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Suggest refactoring for this Pythoncode:Python code: from sys import stdout def query(l, r): print '? {} {}'.format(l, r) stdout.flush() ans = int(raw_input()) return ans def output_result(index): print '! {}'.format(index) def helper(l, r, pos): if r - l == 1: if pos == l: return r else: return l mid = (l + r) / 2 il = query(l, mid) ir = query(mid, r) if pos <= mid: if pos == il: return helper(l, mid, il) else: return helper(mid, r, ir) else: if pos == ir: return helper(mid, r, ir) else: return helper(l, mid, il) def solve(n): ## Approach 2, two pointer iteration l, r = 1, n pos = query(l, r) while l + 1 < r: mid = (l + r) / 2 il, ir = query(l, mid), query(mid, r) if pos >= mid: if ir == pos: l = mid else: r = mid pos = il else: if il == pos: r = mid else: l = mid pos = ir return l if pos == r else r ## Approach 1, recursion # l, r = 1, n # return helper(l, r, ask(l, r)) n = int(raw_input()) ans = solve(n) output_result(ans)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
4
0
1,164
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom sys import stdout\n\n\ndef query(l, r):\n print '? {} {}'.format(l, r)\n stdout.flush()\n ans = int(raw_input())\n return ans\n\n\ndef output_result(index):\n print '! {}'.format(index)\n\n\ndef helper(l, r, pos):\n if r - l == 1:\n if pos == l: return r\n else: return l\n mid = (l + r) / 2\n il = query(l, mid)\n ir = query(mid, r)\n if pos <= mid:\n if pos == il: return helper(l, mid, il)\n else: return helper(mid, r, ir)\n else:\n if pos == ir: return helper(mid, r, ir)\n else: return helper(l, mid, il)\n\ndef solve(n):\n ## Approach 2, two pointer iteration\n l, r = 1, n\n pos = query(l, r)\n while l + 1 < r:\n mid = (l + r) / 2\n il, ir = query(l, mid), query(mid, r)\n if pos >= mid:\n if ir == pos: l = mid\n else:\n r = mid\n pos = il\n else:\n if il == pos: r = mid\n else:\n l = mid\n pos = ir\n return l if pos == r else r\n\n ## Approach 1, recursion\n # l, r = 1, n\n # return helper(l, r, ask(l, r))\n\nn = int(raw_input())\nans = solve(n)\noutput_result(ans)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
c069f619a63ef2bc50b4d403e765b89dc97a60c8
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: def MinMaxNorm(A): """ Return (A - min(A))/(max(A) - min(A)) """ if isinstance(A, np.ndarray): min_A = np.amin(A) max_A = np.amax(A) elif isin Error: SyntaxError / EOF
Fixed Code: def MinMaxNorm(A): """ Return (A - min(A))/(max(A) - min(A)) """ if isinstance(A, np.ndarray): min_A = np.amin(A) max_A = np.amax(A) elif isinstance(A, pd.DataFrame): min_A = A.min().min() max_A = A.max().max() return (A - min_A)/(max_A - min_A) Explanation: Complete the truncated code structure
intermediate
database
error_fixing
Pythoncode:Python
1
0
178
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\ndef MinMaxNorm(A):\n \"\"\"\n Return (A - min(A))/(max(A) - min(A))\n \"\"\"\n if isinstance(A, np.ndarray):\n min_A = np.amin(A)\n max_A = np.amax(A)\n elif isin\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\ndef MinMaxNorm(A):\n \"\"\"\n Return (A - min(A))/(max(A) - min(A))\n \"\"\"\n if isinstance(A, np.ndarray):\n min_A = np.amin(A)\n max_A = np.amax(A)\n elif isinstance(A, pd.DataFrame):\n min_A = A.min().min()\n max_A = A.max().max()\n \n return (A - min_A)/(max_A - min_A)\n\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
c06abcfb23321cf71baa4c0bd7492a767c3d9b75
