dd6aca7ea5896f561da5d7ef0e8b1303417fa33
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import shlex from os import path from itertools import imap, ifilter from urlparse import urljoin from .css import CSSParser, iter_events def parse_config_stmt(line, prefix="spritemapper."): line = line.strip() if line.startswith(prefix) and "=" in line: (key, value) = line.split("=", 1) return (key[len(prefix):].strip(), value.strip()) def iter_config_stmts(data): return ifilter(None, imap(parse_config_stmt, data.splitlines())) def iter_css_config(parser): for ev in iter_events(parser, lexemes=("comment",)): for v in iter_config_stmts(ev.comment): yield v class CSSConfig(object): def __init__(self, parser=None, base=None, root=None, fname=None): if fname and root is None: root = path.dirname(fname) self.root = root self._data = dict(base) if base else {} if parser is not None: self._data.update(iter_css_config(parser)) def __iter__(self): # this is mostly so you can go CSSConfig(base=CSSConfig(..)) return ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: @classmethod def from_file(cls, fname): with open(fname, "rb") as fp: return cls(CSSParser.from_file(fp), fname=fname)
advanced
database
incomplete_code
Pythoncode:Python
16
1
1,057
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport shlex\nfrom os import path\nfrom itertools import imap, ifilter\nfrom urlparse import urljoin\nfrom .css import CSSParser, iter_events\n\ndef parse_config_stmt(line, prefix=\"spritemapper.\"):\n line = line.strip()\n if line.startswith(prefix) and \"=\" in line:\n (key, value) = line.split(\"=\", 1)\n return (key[len(prefix):].strip(), value.strip())\n\ndef iter_config_stmts(data):\n return ifilter(None, imap(parse_config_stmt, data.splitlines()))\n\ndef iter_css_config(parser):\n for ev in iter_events(parser, lexemes=(\"comment\",)):\n for v in iter_config_stmts(ev.comment):\n yield v\n\nclass CSSConfig(object):\n def __init__(self, parser=None, base=None, root=None, fname=None):\n if fname and root is None:\n root = path.dirname(fname)\n self.root = root\n self._data = dict(base) if base else {}\n if parser is not None:\n self._data.update(iter_css_config(parser))\n\n def __iter__(self):\n # this is mostly so you can go CSSConfig(base=CSSConfig(..))\n return \n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n\n @classmethod\n def from_file(cls, fname):\n with open(fname, \"rb\") as fp:\n return cls(CSSParser.from_file(fp), fname=fname)"}]
true
syntax
HARD_CUT
CRITICAL
5dd6c916a8fdc58e1d4d7d9b990faa3a6330daf0
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: def deprecated(): """ This is a deprecated method, only to show how to possibly combine these into one plot. However, I find this unwieldly. """ fig, ax = plt.subplots() bar_width = 0.80 opacity = 0.5 error_config = {'ecolor': '0.3'} rects1 = plt.bar(np.array([0,1]), means_lin, bar_width, alpha=opacity, color='b', yerr=std_lin, error_kw=error_config, label='Lin') rects2 = plt.bar(np.array([3,4,5,6,7]), means_rfs, bar_width, alpha=opacity, # Complete this line yerr=std_rfs, error_kw=error_config, label='RF') rects3 = plt.bar(np.array([9,10]), means_dnn, bar_width, alpha=opacity, color='y', yerr=std_dnn, error_kw=error_config, label='DNN') plt.xticks(np.arange(11) + bar_width / 2, ('A','B','','D','E','F','G','','','J','K')) plt.xlabel('Group') plt.ylabel('Scores') plt.title('Scores by group and gender') plt.tight_layout() plt.legend() plt.savefig('figures/validation_set_results.png') ... [1 more functiondefs truncated] ...
The missing line is: color='r',
intermediate
general
fill_in_the_blank
Pythoncode:Python
1
0
1,340
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\ndef deprecated():\n \"\"\" \n This is a deprecated method, only to show how to possibly combine these into\n one plot. However, I find this unwieldly.\n \"\"\"\n fig, ax = plt.subplots()\n bar_width = 0.80\n opacity = 0.5\n error_config = {'ecolor': '0.3'}\n\n rects1 = plt.bar(np.array([0,1]), means_lin, bar_width,\n alpha=opacity,\n color='b',\n yerr=std_lin,\n error_kw=error_config,\n label='Lin')\n rects2 = plt.bar(np.array([3,4,5,6,7]), means_rfs, bar_width,\n alpha=opacity,\n # Complete this line\n yerr=std_rfs,\n error_kw=error_config,\n label='RF')\n rects3 = plt.bar(np.array([9,10]), means_dnn, bar_width,\n alpha=opacity,\n color='y',\n yerr=std_dnn,\n error_kw=error_config,\n label='DNN')\n\n plt.xticks(np.arange(11) + bar_width / 2, \n ('A','B','','D','E','F','G','','','J','K'))\n plt.xlabel('Group')\n plt.ylabel('Scores')\n plt.title('Scores by group and gender')\n plt.tight_layout()\n plt.legend()\n plt.savefig('figures/validation_set_results.png')\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n color='r',"}]
false
null
null
null
5dd72494fca93c6bb84fb81618dd74141e12e413
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python from setuptools import find_packages, setup import os import re ROOT = os.path.dirname(__file__) VERSION_RE = re.compile(r'''__version__ = \'([0-9.]+)\'''') def get_version(): init = open(os.path.join(ROOT, 'application', '__init__.py')).read() return VERSION_RE.search(init).group(1) setup( name='groceries-api', version=get_version(), license='MIT', packages=f ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: include_package_data=True, install_requires=[ 'alembic==0.7.5.post2', 'APScheduler==3.1.0', 'Flask==0.10.1',
intermediate
testing
incomplete_code
Pythoncode:Python
1
0
414
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python\nfrom setuptools import find_packages, setup\nimport os\nimport re\n\n\nROOT = os.path.dirname(__file__)\nVERSION_RE = re.compile(r'''__version__ = \\'([0-9.]+)\\'''')\n\n\ndef get_version():\n init = open(os.path.join(ROOT, 'application', '__init__.py')).read()\n return VERSION_RE.search(init).group(1)\n\n\nsetup(\n name='groceries-api',\n version=get_version(),\n license='MIT',\n packages=f\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 include_package_data=True,\n install_requires=[\n 'alembic==0.7.5.post2',\n 'APScheduler==3.1.0',\n 'Flask==0.10.1',"}]
true
syntax
HARD_CUT
CRITICAL
5dd728898f384c5addbd3fc04712cc8f4bb79103
TheStack--python--000.parquet
Debug this Pythoncode:Python code: from direct.showbase.ShowBase import * from direct.interval.IntervalGlobal import * from toontown.battle.BattleProps import * from direct.distributed.ClockDelta import * from direct.showbase.PythonUtil import Functor from direct.showbase.PythonUtil import StackTrace from direct.gui.DirectGui import * from panda3d.core import * from libotp import * from direct.fsm import FSM from direct.fsm import ClassicFSM from direct.fsm import State from direct.directnotify import DirectNotifyGlobal from toontown.toonbase import ToontownGlobals from toontown.toonbase import ToontownBattleGlobals import DistributedBossCog from toontown.toonbase import TTLocalizer import SuitDNA from toontown.toon import Toon from toontown.battle import BattleBase from direct.directutil import Mopath from direct.showutil import Rope from toontown.distributed import DelayDelete from toontown.battle import MovieToonVictory from toontown.building import ElevatorUtils from toontown.battle import RewardPanel from toontown.toon import NPCToons from direct.task import Task import random import math from toontown.coghq import CogDisguiseGlobals from toontown.building import ElevatorConstants from toontown.toonbase import ToontownTimer OneBossCog = None class DistributedLawbotBoss(DistributedBossCog.DistributedBossCog, FSM.FSM): notify = DirectNotifyGlobal.directNotify.newCategory('DistributedLawbotBoss') debugPositions = False def __init__(self, cr): self.notify.debug('----- __init___') DistributedBossCog.DistributedBossCog.__init__(self, cr) FSM.FSM.__init__(self, 'DistributedLawbotBoss') self.lawyers = [] self.lawyerRequest = None self.bossDamage = 0 self.attackCode = None self.attackAvId = 0 self.recoverRate = 0 self.recoverStartTime = 0 self.bossDamageMovie = None self.everThrownPie = 0 self.battleThreeMusicTime = 0 self.insidesANodePath = None self.insidesBNodePath = None self.strafeInterval = None self.onscreenMessage = None self.bossMaxDamage = ToontownGlobals.LawbotBossMaxDamage self.elevatorType = ElevatorConstants.ELEVATOR_CJ self.gavels = {} self.chairs = {} self.cannons = {} self.useCannons = 1 self.juryBoxIval = None self.juryTimer = None self.witnessToon = None self.witnessToonOnstage = False self.numToonJurorsSeated = 0 self.mainDoor = None self.reflectedMainDoor = None self.panFlashInterval = None self.panDamage = ToontownGlobals.LawbotBossDefensePanDamage if base.config.GetBool('lawbot-boss-cheat', 0): self.panDamage = 25 self.evidenceHitSfx = None self.toonUpSfx = None self.bonusTimer = None self.warningSfx = None self.juryMovesSfx = None self.baseColStashed = False self.battleDifficulty = 0 self.bonusWeight = 0 s ... [code truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 85: ... [code truncated] ... ⚠️ Warnings: Unexpected indentation at line 38 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
advanced
api
debugging
Pythoncode:Python
1
1
3,033
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom direct.showbase.ShowBase import *\nfrom direct.interval.IntervalGlobal import *\nfrom toontown.battle.BattleProps import *\nfrom direct.distributed.ClockDelta import *\nfrom direct.showbase.PythonUtil import Functor\nfrom direct.showbase.PythonUtil import StackTrace\nfrom direct.gui.DirectGui import *\nfrom panda3d.core import *\nfrom libotp import *\nfrom direct.fsm import FSM\nfrom direct.fsm import ClassicFSM\nfrom direct.fsm import State\nfrom direct.directnotify import DirectNotifyGlobal\nfrom toontown.toonbase import ToontownGlobals\nfrom toontown.toonbase import ToontownBattleGlobals\nimport DistributedBossCog\nfrom toontown.toonbase import TTLocalizer\nimport SuitDNA\nfrom toontown.toon import Toon\nfrom toontown.battle import BattleBase\nfrom direct.directutil import Mopath\nfrom direct.showutil import Rope\nfrom toontown.distributed import DelayDelete\nfrom toontown.battle import MovieToonVictory\nfrom toontown.building import ElevatorUtils\nfrom toontown.battle import RewardPanel\nfrom toontown.toon import NPCToons\nfrom direct.task import Task\nimport random\nimport math\nfrom toontown.coghq import CogDisguiseGlobals\nfrom toontown.building import ElevatorConstants\nfrom toontown.toonbase import ToontownTimer\nOneBossCog = None\n\nclass DistributedLawbotBoss(DistributedBossCog.DistributedBossCog, FSM.FSM):\n notify = DirectNotifyGlobal.directNotify.newCategory('DistributedLawbotBoss')\n debugPositions = False\n\n def __init__(self, cr):\n self.notify.debug('----- __init___')\n DistributedBossCog.DistributedBossCog.__init__(self, cr)\n FSM.FSM.__init__(self, 'DistributedLawbotBoss')\n self.lawyers = []\n self.lawyerRequest = None\n self.bossDamage = 0\n self.attackCode = None\n self.attackAvId = 0\n self.recoverRate = 0\n self.recoverStartTime = 0\n self.bossDamageMovie = None\n self.everThrownPie = 0\n self.battleThreeMusicTime = 0\n self.insidesANodePath = None\n self.insidesBNodePath = None\n self.strafeInterval = None\n self.onscreenMessage = None\n self.bossMaxDamage = ToontownGlobals.LawbotBossMaxDamage\n self.elevatorType = ElevatorConstants.ELEVATOR_CJ\n self.gavels = {}\n self.chairs = {}\n self.cannons = {}\n self.useCannons = 1\n self.juryBoxIval = None\n self.juryTimer = None\n self.witnessToon = None\n self.witnessToonOnstage = False\n self.numToonJurorsSeated = 0\n self.mainDoor = None\n self.reflectedMainDoor = None\n self.panFlashInterval = None\n self.panDamage = ToontownGlobals.LawbotBossDefensePanDamage\n if base.config.GetBool('lawbot-boss-cheat', 0):\n self.panDamage = 25\n self.evidenceHitSfx = None\n self.toonUpSfx = None\n self.bonusTimer = None\n self.warningSfx = None\n self.juryMovesSfx = None\n self.baseColStashed = False\n self.battleDifficulty = 0\n self.bonusWeight = 0\n s\n\n ... [code 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 85: ... [code truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 38\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
5dd847419564638f2f188cabc13087183aa80082
TheStack--python--000.parquet
Complete this Pythoncode:Python code: # SPDX-License-Identifier: Apache-2.0 class CustomRnnCellTests(Tf2OnnxBackendTestBase): @check_opset_min_version(8, "Scan") @skip_tf2() def test_single_dynamic_custom_rnn(self): size = 5 # size of each model layer. batch_size = 1 cell = GatedGRUCell(size) x_val = np.array([[1., 1.], [2., 2.], [3., 3.]], dtype=np.float32) x_val = np.stack([x_val] * batch_size) def func(x): xs, s = dynamic_rnn(cell=cell, dtype=tf.float32, inputs=x, time_major=False) return tf.identity(xs, name="output"), tf.identity(s, name="final_state") feed_dict = {"input_1:0": x_val} input_names_with_port = ["input_1:0"] output_names_with_port = ["output:0", "final_state:0"] self.run_test_case(func, feed_dict, input_names_with_port, output_names_with_port, 0.1) @check_opset_min_version(8, "Scan") @skip_tf2() def test_single_dynamic_custom_rnn_time_major(self): size = 5 # size of each model layer. batch_size = 1 x_val = np.array([[1., 1.], [2., 2.], [3., 3.]], dtype=np.float32) x_val = np.stack([x_val] * batch_size) def func(x): cell = GatedGRUCell(size) xs, s = dynamic_rnn(cell=cell, dtype=tf.float32, inputs=x, time_major=True) return tf.identity(xs, name="output"), tf.identity(s, name="final_state") feed_dict = {"input_1:0": x_val} input_names_with_port = ["input_1:0"] output_names_with_port = ["output:0", "final_state:0"] self.run_test_case(func, feed_dict, input_names_with_port, output_names_with_port, 0.1)
@check_opset_min_version(8, "Scan") @skip_tf2() def test_single_dynamic_custom_rnn_with_seq_length(self): units = 5 batch_size = 6 x_val = np.array([[1., 1.], [2., 2.], [3., 3.], [4., 4.], [5., 5.]], dtype=np.float32) x_val = np.stack([x_val] * batch_size) def func(x): # no scope cell = GatedGRUCell(units) outputs, cell_state = dynamic_rnn( cell, x, dtype=tf.float32, sequence_length=[4, 3, 4, 5, 2, 1]) return tf.identity(outputs, name="output"), tf.identity(cell_state, name="cell_state") feed_dict = {"input_1:0": x_val} input_names_with_port = ["input_1:0"] output_names_with_port = ["output:0", "cell_state:0"] self.run_test_case(func, feed_dict, input_names_with_port, output_names_with_port, rtol=1e-06) @check_opset_min_version(8, "Scan") @skip_tf2() ... [19 more functiondefs truncated] ...
advanced
testing
code_completion
Pythoncode:Python
6
1
2,662
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# SPDX-License-Identifier: Apache-2.0\n\n\nclass CustomRnnCellTests(Tf2OnnxBackendTestBase):\n @check_opset_min_version(8, \"Scan\")\n @skip_tf2()\n def test_single_dynamic_custom_rnn(self):\n size = 5 # size of each model layer.\n batch_size = 1\n cell = GatedGRUCell(size)\n\n x_val = np.array([[1., 1.], [2., 2.], [3., 3.]], dtype=np.float32)\n x_val = np.stack([x_val] * batch_size)\n def func(x):\n xs, s = dynamic_rnn(cell=cell, dtype=tf.float32, inputs=x, time_major=False)\n return tf.identity(xs, name=\"output\"), tf.identity(s, name=\"final_state\")\n\n feed_dict = {\"input_1:0\": x_val}\n input_names_with_port = [\"input_1:0\"]\n output_names_with_port = [\"output:0\", \"final_state:0\"]\n self.run_test_case(func, feed_dict, input_names_with_port, output_names_with_port, 0.1)\n\n @check_opset_min_version(8, \"Scan\")\n @skip_tf2()\n def test_single_dynamic_custom_rnn_time_major(self):\n size = 5 # size of each model layer.\n batch_size = 1\n x_val = np.array([[1., 1.], [2., 2.], [3., 3.]], dtype=np.float32)\n x_val = np.stack([x_val] * batch_size)\n def func(x):\n cell = GatedGRUCell(size)\n xs, s = dynamic_rnn(cell=cell, dtype=tf.float32, inputs=x, time_major=True)\n return tf.identity(xs, name=\"output\"), tf.identity(s, name=\"final_state\")\n\n feed_dict = {\"input_1:0\": x_val}\n input_names_with_port = [\"input_1:0\"]\n output_names_with_port = [\"output:0\", \"final_state:0\"]\n self.run_test_case(func, feed_dict, input_names_with_port, output_names_with_port, 0.1)"}, {"role": "assistant", "content": "\n @check_opset_min_version(8, \"Scan\")\n @skip_tf2()\n def test_single_dynamic_custom_rnn_with_seq_length(self):\n units = 5\n batch_size = 6\n x_val = np.array([[1., 1.], [2., 2.], [3., 3.], [4., 4.], [5., 5.]], dtype=np.float32)\n x_val = np.stack([x_val] * batch_size)\n def func(x):\n # no scope\n cell = GatedGRUCell(units)\n outputs, cell_state = dynamic_rnn(\n cell,\n x,\n dtype=tf.float32,\n sequence_length=[4, 3, 4, 5, 2, 1])\n return tf.identity(outputs, name=\"output\"), tf.identity(cell_state, name=\"cell_state\")\n\n feed_dict = {\"input_1:0\": x_val}\n input_names_with_port = [\"input_1:0\"]\n output_names_with_port = [\"output:0\", \"cell_state:0\"]\n self.run_test_case(func, feed_dict, input_names_with_port, output_names_with_port, rtol=1e-06)\n\n @check_opset_min_version(8, \"Scan\")\n @skip_tf2()\n\n ... [19 more functiondefs truncated] ..."}]
false
null
null
null
5dd8d749d5dd08650d2aee4a619e3e875e2659a0
TheStack--python--000.parquet
Review this Pythoncode:Python code: #!/user/bin/env python3 # -*- coding: utf-8 -*- #!/user/bin/env python3 # -*- coding: utf-8 -*- # @Author: Kevin Bürgisser # @Email: kevin.buergisser@edu.hefr.ch # @Date: 04.2020 # Context: CHARM PROJECT - Harzard perception """ Module documentation. """ # Imports import sys #import os # Global variables # Class declarations # Function declarations def main(): args = sys.argv[1:] if not args: print('usage: [--flags options] [inputs] ') sys.exit(1) # Main body if __name__ == '__main__': main()
Code Review: ❌ Critical issues: Unterminated string literal at line 13 ⚠️ Code quality: Unexpected indentation at line 32 ✨ Improvements: Add closing quote at line 13 Remove debug print() at line 31 before production
intermediate
machine_learning
code_review
Pythoncode:Python
1
0
536
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#!/user/bin/env python3\n# -*- coding: utf-8 -*-\n\n#!/user/bin/env python3\n# -*- coding: utf-8 -*-\n\n\n# @Author: Kevin B\u00fcrgisser\n# @Email:\u00a0kevin.buergisser@edu.hefr.ch\n# @Date: 04.2020\n# Context: CHARM\u00a0PROJECT\u00a0- Harzard perception\n\n\"\"\"\nModule documentation.\n\"\"\"\n\n# Imports\nimport sys\n#import os\n\n# Global variables\n\n# Class declarations\n\n# Function declarations\n\ndef main():\n args = sys.argv[1:]\n\n if not args:\n print('usage: [--flags options] [inputs] ')\n sys.exit(1)\n\n# Main body\nif __name__ == '__main__':\n main()"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 13\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 32\n\n\u2728 Improvements:\n Add closing quote at line 13\n Remove debug print() at line 31 before production"}]
false
null
null
null
5dda086e2a6749797c92ff4afeb274d3586e3b33
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import numpy def gridpeak(t, X=None): # GP = GRIDPEAK(...) # gp = gridpeak(t) return gridpeaks based on Blakely # and Simpson method # gp = gridpeak(t,X) optionally remove peak values scoring less than X, # where X can be between 1 and 4. print 'shape ', t.shape
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 11 Fix: Complete the truncated code structure
intermediate
data_processing
error_detection
Pythoncode:Python
1
0
321
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport numpy\n\n\ndef gridpeak(t, X=None):\n # GP = GRIDPEAK(...)\n # gp = gridpeak(t) return gridpeaks based on Blakely\n # and Simpson method\n # gp = gridpeak(t,X) optionally remove peak values scoring less than X,\n # where X can be between 1 and 4.\n\n print 'shape ', t.shape"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 11\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
5ddabeb7b320c12ce5eecb63db650328a9b8e392
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import traceback try: raise Exception('This is the error message.') except: errorFile = open('./Chapter 10/errorInfo.txt', 'w') errorFile.write(traceback.format_exc()) errorFile.close() print('The traceback info was written to errorInfo.txt')
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
0
0
262
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport traceback\ntry:\n raise Exception('This is the error message.')\nexcept:\n errorFile = open('./Chapter 10/errorInfo.txt', 'w')\n errorFile.write(traceback.format_exc())\n errorFile.close()\n print('The traceback info was written to errorInfo.txt')"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5ddc336e8c10627292e9d9762e105aa2a19572a4
TheStack--python--000.parquet