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: def t_INT(t): r'\d+' t.value = int(t.value) return t def t_TYPE(t): r'[A-Z][a-zA-Z_0-9]*' t.type = reserved.get(t.value.lower(), 'TYPE') return t def t_BOOL(t): r'f[Aa][Ll][Ss][Ee]|t[Rr][Uu][Ee]' t.value = (t.value.lower == 'true') return t def t_ID(t): r'[a-z][a-zA-Z_0-9]*' t.type = reserved.get(t.value.lower(), 'ID') return t def t_LINECOMMENT(t): r'--' t.lexer.begin('commentLine') def t_TEXTCOMMENT(t): r'\(\*' t.lexer.comment_start = t.lexer.lexpos t.lexer.level = 1 t.lexer.begin('commentText') def t_STRING(t): r'"' t.lexer.string_start = t.lexer.lexpos t.lexer.begin('string') tokens += list(reserved.values()) t_ignore = ' \t' t_commentLine_ignore = ' \t' def t_commentLine_error(t): t.lexer.skip(1) def t_commentLine_newline(t): r'\n+' t.lexer.begin('INITIAL') # Complete this line t_commentText_ignore = ' \t' def t_commentText_error(t): t.lexer.skip(1) def t_commentText_OPENTEXT(t): r'\(\*' t.lexer.level += 1 def t_commentText_CLOSETEXT(t): r'\*\)' t.lexer.level -= 1 if t.lexer.level == 0: t.lexer.begin('INITIAL') def t_commentText_newline(t): r'\n+' t.lexer.lineno += len(t.value) def t_commentText_eof(t): add_lexer_error(t.lexer.lineno, find_column(t.lexer.lexdata, t.lexer.lexpos), "EOF in comment") t_string_ignore = '' def t_string_CLOSESTRING(t): r'"' t.value = t.lexer.lexdata[t.lexer.string_start:t.lexer.lexpos - 1] t.type = 'STRING' t.lexer.begin('INITIAL') return t def t_string_newline(t): r'\\\n' t.lexer.lineno += 1 def t_string_body(t): r'([^\n\"\\]|\\.)+' if t.value.rfind('\0') != -1: add_lexer_error(t.lineno, find_column(t.lexer.lexdata, t.lexpos) + t.value.rfind('\0'), "String contains null character") def t_string_error(t): if t.value[0] == '\n': add_lexer_error(t.lineno, find_column(t.lexer.lexdata, t.lexpos), "Unterminated string constant") t.lexer.lineno += 1 t.lexer.skip(1) t.lexer.begin('INITIAL') def t_string_eof(t): add_lexer_error(t.lineno, find_column(t.lexer.lexdata, t.lexpos), "Unterminated string constant") def t_error(t): add_lexer_error(t.lineno, find_column(t.lexer.lexdata, t.lexpos), f'ERROR \"{t.value[0]}\"') t.lexer.skip(1) def t_newline(t): r'\n+' t.lexer.lineno += len(t.value) def test(data): lexer.input(data) while True: tok = lexer.token() if not tok: break lexer = lex.lex()
The missing line is: t.lexer.lineno += len(t.value)
advanced
testing
fill_in_the_blank
Pythoncode:Python
22
0
2,616
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\ndef t_INT(t):\n r'\\d+'\n t.value = int(t.value)\n return t\n\n\ndef t_TYPE(t):\n r'[A-Z][a-zA-Z_0-9]*'\n t.type = reserved.get(t.value.lower(), 'TYPE')\n return t\n\n\ndef t_BOOL(t):\n r'f[Aa][Ll][Ss][Ee]|t[Rr][Uu][Ee]'\n t.value = (t.value.lower == 'true')\n return t\n\n\ndef t_ID(t):\n r'[a-z][a-zA-Z_0-9]*'\n t.type = reserved.get(t.value.lower(), 'ID')\n return t\n\n\ndef t_LINECOMMENT(t):\n r'--'\n t.lexer.begin('commentLine')\n\n\ndef t_TEXTCOMMENT(t):\n r'\\(\\*'\n t.lexer.comment_start = t.lexer.lexpos\n t.lexer.level = 1\n t.lexer.begin('commentText')\n\n\ndef t_STRING(t):\n r'\"'\n t.lexer.string_start = t.lexer.lexpos\n t.lexer.begin('string')\n\n\ntokens += list(reserved.values())\n\nt_ignore = ' \\t'\n\nt_commentLine_ignore = ' \\t'\n\n\ndef t_commentLine_error(t):\n t.lexer.skip(1)\n\n\ndef t_commentLine_newline(t):\n r'\\n+'\n t.lexer.begin('INITIAL')\n # Complete this line\n\n\nt_commentText_ignore = ' \\t'\n\n\ndef t_commentText_error(t):\n t.lexer.skip(1)\n\n\ndef t_commentText_OPENTEXT(t):\n r'\\(\\*'\n t.lexer.level += 1\n\n\ndef t_commentText_CLOSETEXT(t):\n r'\\*\\)'\n t.lexer.level -= 1\n if t.lexer.level == 0:\n t.lexer.begin('INITIAL')\n\n\ndef t_commentText_newline(t):\n r'\\n+'\n t.lexer.lineno += len(t.value)\n\n\ndef t_commentText_eof(t):\n add_lexer_error(t.lexer.lineno, find_column(t.lexer.lexdata, t.lexer.lexpos), \"EOF in comment\")\n\n\nt_string_ignore = ''\n\n\ndef t_string_CLOSESTRING(t):\n r'\"'\n t.value = t.lexer.lexdata[t.lexer.string_start:t.lexer.lexpos - 1]\n t.type = 'STRING'\n t.lexer.begin('INITIAL')\n return t\n\n\ndef t_string_newline(t):\n r'\\\\\\n'\n t.lexer.lineno += 1\n\n\ndef t_string_body(t):\n r'([^\\n\\\"\\\\]|\\\\.)+'\n if t.value.rfind('\\0') != -1:\n add_lexer_error(t.lineno, find_column(t.lexer.lexdata, t.lexpos) + t.value.rfind('\\0'),\n \"String contains null character\")\n\n\ndef t_string_error(t):\n if t.value[0] == '\\n':\n add_lexer_error(t.lineno, find_column(t.lexer.lexdata, t.lexpos), \"Unterminated string constant\")\n t.lexer.lineno += 1\n t.lexer.skip(1)\n t.lexer.begin('INITIAL')\n\n\ndef t_string_eof(t):\n add_lexer_error(t.lineno, find_column(t.lexer.lexdata, t.lexpos), \"Unterminated string constant\")\n\n\ndef t_error(t):\n add_lexer_error(t.lineno, find_column(t.lexer.lexdata, t.lexpos), f'ERROR \\\"{t.value[0]}\\\"')\n t.lexer.skip(1)\n\n\ndef t_newline(t):\n r'\\n+'\n t.lexer.lineno += len(t.value)\n\n\ndef test(data):\n lexer.input(data)\n while True:\n tok = lexer.token()\n if not tok:\n break\n\n\nlexer = lex.lex()"}, {"role": "assistant", "content": "The missing line is:\n t.lexer.lineno += len(t.value)"}]
false
null
null
null
fbe2569ff3af52db9f633f42bc225623e3bae4b0
TheStack--python--010.parquet
Review this Pythoncode:Python code: class WeightLogger(keras.callbacks.Callback): def __init__(self, model, filename_prefix): self.model = model self.filename_prefix = filename_prefix self.start() def write(self): for layer in self.model.layers: weights = layer.get_weights() for w in weights: self.weight_file.write(" ") w.tofile(self.weight_file, sep=' ', format="%.5e") self.weight_file.write("\n") def start(self): import pickle # output layer names layer_names = [layer.name for layer in self.model.layers] with open(self.filename_prefix + "-weight-layer-names.p", 'wb') as f: pickle.dump(layer_names, f) # output weight shapes w_shapes = [[w.shape for w in layer.get_weights()] for layer in self.model.layers] with open(self.filename_prefix + "-weight-shapes.p", 'wb') as f: pickle.dump(w_shapes, f) # open then weight file and write the initial state self.weight_file = open(self.filename_prefix + "-weights.txt", 'w', encoding='utf-8') self.write() #def on_train_begin(self, logs={}): # self.start() def on_epoch_end(self, epoch, logs={}): self.write() #def on_train_end(self, logs={}): # self.weight_file.close() class WeightDiffStatLogger(keras.callbacks.Callback): def __init__(self, model, filename_prefix, norm_ord=2): self.model = model self.filename_prefix = filename_prefix self.norm_ord = norm_ord self.start() def get_weights(self): return np.concatenate([w.flatten() for w in self.model.get_weights()]) def start(self): self.norm_file = open(self.filename_prefix + "-weight-diff-norm-perpatch.txt", 'w', encoding='utf-8') self.dir_coeff_file = open(self.filename_prefix + "-weight-diff-dir-coeff-perpatch.txt", 'w', encoding='utf-8') #self.prev_weights = K.batch_get_value(self.model.trainable_weights)) self.prev_weights = self.get_weights() self.prev_diff = self.prev_weights - self.prev_weights #def on_train_begin(self, logs={}): # self.start() def write(self): #weights = K.batch_get_value(self.model.trainable_weights) weights = self.get_weights() diff = weights - self.prev_weights norm = np.linalg.norm(diff, ord=self.norm_ord) dir_coeff = (np.dot(diff, self.prev_diff) / (np.linalg.norm(diff) * np.linalg.norm(self.prev_diff))) self.norm_file.write(" %.5e" % norm) self.dir_coeff_file.write(" %.5e" % dir_coeff) self.prev_weights = weights self.prev_diff = diff #def on_epoch_end(self, epoch, logs={}): # self.write() def on_batch_end(self, batch, logs={}): self.write() #def on_train_end(self, logs={}): # self.out_file.close() class LossLogger(keras.callbacks.Callback): ... [11 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unmatched closing bracket ')' at line 53 Block at line 82 has no indented body IndentationError at line 84 ⚠️ Code quality: Unexpected indentation at line 4 Unexpected indentation at line 5 Unexpected indentation at line 6 Unexpected indentation at line 10 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 34 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 66 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 70 Unexpected indentation at line 77 ✨ Improvements: Complete the expression on the last line Fix indentation to match Python syntax rules