Complete this Pythoncode:Python code: # Databricks notebook source from pyspark.sql.types import * from pyspark.sql import functions as F import base64 import array # COMMAND ---------- # s is a base64 encoded float[] with first element being the magnitude def Base64ToFloatArray(s): arr = array.array('f', base64.b64decode(s)) return (arr[0], arr[1:]) def cosineSimilarity(s1, s2): (m1, v1) = Base64ToFloatArray(s1) (m2, v2) = Base64ToFloatArray(s2) if (m1 == 0) or (m2 == 0): return 0 else : return sum(x*y for x,y in zip(v1, v2))/(m1 * m2) # Register udf functions so that it could be used in dataframe # # Perform same computation as cosineSimilarity() # @F.udf("float") def udfCosineSimilarity(s1, s2): return cosineSimilarity(s1, s2) # COMMAND ---------- # MAGIC %md **NetworkSimilarity** class to compute Network Similarity # COMMAND ---------- # Parameters: # resource: resource stream path # container: container name in Azure Storage (AS) account # account: Azure Storage (AS) account # sas: complete 'Blob service SAS URL' of the shared access signature (sas) for the container # key: access key for the container, if sas is specified, key is ignored # # Note: # resource does not have header # you need to provide value for either sas or key # class NetworkSimilarity(AzureStorageAccess): # constructor def __init__(self, resource, container, account, sas='', key=''): AzureStorageAccess.__init__(self, container, account, sas, key)
schema = StructType() schema.add(StructField('EntityId', LongType(), False)) schema.add(StructField('EntityType', StringType(), False)) schema.add(StructField('Data', StringType(), False)) self.df = spark.read.format('csv').options(header='false', delimiter='\t').schema(schema).load(self.getFullpath(resource)) def getDataframe(self): return self.df def raiseErrorIfNotFound(self, row, e): if row is None: raise KeyError('entity ' + str(e) + ' not found') def getSimilarity(self, e1, e2): df = self.df row1 = df.where(df.EntityId == e1).first() self.raiseErrorIfNotFound(row1, e1) row2 = df.where(df.EntityId == e2).first() self.raiseErrorIfNotFound(row2, e2) return cosineSimilarity(row1.Data, row2.Data) def getTopEntities(self, e, targetType = '', maxCount = 20, minScore = 0.0): df1 = self.df row1 = df1.where(df1.EntityId == e).first() self.raiseErrorIfNotFound(row1, e) if targetType == '': df2 = df1.where(df1.EntityId != e) else : df2 = df1.where((df1.EntityId != e) & (df1.EntityType == targetType)) df3 = df2.select(df2.EntityId, df2.EntityType, udfCosineSimilarity(F.lit(row1.Data), df2.Data).alias('Score')) return df3.where(df3.Score >= minScore).orderBy(df3.Score.desc()).limit(maxCount)
advanced
database
code_completion
Pythoncode:Python
8
1
2,794
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# Databricks notebook source\nfrom pyspark.sql.types import *\nfrom pyspark.sql import functions as F\nimport base64\nimport array\n\n# COMMAND ----------\n\n# s is a base64 encoded float[] with first element being the magnitude\ndef Base64ToFloatArray(s):\n arr = array.array('f', base64.b64decode(s))\n return (arr[0], arr[1:])\n\ndef cosineSimilarity(s1, s2):\n (m1, v1) = Base64ToFloatArray(s1)\n (m2, v2) = Base64ToFloatArray(s2)\n if (m1 == 0) or (m2 == 0):\n return 0\n else :\n return sum(x*y for x,y in zip(v1, v2))/(m1 * m2)\n\n# Register udf functions so that it could be used in dataframe\n#\n# Perform same computation as cosineSimilarity()\n#\n@F.udf(\"float\")\ndef udfCosineSimilarity(s1, s2):\n return cosineSimilarity(s1, s2)\n\n# COMMAND ----------\n\n# MAGIC %md **NetworkSimilarity** class to compute Network Similarity\n\n# COMMAND ----------\n\n# Parameters:\n# resource: resource stream path\n# container: container name in Azure Storage (AS) account\n# account: Azure Storage (AS) account\n# sas: complete 'Blob service SAS URL' of the shared access signature (sas) for the container\n# key: access key for the container, if sas is specified, key is ignored\n#\n# Note:\n# resource does not have header\n# you need to provide value for either sas or key\n#\nclass NetworkSimilarity(AzureStorageAccess):\n # constructor\n def __init__(self, resource, container, account, sas='', key=''):\n AzureStorageAccess.__init__(self, container, account, sas, key)"}, {"role": "assistant", "content": "\n schema = StructType()\n schema.add(StructField('EntityId', LongType(), False))\n schema.add(StructField('EntityType', StringType(), False))\n schema.add(StructField('Data', StringType(), False))\n self.df = spark.read.format('csv').options(header='false', delimiter='\\t').schema(schema).load(self.getFullpath(resource))\n\n def getDataframe(self):\n return self.df\n \n def raiseErrorIfNotFound(self, row, e):\n if row is None:\n raise KeyError('entity ' + str(e) + ' not found')\n\n def getSimilarity(self, e1, e2):\n df = self.df\n row1 = df.where(df.EntityId == e1).first()\n self.raiseErrorIfNotFound(row1, e1)\n row2 = df.where(df.EntityId == e2).first()\n self.raiseErrorIfNotFound(row2, e2)\n return cosineSimilarity(row1.Data, row2.Data)\n\n def getTopEntities(self, e, targetType = '', maxCount = 20, minScore = 0.0):\n df1 = self.df\n row1 = df1.where(df1.EntityId == e).first()\n self.raiseErrorIfNotFound(row1, e)\n\n if targetType == '':\n df2 = df1.where(df1.EntityId != e)\n else :\n df2 = df1.where((df1.EntityId != e) & (df1.EntityType == targetType))\n\n df3 = df2.select(df2.EntityId, df2.EntityType, udfCosineSimilarity(F.lit(row1.Data), df2.Data).alias('Score'))\n return df3.where(df3.Score >= minScore).orderBy(df3.Score.desc()).limit(maxCount)"}]
false
null
null
null
5dde2db2c5518f1b83b708f088e5f614029ac9a9
TheStack--python--000.parquet
Debug this Pythoncode:Python code: print("Press q to quit") quit = False while quit is False: in_val = input("Please enter a positive integer.\n > ") if in_val is 'q': quit = True elif int(in_val) % 3 == 0 and int(in_val) % 5 == 0: print("FizzBuzz") elif int(in_val) % 5 == 0: print("Buzz") elif int(in_val) % 3 == 0: print("Fizz") else: pass
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 8 Unexpected indentation at line 10 Unexpected indentation at line 12 💡 Suggestions: Remove debug print() at line 1 before production Remove debug print() at line 9 before production Remove debug print() at line 11 before production
intermediate
ui
debugging
Pythoncode:Python
0
0
373
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nprint(\"Press q to quit\")\nquit = False\n\nwhile quit is False:\n in_val = input(\"Please enter a positive integer.\\n > \")\n if in_val is 'q':\n quit = True\n elif int(in_val) % 3 == 0 and int(in_val) % 5 == 0:\n print(\"FizzBuzz\")\n elif int(in_val) % 5 == 0:\n print(\"Buzz\")\n elif int(in_val) % 3 == 0:\n print(\"Fizz\")\n else:\n pass"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 6\n Unexpected indentation at line 8\n Unexpected indentation at line 10\n Unexpected indentation at line 12\n\n\ud83d\udca1 Suggestions:\n Remove debug print() at line 1 before production\n Remove debug print() at line 9 before production\n Remove debug print() at line 11 before production"}]
false
null
null
null
5dde83861306805019c9d0827dc8148db30e9997
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: from lesson14_projects.pen.data.const import ( A, E_A, E_AN, E_IS, E_OVER, E_PEN, E_PIN, E_THAT, E_THIS, E_WAS, INIT, IS, PEN, THIS, ) pen_transition_doc_v19 = { "title": "This is a pen", "entry_state": INIT, "data": { INIT: { E_OVER: [INIT], E_THAT: [INIT], E_THIS: [INIT, THIS], THIS: { ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: E_WAS: [INIT], E_IS: [INIT, THIS, IS], IS: { E_OVER: [INIT], E_AN: [INIT],
intermediate
data_processing
incomplete_code
Pythoncode:Python
0
0
423
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom lesson14_projects.pen.data.const import (\n A,\n E_A,\n E_AN,\n E_IS,\n E_OVER,\n E_PEN,\n E_PIN,\n E_THAT,\n E_THIS,\n E_WAS,\n INIT,\n IS,\n PEN,\n THIS,\n)\n\npen_transition_doc_v19 = {\n \"title\": \"This is a pen\",\n \"entry_state\": INIT,\n \"data\": {\n INIT: {\n E_OVER: [INIT],\n E_THAT: [INIT],\n E_THIS: [INIT, THIS],\n THIS: {\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 E_WAS: [INIT],\n E_IS: [INIT, THIS, IS],\n IS: {\n E_OVER: [INIT],\n E_AN: [INIT],"}]
true
syntax
HARD_CUT
CRITICAL
5ddf93a5acfa110cbd927feae9cad660c39b795d
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import gd,os,time from Html import Animation_Html from Iteration import Animation_Iteration from Write import Animation_Write from Base import * from Canvas2 import * from Canvas2 import Canvas2 from Image import Image from HTML import HTML __Canvas__=None class Animation( Animation_Html, Animation_Iteration, Animation_Write, Base,HTML ): Convert_Bin="/usr/bin/convert" HTML_Root="http://127.0.0.1/Graphics" CGI_Root="http://127.0.0.1/cgi-bin/Graphics/Display.py" __Switches__={ "v": { "Attr": "Verbose", "Text": "Verbosity level. Augment to see more numbers...", "Type": None, }, "-clean": { "Attr": "Clean", "Text": "Remove PNGs generated", "Type": "int", }, "-rewrite": { "Attr": "Images_Rewrite", "Text": "Rewrite image file between iterations", "Type": None, }, "l": { "Attr": "Loop", "Text": "Animated
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 43 • Unclosed '{' at line 25 - expected '}' • Unclosed '{' at line 41 - expected '}' Fix: Complete the truncated code structure
advanced
api
error_detection
Pythoncode:Python
5
1
1,059
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport gd,os,time\n\nfrom Html import Animation_Html\nfrom Iteration import Animation_Iteration\nfrom Write import Animation_Write\n\nfrom Base import *\nfrom Canvas2 import *\nfrom Canvas2 import Canvas2\nfrom Image import Image\nfrom HTML import HTML\n\n__Canvas__=None\n\nclass Animation(\n Animation_Html,\n Animation_Iteration,\n Animation_Write,\n Base,HTML\n ):\n Convert_Bin=\"/usr/bin/convert\"\n HTML_Root=\"http://127.0.0.1/Graphics\"\n CGI_Root=\"http://127.0.0.1/cgi-bin/Graphics/Display.py\"\n \n __Switches__={\n \"v\": {\n \"Attr\": \"Verbose\",\n \"Text\": \"Verbosity level. Augment to see more numbers...\",\n \"Type\": None,\n },\n \"-clean\": {\n \"Attr\": \"Clean\",\n \"Text\": \"Remove PNGs generated\",\n \"Type\": \"int\",\n },\n \"-rewrite\": {\n \"Attr\": \"Images_Rewrite\",\n \"Text\": \"Rewrite image file between iterations\",\n \"Type\": None,\n },\n \"l\": {\n \"Attr\": \"Loop\",\n \"Text\": \"Animated"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unterminated string literal at line 43\n \u2022 Unclosed '{' at line 25 - expected '}'\n \u2022 Unclosed '{' at line 41 - expected '}'\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
5ddff0c682bfeb9cf9d9bdcf324ee0733eb92a14
TheStack--python--000.parquet
Debug this Pythoncode:Python code: #! /usr/bin/env python3 from .base_miner import BasePostGradientMiner import torch from ..utils import loss_and_miner_utils as lmu # adapted from # https://github.com/chaoyuaw/incubator-mxnet/blob/master/example/gluon/ # /embedding_learning/model.py class DistanceWeightedMiner(BasePostGradientMiner): def __init__(self, cutoff, nonzero_loss_cutoff, **kwargs): super().__init__(**kwargs) self.cutoff = cutoff self.nonzero_loss_cutoff = nonzero_loss_cutoff def mine(self, embeddings, labels): label_set = torch.unique(labels) n, d = embeddings.size() dist_mat = lmu.dist_mat(embeddings) dist_mat = dist_mat + torch.eye(dist_mat.size(0)).to(embeddings.device) # so that we don't get log(0). We mask the diagonal out later anyway # Cut off to avoid high variance. dist_mat = torch.max(dist_mat, torch.tensor(self.cutoff).to(dist_mat.device)) # Subtract max(log(distance)) for stability. # See the first equation from Section 4 of the paper log_weights = (2.0 - float(d)) * torch.log(dist_mat) - ( float(d - 3) / 2 ) * torch.log(1.0 - 0.25 * (dist_mat ** 2.0)) weights = torch.exp(log_weights - torch.max(log_weights)) # Sample only negative examples by setting weights of # the same-class examples to 0. mask = torch.ones(weights.size()).to(embeddings.device) for i in label_set: idx = (labels == i).nonzero() mask[torch.meshgrid(idx.squeeze(1), idx.squeeze(1))] = 0 weights = weights * mask * ((dist_mat < self.nonzero_loss_cutoff).float()) weights = weights / torch.sum(weights, dim=1, keepdim=True) np_weights = weights.cpu().numpy() return lmu.get_random_triplet_indices(labels, weights=np_weights)
Code analysis results: 🔴 Errors found: Unterminated string literal at line 23 ⚠️ Warnings: Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 19 Unexpected indentation at line 22 💡 Suggestions: Add closing quote at line 23 Add docstring to class 'DistanceWeightedMiner' Add docstring to function 'mine'
advanced
api
debugging
Pythoncode:Python
2
1
1,839
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#! /usr/bin/env python3\n\nfrom .base_miner import BasePostGradientMiner\nimport torch\nfrom ..utils import loss_and_miner_utils as lmu\n\n\n# adapted from\n# https://github.com/chaoyuaw/incubator-mxnet/blob/master/example/gluon/\n# /embedding_learning/model.py\nclass DistanceWeightedMiner(BasePostGradientMiner):\n def __init__(self, cutoff, nonzero_loss_cutoff, **kwargs):\n super().__init__(**kwargs)\n self.cutoff = cutoff\n self.nonzero_loss_cutoff = nonzero_loss_cutoff\n\n def mine(self, embeddings, labels):\n label_set = torch.unique(labels)\n n, d = embeddings.size()\n\n dist_mat = lmu.dist_mat(embeddings)\n dist_mat = dist_mat + torch.eye(dist_mat.size(0)).to(embeddings.device) \n # so that we don't get log(0). We mask the diagonal out later anyway\n # Cut off to avoid high variance.\n dist_mat = torch.max(dist_mat, torch.tensor(self.cutoff).to(dist_mat.device))\n\n # Subtract max(log(distance)) for stability.\n # See the first equation from Section 4 of the paper\n log_weights = (2.0 - float(d)) * torch.log(dist_mat) - (\n float(d - 3) / 2\n ) * torch.log(1.0 - 0.25 * (dist_mat ** 2.0))\n weights = torch.exp(log_weights - torch.max(log_weights))\n\n # Sample only negative examples by setting weights of\n # the same-class examples to 0.\n mask = torch.ones(weights.size()).to(embeddings.device)\n for i in label_set:\n idx = (labels == i).nonzero()\n mask[torch.meshgrid(idx.squeeze(1), idx.squeeze(1))] = 0\n\n weights = weights * mask * ((dist_mat < self.nonzero_loss_cutoff).float())\n weights = weights / torch.sum(weights, dim=1, keepdim=True)\n\n np_weights = weights.cpu().numpy()\n return lmu.get_random_triplet_indices(labels, weights=np_weights)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 23\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 19\n Unexpected indentation at line 22\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 23\n Add docstring to class 'DistanceWeightedMiner'\n Add docstring to function 'mine'"}]
false
null
null
null
5de1c133ca3046f5ca60bc9f85bbcefa4f2854dd
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- from .Alarm.alarm import Alarm from .DeliveryView.bolus import Bolus from .DeliveryView.info import Info from .DeliveryView.infusion import Infusion from .DeliveryView.infusion_parameter import InfusionParameter from .DeliveryView.priming import Priming from .HardwareControl.motor import Motor from .MenuSettings.device_report import DeviceReport from .MenuSettings.history_log import HistoryLog from .MenuSettings.infusion_setting import InfusionSetting from .MenuSettings.maintenance import Maintenance from .MenuSettings.safety_setting import SafetySetting from .MenuSettings.system_setting import SystemSetting from .SensorControl.sensor import Sensor __all__ = ["Alarm", "Bolus", "Info", "Infusion", "InfusionParameter", "Priming", "Motor", "DeviceReport", "HistoryLog", "InfusionSetting", "Maintenance", "SafetySetting", "SystemSetting", "Sensor", ]
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22
intermediate
ui
debugging
Pythoncode:Python
0
0
1,037
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\nfrom .Alarm.alarm import Alarm\nfrom .DeliveryView.bolus import Bolus\nfrom .DeliveryView.info import Info\nfrom .DeliveryView.infusion import Infusion\nfrom .DeliveryView.infusion_parameter import InfusionParameter\nfrom .DeliveryView.priming import Priming\nfrom .HardwareControl.motor import Motor\nfrom .MenuSettings.device_report import DeviceReport\nfrom .MenuSettings.history_log import HistoryLog\nfrom .MenuSettings.infusion_setting import InfusionSetting\nfrom .MenuSettings.maintenance import Maintenance\nfrom .MenuSettings.safety_setting import SafetySetting\nfrom .MenuSettings.system_setting import SystemSetting\nfrom .SensorControl.sensor import Sensor\n\n__all__ = [\"Alarm\",\n \"Bolus\",\n \"Info\",\n \"Infusion\",\n \"InfusionParameter\",\n \"Priming\",\n \"Motor\",\n \"DeviceReport\",\n \"HistoryLog\",\n \"InfusionSetting\",\n \"Maintenance\",\n \"SafetySetting\",\n \"SystemSetting\",\n \"Sensor\",\n ]"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22"}]
false
null
null
null
5de3cc8b6cc08416f6501e8a2abc20d6706d9dfa
TheStack--python--000.parquet
Complete this Pythoncode:Python code: # --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- class DashboardInfo: MODEL_ID_KEY = "id" # To match Model schema MODEL_INFO_FILENAME = "model_info.json" RAI_INSIGHTS_MODEL_ID_KEY = "model_id" RAI_INSIGHTS_RUN_ID_KEY = "rai_insights_parent_run_id" RAI_INSIGHTS_PARENT_FILENAME = "rai_insights.json" class PropertyKeyValues: # The property to indicate the type of Run RAI_INSIGHTS_TYPE_KEY = "_azureml.responsibleai.rai_insights.type" RAI_INSIGHTS_TYPE_CONSTRUCT = "construction" RAI_INSIGHTS_TYPE_CAUSAL = "causal" RAI_INSIGHTS_TYPE_COUNTERFACTUAL = "counterfactual" RAI_INSIGHTS_TYPE_EXPLANATION = "explanation" RAI_INSIGHTS_TYPE_ERROR_ANALYSIS = "error_analysis" RAI_INSIGHTS_TYPE_GATHER = "gather" # Property to point at the model under examination RAI_INSIGHTS_MODEL_ID_KEY = "_azureml.responsibleai.rai_insights.model_id" # Property for tool runs to point at their constructor run
RAI_INSIGHTS_CONSTRUCTOR_RUN_ID_KEY = ( "_azureml.responsibleai.rai_insights.constructor_run" ) # Property to record responsibleai version RAI_INSIGHTS_RESPONSIBLEAI_VERSION_KEY = ( "_azureml.responsibleai.rai_insights.responsibleai_version" ) # Property format to indicate presence of a tool RAI_INSIGHTS_TOOL_KEY_FORMAT = "_azureml.responsibleai.rai_insights.has_{0}" class RAIToolType: CAUSAL = "causal" COUNTERFACTUAL = "counterfactual" ERROR_ANALYSIS = "error_analysis" EXPLANATION = "explanation"
advanced
database
code_completion
Pythoncode:Python
0
3
1,656
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# ---------------------------------------------------------\n# Copyright (c) Microsoft Corporation. All rights reserved.\n# ---------------------------------------------------------\n\n\nclass DashboardInfo:\n MODEL_ID_KEY = \"id\" # To match Model schema\n MODEL_INFO_FILENAME = \"model_info.json\"\n\n RAI_INSIGHTS_MODEL_ID_KEY = \"model_id\"\n RAI_INSIGHTS_RUN_ID_KEY = \"rai_insights_parent_run_id\"\n RAI_INSIGHTS_PARENT_FILENAME = \"rai_insights.json\"\n\n\nclass PropertyKeyValues:\n # The property to indicate the type of Run\n RAI_INSIGHTS_TYPE_KEY = \"_azureml.responsibleai.rai_insights.type\"\n RAI_INSIGHTS_TYPE_CONSTRUCT = \"construction\"\n RAI_INSIGHTS_TYPE_CAUSAL = \"causal\"\n RAI_INSIGHTS_TYPE_COUNTERFACTUAL = \"counterfactual\"\n RAI_INSIGHTS_TYPE_EXPLANATION = \"explanation\"\n RAI_INSIGHTS_TYPE_ERROR_ANALYSIS = \"error_analysis\"\n RAI_INSIGHTS_TYPE_GATHER = \"gather\"\n\n # Property to point at the model under examination\n RAI_INSIGHTS_MODEL_ID_KEY = \"_azureml.responsibleai.rai_insights.model_id\"\n\n # Property for tool runs to point at their constructor run"}, {"role": "assistant", "content": "\n RAI_INSIGHTS_CONSTRUCTOR_RUN_ID_KEY = (\n \"_azureml.responsibleai.rai_insights.constructor_run\"\n )\n\n # Property to record responsibleai version\n RAI_INSIGHTS_RESPONSIBLEAI_VERSION_KEY = (\n \"_azureml.responsibleai.rai_insights.responsibleai_version\"\n )\n\n # Property format to indicate presence of a tool\n RAI_INSIGHTS_TOOL_KEY_FORMAT = \"_azureml.responsibleai.rai_insights.has_{0}\"\n\n\nclass RAIToolType:\n CAUSAL = \"causal\"\n COUNTERFACTUAL = \"counterfactual\"\n ERROR_ANALYSIS = \"error_analysis\"\n EXPLANATION = \"explanation\""}]
false
null
null
null
5de3f2eb79030c2d37fe6eb8becce065096245d7
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: from functools import partial from pulsar import Connection, Pool, get_actor from pulsar.utils.pep import to_string from pulsar.apps.data import RemoteStore from pulsar.apps.ds import redis_parser from .client import RedisClient, Pipeline, Consumer, ResponseError from .pubsub import RedisPubSub, RedisChannels class RedisStoreConnection(Connection): def __init__(self, *args, **kw): super().__init__(*args, **kw) self.parser = self._producer._parser_class() async def execute(self, *args, **options): consumer = self.current_consumer() await consumer.start((args, options)) result = await consumer.on_finished if isinstance(result, ResponseError): raise result.exception return result async def execute_pipeline(self, commands, raise_on_error=True): consumer = self.cur ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: consumer.start((commands, raise_on_error, [])) result = await consumer.on_finished if isinstance(result, ResponseError): raise result.exception return result
advanced
testing
incomplete_code
Pythoncode:Python
9
2
865
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom functools import partial\n\nfrom pulsar import Connection, Pool, get_actor\nfrom pulsar.utils.pep import to_string\nfrom pulsar.apps.data import RemoteStore\nfrom pulsar.apps.ds import redis_parser\n\nfrom .client import RedisClient, Pipeline, Consumer, ResponseError\nfrom .pubsub import RedisPubSub, RedisChannels\n\n\nclass RedisStoreConnection(Connection):\n\n def __init__(self, *args, **kw):\n super().__init__(*args, **kw)\n self.parser = self._producer._parser_class()\n\n async def execute(self, *args, **options):\n consumer = self.current_consumer()\n await consumer.start((args, options))\n result = await consumer.on_finished\n if isinstance(result, ResponseError):\n raise result.exception\n return result\n\n async def execute_pipeline(self, commands, raise_on_error=True):\n consumer = self.cur\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 consumer.start((commands, raise_on_error, []))\n result = await consumer.on_finished\n if isinstance(result, ResponseError):\n raise result.exception\n return result"}]
true
syntax
HARD_CUT
CRITICAL
5de40eed6f013ca3b73d1af645e0c517f3a9ec93
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # Generated by Django 3.0.7 on 2020-06-16 05:23 from django.db import migrations, models import django.utils.timezone class Migration(migrations.Migration): dependencies = [ ('tasks', '0004_auto_20200616_0116'), ] operations = [ migrations.AddField( model_name='userreward', name='created_dt', field=models.DateTimeField(auto_now_add=True, default=django.utils.timezone.now), preserve_default=False, ), migrations.AddField( model_name='userreward', name='last_updated_dt', field=models.DateTimeField(auto_now=True), ), migrations.AddField( model_name='usertask', name='created_dt', field=models.DateTimeField(auto_now_add=True, default=django.utils.timezone.now), preserve_default=False, ), migrations.AddField( model_name='usertask', name='last_updated_dt', field=models.DateTimeField(auto_now=True), ), ]
Code analysis results: 🔴 Errors found: Block at line 7 has no indented body ⚠️ Warnings: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 14 Unexpected indentation at line 15 💡 Suggestions: Add docstring to class 'Migration'
advanced
machine_learning
debugging
Pythoncode:Python
0
1
1,068
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Generated by Django 3.0.7 on 2020-06-16 05:23\n\nfrom django.db import migrations, models\nimport django.utils.timezone\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('tasks', '0004_auto_20200616_0116'),\n ]\n\n operations = [\n migrations.AddField(\n model_name='userreward',\n name='created_dt',\n field=models.DateTimeField(auto_now_add=True, default=django.utils.timezone.now),\n preserve_default=False,\n ),\n migrations.AddField(\n model_name='userreward',\n name='last_updated_dt',\n field=models.DateTimeField(auto_now=True),\n ),\n migrations.AddField(\n model_name='usertask',\n name='created_dt',\n field=models.DateTimeField(auto_now_add=True, default=django.utils.timezone.now),\n preserve_default=False,\n ),\n migrations.AddField(\n model_name='usertask',\n name='last_updated_dt',\n field=models.DateTimeField(auto_now=True),\n ),\n ]"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 7 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'Migration'"}]
false
null
null
null
5de5717649c5fb1c3b234920122bfea85236921f
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # Copyright (c) 2019 - The Procedural Generation for Gazebo authors # For information on the respective copyright owner see the NOTICE file # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from . import XMLBase import collections class XMLVector(XMLBase): _NAME = '' def __init__(self, size=None): XMLBase.__init__(self) assert size is not None, 'Vector size cannot be None' assert isinstance(size, int), \ '[{}] Vector size input must be an integer, received={}'.format( self.xml_element_name, size) assert size > 0, '[{}] Size must be greater than zero'.format( self.xml_element_name) self._size = size self._value = [0 for _ in range(self._size)] def _set_value(self, value): assert isinstance(value, collections.Iterable), \ 'Input must be iterable, element={}, received={}, type={}'.format( self._NAME, value, type(value)) assert len(list(value)) == self._size, \ 'Input vector has the wrong size, element={}, received={}, ' \ 'size of received={}, expected length={}'.format( self._NAME, value, len(list(value)), self._size) for item in value: assert isinstance(item, float) or isinstance(item, int) self._value = list(value) def reset(self): self._value = [0 for _ in range(self._size)] XMLBase.reset(self) def is_valid(self): if not isinstance(self._value, list): print('Vector object must have a list as value') return False if len(self._value) != self._size: print('Normal value must be a list with 3 elements') return False for item in self._value: if not isinstance(item, float) and not isinstance(item, int): print('Each vector element must be a float or integer') return False return True def get_formatted_value_as_str(self): assert self.is_valid(), 'Invalid vector' output_str = ' '.join(['{}'] * self._size) return output_str.format(*[format(x, 'n') for x in self._value])
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
testing
refactoring
Pythoncode:Python
5
1
2,683
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright (c) 2019 - The Procedural Generation for Gazebo authors\n# For information on the respective copyright owner see the NOTICE file\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nfrom . import XMLBase\nimport collections\n\n\nclass XMLVector(XMLBase):\n _NAME = ''\n\n def __init__(self, size=None):\n XMLBase.__init__(self)\n assert size is not None, 'Vector size cannot be None'\n assert isinstance(size, int), \\\n '[{}] Vector size input must be an integer, received={}'.format(\n self.xml_element_name, size)\n assert size > 0, '[{}] Size must be greater than zero'.format(\n self.xml_element_name)\n self._size = size\n self._value = [0 for _ in range(self._size)]\n\n def _set_value(self, value):\n assert isinstance(value, collections.Iterable), \\\n 'Input must be iterable, element={}, received={}, type={}'.format(\n self._NAME, value, type(value))\n assert len(list(value)) == self._size, \\\n 'Input vector has the wrong size, element={}, received={}, ' \\\n 'size of received={}, expected length={}'.format(\n self._NAME, value, len(list(value)), self._size)\n for item in value:\n assert isinstance(item, float) or isinstance(item, int)\n self._value = list(value)\n\n def reset(self):\n self._value = [0 for _ in range(self._size)]\n XMLBase.reset(self)\n\n def is_valid(self):\n if not isinstance(self._value, list):\n print('Vector object must have a list as value')\n return False\n if len(self._value) != self._size:\n print('Normal value must be a list with 3 elements')\n return False\n for item in self._value:\n if not isinstance(item, float) and not isinstance(item, int):\n print('Each vector element must be a float or integer')\n return False\n return True\n\n def get_formatted_value_as_str(self):\n assert self.is_valid(), 'Invalid vector'\n output_str = ' '.join(['{}'] * self._size)\n return output_str.format(*[format(x, 'n') for x in self._value])"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5de5910c5b5ea17215e0b0e1f87d78465a65ecbe
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: import mock import pytest from werkzeug.exceptions import NotFound import app.main.helpers as helpers from dmcontent.content_loader import ContentLoader from dmtestutils.api_model_stubs import BriefStub, FrameworkStub, LotStub class TestBuyersHelpers(object): def test_get_framework_and_lot(self): provided_lot = LotStub(slug='digital-specialists', allows_brief=True).response() data_api_client = mock.Mock() data_api_client.get_framework.return_value = FrameworkStub( slug='digital-outcomes-and-specialists-4', status='live', lots=[provided_lot], ).single_result_response() framework, lot = helpers.buyers_helpers.get_framework_and_lot('digital-outcomes-and-specialists-4', 'digital-specialists', data_api_client assert framework['status'] == "live" assert framework['name'] == 'Digital Outcomes and Specialists 4' assert framework['slug'] == 'digital-outcomes-and-specialists-4' assert framework['clarificationQuestionsOpen'] is True assert lot == provided_lot def test_get_framework_and_lot_404s_for_wrong_framework_status(self): data_api_client = mock.Mock() data_api_client.get_framework.return_value = FrameworkStub( slug='digital-outcomes-and-specialists-4', status='open', lots=[ LotStub(slug='digital-specialists', allows_brief=True).response() ] ).single_result_response() with pytest.raises(NotFound): helpers.buyers_helpers.get_framework_and_lot( 'digital-outcomes-and-specialists-4', 'digital-specialists', data_api_client, allowed_statuses=['live'], ) ... [12 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 20 - expected ')' • SyntaxError: '(' was never closed at line 20 Fixes: • Complete the expression on the last line • Add closing ')' bracket • Review code syntax
advanced
testing
syntax_repair
Pythoncode:Python
2
1
1,970
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport mock\nimport pytest\nfrom werkzeug.exceptions import NotFound\n\nimport app.main.helpers as helpers\nfrom dmcontent.content_loader import ContentLoader\n\nfrom dmtestutils.api_model_stubs import BriefStub, FrameworkStub, LotStub\n\nclass TestBuyersHelpers(object):\n def test_get_framework_and_lot(self):\n provided_lot = LotStub(slug='digital-specialists', allows_brief=True).response()\n data_api_client = mock.Mock()\n data_api_client.get_framework.return_value = FrameworkStub(\n slug='digital-outcomes-and-specialists-4',\n status='live',\n lots=[provided_lot],\n ).single_result_response()\n\n framework, lot = helpers.buyers_helpers.get_framework_and_lot('digital-outcomes-and-specialists-4',\n 'digital-specialists',\n data_api_client\n\n assert framework['status'] == \"live\"\n assert framework['name'] == 'Digital Outcomes and Specialists 4'\n assert framework['slug'] == 'digital-outcomes-and-specialists-4'\n assert framework['clarificationQuestionsOpen'] is True\n assert lot == provided_lot\n\n def test_get_framework_and_lot_404s_for_wrong_framework_status(self):\n data_api_client = mock.Mock()\n data_api_client.get_framework.return_value = FrameworkStub(\n slug='digital-outcomes-and-specialists-4',\n status='open',\n lots=[\n LotStub(slug='digital-specialists', allows_brief=True).response()\n ]\n ).single_result_response()\n\n with pytest.raises(NotFound):\n helpers.buyers_helpers.get_framework_and_lot(\n 'digital-outcomes-and-specialists-4',\n 'digital-specialists',\n data_api_client,\n allowed_statuses=['live'],\n )\n\n\n ... [12 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 20 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 20\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
5de5b5ee5bf23c10f66da04af7327075aad14c24
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import deephaven.TableTools as tt import deephaven.Plot as plt
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
beginner
general
refactoring
Pythoncode:Python
0
0
64
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport deephaven.TableTools as tt\nimport deephaven.Plot as plt"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5de70a07393091d4b0d1b81bb83f4335c31b6482
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Copyright 2019 Arie Bregman # # Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. from __future__ import absolute_import from flask import current_app as app from flask import render_template from flask import url_for import logging LOG = logging.getLogger(__name__) from rhoci.test import bp # noqa @bp.route('/index') @bp.route('/') def index(): """All tests.""" jenkins_url = app.config['custom']['jenkins']['url'] uf = url_for('api.all_tests') return render_template('tests/index.html', jenkins_url=jenkins_url, uf=uf) @bp.route('/class/<class_name>/name/<name>') def test(class_name, name): """Specific test summary."""
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Fix: Complete the function 'test' body and add missing return
intermediate
testing
error_detection
Pythoncode:Python
2
0
1,228
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright 2019 Arie Bregman\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\nfrom __future__ import absolute_import\n\nfrom flask import current_app as app\nfrom flask import render_template\nfrom flask import url_for\nimport logging\n\nLOG = logging.getLogger(__name__)\n\nfrom rhoci.test import bp # noqa\n\n\n@bp.route('/index')\n@bp.route('/')\ndef index():\n \"\"\"All tests.\"\"\"\n jenkins_url = app.config['custom']['jenkins']['url']\n uf = url_for('api.all_tests')\n return render_template('tests/index.html',\n jenkins_url=jenkins_url,\n uf=uf)\n\n\n@bp.route('/class/<class_name>/name/<name>')\ndef test(class_name, name):\n \"\"\"Specific test summary.\"\"\""}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Fix: Complete the function 'test' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
5de7879bccf37dcddacbf558d1addbcf9aa0f808
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: from .read import ( read_request_head, read_response_head, connection_close, expected_http_body_size, validate_headers, ) from .assemble import ( assemble_request, assemble_request_head, assemble_response, assemble_response_head, assemble_body, ) # Complete this line __all__ = [ "read_request_head", "read_response_head", "connection_close", "expected_http_body_size", "validate_headers", "assemble_request", "assemble_request_head", "assemble_response", "assemble_response_head", "assemble_body", ]
The missing line is:
intermediate
api
fill_in_the_blank
Pythoncode:Python
0
0
546
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom .read import (\n read_request_head,\n read_response_head,\n connection_close,\n expected_http_body_size,\n validate_headers,\n)\nfrom .assemble import (\n assemble_request, assemble_request_head,\n assemble_response, assemble_response_head,\n assemble_body,\n)\n # Complete this line\n\n__all__ = [\n \"read_request_head\",\n \"read_response_head\",\n \"connection_close\",\n \"expected_http_body_size\",\n \"validate_headers\",\n \"assemble_request\", \"assemble_request_head\",\n \"assemble_response\", \"assemble_response_head\",\n \"assemble_body\",\n]"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
5de7a1ab9ad6ce3cc45b32937415c25c0fb99a65
TheStack--python--000.parquet
Review this Pythoncode:Python code: # -*- coding: utf-8 -*- # Generated by Django 1.10 on 2017-05-21 19:33 from __future__ import unicode_literals from django.db import migrations, models import django.db.models.deletion class Migration(migrations.Migration): dependencies = [ ('request_token', '0008_convert_token_data_to_jsonfield'), ] operations = [ migrations.CreateModel( name='RequestTokenErrorLog', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('error_type', models.CharField(help_text='The underlying type of error raised.', max_length=50)), ('error_message', models.CharField(help_text='The error message supplied.', max_length=200)), ('log', models.OneToOneField(help_text='The token use against which the error occurred.', on_delete=django.db.models.deletion.CASCADE, related_name='error', to='request_token.RequestTokenLog')), ('token', models.ForeignKey(help_text='The RequestToken that was used.', on_delete=django.db.models.deletion.CASCADE, related_name='errors', to='request_token.RequestToken')), ], ), ]
Code Review: ❌ Critical issues: Block at line 9 has no indented body ⚠️ Code quality: Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 ✨ Improvements: Add docstring to class 'Migration' Line 22 too long (210 chars) - break into multiple lines Line 23 too long (191 chars) - break into multiple lines
advanced
api
code_review
Pythoncode:Python
0
1
1,211
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Generated by Django 1.10 on 2017-05-21 19:33\nfrom __future__ import unicode_literals\n\nfrom django.db import migrations, models\nimport django.db.models.deletion\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('request_token', '0008_convert_token_data_to_jsonfield'),\n ]\n\n operations = [\n migrations.CreateModel(\n name='RequestTokenErrorLog',\n fields=[\n ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),\n ('error_type', models.CharField(help_text='The underlying type of error raised.', max_length=50)),\n ('error_message', models.CharField(help_text='The error message supplied.', max_length=200)),\n ('log', models.OneToOneField(help_text='The token use against which the error occurred.', on_delete=django.db.models.deletion.CASCADE, related_name='error', to='request_token.RequestTokenLog')),\n ('token', models.ForeignKey(help_text='The RequestToken that was used.', on_delete=django.db.models.deletion.CASCADE, related_name='errors', to='request_token.RequestToken')),\n ],\n ),\n ]"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Block at line 9 has no indented body\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n\n\u2728 Improvements:\n Add docstring to class 'Migration'\n Line 22 too long (210 chars) - break into multiple lines\n Line 23 too long (191 chars) - break into multiple lines"}]
false
null
null
null
5de7e5e6d54e182aae7ef185c563685a2425fd3b
TheStack--python--000.parquet
Complete this Pythoncode:Python code: #4 lines: Fibonacci, tuple assignment parents, babies = (1, 1) while babies < 100:
print ('This generation has {0} babies'.format(babies)) parents, babies = (babies, parents + babies)
beginner
database
code_completion
Pythoncode:Python
0
0
191
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#4 lines: Fibonacci, tuple assignment\nparents, babies = (1, 1)\nwhile babies < 100:"}, {"role": "assistant", "content": "\n print ('This generation has {0} babies'.format(babies))\n parents, babies = (babies, parents + babies)"}]
false
null
null
null
5de81bead5f0058007dc4a5e3ad313c7ed6b6535
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import typing from .core import Component _Controller = typing.TypeVar('_Controller') _ControllerType = typing.Type[_Controller] ControllerFactory = typing.NewType('ControllerFactory', typing.Callable[[typing.Type], object]) _controller_factory: typing.Optional[ControllerFactory] = None def controller(controller_class: _ControllerType) -> _ControllerType: Component.register(controller_class) return controller_class def set_controller_factory(controller_factory: ControllerFactory) -> None: global _controller_factory _controller_factory = controller_factory def build_controller(controller_class: _ControllerType) -> _Controller: if _controller_factory is None: return controller_class() return _controller_factory(controller_class) def get_component(controller_class: _ControllerType) -> Component: return Component.get_by_cls(controller_class)
Functions: controller, set_controller_factory, build_controller, get_component This code demonstrates Pythoncode:Python programming.
intermediate
ui
code_explanation
Pythoncode:Python
4
0
896
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport typing\n\nfrom .core import Component\n\n_Controller = typing.TypeVar('_Controller')\n_ControllerType = typing.Type[_Controller]\nControllerFactory = typing.NewType('ControllerFactory', typing.Callable[[typing.Type], object])\n_controller_factory: typing.Optional[ControllerFactory] = None\n\n\ndef controller(controller_class: _ControllerType) -> _ControllerType:\n Component.register(controller_class)\n return controller_class\n\n\ndef set_controller_factory(controller_factory: ControllerFactory) -> None:\n global _controller_factory\n _controller_factory = controller_factory\n\n\ndef build_controller(controller_class: _ControllerType) -> _Controller:\n if _controller_factory is None:\n return controller_class()\n return _controller_factory(controller_class)\n\n\ndef get_component(controller_class: _ControllerType) -> Component:\n return Component.get_by_cls(controller_class)"}, {"role": "assistant", "content": " Functions: controller, set_controller_factory, build_controller, get_component\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5de8ea4c838b0533ab68d0c0085a12cb95b9a807
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # Copyright 2014 The Bazel 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. def go_vet_test(*args, **kwargs): fail("The go_vet_test rule has been removed. Please migrate to nogo instead, which supports vet tests.") def go_rule(**kwargs): fail("The go_rule function has been removed. Use rule directly instead. See https://github.com/bazelbuild/rules_go/blob/master/go/toolchains.rst#writing-new-go-rules") def go_rules_dependencies(): _moved("go_rules_dependencies") def go_register_toolchains(**kwargs): _moved("go_register_toolchains") def go_download_sdk(**kwargs): _moved("go_download_sdk") def go_host_sdk(**kwargs): _moved("go_host_sdk") def go_local_sdk(**kwargs): _moved("go_local_sdk") def go_wrap_sdk(**kwargs): _moved("go_wrap_sdK") def _moved(name): fail(name + " has moved. Please load from " + " @io_bazel_rules_go//go:deps.bzl instead of def.bzl.")