advanced
database
code_review
Pythoncode:Python
9
3
2,836
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nclass WeightLogger(keras.callbacks.Callback):\n def __init__(self, model, filename_prefix):\n self.model = model\n self.filename_prefix = filename_prefix\n self.start()\n \n def write(self):\n for layer in self.model.layers:\n weights = layer.get_weights()\n for w in weights:\n self.weight_file.write(\" \")\n w.tofile(self.weight_file, sep=' ', format=\"%.5e\")\n self.weight_file.write(\"\\n\")\n \n def start(self):\n import pickle\n # output layer names\n layer_names = [layer.name for layer in self.model.layers]\n with open(self.filename_prefix + \"-weight-layer-names.p\", 'wb') as f:\n pickle.dump(layer_names, f)\n # output weight shapes\n w_shapes = [[w.shape for w in layer.get_weights()] for layer in self.model.layers]\n with open(self.filename_prefix + \"-weight-shapes.p\", 'wb') as f:\n pickle.dump(w_shapes, f)\n # open then weight file and write the initial state\n self.weight_file = open(self.filename_prefix + \"-weights.txt\", 'w', encoding='utf-8')\n self.write()\n \n #def on_train_begin(self, logs={}):\n # self.start()\n\n def on_epoch_end(self, epoch, logs={}):\n self.write()\n \n #def on_train_end(self, logs={}):\n # self.weight_file.close()\n\nclass WeightDiffStatLogger(keras.callbacks.Callback):\n def __init__(self, model, filename_prefix, norm_ord=2):\n self.model = model\n self.filename_prefix = filename_prefix\n self.norm_ord = norm_ord\n self.start()\n \n def get_weights(self):\n return np.concatenate([w.flatten() for w in self.model.get_weights()])\n\n def start(self):\n self.norm_file = open(self.filename_prefix + \"-weight-diff-norm-perpatch.txt\",\n 'w', encoding='utf-8')\n self.dir_coeff_file = open(self.filename_prefix + \"-weight-diff-dir-coeff-perpatch.txt\",\n 'w', encoding='utf-8')\n #self.prev_weights = K.batch_get_value(self.model.trainable_weights))\n self.prev_weights = self.get_weights()\n self.prev_diff = self.prev_weights - self.prev_weights\n \n #def on_train_begin(self, logs={}):\n # self.start()\n\n def write(self):\n #weights = K.batch_get_value(self.model.trainable_weights)\n weights = self.get_weights()\n diff = weights - self.prev_weights\n norm = np.linalg.norm(diff, ord=self.norm_ord)\n dir_coeff = (np.dot(diff, self.prev_diff) /\n (np.linalg.norm(diff) * np.linalg.norm(self.prev_diff)))\n self.norm_file.write(\" %.5e\" % norm)\n self.dir_coeff_file.write(\" %.5e\" % dir_coeff)\n self.prev_weights = weights\n self.prev_diff = diff\n\n #def on_epoch_end(self, epoch, logs={}):\n # self.write()\n\n def on_batch_end(self, batch, logs={}):\n self.write()\n \n #def on_train_end(self, logs={}):\n # self.out_file.close()\n\n\nclass LossLogger(keras.callbacks.Callback):\n\n ... [11 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unmatched closing bracket ')' at line 53\n Block at line 82 has no indented body\n IndentationError at line 84\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 4\n Unexpected indentation at line 5\n Unexpected indentation at line 6\n Unexpected indentation at line 10\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 34\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 77\n\n\u2728 Improvements:\n Complete the expression on the last line\n Fix indentation to match Python syntax rules"}]
false
null
null
null
fbe2f4993290469e7b646ad9a0c87ef8dd5a7642
TheStack--python--010.parquet
Explain this Pythoncode:Python code: #!/usr/bin/env python3 ... [3 more functiondefs truncated] ...