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 41 💡 Suggestions: Line 19 too long (171 chars) - break into multiple lines
advanced
testing
debugging
Pythoncode:Python
9
0
1,444
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Copyright 2014 The Bazel 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\ndef go_vet_test(*args, **kwargs):\n fail(\"The go_vet_test rule has been removed. Please migrate to nogo instead, which supports vet tests.\")\n\ndef go_rule(**kwargs):\n fail(\"The go_rule function has been removed. Use rule directly instead. See https://github.com/bazelbuild/rules_go/blob/master/go/toolchains.rst#writing-new-go-rules\")\n\ndef go_rules_dependencies():\n _moved(\"go_rules_dependencies\")\n\ndef go_register_toolchains(**kwargs):\n _moved(\"go_register_toolchains\")\n\ndef go_download_sdk(**kwargs):\n _moved(\"go_download_sdk\")\n\ndef go_host_sdk(**kwargs):\n _moved(\"go_host_sdk\")\n\ndef go_local_sdk(**kwargs):\n _moved(\"go_local_sdk\")\n\ndef go_wrap_sdk(**kwargs):\n _moved(\"go_wrap_sdK\")\n\ndef _moved(name):\n fail(name + \" has moved. Please load from \" +\n \" @io_bazel_rules_go//go:deps.bzl instead of def.bzl.\")"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 41\n\n\ud83d\udca1 Suggestions:\n Line 19 too long (171 chars) - break into multiple lines"}]
false
null
null
null
5de9426d377676b21fdbfe522c80d5ca38d85f47
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- import calendar import csv from datetime import datetime import os from flask_sqlalchemy import SQLAlchemy from sqlalchemy import and_ from ..constants import CONST from ..models import AccidentMarker from ..utilities import init_flask, decode_hebrew, open_utf8 from ..import importmail from xml.dom import minidom import math import requests import logging ############################################################################################ # United.py is responsible for the parsing and deployment of "united hatzala" data to the DB ############################################################################################ def retrieve_ims_xml(): # getting an xml document from the ims(israel meteorological service) website logging.basicConfig(level=logging.DEBUG) s = requests.session() r = s.get('http://www.ims.gov.il/ims/PublicXML/observ.xml') xml_doc = minidom.parseString(r.text) collection = xml_doc.documentElement return collection def parse_date(created): """ :param created: Date & Time string from csv :return: Python datetime object """ # Complete this line global hour DATE_FORMATS = ['%m/%d/%Y %I:%M:%S', '%Y-%m-%d %H:%M:%S', '%Y/%m/%d %I:%M:%S', '%d/%m/%Y %I:%M', '%Y/%m/%d %I:%M', '%m/%d/%Y %I:%M'] for date_format in DATE_FORMATS: try: if date_format == '%Y-%m-%d %H:%M:%S': time = datetime.strptime(str(created)[:-4], date_format) hour = time.strftime('%H') hour = int(hour) else: time = datetime.strptime(str(created)[:-3], date_format) hour = time.strftime('%H') hour = int(hour) if str(created).endswith('AM') else int(hour) + 12 break except ValueError: pass return datetime(time.year, time.month, time.day, hour, time.minute, 0) def is_nth_weekday(nth, daynum, year, month): # find if date is the nth occurrence of the daynum day of the week (ex: the forth sunday of april 2016) # start counting the daynum from monday = 0 return calendar.Calendar(nth).monthdatescalendar( year, month )[nth][daynum] def get_parent_object_node(node): while node.parentNode: node = node.parentNode if node.nodeName == "Object": return node ... [10 more functiondefs truncated] ...
The missing line is: global time
intermediate
api
fill_in_the_blank
Pythoncode:Python
4
0
2,463
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\nimport calendar\nimport csv\nfrom datetime import datetime\nimport os\n\nfrom flask_sqlalchemy import SQLAlchemy\nfrom sqlalchemy import and_\n\nfrom ..constants import CONST\nfrom ..models import AccidentMarker\nfrom ..utilities import init_flask, decode_hebrew, open_utf8\nfrom ..import importmail\n\nfrom xml.dom import minidom\n\nimport math\n\nimport requests\nimport logging\n\n############################################################################################\n# United.py is responsible for the parsing and deployment of \"united hatzala\" data to the DB\n############################################################################################\n\ndef retrieve_ims_xml(): # getting an xml document from the ims(israel meteorological service) website\n logging.basicConfig(level=logging.DEBUG)\n s = requests.session()\n r = s.get('http://www.ims.gov.il/ims/PublicXML/observ.xml')\n xml_doc = minidom.parseString(r.text)\n collection = xml_doc.documentElement\n return collection\n\n\ndef parse_date(created):\n \"\"\"\n :param created: Date & Time string from csv\n :return: Python datetime object\n \"\"\"\n # Complete this line\n global hour\n DATE_FORMATS = ['%m/%d/%Y %I:%M:%S', '%Y-%m-%d %H:%M:%S', '%Y/%m/%d %I:%M:%S', '%d/%m/%Y %I:%M', '%Y/%m/%d %I:%M', '%m/%d/%Y %I:%M']\n\n for date_format in DATE_FORMATS:\n try:\n if date_format == '%Y-%m-%d %H:%M:%S':\n time = datetime.strptime(str(created)[:-4], date_format)\n hour = time.strftime('%H')\n hour = int(hour)\n else:\n time = datetime.strptime(str(created)[:-3], date_format)\n hour = time.strftime('%H')\n hour = int(hour) if str(created).endswith('AM') else int(hour) + 12\n break\n except ValueError:\n pass\n return datetime(time.year, time.month, time.day, hour, time.minute, 0)\n\n\ndef is_nth_weekday(nth, daynum, year,\n month): # find if date is the nth occurrence of the daynum day of the week (ex: the forth sunday of april 2016)\n # start counting the daynum from monday = 0\n return calendar.Calendar(nth).monthdatescalendar(\n year,\n month\n )[nth][daynum]\n\n\ndef get_parent_object_node(node):\n while node.parentNode:\n node = node.parentNode\n if node.nodeName == \"Object\":\n return node\n\n\n\n ... [10 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n global time"}]
false
null
null
null
5deb3af9396589471b73ff049da7ac957d8d19d7
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: import unittest from numpy.testing import assert_array_equal import numpy as np from libact.base.dataset import Dataset from libact.models import LogisticRegression from libact.query_strategies import VarianceReduction from .utils import run_qs class VarianceReductionTestCase(unittest.TestCase): """Variance reduction test case using artifitial dataset""" def setUp(self): self.X = [[-2, -1], [1, 1], [-1, -2], [-1, -1], [1, 2], [2, 1]] self.y = [0, 1, 0, 1, 0, 1] self.quota = 4 def test_variance_reduction(self): trn_ds = Dataset(self.X, np.concatenate([self.y[:2], [None] * (len(self.y) - 2)])) qs = VarianceReduction(trn_ds, model=LogisticRegression(), sigma=0.1) qseq = run_qs(trn_ds, qs, self.y, self.quota) assert_array_equal(qseq, np.array([4, 5, 2, 3])) if __name__ == '__main__': unittest.main()
Syntax Analysis: Syntax Errors Found: • IndentationError at line 24 Fixes: • Fix indentation to match Python syntax rules
advanced
testing
syntax_repair
Pythoncode:Python
2
1
956
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport unittest\n\nfrom numpy.testing import assert_array_equal\nimport numpy as np\n\nfrom libact.base.dataset import Dataset\nfrom libact.models import LogisticRegression\nfrom libact.query_strategies import VarianceReduction\nfrom .utils import run_qs\n\n\nclass VarianceReductionTestCase(unittest.TestCase):\n \"\"\"Variance reduction test case using artifitial dataset\"\"\"\n def setUp(self):\n self.X = [[-2, -1], [1, 1], [-1, -2], [-1, -1], [1, 2], [2, 1]]\n self.y = [0, 1, 0, 1, 0, 1]\n self.quota = 4\n\n def test_variance_reduction(self):\n trn_ds = Dataset(self.X,\n np.concatenate([self.y[:2],\n [None] * (len(self.y) - 2)]))\n qs = VarianceReduction(trn_ds, model=LogisticRegression(), sigma=0.1)\n qseq = run_qs(trn_ds, qs, self.y, self.quota)\n assert_array_equal(qseq, np.array([4, 5, 2, 3]))\n\n\n if __name__ == '__main__':\n unittest.main()"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 IndentationError at line 24\n\n Fixes:\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
5deb5f7aaf6a1389fadf9c9089ff41e73863dbba
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: from __future__ import unicode_literals from __future__ import print_function from __future__ import division from __future__ import absolute_import from builtins import open from builtins import str from future import standard_library def backoff_max_value(): """Return max value for backoff.""" return app.conf.BACKOFF_MAX_VALUE def backoff_max_tries(): """Return max tries for backoff.""" return app.conf.BACKOFF_MAX_TRIES def hard_time_limit_gap(): """Return minimum gap time after soft time limit.""" return app.conf.HARD_TIME_LIMIT_GAP def ensure_hard_time_limit_gap(soft_time_limit, time_limit): """Ensure hard time limit gap.""" gap = hard_time_limit_gap() if soft_time_limit is not None and (time_limit is None or time_limit <= soft_time_limit+gap): time_limit = soft_time_limit + gap return soft_time_limit, time_limit def set_redis_job_status_pool(): """Set redis connection pool for job status.""" global JOB_STATUS_POOL if JOB_STATUS_POOL is None: JOB_STATUS_POOL = BlockingConnectionPool.from_url( app.conf.REDIS_JOB_STATUS_URL) def set_redis_job_info_pool(): """Set redis connection pool for job info metrics.""" global JOB_INFO_POOL if JOB_INFO_POOL is None: JOB_INFO_POOL = BlockingConnectionPool.from_url( app.conf.REDIS_JOB_INFO_URL) def set_redis_worker_status_pool(): """Set redis connection pool for worker status.""" global WORKER_STATUS_POOL if WORKER_STATUS_POOL is None: WORKER_STATUS_POOL = BlockingConnectionPool.from_url( app.conf.REDIS_JOB_STATUS_URL) def set_redis_event_status_pool(): """Set redis connection pool for event status.""" global EVENT_STATUS_POOL if EVENT_STATUS_POOL is None: EVENT_STATUS_POOL = BlockingConnectionPool.from_url( app.conf.REDIS_JOB_STATUS_URL) @backoff.on_exception(backoff.expo, RedisError, max_tries=backoff_max_tries, max_value=backoff_max_value) def log_task_worker(task_id, worker): """Log task worker for task ID in redis.""" set_redis_worker_status_pool( global WORKER_STATUS_POOL # set task worker for task ID r = StrictRedis(connection_pool=WORKER_STATUS_POOL) r.setex(TASK_WORKER_KEY_TMPL % task_id, app.conf.HYSDS_JOB_STATUS_EXPIRES, worker) @backoff.on_exception(backoff.expo, RedisError, max_tries=backoff_max_tries, max_value=backoff_max_value) ... [8 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 78 - expected ')' • SyntaxError: '(' was never closed at line 78 Fixes: • Complete the expression on the last line • Add closing ')' bracket • Review code syntax
advanced
ui
syntax_repair
Pythoncode:Python
9
0
2,691
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom __future__ import unicode_literals\nfrom __future__ import print_function\nfrom __future__ import division\nfrom __future__ import absolute_import\n\n\nfrom builtins import open\nfrom builtins import str\nfrom future import standard_library\ndef backoff_max_value():\n \"\"\"Return max value for backoff.\"\"\"\n return app.conf.BACKOFF_MAX_VALUE\n\n\ndef backoff_max_tries():\n \"\"\"Return max tries for backoff.\"\"\"\n return app.conf.BACKOFF_MAX_TRIES\n\n\ndef hard_time_limit_gap():\n \"\"\"Return minimum gap time after soft time limit.\"\"\"\n return app.conf.HARD_TIME_LIMIT_GAP\n\n\ndef ensure_hard_time_limit_gap(soft_time_limit, time_limit):\n \"\"\"Ensure hard time limit gap.\"\"\"\n\n gap = hard_time_limit_gap()\n if soft_time_limit is not None and (time_limit is None or\n time_limit <= soft_time_limit+gap):\n time_limit = soft_time_limit + gap\n return soft_time_limit, time_limit\n\n\ndef set_redis_job_status_pool():\n \"\"\"Set redis connection pool for job status.\"\"\"\n\n global JOB_STATUS_POOL\n if JOB_STATUS_POOL is None:\n JOB_STATUS_POOL = BlockingConnectionPool.from_url(\n app.conf.REDIS_JOB_STATUS_URL)\n\n\ndef set_redis_job_info_pool():\n \"\"\"Set redis connection pool for job info metrics.\"\"\"\n\n global JOB_INFO_POOL\n if JOB_INFO_POOL is None:\n JOB_INFO_POOL = BlockingConnectionPool.from_url(\n app.conf.REDIS_JOB_INFO_URL)\n\n\ndef set_redis_worker_status_pool():\n \"\"\"Set redis connection pool for worker status.\"\"\"\n\n global WORKER_STATUS_POOL\n if WORKER_STATUS_POOL is None:\n WORKER_STATUS_POOL = BlockingConnectionPool.from_url(\n app.conf.REDIS_JOB_STATUS_URL)\n\n\ndef set_redis_event_status_pool():\n \"\"\"Set redis connection pool for event status.\"\"\"\n\n global EVENT_STATUS_POOL\n if EVENT_STATUS_POOL is None:\n EVENT_STATUS_POOL = BlockingConnectionPool.from_url(\n app.conf.REDIS_JOB_STATUS_URL)\n\n\n@backoff.on_exception(backoff.expo,\n RedisError,\n max_tries=backoff_max_tries,\n max_value=backoff_max_value)\ndef log_task_worker(task_id, worker):\n \"\"\"Log task worker for task ID in redis.\"\"\"\n\n set_redis_worker_status_pool(\n global WORKER_STATUS_POOL\n\n # set task worker for task ID\n r = StrictRedis(connection_pool=WORKER_STATUS_POOL)\n r.setex(TASK_WORKER_KEY_TMPL % task_id,\n app.conf.HYSDS_JOB_STATUS_EXPIRES,\n worker)\n\n\n@backoff.on_exception(backoff.expo,\n RedisError,\n max_tries=backoff_max_tries,\n max_value=backoff_max_value)\n\n ... [8 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 78 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 78\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
5dec35ee70a7a827dfe8596bcb69fa8833b6491d
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Copyright 2015, Rackspace, US, Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. class Info(generic.View): """API for information about the Swift installation. """ url_regex = r'swift/info/$' @rest_utils.ajax() def get(self, request: """Get information about the Swift installation. """ capabilities = api.swift.swift_get_capabilities(request) return {'info': capabilities} @urls.register class Containers(generic.View): """API for swift container listing for an account """ url_regex = r'swift/containers/$' @rest_utils.ajax() def get(self, request): """Get the list of containers for this account TODO(neillc): Add pagination """ containers, has_more = api.swift.swift_get_containers(request) containers = [container.to_dict() for container in containers] return {'items': containers, 'has_more': has_more} @urls.register class Container(generic.View): """API for swift container level information """ url_regex = r'swift/containers/(?P<container>[^/]+)/metadata/$' @rest_utils.ajax() def get(self, request, container): """Get the container details """ return api.swift.swift_get_container(request, container).to_dict() @rest_utils.ajax() def post(self, request, container): metadata = {} if 'is_public' in request.DATA: metadata['is_public'] = request.DATA['is_public'] # This will raise an exception if the container already exists try: api.swift.swift_create_container(request, container, metadata=metadata) except exceptions.AlreadyExists as e: # 409 Conflict return rest_utils.JSONResponse(str(e), 409) return rest_utils.CreatedResponse( u'/api/swift/containers/%s' % container, ) @rest_utils.ajax() def delete(self, request, container): try: api.swift.swift_delete_container(request, container) except exceptions.Conflict as e: # It cannot be deleted if it's not empty. return rest_utils.JSONResponse(str(e), 409) @rest_utils.ajax(data_required=True) ... [12 more functiondefs truncated] ...
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 15 • Unclosed '(' at line 20 - expected ')' Fix: Add missing ')' bracket at line 20
advanced
api
error_detection
Pythoncode:Python
5
3
2,821
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright 2015, Rackspace, US, Inc.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\nclass Info(generic.View):\n \"\"\"API for information about the Swift installation.\n \"\"\"\n url_regex = r'swift/info/$'\n\n @rest_utils.ajax()\n def get(self, request:\n \"\"\"Get information about the Swift installation.\n \"\"\"\n capabilities = api.swift.swift_get_capabilities(request)\n return {'info': capabilities}\n\n\n@urls.register\nclass Containers(generic.View):\n \"\"\"API for swift container listing for an account\n \"\"\"\n url_regex = r'swift/containers/$'\n\n @rest_utils.ajax()\n def get(self, request):\n \"\"\"Get the list of containers for this account\n\n TODO(neillc): Add pagination\n \"\"\"\n containers, has_more = api.swift.swift_get_containers(request)\n containers = [container.to_dict() for container in containers]\n return {'items': containers, 'has_more': has_more}\n\n\n@urls.register\nclass Container(generic.View):\n \"\"\"API for swift container level information\n \"\"\"\n\n url_regex = r'swift/containers/(?P<container>[^/]+)/metadata/$'\n\n @rest_utils.ajax()\n def get(self, request, container):\n \"\"\"Get the container details\n \"\"\"\n return api.swift.swift_get_container(request, container).to_dict()\n\n @rest_utils.ajax()\n def post(self, request, container):\n metadata = {}\n\n if 'is_public' in request.DATA:\n metadata['is_public'] = request.DATA['is_public']\n\n # This will raise an exception if the container already exists\n try:\n api.swift.swift_create_container(request, container,\n metadata=metadata)\n except exceptions.AlreadyExists as e:\n # 409 Conflict\n return rest_utils.JSONResponse(str(e), 409)\n\n return rest_utils.CreatedResponse(\n u'/api/swift/containers/%s' % container,\n )\n\n @rest_utils.ajax()\n def delete(self, request, container):\n try:\n api.swift.swift_delete_container(request, container)\n except exceptions.Conflict as e:\n # It cannot be deleted if it's not empty.\n return rest_utils.JSONResponse(str(e), 409)\n\n @rest_utils.ajax(data_required=True)\n\n ... [12 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 15\n \u2022 Unclosed '(' at line 20 - expected ')'\n\n Fix: Add missing ')' bracket at line 20"}]
true
syntax
MISSING_BRACKETS
MEDIUM
5deeffa5857206493c1d342dae064f6fd87a3184
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: class ListDataset(data.Dataset): img_size = 300 def __init__(self, root, list_file, train, transform): ''' Args: root: (str) ditectory to images. list_file: (str) path to index file. train: (boolean) train or test. transform: ([transforms]) image transforms. ''' self.root = root self.train = train self.transform = transform self.fnames = [] self.boxes = [] self.labels = [] self.data_encoder = DataEncoder() with open(list_file) as f: lines = f.readlines() self.num_samples = len(lines) for line in lines: splited = line.strip().split() self.fnames.append(splited[0]) num_objs = int(splited[1]) box = [] label = [] for i in range(num_objs): Error: SyntaxError / EOF
Fixed Code: class ListDataset(data.Dataset): img_size = 300 def __init__(self, root, list_file, train, transform): ''' Args: root: (str) ditectory to images. list_file: (str) path to index file. train: (boolean) train or test. transform: ([transforms]) image transforms. ''' self.root = root self.train = train self.transform = transform self.fnames = [] self.boxes = [] self.labels = [] self.data_encoder = DataEncoder() Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
2
1
888
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nclass ListDataset(data.Dataset):\n img_size = 300\n\n def __init__(self, root, list_file, train, transform):\n '''\n Args:\n root: (str) ditectory to images.\n list_file: (str) path to index file.\n train: (boolean) train or test.\n transform: ([transforms]) image transforms.\n '''\n self.root = root\n self.train = train\n self.transform = transform\n\n self.fnames = []\n self.boxes = []\n self.labels = []\n\n self.data_encoder = DataEncoder()\n\n with open(list_file) as f:\n lines = f.readlines()\n self.num_samples = len(lines)\n\n for line in lines:\n splited = line.strip().split()\n self.fnames.append(splited[0])\n\n num_objs = int(splited[1])\n box = []\n label = []\n for i in range(num_objs):\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nclass ListDataset(data.Dataset):\n img_size = 300\n\n def __init__(self, root, list_file, train, transform):\n '''\n Args:\n root: (str) ditectory to images.\n list_file: (str) path to index file.\n train: (boolean) train or test.\n transform: ([transforms]) image transforms.\n '''\n self.root = root\n self.train = train\n self.transform = transform\n\n self.fnames = []\n self.boxes = []\n self.labels = []\n\n self.data_encoder = DataEncoder()\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
5def303cbd1f1433f2580e86e412f8af092aba1f
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # Lint as: python3 # Copyright 2020 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== class Base: """Model builder with commonly used layers. A method in a builder class constructs a layer param. FProp of a layer constructed by a builder takes a tuple of tf.Tensor (one or more) and returns a tuple of tf.Tensor (one or more). Even though certain layers support FProp argument being None (e.g., Conv2DLayer), builder should not depend on such a support. The constructed layer is often a composition of multiple sub-layers connected in certain patterns. We expect to have a few methods to facilitate building these patterns. For example, _Seq() helps to build a sequential layer that calls its sub-layer one after another. TODO(zhifengc): Adds a more concrete example. """ @classmethod ... [29 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
0
1
1,486
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Lint as: python3\n# Copyright 2020 The TensorFlow Authors. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n# ==============================================================================\nclass Base:\n \"\"\"Model builder with commonly used layers.\n\n A method in a builder class constructs a layer param. FProp of a layer\n constructed by a builder takes a tuple of tf.Tensor (one or more) and returns\n a tuple of tf.Tensor (one or more). Even though certain layers support FProp\n argument being None (e.g., Conv2DLayer), builder should not depend on such a\n support.\n\n The constructed layer is often a composition of multiple sub-layers connected\n in certain patterns. We expect to have a few methods to facilitate building\n these patterns. For example, _Seq() helps to build a sequential layer that\n calls its sub-layer one after another.\n\n TODO(zhifengc): Adds a more concrete example.\n \"\"\"\n\n @classmethod\n\n ... [29 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5defd443987097ce80f96a0e6f43dc63945abf24
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # Copyright (c) 2010 by Cisco Systems, Inc. class ToolNameManager: """ToolName plugins have to register with this manager the circumstances under which they wish to be called.""" def __init__(self, plugins): toolname_plugins = plugins.LoadAllPlugins(TOOLNAME_PLUGIN_PREFIX) self.first_arg_matches = [] self.first_arg_basename_matches = [] self.first_arg_regexes= [] self.first_arg_basename_regexes = [] self.command_line_regexes = [] for plugin in toolname_plugins: plugin.register(self) def RegisterFirstArgumentMatch(self, text, cb): """Call back parameters: first_arg, argv, cwd""" self.first_arg_matches.append((text, cb)) def RegisterFirstArgumentRegex(self, regex, cb): """Call back parameters: first_arg, argv, cwd, regex_match""" self.first_arg_regexes.append((regex, cb)) def RegisterFirstArgumentBasenameMatch(self, text, cb): """Call back parameters: basename, first_arg, argv, cwd""" self.first_arg_basename_matches.append((text, cb)) def RegisterFirstArgumentBasenameRegex(self, regex, cb): """Call back parameters: basename, first_arg, argv, cw, regex_match""" self.first_arg_basename_regexes.append((regex, cb)) def RegisterCommandLineRegex(self, regex, cb): """Call back parameters: argv, cwd, regex_match""" self.command_line_regexes.append((regex,