This code demonstrates Pythoncode:Python programming.
beginner
general
code_explanation
Pythoncode:Python
0
0
71
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python3\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fbe3a8e6c420d1faca4e8e974d13a809d2cbbc31
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # Copyright (c) 2018 RedHat, Inc. # All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. from kuryr_kubernetes.objects import base as k_obj from kuryr_kubernetes.objects import lbaas as lbaas_obj from oslo_versionedobjects import base as obj_base from oslo_versionedobjects import fields as obj_fields @obj_base.VersionedObjectRegistry.register class RouteState(k_obj.KuryrK8sObjectBase): VERSION = '1.0' fields = { 'router_pool': obj_fields.ObjectField( lbaas_obj.LBaaSPool.__name__, nullable=True, default=None), 'l7_policy': obj_fields.ObjectField( lbaas_obj.LBaaSL7Policy.__name__, nullable=True, default=None), 'h_l7_rule': obj_fields.ObjectField( lbaas_obj.LBaaSL7Rule.__name__, nullable=True, default=None), 'p_l7_rule': obj_fields.ObjectField( lbaas_obj.LBaaSL7Rule.__name__, nullable=True, default=None), } @obj_base.VersionedObjectRegistry.register class RouteSpec(k_obj.KuryrK8sObjectBase): VERSION = '1.0' fields = { 'host': obj_fields.StringField(nullable=True, default=None), 'path': obj_fields.StringField(nullable=True, default=None), 'to_service': obj_fields.StringField(nullable=True, default=None), }
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
testing
refactoring
Pythoncode:Python
0
2
1,794
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright (c) 2018 RedHat, Inc.\n# All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\nfrom kuryr_kubernetes.objects import base as k_obj\nfrom kuryr_kubernetes.objects import lbaas as lbaas_obj\nfrom oslo_versionedobjects import base as obj_base\nfrom oslo_versionedobjects import fields as obj_fields\n\n\n@obj_base.VersionedObjectRegistry.register\nclass RouteState(k_obj.KuryrK8sObjectBase):\n VERSION = '1.0'\n fields = {\n 'router_pool': obj_fields.ObjectField(\n lbaas_obj.LBaaSPool.__name__, nullable=True, default=None),\n 'l7_policy': obj_fields.ObjectField(\n lbaas_obj.LBaaSL7Policy.__name__, nullable=True, default=None),\n 'h_l7_rule': obj_fields.ObjectField(\n lbaas_obj.LBaaSL7Rule.__name__, nullable=True, default=None),\n 'p_l7_rule': obj_fields.ObjectField(\n lbaas_obj.LBaaSL7Rule.__name__, nullable=True, default=None),\n }\n\n\n@obj_base.VersionedObjectRegistry.register\nclass RouteSpec(k_obj.KuryrK8sObjectBase):\n VERSION = '1.0'\n fields = {\n 'host': obj_fields.StringField(nullable=True, default=None),\n 'path': obj_fields.StringField(nullable=True, default=None),\n 'to_service': obj_fields.StringField(nullable=True, default=None),\n }"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fbe50265c70119d48c986f35c26547b9d67b520a
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: class OptionsAllowedMethodsMixin(object): def metadata(self, request): try: data = super(OptionsAllowedMethodsMixin, self).metadata(request) except: data = {} methods = [('get', 'GET'), ('post', 'POST'), ('put', 'PUT'), ('patch', 'PATCH'), ('delete', 'DELETE')] data.setdefault('allowed_methods', []) for m in methods: if hasattr(self, m[0]): data['allowed_methods'].append(m[1]) return data
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
1
1
567
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n\nclass OptionsAllowedMethodsMixin(object):\n\n def metadata(self, request):\n try: \n data = super(OptionsAllowedMethodsMixin, self).metadata(request)\n except:\n data = {}\n\n methods = [('get', 'GET'), \n ('post', 'POST'), \n ('put', 'PUT'),\n ('patch', 'PATCH'),\n ('delete', 'DELETE')]\n\n data.setdefault('allowed_methods', [])\n for m in methods:\n if hasattr(self, m[0]):\n data['allowed_methods'].append(m[1])\n return data"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fbe54253db17b922292b067734ada71f0981926f
TheStack--python--010.parquet