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 3 • Unclosed '(' at line 36 - expected ')' • Unclosed '(' at line 36 - expected ')' Fixes: • Add closing quote at line 3 • Add closing ')' bracket • Add closing ')' bracket
advanced
database
syntax_repair
Pythoncode:Python
7
1
1,453
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Copyright (c) 2010 by Cisco Systems, Inc.\nclass ToolNameManager:\n \"\"\"ToolName plugins have to register with this manager\n the circumstances under which they wish to be called.\"\"\"\n def __init__(self, plugins):\n toolname_plugins = plugins.LoadAllPlugins(TOOLNAME_PLUGIN_PREFIX)\n\n self.first_arg_matches = []\n self.first_arg_basename_matches = []\n\n self.first_arg_regexes= []\n self.first_arg_basename_regexes = []\n self.command_line_regexes = []\n\n for plugin in toolname_plugins:\n plugin.register(self)\n\n def RegisterFirstArgumentMatch(self, text, cb):\n \"\"\"Call back parameters: first_arg, argv, cwd\"\"\"\n self.first_arg_matches.append((text, cb))\n\n def RegisterFirstArgumentRegex(self, regex, cb):\n \"\"\"Call back parameters: first_arg, argv, cwd, regex_match\"\"\"\n self.first_arg_regexes.append((regex, cb))\n\n def RegisterFirstArgumentBasenameMatch(self, text, cb):\n \"\"\"Call back parameters: basename, first_arg, argv, cwd\"\"\"\n self.first_arg_basename_matches.append((text, cb))\n\n def RegisterFirstArgumentBasenameRegex(self, regex, cb):\n \"\"\"Call back parameters: basename, first_arg, argv, cw, regex_match\"\"\"\n self.first_arg_basename_regexes.append((regex, cb))\n\n def RegisterCommandLineRegex(self, regex, cb):\n \"\"\"Call back parameters: argv, cwd, regex_match\"\"\"\n self.command_line_regexes.append((regex,"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 3\n \u2022 Unclosed '(' at line 36 - expected ')'\n \u2022 Unclosed '(' at line 36 - expected ')'\n\n Fixes:\n \u2022 Add closing quote at line 3\n \u2022 Add closing ')' bracket\n \u2022 Add closing ')' bracket"}]
true
syntax
MID_STRING
CRITICAL
5defe80f544d4d152b4eab27921e74e04e7e4df0
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import time from http import HTTPStatus from itertools import count from typing import Sequence import gevent import grequests import pytest import structlog from eth_utils import to_canonical_address from flask import url_for from raiden.api.python import RaidenAPI from raiden.api.rest import APIServer, RestAPI from raiden.constants import RoutingMode from raiden.message_handler import MessageHandler from raiden.network.transport import MatrixTransport from raiden.raiden_event_handler import RaidenEventHandler from raiden.raiden_service import RaidenService from raiden.settings import RestApiConfig from raiden.tests.integration.api.utils import wait_for_listening_port from raiden.tests.integration.fixtures.raiden_network import RestartNode from raiden.tests.utils.detect_failure import raise_on_failure from raiden.tests.utils.protocol import HoldRaidenEventHandler from raiden.tests.utils.transfer import ( def iwait_and_get(items: Sequence[gevent.Greenlet]) -> None: """Iteratively wait and get on passed greenlets. This ensures exceptions in the greenlets are re-raised as soon as possible. """ for item in gevent.iwait(items): item.get() def _url_for(apiserver: APIServer, endpoint: str, **kwargs) -> str: # url_for() expects binary address so we have to convert here for key, val in kwargs.items(): if isinstance(val, str) and val.startswith("0x"): kwargs[key] = to_canonical_address(val) with apiserver.flask_app.app_context(): return url_for(f"v1_resources.{endpoint}", **kwargs) def start_apiserver(raiden_app: RaidenService, rest_api_port_number: Port) -> APIServer: raiden_api = RaidenAPI(raiden_app) rest_api = RestAPI(raiden_api) api_server = APIServer( rest_api, config=RestApiConfig(host=Host("localhost"), port=rest_api_port_number) ) # required for url_for api_server.flask_app.config["SERVER_NAME"] = f"localhost:{rest_api_port_number}" api_server.start() wait_for_listening_port(rest_api_port_number) return api_server def start_apiserver_for_network( raiden_network: List[RaidenService], port_generator: Iterator[Port] ) -> List[APIServer]: return [start_apiserver(app, next(port_generator)) for app in raiden_network] ... [11 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 27 Unclosed '(' at line 25 - expected ')' SyntaxError: '(' was never closed at line 25 ⚠️ Warnings: Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 37 Unexpected indentation at line 47 💡 Suggestions: Complete the expression on the last line Add closing quote at line 27 Add closing ')' bracket
intermediate
testing
debugging
Pythoncode:Python
4
0
2,329
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport time\nfrom http import HTTPStatus\nfrom itertools import count\nfrom typing import Sequence\n\nimport gevent\nimport grequests\nimport pytest\nimport structlog\nfrom eth_utils import to_canonical_address\nfrom flask import url_for\n\nfrom raiden.api.python import RaidenAPI\nfrom raiden.api.rest import APIServer, RestAPI\nfrom raiden.constants import RoutingMode\nfrom raiden.message_handler import MessageHandler\nfrom raiden.network.transport import MatrixTransport\nfrom raiden.raiden_event_handler import RaidenEventHandler\nfrom raiden.raiden_service import RaidenService\nfrom raiden.settings import RestApiConfig\nfrom raiden.tests.integration.api.utils import wait_for_listening_port\nfrom raiden.tests.integration.fixtures.raiden_network import RestartNode\nfrom raiden.tests.utils.detect_failure import raise_on_failure\nfrom raiden.tests.utils.protocol import HoldRaidenEventHandler\nfrom raiden.tests.utils.transfer import (\ndef iwait_and_get(items: Sequence[gevent.Greenlet]) -> None:\n \"\"\"Iteratively wait and get on passed greenlets.\n\n This ensures exceptions in the greenlets are re-raised as soon as possible.\n \"\"\"\n for item in gevent.iwait(items):\n item.get()\n\n\ndef _url_for(apiserver: APIServer, endpoint: str, **kwargs) -> str:\n # url_for() expects binary address so we have to convert here\n for key, val in kwargs.items():\n if isinstance(val, str) and val.startswith(\"0x\"):\n kwargs[key] = to_canonical_address(val)\n\n with apiserver.flask_app.app_context():\n return url_for(f\"v1_resources.{endpoint}\", **kwargs)\n\n\ndef start_apiserver(raiden_app: RaidenService, rest_api_port_number: Port) -> APIServer:\n raiden_api = RaidenAPI(raiden_app)\n rest_api = RestAPI(raiden_api)\n api_server = APIServer(\n rest_api, config=RestApiConfig(host=Host(\"localhost\"), port=rest_api_port_number)\n )\n\n # required for url_for\n api_server.flask_app.config[\"SERVER_NAME\"] = f\"localhost:{rest_api_port_number}\"\n\n api_server.start()\n\n wait_for_listening_port(rest_api_port_number)\n\n return api_server\n\n\ndef start_apiserver_for_network(\n raiden_network: List[RaidenService], port_generator: Iterator[Port]\n) -> List[APIServer]:\n return [start_apiserver(app, next(port_generator)) for app in raiden_network]\n\n\n\n ... [11 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 27\n Unclosed '(' at line 25 - expected ')'\n SyntaxError: '(' was never closed at line 25\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 37\n Unexpected indentation at line 47\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 27\n Add closing ')' bracket"}]
false
null
null
null
5df1af1171ca12ddbf5a2ce6aeb42a6d24730f8d
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- # file: preprocess.py # author: jackie # Copyright (C) 2021. All Rights Reserved. import os import pandas as pd import argparse import emoji import re from sklearn.model_selection import train_test_split def convert(text, labels): # convert label to list try: labels = eval(labels) tags = ['O'] * len(text) sentiment = ['-999'] * len(text) for j in range(len(labels)): label = labels[j] sentiment_key = labels[j][3] if sentiment_key == '正': sentiment_value = 'Positive' elif sentiment_key == '负': sentiment_value = 'Negative' else: sentiment_value = 'Others' tags[label[4][0]] = 'B-ASP' sentiment[label[4][0]] = sentiment_value k = label[4][0] + 1 while k < label[4][1]: tags[k] = 'I-ASP' sentiment[k] = sentiment_value k += 1 return text, tags, sentiment except: print ("labels", labels) print ("text", text) def convert_tag(text, labels): # convert label to list try: labels = eval(labels) tags = ['O'] * len(text) sentiment = ['-999'] * len(text) for j in range(len(labels)): label = labels[j] sentiment_key = labels[j][3] if sentiment_key == '正': sentiment_value = 'Positive' elif sentiment_key == '负': sentiment_value = 'Negative' else: sentiment_value = 'Others' tags[label[4][0]] = 'B-'+label[1] sentiment[label[4][0]] = sentiment_value k = label[4][0] + 1 while k < label[4][1]: tags[k] = 'I-'+label[1] sentiment[k] = sentiment_value k += 1 return text, tags, sentiment except: print ("labels", labels) print ("text", text) def convert_sentiment(sentiment_key): if sentiment_key == '正': sentiment_value = 'Positive' else: sentiment_value = 'Negative' return sentiment_value def convert_apc(text, label): label_update = [(i[0], i[3], i[4]) for i in eval(label)] label_update = list(set(label_update)) str1_list = [] str2_list = [] str3_list = [] for j in range(len(label_update)): str1 = text[:label_update[j][2][0]] + '$T$ ' + text[label_update[j][2][1]:] str1_list.append(str1) str2_list.append(label_update[j][0]) str3_list.append(convert_sentiment(label_update[j][1])) return str1_list, str2_list, str3_list def filter_emoji(desstr, restr=''): # 过滤表情 try: co = re.compile(u'[\U00010000-\U0010ffff]') except re.error: co = re.compile(u'[\uD800-\uDBFF][\uDC00-\uDFFF]') return co.sub(restr, desstr) ... [4 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
testing
refactoring
Pythoncode:Python
5
0
2,966
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# file: preprocess.py\n# author: jackie\n# Copyright (C) 2021. All Rights Reserved.\n\nimport os\nimport pandas as pd\nimport argparse\nimport emoji\nimport re\nfrom sklearn.model_selection import train_test_split\n\ndef convert(text, labels):\n # convert label to list\n try:\n labels = eval(labels)\n tags = ['O'] * len(text)\n sentiment = ['-999'] * len(text)\n\n for j in range(len(labels)):\n label = labels[j]\n sentiment_key = labels[j][3]\n\n if sentiment_key == '\u6b63':\n sentiment_value = 'Positive'\n elif sentiment_key == '\u8d1f':\n sentiment_value = 'Negative'\n else:\n sentiment_value = 'Others'\n\n tags[label[4][0]] = 'B-ASP'\n sentiment[label[4][0]] = sentiment_value\n\n k = label[4][0] + 1\n while k < label[4][1]:\n tags[k] = 'I-ASP'\n sentiment[k] = sentiment_value\n\n k += 1\n return text, tags, sentiment\n except:\n print (\"labels\", labels)\n print (\"text\", text)\n\ndef convert_tag(text, labels):\n # convert label to list\n try:\n labels = eval(labels)\n tags = ['O'] * len(text)\n sentiment = ['-999'] * len(text)\n\n for j in range(len(labels)):\n label = labels[j]\n sentiment_key = labels[j][3]\n\n if sentiment_key == '\u6b63':\n sentiment_value = 'Positive'\n elif sentiment_key == '\u8d1f':\n sentiment_value = 'Negative'\n else:\n sentiment_value = 'Others'\n\n tags[label[4][0]] = 'B-'+label[1]\n sentiment[label[4][0]] = sentiment_value\n\n k = label[4][0] + 1\n while k < label[4][1]:\n tags[k] = 'I-'+label[1]\n sentiment[k] = sentiment_value\n\n k += 1\n return text, tags, sentiment\n except:\n print (\"labels\", labels)\n print (\"text\", text)\n\ndef convert_sentiment(sentiment_key):\n if sentiment_key == '\u6b63':\n sentiment_value = 'Positive'\n else:\n sentiment_value = 'Negative'\n return sentiment_value\n\n\ndef convert_apc(text, label):\n label_update = [(i[0], i[3], i[4]) for i in eval(label)]\n label_update = list(set(label_update))\n\n str1_list = []\n str2_list = []\n str3_list = []\n\n for j in range(len(label_update)):\n str1 = text[:label_update[j][2][0]] + '$T$ ' + text[label_update[j][2][1]:]\n str1_list.append(str1)\n str2_list.append(label_update[j][0])\n str3_list.append(convert_sentiment(label_update[j][1]))\n\n return str1_list, str2_list, str3_list\n\n\ndef filter_emoji(desstr, restr=''):\n # \u8fc7\u6ee4\u8868\u60c5\n try:\n co = re.compile(u'[\\U00010000-\\U0010ffff]')\n except re.error:\n co = re.compile(u'[\\uD800-\\uDBFF][\\uDC00-\\uDFFF]')\n return co.sub(restr, desstr)\n\n\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5df24f88464dca8942f1f032db545a5522ed1674
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import os import shutil import requests def get_cat(folder, name): url = "http://consuming-python-services-api.azurewebsites.net/cats/random" data = get_data_from_url(url) save_image(folder, name, data) def get_data_from_url(url): response = requests.get(url, stream=True) return response.raw def save_image(folder, name, data): file_name = os.path.join(folder, name + '.jpg') with open(file_name, 'wb') as fout: shutil.copyfileobj(data, fout)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
api
refactoring
Pythoncode:Python
3
0
487
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport os\nimport shutil\n\nimport requests\n\n\ndef get_cat(folder, name):\n url = \"http://consuming-python-services-api.azurewebsites.net/cats/random\"\n data = get_data_from_url(url)\n save_image(folder, name, data)\n\n\ndef get_data_from_url(url):\n response = requests.get(url, stream=True)\n return response.raw\n\n\ndef save_image(folder, name, data):\n file_name = os.path.join(folder, name + '.jpg')\n with open(file_name, 'wb') as fout:\n shutil.copyfileobj(data, fout)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5df2f0f840a2ef6d66c1e525c680fc2bedf30ceb
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from __future__ import absolute_import, division, print_function from fnmatch import fnmatch from glob import glob import os import uuid from warnings import warn import pandas as pd from toolz import merge from .io import _link from ...base import get_scheduler from ..core import DataFrame, new_dd_object from ... import config, multiprocessing from ...base import tokenize, compute_as_if_collection from ...bytes.utils import build_name_function from ...compatibility import PY3 from ...delayed import Delayed, delayed from ...utils import get_scheduler_lock def _pd_to_hdf(pd_to_hdf, lock, args, kwargs=None): """ A wrapper function around pd_to_hdf that enables locking""" if lock == True: lock.acquire() try: pd_to_hdf(*args, **kwargs) finally: if lock: lock.release() return None ... [7 more functiondefs truncated] ...
Error Analysis: Error Type: WRONG_COMPARISON Error: WRONG_COMPARISON Detected Errors: • Code truncated in middle of expression - unexpected EOF • Invalid syntax at line 38: ... [7 more functiondefs truncated] ... Fix: Use "is/is not" for None, avoid explicit True comparison
intermediate
ui
error_detection
Pythoncode:Python
1
0
899
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom __future__ import absolute_import, division, print_function\n\nfrom fnmatch import fnmatch\nfrom glob import glob\nimport os\nimport uuid\nfrom warnings import warn\n\nimport pandas as pd\nfrom toolz import merge\n\nfrom .io import _link\nfrom ...base import get_scheduler\nfrom ..core import DataFrame, new_dd_object\nfrom ... import config, multiprocessing\nfrom ...base import tokenize, compute_as_if_collection\nfrom ...bytes.utils import build_name_function\nfrom ...compatibility import PY3\nfrom ...delayed import Delayed, delayed\nfrom ...utils import get_scheduler_lock\n\n\ndef _pd_to_hdf(pd_to_hdf, lock, args, kwargs=None):\n \"\"\" A wrapper function around pd_to_hdf that enables locking\"\"\"\n\n if lock == True:\n lock.acquire()\n try:\n pd_to_hdf(*args, **kwargs)\n finally:\n if lock:\n lock.release()\n\n return None\n\n\n\n ... [7 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: WRONG_COMPARISON\n Error: WRONG_COMPARISON\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Invalid syntax at line 38: ... [7 more functiondefs truncated] ...\n\n\n Fix: Use \"is/is not\" for None, avoid explicit True comparison"}]
true
logical
WRONG_COMPARISON
LOW
5df3d1e6a9c7a37c58251913284702c80bde4fc2
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- """ media info manager module. """ from pyrin.core.mixin import HookMixin from pyrin.core.structs import Manager import pyrin.utils.path as path_utils from charma.media_info import MediaInfoPackage from charma.media_info.interface import AbstractMediaInfoProvider from charma.media_info.exceptions import InvalidMediaInfoProviderTypeError class MediaInfoManager(Manager, HookMixin): """ media info manager class. """ package_class = MediaInfoPackage hook_type = AbstractMediaInfoProvider invalid_hook_type_error = InvalidMediaInfoProviderTypeError REQUIRED_INFO = ('runtime', 'width', 'height') def _is_complete(self, info): """ gets a value indicating that given media info is complete. :param dict info: media info to be checked. :rtype: bool """ for item in self.REQUIRED_INFO: result = info.get(item) if result is None or result <= 0: return False return True def register_provider(self, instance): """ registers the given instance into media info providers. :param AbstractMediaInfoProvider instance: media info provider instance to be registered. :raises InvalidMediaInfoProviderTypeError: invalid media info provider type error. """ self.register_hook(instance) def get_info(self, file, **options): """ gets a dict containing media info of given file. :param str file: absolute path of video file. :raises InvalidPathError: invalid path error. :raises PathIsNotAbsoluteError: path is not absolute error. :raises PathNotExistedError: path not existed error. :raises IsNotFileError: is not directory error. :returns: dict(int runtime, int width, int height) :rtype: dict """ path_utils.assert_is_file(file) result = dict() for provider in self._get_hooks(): current_result = provider.get_info(file, **options) result.update(current_result) if self._is_complete(result) is True: break result.setdefault('runtime', 0) result.setdefault('width', 0) result.setdefault('height', 0) return result
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
testing
refactoring
Pythoncode:Python
3
1
2,411
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\"\"\"\nmedia info manager module.\n\"\"\"\n\nfrom pyrin.core.mixin import HookMixin\nfrom pyrin.core.structs import Manager\n\nimport pyrin.utils.path as path_utils\n\nfrom charma.media_info import MediaInfoPackage\nfrom charma.media_info.interface import AbstractMediaInfoProvider\nfrom charma.media_info.exceptions import InvalidMediaInfoProviderTypeError\n\n\nclass MediaInfoManager(Manager, HookMixin):\n \"\"\"\n media info manager class.\n \"\"\"\n\n package_class = MediaInfoPackage\n hook_type = AbstractMediaInfoProvider\n invalid_hook_type_error = InvalidMediaInfoProviderTypeError\n REQUIRED_INFO = ('runtime', 'width', 'height')\n\n def _is_complete(self, info):\n \"\"\"\n gets a value indicating that given media info is complete.\n\n :param dict info: media info to be checked.\n\n :rtype: bool\n \"\"\"\n\n for item in self.REQUIRED_INFO:\n result = info.get(item)\n if result is None or result <= 0:\n return False\n\n return True\n\n def register_provider(self, instance):\n \"\"\"\n registers the given instance into media info providers.\n\n :param AbstractMediaInfoProvider instance: media info provider instance\n to be registered.\n\n :raises InvalidMediaInfoProviderTypeError: invalid media info provider type error.\n \"\"\"\n\n self.register_hook(instance)\n\n def get_info(self, file, **options):\n \"\"\"\n gets a dict containing media info of given file.\n\n :param str file: absolute path of video file.\n\n :raises InvalidPathError: invalid path error.\n :raises PathIsNotAbsoluteError: path is not absolute error.\n :raises PathNotExistedError: path not existed error.\n :raises IsNotFileError: is not directory error.\n\n :returns: dict(int runtime,\n int width,\n int height)\n\n :rtype: dict\n \"\"\"\n\n path_utils.assert_is_file(file)\n result = dict()\n for provider in self._get_hooks():\n current_result = provider.get_info(file, **options)\n result.update(current_result)\n if self._is_complete(result) is True:\n break\n\n result.setdefault('runtime', 0)\n result.setdefault('width', 0)\n result.setdefault('height', 0)\n return result"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5df431be7adb55ae6ec852df04ddc2566bd34906
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import unittest from boxrec.parsers import FightParser class MockResponse(object): def __init__(self, content, encoding, url): self.content= content self.encoding = encoding self.url = url class TestFightParser(unittest.TestCase): def setUp(self): with open('mock_data/fights/draw.html', 'rb') as file: self.drawn_fight = file.read() self.parser = FightParser()
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
advanced
testing
error_detection
Pythoncode:Python
3
3
427
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport unittest\nfrom boxrec.parsers import FightParser\n\n\nclass MockResponse(object):\n def __init__(self, content, encoding, url):\n self.content= content\n self.encoding = encoding\n self.url = url\n\n\nclass TestFightParser(unittest.TestCase):\n def setUp(self):\n with open('mock_data/fights/draw.html', 'rb') as file:\n self.drawn_fight = file.read()\n\n self.parser = FightParser()"}, {"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
5df7763c501c1594868f6878a3ef39da6fe70cae
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from datetime import datetime, timedelta from bson.objectid import ObjectId class WorkQueue: """ A simple MongoDB priority work queue that handles the queue of experiment. """ def __init__(self, mongodb): super().__init__() self._mongodb = mongodb self._collection = mongodb.workqueue def assign_next_job(self, worker_id): """ Assigns the next free job to worker. Returns the object from the mongodb. """ t = datetime.utcnow() job = self._collection.find_and_modify( query={"start_time": -1, "cancelled": False}, sort=[("priority", -1), ("created_on", 1)], update={"$set": {"start_time": t, "last_update": t, "worker": worker_id}}, new=True, ) return job def add_job(self, parameters, data, trial_id, trial_name, priority=0): """ Adds new work to the workqueue. """ id = self._collection.insert( { "start_time": -1, "end_time": -1, "last_update": -1, "created_on": datetime.utcnow(), "priority": priority, "parameters": parameters, "data": data, "worker": None, "result": {}, "trial": trial_id, "trial_name": trial_name, "_id": str(ObjectId()),
"cancelled": False, "orphaned": False, } ) return id def update_job(self, _id, update=None): """ Marks the job as alive and post an update from the job. """ t = datetime.utcnow() self._collection.update( {"_id": _id}, {"$set": {"last_update": t, "update": update}} ) def is_job_cancelled(self, _id): """ Checks if a certain job has been cancelled or all together removed. """ return self._collection.find_one({"_id": _id, "cancelled": False}) is None def finish_job(self, _id, result): """ Marks the job as finished and attach the result. """ t = datetime.utcnow() self._collection.update_one( {"_id": _id}, {"$set": {"end_time": t, "last_update": t, "result": result}} ) ... [4 more functiondefs truncated] ...
advanced
database
code_completion
Pythoncode:Python
6
1
2,398
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom datetime import datetime, timedelta\n\nfrom bson.objectid import ObjectId\n\nclass WorkQueue:\n \"\"\"\n A simple MongoDB priority work queue that handles the queue\n of experiment.\n \"\"\"\n\n def __init__(self, mongodb):\n super().__init__()\n\n self._mongodb = mongodb\n self._collection = mongodb.workqueue\n\n def assign_next_job(self, worker_id):\n \"\"\"\n Assigns the next free job to worker.\n Returns the object from the mongodb.\n \"\"\"\n t = datetime.utcnow()\n job = self._collection.find_and_modify(\n query={\"start_time\": -1, \"cancelled\": False},\n sort=[(\"priority\", -1), (\"created_on\", 1)],\n update={\"$set\": {\"start_time\": t, \"last_update\": t, \"worker\": worker_id}},\n new=True,\n )\n return job\n\n def add_job(self, parameters, data, trial_id, trial_name, priority=0):\n \"\"\"\n Adds new work to the workqueue.\n \"\"\"\n id = self._collection.insert(\n {\n \"start_time\": -1,\n \"end_time\": -1,\n \"last_update\": -1,\n \"created_on\": datetime.utcnow(),\n \"priority\": priority,\n \"parameters\": parameters,\n \"data\": data,\n \"worker\": None,\n \"result\": {},\n \"trial\": trial_id,\n \"trial_name\": trial_name,\n \"_id\": str(ObjectId()),"}, {"role": "assistant", "content": "\n \"cancelled\": False,\n \"orphaned\": False,\n }\n )\n return id\n\n def update_job(self, _id, update=None):\n \"\"\"\n Marks the job as alive and post an update from the job.\n \"\"\"\n t = datetime.utcnow()\n self._collection.update(\n {\"_id\": _id}, {\"$set\": {\"last_update\": t, \"update\": update}}\n )\n\n def is_job_cancelled(self, _id):\n \"\"\"\n Checks if a certain job has been cancelled or all together removed.\n \"\"\"\n return self._collection.find_one({\"_id\": _id, \"cancelled\": False}) is None\n\n def finish_job(self, _id, result):\n \"\"\"\n Marks the job as finished and attach the result.\n \"\"\"\n t = datetime.utcnow()\n self._collection.update_one(\n {\"_id\": _id}, {\"$set\": {\"end_time\": t, \"last_update\": t, \"result\": result}}\n )\n\n\n ... [4 more functiondefs truncated] ..."}]
false
null
null
null
5df786c7bbc659882d2ccb4bb744e69c8b4ccbd8
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- # Licensed to the Apache Software Foundation (ASF) under one or more§ # contributor license agreements. See the NOTICE file distributed with # this work for additional information regarding copyright ownership. # The ASF licenses this file to You under the Apache License, Version 2.0 # (the "License"); you may not use this file except in compliance with # the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import sys import ssl from mock import Mock, call from libcloud.test import unittest from libcloud.common.base import Connection from libcloud.common.base import LoggingConnection class ConnectionClassTestCase(unittest.TestCase): def setUp(self): self.originalConnect = Connection.connect self.originalResponseCls = Connection.responseCls Connection.connect = Mock() Connection.responseCls = Mock() Connection.allow_insecure = True def tearDown(self): Connection.connect = self.originalConnect Connection.responseCls = Connection.responseCls Connection.allow_insecure = True def test_dont_allow_insecure(self): Connection.allow_insecure = True Connection(secure=False) Connection.allow_insecure = False expected_msg = (r'Non https connections are not allowed \(use ' 'secure=True\)') self.assertRaisesRegexp(ValueError, expected_msg, Connection, secure=False) ... [5 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 53: ... [5 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 30 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 38 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
advanced
testing
debugging
Pythoncode:Python
3
1
1,896
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Licensed to the Apache Software Foundation (ASF) under one or more\u00a7\n# contributor license agreements. See the NOTICE file distributed with\n# this work for additional information regarding copyright ownership.\n# The ASF licenses this file to You under the Apache License, Version 2.0\n# (the \"License\"); you may not use this file except in compliance with\n# the License. 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 sys\nimport ssl\n\nfrom mock import Mock, call\n\nfrom libcloud.test import unittest\nfrom libcloud.common.base import Connection\nfrom libcloud.common.base import LoggingConnection\n\n\nclass ConnectionClassTestCase(unittest.TestCase):\n def setUp(self):\n self.originalConnect = Connection.connect\n self.originalResponseCls = Connection.responseCls\n\n Connection.connect = Mock()\n Connection.responseCls = Mock()\n Connection.allow_insecure = True\n\n def tearDown(self):\n Connection.connect = self.originalConnect\n Connection.responseCls = Connection.responseCls\n Connection.allow_insecure = True\n\n def test_dont_allow_insecure(self):\n Connection.allow_insecure = True\n Connection(secure=False)\n\n Connection.allow_insecure = False\n\n expected_msg = (r'Non https connections are not allowed \\(use '\n 'secure=True\\)')\n self.assertRaisesRegexp(ValueError, expected_msg, Connection,\n secure=False)\n\n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 53: ... [5 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 30\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 38\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
5df79191a02e9cdc36eab83fa9b24e2f2d9fe213
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import os import sys ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: import bpy ... [1 more functiondefs truncated] ...
beginner
general
incomplete_code
Pythoncode:Python
0
0
21
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport os\nimport sys\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:\nimport bpy\n\n\n ... [1 more functiondefs truncated] ..."}]
true
syntax
HARD_CUT
CRITICAL
5df7daeb42f8803f9c7b7af1f59daf2cde2ea6c7
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # Copyright 2012 OpenStack Foundation # 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. def getid(obj): """Extracts object ID. Abstracts the common pattern of allowing both an object or an object's ID (UUID) as a parameter when dealing with relationships. """ try: return obj.id except AttributeError: return obj class Manager(object): """Managers interact with a particular type of API. It works with samples, meters, alarms, etc. and provide CRUD operations for them. """ resource_class = None def __init__(self, api): self.api = api @property def client(self): """Compatible with latest oslo-incubator.apiclient code.""" return self.api def _create(self, url, body): body = self.api.post(url, json=body).json() if body: return self.resource_class(self, body) def _list(self, url, response_key=None, obj_class=None, body=None, expect_single=False): try: resp = self.api.get(url) except exceptions.NotFound: raise exc.HTTPNotFound if not resp.content: raise exc.HTTPNotFound body = resp.json() if obj_class is None: obj_class = self.resource_class if response_key: try: data = body[response_key] except KeyError: return [] else: data = body if expect_single: data = [data] return [obj_class(self, res, loaded=True) for res in data if res] def _update(self, url, body, response_key=None): body = self.api.put(url, json=body).json() # PUT requests may not return a body if body: return self.resource_class(self, body) def _delete(self, url): self.api.delete(url) class Resource(base.Resource): """A resource represents a particular instance of an object. Resource might be tenant, user, etc. This is pretty much just a bag for attributes. :param manager: Manager object :param info: dictionary representing resource attributes :param loaded: prevent lazy-loading if set to True """ def to_dict(self): return copy.deepcopy(self._info)
Code analysis results: 🔴 Errors found: Unterminated string literal at line 17 ⚠️ Warnings: Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 24 💡 Suggestions: Add closing quote at line 17 Add docstring to function '_list'
advanced
testing
debugging
Pythoncode:Python
8
2
2,836
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Copyright 2012 OpenStack Foundation\n# All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\n\ndef getid(obj):\n \"\"\"Extracts object ID.\n\n Abstracts the common pattern of allowing both an object or an\n object's ID (UUID) as a parameter when dealing with relationships.\n \"\"\"\n try:\n return obj.id\n except AttributeError:\n return obj\n\n\nclass Manager(object):\n \"\"\"Managers interact with a particular type of API.\n\n It works with samples, meters, alarms, etc. and provide CRUD operations for\n them.\n \"\"\"\n resource_class = None\n\n def __init__(self, api):\n self.api = api\n\n @property\n def client(self):\n \"\"\"Compatible with latest oslo-incubator.apiclient code.\"\"\"\n return self.api\n\n def _create(self, url, body):\n body = self.api.post(url, json=body).json()\n if body:\n return self.resource_class(self, body)\n\n def _list(self, url, response_key=None, obj_class=None, body=None,\n expect_single=False):\n try:\n resp = self.api.get(url)\n except exceptions.NotFound:\n raise exc.HTTPNotFound\n if not resp.content:\n raise exc.HTTPNotFound\n body = resp.json()\n\n if obj_class is None:\n obj_class = self.resource_class\n\n if response_key:\n try:\n data = body[response_key]\n except KeyError:\n return []\n else:\n data = body\n if expect_single:\n data = [data]\n return [obj_class(self, res, loaded=True) for res in data if res]\n\n def _update(self, url, body, response_key=None):\n body = self.api.put(url, json=body).json()\n # PUT requests may not return a body\n if body:\n return self.resource_class(self, body)\n\n def _delete(self, url):\n self.api.delete(url)\n\n\nclass Resource(base.Resource):\n \"\"\"A resource represents a particular instance of an object.\n\n Resource might be tenant, user, etc.\n This is pretty much just a bag for attributes.\n\n :param manager: Manager object\n :param info: dictionary representing resource attributes\n :param loaded: prevent lazy-loading if set to True\n \"\"\"\n\n def to_dict(self):\n return copy.deepcopy(self._info)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 17\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 24\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 17\n Add docstring to function '_list'"}]
false
null
null
null
5df83448e7dd852878051c1b5e24915762ddad3f
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: import json import os import re import subprocess from base64 import b64decode from enum import Enum from math import ceil, floor from pathlib import Path from urllib.error import HTTPError from urllib.request import urlopen import yaml from charmhelpers.core import hookenv from charmhelpers.core.unitdata import kv from charms.layer import status class StandardRole(Enum): NETWORK_MANAGER = '4d97b98b-1d4f-4787-a291-c67834d212e7' SECURITY_MANAGER = 'e3d13bf0-dd5a-482e-ba6b-9b8433878d10' DNS_MANAGER = 'befefa01-2a29-4197-83a8-272ff33ce314' OBJECT_STORE_READER = '2a2b9908-6ea1-4ae2-8e65-a410df84e7d1' OBJECT_STORE_MANAGER = 'ba92f5b4-2d11-453d-a403-e96b0029c9fe' # When debugging hooks, for some reason HOME is set to /home/ubuntu, whereas # during normal hook execution, it's /root. Set it here to be consistent. os.environ['HOME' = '/root' def log(msg, *args): hookenv.log(msg.format(*args), hookenv.INFO) def log_err(msg, *args): hookenv.log(msg.format(*args), hookenv.ERROR) def get_credentials(): """ Get the credentials from either the config or the hook tool. Prefers the config so that it can be overridden. """ no_creds_msg = 'missing credentials; set credentials config' config = hookenv.config() # try to use Juju's trust feature try: result = subprocess.run(['credential-get'], check=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE) creds = yaml.load(result.stdout.decode('utf8')) creds_data = creds['credential']['attributes'] login_cli(creds_data) return True except FileNotFoundError: pass # juju trust not available except subprocess.CalledProcessError as e: if 'permission denied' not in e.stderr.decode('utf8'): raise no_creds_msg = 'missing credentials access; grant with: juju trust' # try credentials config if config['credentials']: try: creds_data = b64decode(config['credentials']).decode('utf8') login_cli(creds_data) return True except Exception: status.blocked('invalid value for credentials config') return False # no creds provided status.blocked(no_creds_msg) return False ... [21 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 29 • Unclosed '[' at line 30 - expected ']' Fixes: • Complete the expression on the last line • Add closing quote at line 29 • Add closing ']' bracket
advanced
api
syntax_repair
Pythoncode:Python
3
1
2,414
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport json\nimport os\nimport re\nimport subprocess\nfrom base64 import b64decode\nfrom enum import Enum\nfrom math import ceil, floor\nfrom pathlib import Path\nfrom urllib.error import HTTPError\nfrom urllib.request import urlopen\n\nimport yaml\n\nfrom charmhelpers.core import hookenv\nfrom charmhelpers.core.unitdata import kv\n\nfrom charms.layer import status\n\n\nclass StandardRole(Enum):\n NETWORK_MANAGER = '4d97b98b-1d4f-4787-a291-c67834d212e7'\n SECURITY_MANAGER = 'e3d13bf0-dd5a-482e-ba6b-9b8433878d10'\n DNS_MANAGER = 'befefa01-2a29-4197-83a8-272ff33ce314'\n OBJECT_STORE_READER = '2a2b9908-6ea1-4ae2-8e65-a410df84e7d1'\n OBJECT_STORE_MANAGER = 'ba92f5b4-2d11-453d-a403-e96b0029c9fe'\n\n\n# When debugging hooks, for some reason HOME is set to /home/ubuntu, whereas\n# during normal hook execution, it's /root. Set it here to be consistent.\nos.environ['HOME' = '/root'\n\n\ndef log(msg, *args):\n hookenv.log(msg.format(*args), hookenv.INFO)\n\n\ndef log_err(msg, *args):\n hookenv.log(msg.format(*args), hookenv.ERROR)\n\n\ndef get_credentials():\n \"\"\"\n Get the credentials from either the config or the hook tool.\n\n Prefers the config so that it can be overridden.\n \"\"\"\n no_creds_msg = 'missing credentials; set credentials config'\n config = hookenv.config()\n # try to use Juju's trust feature\n try:\n result = subprocess.run(['credential-get'],\n check=True,\n stdout=subprocess.PIPE,\n stderr=subprocess.PIPE)\n creds = yaml.load(result.stdout.decode('utf8'))\n creds_data = creds['credential']['attributes']\n login_cli(creds_data)\n return True\n except FileNotFoundError:\n pass # juju trust not available\n except subprocess.CalledProcessError as e:\n if 'permission denied' not in e.stderr.decode('utf8'):\n raise\n no_creds_msg = 'missing credentials access; grant with: juju trust'\n\n # try credentials config\n if config['credentials']:\n try:\n creds_data = b64decode(config['credentials']).decode('utf8')\n login_cli(creds_data)\n return True\n except Exception:\n status.blocked('invalid value for credentials config')\n return False\n\n # no creds provided\n status.blocked(no_creds_msg)\n return False\n\n\n\n ... [21 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 29\n \u2022 Unclosed '[' at line 30 - expected ']'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 29\n \u2022 Add closing ']' bracket"}]
true
syntax
MISSING_BRACKETS
MEDIUM
5dfa61d9200420a717e96bb426552082800e9861
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import socket import csv import traceback import threading s=socket.socket(socket.AF_INET,socket.SOCK_STREAM) usrpass={} def openfile(): filename="login_credentials.csv" with open(filename,'r')as csvfile: csv_file = csv.reader(csvfile, delimiter=",") for col in csv_file: usrpass[col[0]]=col[1] usrpass.pop("Username") #print(usrpass) ihost=socket.gethostname() host=socket.gethostbyname(ihost) ihost=socket.gethostname() host=socket.gethostbyname(ihost) iport=[] hostfile="host.csv" with open(hostfile,'r')as host_file: csv_hfile = csv.reader(host_file, delimiter=",") for row in csv_hfile: iport.append(row[1]) port=int(iport[4]) def socketbind(): try: s.bind(('',port)) print("Bind with host at port number : "+str(port)) s.listen(10) print("Socket is listening!!") except socket.error as msg: print("Error in Binding: "+ str(msg)+"\n Retrying....") socketbind() def socketaccept(): conn,add=s.accept() print("connection is established with IP : "+str(add[0])+" and Port Number : "+str(add[1])) conn.send(bytes("1","utf-8")) conversation(conn) conn.close() def conversation(conn): while True: username=str(conn.recv(1024),"utf-8") password=str(conn.recv(1024),"utf-8") res=checkpass(username,password) if res==1: print("Valid Password!") conn.send(bytes("1","utf-8")) conn.send(bytes("1","utf-8"))
else: conn.send(bytes("-1","utf-8")) conn.send(bytes("-1","utf-8")) # def checkusr(username): # if username in usrpass: # return 1 # else: # print("Invalid Username") # return -1 def checkpass(username,password): if usrpass[username]==password: return 1 else: print("Invalid Password") return -1 def main(): openfile() socketbind() socketaccept() # count=0 # while (count<6): # new_thread=threading.Thread(target =socketaccept) # new_thread.start() # count=count+1 main()
advanced
machine_learning
code_completion
Pythoncode:Python
6
0
2,220
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport socket\nimport csv\nimport traceback\nimport threading\n\ns=socket.socket(socket.AF_INET,socket.SOCK_STREAM)\nusrpass={}\ndef openfile():\n \n filename=\"login_credentials.csv\"\n with open(filename,'r')as csvfile:\n csv_file = csv.reader(csvfile, delimiter=\",\")\n for col in csv_file:\n usrpass[col[0]]=col[1]\n usrpass.pop(\"Username\")\n #print(usrpass)\n \n \nihost=socket.gethostname()\nhost=socket.gethostbyname(ihost)\nihost=socket.gethostname()\nhost=socket.gethostbyname(ihost)\niport=[]\nhostfile=\"host.csv\"\nwith open(hostfile,'r')as host_file:\n csv_hfile = csv.reader(host_file, delimiter=\",\")\n for row in csv_hfile:\n iport.append(row[1])\nport=int(iport[4])\ndef socketbind():\n\n try:\n s.bind(('',port))\n print(\"Bind with host at port number : \"+str(port))\n s.listen(10)\n print(\"Socket is listening!!\")\n\n except socket.error as msg:\n print(\"Error in Binding: \"+ str(msg)+\"\\n Retrying....\")\n socketbind()\n\ndef socketaccept():\n conn,add=s.accept()\n print(\"connection is established with IP : \"+str(add[0])+\" and Port Number : \"+str(add[1]))\n conn.send(bytes(\"1\",\"utf-8\"))\n conversation(conn)\n conn.close()\n\ndef conversation(conn):\n while True:\n username=str(conn.recv(1024),\"utf-8\")\n password=str(conn.recv(1024),\"utf-8\")\n res=checkpass(username,password)\n if res==1:\n print(\"Valid Password!\")\n conn.send(bytes(\"1\",\"utf-8\"))\n conn.send(bytes(\"1\",\"utf-8\"))"}, {"role": "assistant", "content": "\n else:\n conn.send(bytes(\"-1\",\"utf-8\"))\n conn.send(bytes(\"-1\",\"utf-8\"))\n \n \n\n\n\n# def checkusr(username):\n# if username in usrpass:\n# return 1\n# else:\n# print(\"Invalid Username\")\n# return -1\n\n\ndef checkpass(username,password):\n if usrpass[username]==password:\n return 1\n else:\n print(\"Invalid Password\")\n return -1\n\n\n \n \n \ndef main():\n openfile()\n socketbind()\n socketaccept()\n # count=0\n # while (count<6):\n # new_thread=threading.Thread(target =socketaccept)\n # new_thread.start()\n # count=count+1\n \nmain()"}]
false
null
null
null
5dfa81c4561263d9017352c96e5be1e9f43f9cf3
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from itertools import product from sklearn.base import clone from sklearn.preprocessing import FunctionTransformer from sklearn.model_selection import ParameterGrid from imblearn.pipeline import Pipeline from rlearn.utils import check_random_states def check_pipelines(objects_list, random_state, n_runs): """Extract estimators and parameters grids.""" # Create random states random_states = check_random_states(random_state, n_runs) pipelines = [] param_grid = [] for comb, rs in product(product(*objects_list), random_states): name = "|".join([i[0] for i in comb]) # name, object, sub grid comb = [ (nm, ob, ParameterGrid(sg)) if ob is not None else (nm, FunctionTransformer(), ParameterGrid(sg)) for nm, ob, sg in comb ] # Create estimator if name not in [n[0] for n in pipelines]: est = Pipeline([(nm, ob) for nm, ob, _ in comb]) pipelines.append((name, est)) # Create intermediate parameter grids sub_grids = [ [{f"{nm}__{k}": v for k, v in param_def.items()} for param_def in sg] for nm, obj, sg in comb
] # Create parameter grids for sub_grid in product(*sub_grids): param_prefix = "" if len(comb) == 1 else f"{name}__" grid = {"est_name": [name]} grid.update( {f"{param_prefix}{k}": [v] for d in sub_grid for k, v in d.items()} ) random_states = { f"{param_prefix}{param}": [rs] for param in est.get_params() if "random_state" in param } grid.update(random_states) # Avoid multiple runs over pipelines without random state if grid not in param_grid: param_grid.append(grid) return pipelines, param_grid ... [1 more functiondefs truncated] ...