Explain this Pythoncode:Python code: import os import unittest2 from chef.rsa import Key, SSLError from chef.tests import TEST_ROOT, skipSlowTest class RSATestCase(unittest2.TestCase): def test_load_private(self): key = Key(os.path.join(TEST_ROOT, 'client.pem')) self.assertFalse(key.public) def test_load_public(self): key = Key(os.path.join(TEST_ROOT, 'client_pub.pem')) self.assertTrue(key.public) def test_private_export(self): key = Key(os.path.join(TEST_ROOT, 'client.pem')) raw = open(os.path.join(TEST_ROOT, 'client.pem'), 'rb').read() self.assertTrue(key.private_export().strip(), raw.strip()) def test_public_export(self): key = Key(os.path.join(TEST_ROOT, 'client.pem')) raw = open(os.path.join(TEST_ROOT, 'client_pub.pem'), 'rb').read() self.assertTrue(key.public_export().strip(), raw.strip()) def test_private_export_pubkey(self): key = Key(os.path.join(TEST_ROOT, 'client_pub.pem')) with self.assertRaises(SSLError): key.private_export() def test_public_export_pubkey(self): key = Key(os.path.join(TEST_ROOT, 'client_pub.pem')) raw = open(os.path.join(TEST_ROOT, 'client_pub.pem'), 'rb').read() self.assertTrue(key.public_export().strip(), raw.strip()) def test_encrypt_decrypt(self): key = Key(os.path.join(TEST_ROOT, 'client.pem')) msg = 'Test string!' self.assertEqual(key.public_decrypt(key.private_encrypt(msg)), msg) def test_encrypt_decrypt_pubkey(self): key = Key(os.path.join(TEST_ROOT, 'client.pem')) pubkey = Key(os.path.join(TEST_ROOT, 'client_pub.pem')) msg = 'Test string!' self.assertEqual(pubkey.public_decrypt(key.private_encrypt(msg)), msg) def test_generate(self): key = Key.generate() msg = 'Test string!' self.assertEqual(key.public_decrypt(key.private_encrypt(msg)), msg) def test_generate_load(self): key = Key.generate() key2 = Key(key.private_export()) self.assertFalse(key2.public) key3 = Key(key.public_export()) self.assertTrue(key3.public) def test_load_pem_string(self): key = Key(open(os.path.join(TEST_ROOT, 'client.pem'), 'rb').read()) self.assertFalse(key.public) def test_load_public_pem_string(self): key = Key(open(os.path.join(TEST_ROOT, 'client_pub.pem'), 'rb').read()) self.assertTrue(key.public)
Functions: test_load_private, test_load_public, test_private_export, test_public_export, test_private_export_pubkey Classes: RSATestCase This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
12
1
2,461
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport os\n\nimport unittest2\n\nfrom chef.rsa import Key, SSLError\nfrom chef.tests import TEST_ROOT, skipSlowTest\n\nclass RSATestCase(unittest2.TestCase):\n def test_load_private(self):\n key = Key(os.path.join(TEST_ROOT, 'client.pem'))\n self.assertFalse(key.public)\n\n def test_load_public(self):\n key = Key(os.path.join(TEST_ROOT, 'client_pub.pem'))\n self.assertTrue(key.public)\n\n def test_private_export(self):\n key = Key(os.path.join(TEST_ROOT, 'client.pem'))\n raw = open(os.path.join(TEST_ROOT, 'client.pem'), 'rb').read()\n self.assertTrue(key.private_export().strip(), raw.strip())\n\n def test_public_export(self):\n key = Key(os.path.join(TEST_ROOT, 'client.pem'))\n raw = open(os.path.join(TEST_ROOT, 'client_pub.pem'), 'rb').read()\n self.assertTrue(key.public_export().strip(), raw.strip())\n\n def test_private_export_pubkey(self):\n key = Key(os.path.join(TEST_ROOT, 'client_pub.pem'))\n with self.assertRaises(SSLError):\n key.private_export()\n\n def test_public_export_pubkey(self):\n key = Key(os.path.join(TEST_ROOT, 'client_pub.pem'))\n raw = open(os.path.join(TEST_ROOT, 'client_pub.pem'), 'rb').read()\n self.assertTrue(key.public_export().strip(), raw.strip())\n\n def test_encrypt_decrypt(self):\n key = Key(os.path.join(TEST_ROOT, 'client.pem'))\n msg = 'Test string!'\n self.assertEqual(key.public_decrypt(key.private_encrypt(msg)), msg)\n\n def test_encrypt_decrypt_pubkey(self):\n key = Key(os.path.join(TEST_ROOT, 'client.pem'))\n pubkey = Key(os.path.join(TEST_ROOT, 'client_pub.pem'))\n msg = 'Test string!'\n self.assertEqual(pubkey.public_decrypt(key.private_encrypt(msg)), msg)\n\n def test_generate(self):\n key = Key.generate()\n msg = 'Test string!'\n self.assertEqual(key.public_decrypt(key.private_encrypt(msg)), msg)\n\n def test_generate_load(self):\n key = Key.generate()\n key2 = Key(key.private_export())\n self.assertFalse(key2.public)\n key3 = Key(key.public_export())\n self.assertTrue(key3.public)\n\n def test_load_pem_string(self):\n key = Key(open(os.path.join(TEST_ROOT, 'client.pem'), 'rb').read())\n self.assertFalse(key.public)\n\n def test_load_public_pem_string(self):\n key = Key(open(os.path.join(TEST_ROOT, 'client_pub.pem'), 'rb').read())\n self.assertTrue(key.public)"}, {"role": "assistant", "content": " Functions: test_load_private, test_load_public, test_private_export, test_public_export, test_private_export_pubkey\n Classes: RSATestCase\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fbe5f99d3009979d2dd5893b3f6a5cf2a7d1c44f