intermediate
database
code_completion
Pythoncode:Python
1
0
1,970
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom itertools import product\nfrom sklearn.base import clone\nfrom sklearn.preprocessing import FunctionTransformer\nfrom sklearn.model_selection import ParameterGrid\nfrom imblearn.pipeline import Pipeline\nfrom rlearn.utils import check_random_states\n\n\ndef check_pipelines(objects_list, random_state, n_runs):\n \"\"\"Extract estimators and parameters grids.\"\"\"\n\n # Create random states\n random_states = check_random_states(random_state, n_runs)\n\n pipelines = []\n param_grid = []\n for comb, rs in product(product(*objects_list), random_states):\n name = \"|\".join([i[0] for i in comb])\n\n # name, object, sub grid\n comb = [\n (nm, ob, ParameterGrid(sg))\n if ob is not None\n else (nm, FunctionTransformer(), ParameterGrid(sg))\n for nm, ob, sg in comb\n ]\n\n # Create estimator\n if name not in [n[0] for n in pipelines]:\n est = Pipeline([(nm, ob) for nm, ob, _ in comb])\n pipelines.append((name, est))\n\n # Create intermediate parameter grids\n sub_grids = [\n [{f\"{nm}__{k}\": v for k, v in param_def.items()} for param_def in sg]\n for nm, obj, sg in comb"}, {"role": "assistant", "content": "\n ]\n\n # Create parameter grids\n for sub_grid in product(*sub_grids):\n param_prefix = \"\" if len(comb) == 1 else f\"{name}__\"\n grid = {\"est_name\": [name]}\n grid.update(\n {f\"{param_prefix}{k}\": [v] for d in sub_grid for k, v in d.items()}\n )\n random_states = {\n f\"{param_prefix}{param}\": [rs]\n for param in est.get_params()\n if \"random_state\" in param\n }\n grid.update(random_states)\n\n # Avoid multiple runs over pipelines without random state\n if grid not in param_grid:\n param_grid.append(grid)\n\n return pipelines, param_grid\n\n\n\n ... [1 more functiondefs truncated] ..."}]
false
null
null
null
5dfb825aca8a665a7da3ab055c3e267e40f81b41
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: from mushroom_rl.utils.plots import PlotItemBuffer, DataBuffer from mushroom_rl.utils.plots.plot_item_buffer import PlotItemBufferLimited class RewardPerStep(PlotItemBuffer): """ Class that represents a plot for the reward at every step. """ def __init__(self, plot_buffer): """ Constructor. Args: plot_buffer (DataBuffer): data buffer to be used. """ title = "Step_Reward" curves_params = [dict(data_buffer=plot_buffer)] super().__init__(title, curves_params) class RewardPerEpisode(PlotItemBuffer): """ Class that represents a plot for the accumulated reward per episode. """ def __init__(self, plot_buffer): """ Constructor. Args: plot_buffer (DataBuffer): data buffer to be used. """ title = "Episode_Reward" curves_params = [dict(data_buffer=plot_buffer)] super().__init__(title, curves_params) class Actions(PlotItemBufferLimited): """ Class that represents a plot for the actions. """ def __init__(self, plot_buffers, maxs=None, mins=None): """ Constructor. Args: plot_buffer (DataBuffer): data buffer to be used; maxs(list, None): list of max values of each data buffer plotted. If an element is None, no max line is drawn; mins(list, None): list of min values of each data buffer plotted. If an element is None, no min line is drawn. """ title = "Actions" super().__init__(title, plot_buffers, maxs=maxs, mins=mins) class Observations(PlotItemBufferLimited): """ Class that represents a plot for the observations. """ def __init__(self, plot_buffers, maxs=None, mins=None, dotted_limits=None): """ Constructor. Args: plot_buffer (DataBuffer): data buffer to be used; maxs(list, None): list of max values of each data buffer plotted. If an element is None, no max line is drawn; mins(list, None): list of min values of each data buffer plotted. If an element is None, no min line is drawn. dotted_limits (list, None): list of booleans. If True, the corresponding limit is dotted; otherwise, it is printed as a solid line. """ title = "Observations" super().__init__(title, plot_buffers, maxs=maxs, mins=mins, dotted_limits=dotted_limits) class LenOfEpisodeTraining(PlotItemBuffer): """ Class that represents a plot for the length of the episode. """ def __init__(self, plot_buffer): """ Constructor. Args: plot_buffer (DataBuffer): data buffer to be used; """ title = "Len of Episode" plot_params = [dict(data_buffer=plot_buffer)] super().__init__(title, plot_params)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
machine_learning
refactoring
Pythoncode:Python
5
5
2,986
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom mushroom_rl.utils.plots import PlotItemBuffer, DataBuffer\nfrom mushroom_rl.utils.plots.plot_item_buffer import PlotItemBufferLimited\n\n\nclass RewardPerStep(PlotItemBuffer):\n \"\"\"\n Class that represents a plot for the reward at every step.\n\n \"\"\"\n def __init__(self, plot_buffer):\n \"\"\"\n Constructor.\n\n Args:\n plot_buffer (DataBuffer): data buffer to be used.\n\n \"\"\"\n title = \"Step_Reward\"\n curves_params = [dict(data_buffer=plot_buffer)]\n super().__init__(title, curves_params)\n\n\nclass RewardPerEpisode(PlotItemBuffer):\n \"\"\"\n Class that represents a plot for the accumulated reward per episode.\n\n \"\"\"\n def __init__(self, plot_buffer):\n \"\"\"\n Constructor.\n\n Args:\n plot_buffer (DataBuffer): data buffer to be used.\n\n \"\"\"\n title = \"Episode_Reward\"\n curves_params = [dict(data_buffer=plot_buffer)]\n super().__init__(title, curves_params)\n\n\nclass Actions(PlotItemBufferLimited):\n \"\"\"\n Class that represents a plot for the actions.\n\n \"\"\"\n def __init__(self, plot_buffers, maxs=None, mins=None):\n \"\"\"\n Constructor.\n\n Args:\n plot_buffer (DataBuffer): data buffer to be used;\n maxs(list, None): list of max values of each data buffer plotted.\n If an element is None, no max line is drawn;\n mins(list, None): list of min values of each data buffer plotted.\n If an element is None, no min line is drawn.\n\n \"\"\"\n title = \"Actions\"\n super().__init__(title, plot_buffers, maxs=maxs, mins=mins)\n\n\nclass Observations(PlotItemBufferLimited):\n \"\"\"\n Class that represents a plot for the observations.\n\n \"\"\"\n def __init__(self, plot_buffers, maxs=None, mins=None, dotted_limits=None):\n \"\"\"\n Constructor.\n\n Args:\n plot_buffer (DataBuffer): data buffer to be used;\n maxs(list, None): list of max values of each data buffer plotted.\n If an element is None, no max line is drawn;\n mins(list, None): list of min values of each data buffer plotted.\n If an element is None, no min line is drawn.\n dotted_limits (list, None): list of booleans. If True, the\n corresponding limit is dotted; otherwise, it is printed as a\n solid line.\n\n \"\"\"\n title = \"Observations\"\n super().__init__(title, plot_buffers, maxs=maxs, mins=mins,\n dotted_limits=dotted_limits)\n\n\nclass LenOfEpisodeTraining(PlotItemBuffer):\n \"\"\"\n Class that represents a plot for the length of the episode.\n\n \"\"\"\n def __init__(self, plot_buffer):\n \"\"\"\n Constructor.\n\n Args:\n plot_buffer (DataBuffer): data buffer to be used;\n\n \"\"\"\n title = \"Len of Episode\"\n plot_params = [dict(data_buffer=plot_buffer)]\n super().__init__(title, plot_params)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
5dfbc6d76c2633ab81a042a9da06802874d69efe
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: # -*- coding: utf-8 -*- # # test/test_metadata.py # Part of ‘python-daemon’, an implementation of PEP 3143. # # This is free software, and you are welcome to redistribute it under # certain conditions; see the end of this file for copyright # information, grant of license, and disclaimer of warranty. class HasAttribute(testtools.matchers.Matcher): """ A matcher to assert an object has a named attribute. """ def __init__(self, name): self.attribute_name = name def match(self, instance): """ Assert the object `instance` has an attribute named `name`. """ result = None if not testtools.helpers.safe_hasattr(instance, self.attribute_name): result = AttributeNotFoundMismatch(instance, self.attribute_name) return result class AttributeNotFoundMismatch(testtools.matchers.Mismatch): """ The specified instance does not have the named attribute. """ def __init__(self, instance, name): self.instance = instance self.attribute_name = name def describe(self): """ Emit a text description of this mismatch. """ text = ( "{instance!r}" " has no attribute named {name!r}").format( Error: SyntaxError / EOF
Fixed Code: # -*- coding: utf-8 -*- # # test/test_metadata.py # Part of ‘python-daemon’, an implementation of PEP 3143. # # This is free software, and you are welcome to redistribute it under # certain conditions; see the end of this file for copyright # information, grant of license, and disclaimer of warranty. class HasAttribute(testtools.matchers.Matcher): """ A matcher to assert an object has a named attribute. """ def __init__(self, name): self.attribute_name = name def match(self, instance): """ Assert the object `instance` has an attribute named `name`. """ result = None if not testtools.helpers.safe_hasattr(instance, self.attribute_name): result = AttributeNotFoundMismatch(instance, self.attribute_name) Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
6
3
1,235
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n#\n# test/test_metadata.py\n# Part of \u2018python-daemon\u2019, an implementation of PEP 3143.\n#\n# This is free software, and you are welcome to redistribute it under\n# certain conditions; see the end of this file for copyright\n# information, grant of license, and disclaimer of warranty.\n\nclass HasAttribute(testtools.matchers.Matcher):\n \"\"\" A matcher to assert an object has a named attribute. \"\"\"\n\n def __init__(self, name):\n self.attribute_name = name\n\n def match(self, instance):\n \"\"\" Assert the object `instance` has an attribute named `name`. \"\"\"\n result = None\n if not testtools.helpers.safe_hasattr(instance, self.attribute_name):\n result = AttributeNotFoundMismatch(instance, self.attribute_name)\n return result\n\n\nclass AttributeNotFoundMismatch(testtools.matchers.Mismatch):\n \"\"\" The specified instance does not have the named attribute. \"\"\"\n\n def __init__(self, instance, name):\n self.instance = instance\n self.attribute_name = name\n\n def describe(self):\n \"\"\" Emit a text description of this mismatch. \"\"\"\n text = (\n \"{instance!r}\"\n \" has no attribute named {name!r}\").format(\n \n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# -*- coding: utf-8 -*-\n#\n# test/test_metadata.py\n# Part of \u2018python-daemon\u2019, an implementation of PEP 3143.\n#\n# This is free software, and you are welcome to redistribute it under\n# certain conditions; see the end of this file for copyright\n# information, grant of license, and disclaimer of warranty.\n\nclass HasAttribute(testtools.matchers.Matcher):\n \"\"\" A matcher to assert an object has a named attribute. \"\"\"\n\n def __init__(self, name):\n self.attribute_name = name\n\n def match(self, instance):\n \"\"\" Assert the object `instance` has an attribute named `name`. \"\"\"\n result = None\n if not testtools.helpers.safe_hasattr(instance, self.attribute_name):\n result = AttributeNotFoundMismatch(instance, self.attribute_name)\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
5dfc18ba2772ffd25b6600bc97edfc21e288fb90
TheStack--python--000.parquet
Explain 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. from typing import Union, List from .purpose import * from .trait_reference import TraitReference from cdm.utilities import JObject class PurposeReference(JObject): def __init__(self): super().__init__() self.purposeReference = None # type: Union[str, Purpose] self.appliedTraits = [] # type: List[Union[str, TraitReference]]
Functions: __init__ Classes: PurposeReference This code demonstrates Pythoncode:Python programming.
advanced
database
code_explanation
Pythoncode:Python
1
1
517
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\ufeff# Copyright (c) Microsoft Corporation. All rights reserved.\n# Licensed under the MIT License. See License.txt in the project root for license information.\n\nfrom typing import Union, List\n\nfrom .purpose import *\nfrom .trait_reference import TraitReference\nfrom cdm.utilities import JObject\n\n\nclass PurposeReference(JObject):\n def __init__(self):\n super().__init__()\n\n self.purposeReference = None # type: Union[str, Purpose]\n self.appliedTraits = [] # type: List[Union[str, TraitReference]]"}, {"role": "assistant", "content": " Functions: __init__\n Classes: PurposeReference\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5dfd3f4f20e57ebcb5265eb99e3913785aac266b
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import re from typing import Union, List import nltk from bs4 import BeautifulSoup class Normalizer: def __init__(self): self.lemmatizer = nltk.stem.WordNetLemmatizer() def normalize(self, x: Union[list, str]) -> List[str]: """ Accepts text (possibly tokenized) and makes it suitable for machine processing """ x = self._remove_stop_words(x) x = self._denoise(x) x = self._lemmatize(x) return x def _remove_stop_words(self, x: Union[list, str]) -> List[str]: """ Removes stop words from text in english """ if isinstance(x, str): x = x.split(' ') stop_words = set(nltk.corpus.stopwords.words('english')) return [w for w in x if not w in stop_words] def _lemmatize(self, x: Union[list, str]) -> List[str]: """ Removes endings, """ if isinstance(x, list): x = ' '.join(x) x = self.lemmatizer.lemmatize(x) return x def _denoise(self, x: Union[list, str]) -> str: if isinstance(x, list): Error: IndentationError / Expected indented block
Fixed Code: import re from typing import Union, List import nltk from bs4 import BeautifulSoup class Normalizer: def __init__(self): self.lemmatizer = nltk.stem.WordNetLemmatizer() def normalize(self, x: Union[list, str]) -> List[str]: """ Accepts text (possibly tokenized) and makes it suitable for machine processing """ x = self._remove_stop_words(x) x = self._denoise(x) x = self._lemmatize(x) return x Explanation: Add body to If block or use 'pass' statement
advanced
api
error_fixing
Pythoncode:Python
8
1
1,124
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport re\nfrom typing import Union, List\n\nimport nltk\nfrom bs4 import BeautifulSoup\n\n\nclass Normalizer:\n \n def __init__(self):\n self.lemmatizer = nltk.stem.WordNetLemmatizer()\n \n def normalize(self, x: Union[list, str]) -> List[str]:\n \"\"\"\n Accepts text (possibly tokenized) and makes it suitable for machine processing\n \"\"\"\n x = self._remove_stop_words(x)\n x = self._denoise(x)\n x = self._lemmatize(x)\n return x\n \n def _remove_stop_words(self, x: Union[list, str]) -> List[str]:\n \"\"\"\n Removes stop words from text in english\n \"\"\"\n if isinstance(x, str):\n x = x.split(' ')\n stop_words = set(nltk.corpus.stopwords.words('english')) \n return [w for w in x if not w in stop_words]\n \n def _lemmatize(self, x: Union[list, str]) -> List[str]:\n \"\"\"\n Removes endings,\n \"\"\"\n if isinstance(x, list):\n x = ' '.join(x)\n x = self.lemmatizer.lemmatize(x)\n return x\n \n def _denoise(self, x: Union[list, str]) -> str:\n if isinstance(x, list):\n\n Error: IndentationError / Expected indented block"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport re\nfrom typing import Union, List\n\nimport nltk\nfrom bs4 import BeautifulSoup\n\n\nclass Normalizer:\n \n def __init__(self):\n self.lemmatizer = nltk.stem.WordNetLemmatizer()\n \n def normalize(self, x: Union[list, str]) -> List[str]:\n \"\"\"\n Accepts text (possibly tokenized) and makes it suitable for machine processing\n \"\"\"\n x = self._remove_stop_words(x)\n x = self._denoise(x)\n x = self._lemmatize(x)\n return x\n\n Explanation: Add body to If block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
5dfe1873a422b9d98cb23a45aa91a24e21973cf8
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: """ For backwards-compatibility. keep this file. (Many people are going to have key bindings that rely on this file.) """ from __future__ import unicode_literals from .app import * __all__ = [ # Old names. 'HasArg', 'HasCompletions', 'HasFocus', 'HasSelection', 'HasValidationError', 'IsDone', 'IsReadOnly', 'IsMultiline', 'RendererHeightIsKnown', 'InEditingMode', 'InPasteMode', 'ViMode', 'ViNavigationMode', 'ViInsertMode', 'ViInsertMultipleMode', 'ViReplaceMode', 'ViSelectionMode', 'ViWaitingForTextObjectMode', 'ViDigraphMode', 'EmacsMode', 'EmacsInsertMode', 'EmacsSelectionMode', 'IsSearching', 'HasSearch', 'ControlIsSearchable', ] # Keep the original classnames for backwards compatibility. HasValidationError = lambda: has_validation_error HasArg = lambda: has_arg IsDone = lambda: is_done RendererHeightIsKnown = lambda: renderer_height_is_known ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: ViNavigationMode = lambda: vi_navigation_mode InPasteMode = lambda: in_paste_mode EmacsMode = lambda: emacs_mode EmacsInsertMode = lambda: emacs_insert_mode ViMode = lambda: vi_mode
intermediate
machine_learning
incomplete_code
Pythoncode:Python
0
0
966
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n\"\"\"\nFor backwards-compatibility. keep this file.\n(Many people are going to have key bindings that rely on this file.)\n\"\"\"\nfrom __future__ import unicode_literals\n\nfrom .app import *\n\n__all__ = [\n # Old names.\n 'HasArg',\n 'HasCompletions',\n 'HasFocus',\n 'HasSelection',\n 'HasValidationError',\n 'IsDone',\n 'IsReadOnly',\n 'IsMultiline',\n 'RendererHeightIsKnown',\n 'InEditingMode',\n 'InPasteMode',\n\n 'ViMode',\n 'ViNavigationMode',\n 'ViInsertMode',\n 'ViInsertMultipleMode',\n 'ViReplaceMode',\n 'ViSelectionMode',\n 'ViWaitingForTextObjectMode',\n 'ViDigraphMode',\n\n 'EmacsMode',\n 'EmacsInsertMode',\n 'EmacsSelectionMode',\n\n 'IsSearching',\n 'HasSearch',\n 'ControlIsSearchable',\n]\n\n# Keep the original classnames for backwards compatibility.\nHasValidationError = lambda: has_validation_error\nHasArg = lambda: has_arg\nIsDone = lambda: is_done\nRendererHeightIsKnown = lambda: renderer_height_is_known\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:\nViNavigationMode = lambda: vi_navigation_mode\nInPasteMode = lambda: in_paste_mode\nEmacsMode = lambda: emacs_mode\nEmacsInsertMode = lambda: emacs_insert_mode\nViMode = lambda: vi_mode"}]
true
syntax
HARD_CUT
CRITICAL
5dfe4e27d16878f382ef6d6119132647294b2b99
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #spaces.py ''' AlgoHack Genetic Algorithm for University Semaster Planning Version 0.03 2018 Niranjan Meegammana Shilpasayura.org ''' import xdb def crt_spaces_table(cursor,drop=False): if (drop): sql="DROP TABLE IF EXISTS spaces;" success, count=xdb.runSQL(cursor, sql) sql='''CREATE TABLE IF NOT EXISTS spaces ( spid INTEGER PRIMARY KEY AUTOINCREMENT, name varchar(30), sptype INTEGER, fitness INTEGER, gid INTEGER DEFAULT 0, semid INTEGER DEFAULT 0) ''' success, count=xdb.runSQL(cursor, sql) return success def insert_spaces(cursor,nlect,nlabs,gid,semid, delay): # nlabs is number of labs # nlecs is number of lecture halls # if gid =0 common for all groups else dedicated # if semid=0 common for all semasters else dedicated sql="SELECT * FROM spaces LIMIT 1"; success, count=xdb.runSQL(cursor, sql) if (count > 0): print("spaces table: Records exist") return False, 0 sqls="" fitness=1 for i in range (nlect): name="Lect Hall " + str(i+1) sptype=1 sqls=sqls +'INSERT INTO spaces (name,sptype,fitness,gid,semid) VALUES ('+ '"{}",{}, {},{},{}'.format(name, sptype,fitness,gid,semid) +');' for i in range (nlabs): name="Lab " + str(i+1) sptype=2 sqls=sqls +'INSERT INTO spaces (name,sptype,fitness,gid,semid) VALUES ('+ '"{}",{}, {},{},{}'.format(name, sptype,fitness,gid,semid) +');' success, count=xdb.runSQL_stmts(cursor, sqls,delay) if __name__ == "__main__": delay=0.05 conn=xdb.opendb('genetic56.db') cursor =conn.cursor() # create a cursor object success=crt_spaces_table(cursor, True) # create spaces table #dedicated lecture hall, lab for group and semaster success, count =insert_spaces(cursor,1,1,1,1,delay) # generate records xdb.commit(conn) xdb.closedb(conn) ... code continues ...
Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation:
intermediate
database
incomplete_code
Pythoncode:Python
2
0
1,961
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#spaces.py\r\n'''\r\nAlgoHack Genetic Algorithm for University Semaster Planning\r\nVersion 0.03 2018\r\nNiranjan Meegammana Shilpasayura.org\r\n'''\r\n\r\nimport xdb\r\n\r\ndef crt_spaces_table(cursor,drop=False):\r\n if (drop):\r\n sql=\"DROP TABLE IF EXISTS spaces;\"\r\n success, count=xdb.runSQL(cursor, sql)\r\n\r\n sql='''CREATE TABLE IF NOT EXISTS spaces (\r\n spid INTEGER PRIMARY KEY AUTOINCREMENT,\r\n name varchar(30),\r\n sptype INTEGER,\r\n fitness INTEGER,\r\n gid INTEGER DEFAULT 0,\r\n semid INTEGER DEFAULT 0)\r\n '''\r\n success, count=xdb.runSQL(cursor, sql)\r\n return success\r\n \r\ndef insert_spaces(cursor,nlect,nlabs,gid,semid, delay):\r\n # nlabs is number of labs\r\n # nlecs is number of lecture halls\r\n # if gid =0 common for all groups else dedicated\r\n # if semid=0 common for all semasters else dedicated\r\n sql=\"SELECT * FROM spaces LIMIT 1\";\r\n success, count=xdb.runSQL(cursor, sql)\r\n \r\n if (count > 0):\r\n print(\"spaces table: Records exist\")\r\n return False, 0\r\n\r\n sqls=\"\"\r\n fitness=1\r\n for i in range (nlect):\r\n name=\"Lect Hall \" + str(i+1)\r\n sptype=1\r\n sqls=sqls +'INSERT INTO spaces (name,sptype,fitness,gid,semid) VALUES ('+ '\"{}\",{}, {},{},{}'.format(name, sptype,fitness,gid,semid) +');'\r\n\r\n for i in range (nlabs):\r\n name=\"Lab \" + str(i+1)\r\n sptype=2\r\n sqls=sqls +'INSERT INTO spaces (name,sptype,fitness,gid,semid) VALUES ('+ '\"{}\",{}, {},{},{}'.format(name, sptype,fitness,gid,semid) +');'\r\n\r\n success, count=xdb.runSQL_stmts(cursor, sqls,delay)\r\n \r\nif __name__ == \"__main__\":\r\n delay=0.05\r\n conn=xdb.opendb('genetic56.db')\r\n cursor =conn.cursor() # create a cursor object\r\n success=crt_spaces_table(cursor, True) # create spaces table\r\n #dedicated lecture hall, lab for group and semaster\r\n success, count =insert_spaces(cursor,1,1,1,1,delay) # generate records\r\n xdb.commit(conn)\r\n xdb.closedb(conn)\r\n\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function missing return statement\n\n To complete:\n \u2022 Add return statement to function\n\n Example continuation:"}]
true
syntax
INCOMPLETE_LOGIC
MEDIUM
5dfec5e4fee06a96072b5a9530a2216e08d3cbd3
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import urllib.request import cv2 import numpy as np import time import threading class ThreadedRemotePiCamera: def __init__(self, pi_address, resolution=(320,240), framerate=10, hflip=False, vflip=False): if hflip and vflip: self.flip = -1 elif hflip: self.flip = 0 elif vflip: self.flip = 1 else: self.flip = None self.stream = urllib.request.urlopen('http://%s:5000/video_feed?w=%d&h=%d&fps=%d' % ((pi_address,)+resolution+(framerate,))) self.total_bytes = b'' self.ev = threading.Event() self.th = threading.Thread(target=self.run, daemon=True) self.running = True self.frame Error: SyntaxError / EOF
Fixed Code: import urllib.request import cv2 import numpy as np import time import threading class ThreadedRemotePiCamera: def __init__(self, pi_address, resolution=(320,240), framerate=10, hflip=False, vflip=False): if hflip and vflip: self.flip = -1 elif hflip: self.flip = 0 elif vflip: self.flip = 1 else: self.flip = None self.stream = urllib.request.urlopen('http://%s:5000/video_feed?w=%d&h=%d&fps=%d' % ((pi_address,)+resolution+(framerate,))) self.total_bytes = b'' self.ev = threading.Event() Explanation: Complete the truncated code structure
advanced
api
error_fixing
Pythoncode:Python
10
1
728
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport urllib.request\nimport cv2\nimport numpy as np\nimport time\nimport threading\n\nclass ThreadedRemotePiCamera:\n def __init__(self, pi_address, resolution=(320,240), framerate=10, hflip=False, vflip=False):\n if hflip and vflip:\n self.flip = -1\n elif hflip:\n self.flip = 0\n elif vflip:\n self.flip = 1\n else:\n self.flip = None\n self.stream = urllib.request.urlopen('http://%s:5000/video_feed?w=%d&h=%d&fps=%d' % ((pi_address,)+resolution+(framerate,)))\n self.total_bytes = b''\n \n self.ev = threading.Event()\n self.th = threading.Thread(target=self.run, daemon=True)\n self.running = True \n self.frame\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport urllib.request\nimport cv2\nimport numpy as np\nimport time\nimport threading\n\nclass ThreadedRemotePiCamera:\n def __init__(self, pi_address, resolution=(320,240), framerate=10, hflip=False, vflip=False):\n if hflip and vflip:\n self.flip = -1\n elif hflip:\n self.flip = 0\n elif vflip:\n self.flip = 1\n else:\n self.flip = None\n self.stream = urllib.request.urlopen('http://%s:5000/video_feed?w=%d&h=%d&fps=%d' % ((pi_address,)+resolution+(framerate,)))\n self.total_bytes = b''\n \n self.ev = threading.Event()\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
5dff31a15c326fed56b2875daa3e36cda971efde
TheStack--python--000.parquet
Explain this Pythoncode:Python code: #! /usr/bin/python3 import time import random import json import os from pprint import pprint from kubernetes.client.rest import ApiException from pint import UnitRegistry from collections import defaultdict from kubernetes import client, config, watch from timeloop import Timeloop from datetime import timedelta def scheduler(name, node, namespace): target=client.V1ObjectReference(api_version='v1', kind="Node", name=node) meta=client.V1ObjectMeta() meta.name=name body=client.V1Binding(metadata=meta, target=target) return core_api.create_namespaced_binding(namespace, body, _preload_content=False) #tl = Timeloop() #@tl.job(interval=timedelta(seconds=10)) def RunEc2SpotCustomScheduler(): #global pendingPodsList #global failedPodsList CustomKubeSchedulingClusterDeploymentData = get_custom_deployments() pprint("CustomKubeSchedulingClusterDeploymentData={}".format(CustomKubeSchedulingClusterDeploymentData)) for namespace, deploymentCustomSchedulingData in CustomKubeSchedulingClusterDeploymentData.items(): print("namespace={} deploymentCustomSchedulingData={}".format(namespace, deploymentCustomSchedulingData)) if deploymentCustomSchedulingData != {}: CustomSchedulePerNamespace(namespace, deploymentCustomSchedulingData) ... [8 more functiondefs truncated] ...
Functions: scheduler, RunEc2SpotCustomScheduler This code demonstrates Pythoncode:Python programming.
intermediate
api
code_explanation
Pythoncode:Python
2
0
1,408
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#! /usr/bin/python3\n\nimport time\nimport random\nimport json\nimport os\nfrom pprint import pprint\nfrom kubernetes.client.rest import ApiException\nfrom pint import UnitRegistry\nfrom collections import defaultdict\nfrom kubernetes import client, config, watch\nfrom timeloop import Timeloop\nfrom datetime import timedelta\n\n\n\ndef scheduler(name, node, namespace):\n \n target=client.V1ObjectReference(api_version='v1', kind=\"Node\", name=node)\n meta=client.V1ObjectMeta()\n meta.name=name\n body=client.V1Binding(metadata=meta, target=target)\n return core_api.create_namespaced_binding(namespace, body, _preload_content=False)\n\n#tl = Timeloop()\n\n#@tl.job(interval=timedelta(seconds=10)) \ndef RunEc2SpotCustomScheduler():\n \n #global pendingPodsList\n #global failedPodsList\n \n CustomKubeSchedulingClusterDeploymentData = get_custom_deployments()\n\n pprint(\"CustomKubeSchedulingClusterDeploymentData={}\".format(CustomKubeSchedulingClusterDeploymentData))\n \n for namespace, deploymentCustomSchedulingData in CustomKubeSchedulingClusterDeploymentData.items():\n print(\"namespace={} deploymentCustomSchedulingData={}\".format(namespace, deploymentCustomSchedulingData))\n if deploymentCustomSchedulingData != {}:\n CustomSchedulePerNamespace(namespace, deploymentCustomSchedulingData)\n \n \n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: scheduler, RunEc2SpotCustomScheduler\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
5dff826ca431e889e0cef41a0054e1a64431e876
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- from clean_transcript import clean_transcript ALPHABET_FILE_PATH = "/DeepSpeech/bin/bangor_welsh/alphabet.txt" def validate_label(label): clean = clean_transcript(ALPHABET_FILE_PATH)
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • Block at line 8 has no indented body Fix: Complete the function 'validate_label' body and add missing return
intermediate
general
error_detection
Pythoncode:Python
1
0
237
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\nfrom clean_transcript import clean_transcript\n\nALPHABET_FILE_PATH = \"/DeepSpeech/bin/bangor_welsh/alphabet.txt\"\n\ndef validate_label(label):\n\n clean = clean_transcript(ALPHABET_FILE_PATH)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Detected Errors:\n \u2022 Block at line 8 has no indented body\n\n Fix: Complete the function 'validate_label' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
5dffed5f88346db8858c1e4167f535bc237800cb
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Copyright (c) 2019-2020, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from typing import List, Optional import functools import torch import torch.nn as nn import torch.nn.functional as F class OptionalP
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • SyntaxError: expected ':' at line 23 Fix: Complete the truncated code structure
advanced
api
error_detection
Pythoncode:Python
1
2
753
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright (c) 2019-2020, NVIDIA CORPORATION. All rights reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nfrom typing import List, Optional\nimport functools\n\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\n\n\nclass OptionalP"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 SyntaxError: expected ':' at line 23\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
b900fe014c618b5968bd75cca2f986adc96f1a10
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import json import csv import sys import os import re import codecs import logging from logging.config import dictConfig import click import yaml from sqlalchemy import create_engine from jsontableschema_sql import Storage from smart_open import smart_open from . import postgres from . import carto def get_logger(logging_config): try: with open(logging_config) as file: config = yaml.load(file) dictConfig(config) except: FORMAT = '[%(asctime)-15s] %(levelname)s [%(name)s] %(message)s' logging.basicConfig(format=FORMAT, level=logging.INFO, stream=sys.stderr) logger = logging.getLogger('the_el') def exception_handler(type, value, tb): logger.exception("Uncaught exception: {}".format(str(value)), exc_info=(type, value, tb)) sys.excepthook = exception_handler return logger @click.group() def main(): pass def get_connection_string(connection_string): connection_string = os.getenv('CONNECTION_STRING', connection_string) if connection_string == None: raise Exception('`CONNECTION_STRING` environment variable or `--connection-string` option required') return connection_string def create_storage_adaptor(connection_string, db_schema, geometry_support, from_srid=None, to_srid=None): engine = create_engine(connection_string) storage = Storage(engine, dbschema=db_schema, geometry_support=geometry_support, from_srid=from_srid, to_srid=to_srid, views=True) return engine, storage def fopen(file, mode='r'): if file == None: # Complete this line return sys.stdin elif mode == 'w': return sys.stdout else: return smart_open(file, mode=mode) def get_table_schema(table_schema_path): with fopen(table_schema_path) as file: contents = file.read() if not isinstance(contents, str): contents = contents.decode('utf-8') return json.loads(contents) @main.command() @click.argument('table_name') @click.option('--connection-string') @click.option('-o','--output-file') @click.option('--db-schema') @click.option('--geometry-support') def describe_table(table_name, connection_string, output_file, db_schema, geometry_support): connection_string = get_connection_string(connection_string) engine, storage = create_storage_adaptor(connection_string, db_schema, geometry_support) descriptor = storage.describe(table_name) with fopen(output_file, mode='w') as file: json.dump(descriptor, file) @main.command() @click.argument('table_name') @click.argument('table_schema_path') @click.option('--connection-string') @click.option('--db-schema') @click.option('--indexes-fields') @click.option('--geometry-support') @click.option('--if-not-exists', is_flag=True, default=False) @click.option('--logging-config', default='logging_config.conf') ... [4 more functiondefs truncated] ...
The missing line is: if mode == 'r':
advanced
database
fill_in_the_blank
Pythoncode:Python
8
0
2,922
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport json\nimport csv\nimport sys\nimport os\nimport re\nimport codecs\nimport logging\nfrom logging.config import dictConfig\n\nimport click\nimport yaml\nfrom sqlalchemy import create_engine\nfrom jsontableschema_sql import Storage\nfrom smart_open import smart_open\n\nfrom . import postgres\nfrom . import carto\n\ndef get_logger(logging_config):\n try:\n with open(logging_config) as file:\n config = yaml.load(file)\n dictConfig(config)\n except:\n FORMAT = '[%(asctime)-15s] %(levelname)s [%(name)s] %(message)s'\n logging.basicConfig(format=FORMAT, level=logging.INFO, stream=sys.stderr)\n\n logger = logging.getLogger('the_el')\n\n def exception_handler(type, value, tb):\n logger.exception(\"Uncaught exception: {}\".format(str(value)), exc_info=(type, value, tb))\n\n sys.excepthook = exception_handler\n\n return logger\n\n@click.group()\ndef main():\n pass\n\ndef get_connection_string(connection_string):\n connection_string = os.getenv('CONNECTION_STRING', connection_string)\n if connection_string == None:\n raise Exception('`CONNECTION_STRING` environment variable or `--connection-string` option required')\n return connection_string\n\ndef create_storage_adaptor(connection_string, db_schema, geometry_support, from_srid=None, to_srid=None):\n engine = create_engine(connection_string)\n storage = Storage(engine, dbschema=db_schema, geometry_support=geometry_support, from_srid=from_srid, to_srid=to_srid, views=True)\n return engine, storage\n\ndef fopen(file, mode='r'):\n if file == None:\n # Complete this line\n return sys.stdin\n elif mode == 'w':\n return sys.stdout\n else:\n return smart_open(file, mode=mode)\n\ndef get_table_schema(table_schema_path):\n with fopen(table_schema_path) as file:\n contents = file.read()\n if not isinstance(contents, str):\n contents = contents.decode('utf-8')\n return json.loads(contents)\n\n@main.command()\n@click.argument('table_name')\n@click.option('--connection-string')\n@click.option('-o','--output-file')\n@click.option('--db-schema')\n@click.option('--geometry-support')\ndef describe_table(table_name, connection_string, output_file, db_schema, geometry_support):\n connection_string = get_connection_string(connection_string)\n\n engine, storage = create_storage_adaptor(connection_string, db_schema, geometry_support)\n descriptor = storage.describe(table_name)\n\n with fopen(output_file, mode='w') as file:\n json.dump(descriptor, file)\n\n@main.command()\n@click.argument('table_name')\n@click.argument('table_schema_path')\n@click.option('--connection-string')\n@click.option('--db-schema')\n@click.option('--indexes-fields')\n@click.option('--geometry-support')\n@click.option('--if-not-exists', is_flag=True, default=False)\n@click.option('--logging-config', default='logging_config.conf')\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n if mode == 'r':"}]
false
null
null
null
b9014ad1cdd3760612e00e54f9b058e7af94d104
TheStack--python--000.parquet
Review this Pythoncode:Python code: # Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. def autocast(enabled=None): yield def score_with_sctk(sctk_dir, ref_fname, hyp_fname, out_dir, glm=""): sclite_path = os.path.join(sctk_dir, "bin", "sclite") if not os.path.exists(sclite_path): raise FileNotFoundError(errno.ENOENT, os.strerror(errno.ENOENT), sclite_path) # apply glm if os.path.exists(glm): rfilter_path = os.path.join(sctk_dir, "bin", "rfilter1") if not os.path.exists(rfilter_path): raise FileNotFoundError(errno.ENOENT, os.strerror(errno.ENOENT), rfilter_path) hypglm = os.path.join(out_dir, os.path.basename(hyp_fname)) + ".glm" rfilt_cmd = [rfilter_path] + [glm] with open(hypglm, "w") as hypf, open(hyp_fname, "r") as hyp_in: subprocess.run(rfilt_cmd, stdin=hyp_in, stdout=hypf) refglm = os.path.join(out_dir, os.path.basename(ref_fname)) + ".glm" with open(refglm, "w") as reff, open(ref_fname, "r") as ref_in: subprocess.run(rfilt_cmd, stdin=ref_in, stdout=reff) else: refglm = ref_fname hypglm = hyp_fname _ = subprocess.check_output(f"{sclite_path} -h {hypglm} -r {refglm} -i wsj -o all", shell=True) can_gpu = torch.cuda.is_available() def get_utt_info(manifest_path): info_list = [] with open(manifest_path, "r") as utt_f: for line in utt_f: utt = json.loads(line) info_list.append(utt) return info_list ... [1 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF IndentationError at line 15 ⚠️ Code quality: Unexpected indentation at line 21 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 26 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 35 Unexpected indentation at line 37 Unexpected indentation at line 47 Unexpected indentation at line 50 ✨ Improvements: Complete the expression on the last line Fix indentation to match Python syntax rules
intermediate
api
code_review
Pythoncode:Python
3
0
2,098
false
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\n def autocast(enabled=None):\n yield\n\n\ndef score_with_sctk(sctk_dir, ref_fname, hyp_fname, out_dir, glm=\"\"):\n sclite_path = os.path.join(sctk_dir, \"bin\", \"sclite\")\n if not os.path.exists(sclite_path):\n raise FileNotFoundError(errno.ENOENT, os.strerror(errno.ENOENT), sclite_path)\n # apply glm\n if os.path.exists(glm):\n rfilter_path = os.path.join(sctk_dir, \"bin\", \"rfilter1\")\n if not os.path.exists(rfilter_path):\n raise FileNotFoundError(errno.ENOENT, os.strerror(errno.ENOENT), rfilter_path)\n hypglm = os.path.join(out_dir, os.path.basename(hyp_fname)) + \".glm\"\n rfilt_cmd = [rfilter_path] + [glm]\n with open(hypglm, \"w\") as hypf, open(hyp_fname, \"r\") as hyp_in:\n subprocess.run(rfilt_cmd, stdin=hyp_in, stdout=hypf)\n refglm = os.path.join(out_dir, os.path.basename(ref_fname)) + \".glm\"\n with open(refglm, \"w\") as reff, open(ref_fname, \"r\") as ref_in:\n subprocess.run(rfilt_cmd, stdin=ref_in, stdout=reff)\n else:\n refglm = ref_fname\n hypglm = hyp_fname\n\n _ = subprocess.check_output(f\"{sclite_path} -h {hypglm} -r {refglm} -i wsj -o all\", shell=True)\n\n\ncan_gpu = torch.cuda.is_available()\n\n\ndef get_utt_info(manifest_path):\n info_list = []\n with open(manifest_path, \"r\") as utt_f:\n for line in utt_f:\n utt = json.loads(line)\n info_list.append(utt)\n\n return info_list\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n IndentationError at line 15\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 21\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 26\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 35\n Unexpected indentation at line 37\n Unexpected indentation at line 47\n Unexpected indentation at line 50\n\n\u2728 Improvements:\n Complete the expression on the last line\n Fix indentation to match Python syntax rules"}]
false
null
null
null
b90258212d799fd07af2bd908c88516410b648a2
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from manimlib.imports import * from manimlib.utils import bezier import numpy as np class VectorInterpolator: def __init__(self,points): self.points = points self.n = len(self.points) self.dists = [0] for i in range(len(self.points)): self.dists += [np.linalg.norm( self.points[i] - self.points[(i+1) % self.n] )+self.dists[i]] def interpolate(self,alpha): dist = alpha*self.dists[-1] idx = self.interpolate_index(dist) mult = (dist - self.dists[idx])/np.linalg.norm(self.points[(idx+1)%self.n]-self.points[idx]) return self.points[idx] + \ mult*(self.points[(idx+1)%self.n]-self.points[idx]) def interpolate_index(self,dist): def is_solution(idx): if idx == self.n-1: return self.dists[idx] <= dist else: return ((self.dists[cur] <= dist) and (self.dists[(cur+1)%self.n] >= dist)) # binary search step_size=int(self.n / 4) cur=int(self.n / 2) while not is_solution(cur): if self.dists[cur] > dist: cur -= step_size else: cur += step_size step_size = max(int(step_size/2), 1) return cur
Functions: __init__, interpolate, interpolate_index, is_solution Classes: VectorInterpolator This code demonstrates Pythoncode:Python programming.
advanced
database
code_explanation
Pythoncode:Python
4
1
1,335
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom manimlib.imports import *\nfrom manimlib.utils import bezier\nimport numpy as np\n\nclass VectorInterpolator:\n def __init__(self,points):\n self.points = points\n self.n = len(self.points)\n self.dists = [0]\n\n for i in range(len(self.points)):\n self.dists += [np.linalg.norm(\n self.points[i] -\n self.points[(i+1) % self.n]\n )+self.dists[i]]\n\n def interpolate(self,alpha):\n dist = alpha*self.dists[-1]\n idx = self.interpolate_index(dist)\n mult = (dist - self.dists[idx])/np.linalg.norm(self.points[(idx+1)%self.n]-self.points[idx])\n\n return self.points[idx] + \\\n mult*(self.points[(idx+1)%self.n]-self.points[idx])\n\n def interpolate_index(self,dist):\n def is_solution(idx):\n if idx == self.n-1:\n return self.dists[idx] <= dist\n else:\n return ((self.dists[cur] <= dist) and\n (self.dists[(cur+1)%self.n] >= dist))\n\n # binary search\n step_size=int(self.n / 4)\n cur=int(self.n / 2)\n while not is_solution(cur):\n if self.dists[cur] > dist:\n cur -= step_size\n else:\n cur += step_size\n step_size = max(int(step_size/2), 1)\n return cur"}, {"role": "assistant", "content": " Functions: __init__, interpolate, interpolate_index, is_solution\n Classes: VectorInterpolator\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
b9034036dd7c92efb32754807bdeb44d6dc9be42
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: from setuptools import setup setup(name='rapid_plotly', version='0.1', description='Convenience functions to rapidly create beautiful Plotly graphs', author='Joseph Dasenbrock', author_email='dasenbrockjw@gmail.com', packages=['rapid_plotly'], zip_safe=False)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
api
refactoring
Pythoncode:Python
0
0
297
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom setuptools import setup\n\nsetup(name='rapid_plotly',\n version='0.1',\n description='Convenience functions to rapidly create beautiful Plotly graphs',\n author='Joseph Dasenbrock',\n author_email='dasenbrockjw@gmail.com',\n packages=['rapid_plotly'],\n zip_safe=False)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
b90426c42855fd2a5119f138e577d0e9dbffc737
TheStack--python--000.parquet