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: import pandas as pd import re from addPrefixToColumn import addPrefixToColumn import extract_companies as ec import clean_companies as cc def encodeProductionCompany(df, filter, threshold): """ MultipleHotEncode column production_companies Json loads does not work here Regex to extract needed values Seperate them with | for MultipleHotEncoding :param df: DataFrame :param filter: boolean if set should be filtered by threshold :param threshold: threshold for filter :return: encoded DataFrame """ ec.extract_companies(df.index.values) cc.clean_companies() m2c = pd.read_csv("../../data/interim/companies_to_movies.csv", index_col=0) clean = pd.read_csv("../../data/interim/companies_cleaned.csv", index_col=0) joined = m2c.join(clean, on="company") joined.drop("company", axis=1, inplace = True) joined.drop_duplicates(["movie","name"], inplace=True) piv = pd.pivot_table(joined,index=["movie"],values=["name"],aggfunc=lambda x: '#'.join(x)) new_values_encoded = piv["name"].str.get_dummies(sep="#") """ new_values = [] indices = [] prefix = "company_" for index, row in df.iterrows(): new_value = row["production_companies"].replace("[", "").replace("]", "").replace("{\'name\': ", "").replace("}", "").replace("\'", "") new_value = re.sub(", id: \d+", "", new_value) new_value = new_value.replace(", ", "|") #new_value = prefix + new_value new_values.append(new_value) indices.append(index) new_values_encoded = pd.Series(new_values,index=indices).str.get_dummies() """ if (filter): new_values_encoded = filterWithThreshold(new_values_encoded, threshold) new_values_encoded = addPrefixToColumn(new_values_encoded, "company") #print('done adding prefix') return new_values_encoded def encodeProductionCompanyToOne(df, filter, threshold): """ OneHotEncode column production_compnaies Json loads does not work here Regex to extract first value :param df: DataFrame :param filter: boolean if set should be filtered by threshold :param threshold: threshold for filter :return: encoded DataFrame """ new_values = [] for index, row in df.iterrows(): new_value = row["production_companies"].replace("[", "").replace("]", "").replace("{\'name\': ", "").replace( "}", "").replace("\'", "") new_value = re.sub(", id: \d+", "", new_value) new_value = new_value.split(", ")[0] new_values.append(new_value) new_values_encoded = pd.get_dummies(new_values) #if(filter): #new_values_encoded = filterWithThreshold(new_values_encoded, threshold) new_values_encoded = addPrefixToColumn(new_values_encoded, "company") return new_values_encoded ... [2 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
2
0
2,907
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport pandas as pd\nimport re\nfrom addPrefixToColumn import addPrefixToColumn\n\nimport extract_companies as ec\nimport clean_companies as cc\n\ndef encodeProductionCompany(df, filter, threshold):\n \"\"\"\n MultipleHotEncode column production_companies\n Json loads does not work here\n Regex to extract needed values\n Seperate them with | for MultipleHotEncoding\n :param df: DataFrame\n :param filter: boolean if set should be filtered by threshold\n :param threshold: threshold for filter\n :return: encoded DataFrame\n \"\"\"\n \n ec.extract_companies(df.index.values)\n cc.clean_companies()\n \n m2c = pd.read_csv(\"../../data/interim/companies_to_movies.csv\", index_col=0)\n clean = pd.read_csv(\"../../data/interim/companies_cleaned.csv\", index_col=0)\n \n joined = m2c.join(clean, on=\"company\")\n joined.drop(\"company\", axis=1, inplace = True)\n joined.drop_duplicates([\"movie\",\"name\"], inplace=True)\n \n piv = pd.pivot_table(joined,index=[\"movie\"],values=[\"name\"],aggfunc=lambda x: '#'.join(x))\n new_values_encoded = piv[\"name\"].str.get_dummies(sep=\"#\")\n\n \"\"\"\n new_values = []\n indices = []\n prefix = \"company_\"\n\n for index, row in df.iterrows():\n new_value = row[\"production_companies\"].replace(\"[\", \"\").replace(\"]\", \"\").replace(\"{\\'name\\': \", \"\").replace(\"}\", \"\").replace(\"\\'\", \"\")\n new_value = re.sub(\", id: \\d+\", \"\", new_value)\n new_value = new_value.replace(\", \", \"|\")\n #new_value = prefix + new_value\n new_values.append(new_value)\n indices.append(index)\n\n new_values_encoded = pd.Series(new_values,index=indices).str.get_dummies()\n \"\"\"\n \n \n if (filter): \n new_values_encoded = filterWithThreshold(new_values_encoded, threshold)\n new_values_encoded = addPrefixToColumn(new_values_encoded, \"company\")\n #print('done adding prefix')\n\n return new_values_encoded\n\n\n\ndef encodeProductionCompanyToOne(df, filter, threshold):\n \"\"\"\n OneHotEncode column production_compnaies\n Json loads does not work here\n Regex to extract first value\n :param df: DataFrame\n :param filter: boolean if set should be filtered by threshold\n :param threshold: threshold for filter\n :return: encoded DataFrame\n \"\"\"\n new_values = []\n for index, row in df.iterrows():\n new_value = row[\"production_companies\"].replace(\"[\", \"\").replace(\"]\", \"\").replace(\"{\\'name\\': \", \"\").replace(\n \"}\", \"\").replace(\"\\'\", \"\")\n new_value = re.sub(\", id: \\d+\", \"\", new_value)\n new_value = new_value.split(\", \")[0]\n new_values.append(new_value)\n new_values_encoded = pd.get_dummies(new_values)\n #if(filter):\n #new_values_encoded = filterWithThreshold(new_values_encoded, threshold)\n\n new_values_encoded = addPrefixToColumn(new_values_encoded, \"company\")\n return new_values_encoded\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fbe61477bb96c73955a0f535c4e487252e223e6d
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # Testing module instance_type.i import pytest import ec2_compare.internal.instance_type.i def test_get_internal_data_instance_type_i_get_instances_list(): assert len(ec2_compare.internal.instance_type.i.get_instances_list()) > 0 def test_get_internal_data_instance_type_i_get(): assert len(ec2_compare.internal.instance_type.i.get) > 0
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
testing
refactoring
Pythoncode:Python
2
0
343
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n\n# Testing module instance_type.i\nimport pytest\nimport ec2_compare.internal.instance_type.i\n\ndef test_get_internal_data_instance_type_i_get_instances_list():\n assert len(ec2_compare.internal.instance_type.i.get_instances_list()) > 0\ndef test_get_internal_data_instance_type_i_get():\n assert len(ec2_compare.internal.instance_type.i.get) > 0"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fbe757a793ea122f782b86a45ee7629ab061dce0
TheStack--python--010.parquet
Review this Pythoncode:Python code: # -*- coding: utf-8 -*- ''' File name: code\primitive_triangles\sol_276.py Author: Vaidic Joshi Date created: Oct 20, 2018 Python Version: 3.x ''' # Solution to Project Euler Problem #276 :: Primitive Triangles # # For more information see: # https://projecteuler.net/problem=276 # Problem Statement ''' Consider the triangles with integer sides a, b and c with a ≤ b ≤ c. An integer sided triangle (a,b,c) is called primitive if gcd(a,b,c)=1. How many primitive integer sided triangles exist with a perimeter not exceeding 10 000 000? ''' # Solution # Solution Approach ''' '''
Code Review: ❌ Critical issues: Unterminated string literal at line 3 Block at line 12 has no indented body ⚠️ Code quality: Unexpected indentation at line 4 Unexpected indentation at line 5 Unexpected indentation at line 6 Unexpected indentation at line 7 ✨ Improvements: Add closing quote at line 3
intermediate
api
code_review
Pythoncode:Python
0
0
606
false
[{"role": "user", "content": "Review this Pythoncode:Python code:\n\n# -*- coding: utf-8 -*-\n'''\n File name: code\\primitive_triangles\\sol_276.py\n Author: Vaidic Joshi\n Date created: Oct 20, 2018\n Python Version: 3.x\n'''\n\n# Solution to Project Euler Problem #276 :: Primitive Triangles\n# \n# For more information see:\n# https://projecteuler.net/problem=276\n\n# Problem Statement \n'''\nConsider the triangles with integer sides a, b and c with a \u2264 b \u2264 c.\nAn integer sided triangle (a,b,c) is called primitive if gcd(a,b,c)=1. \nHow many primitive integer sided triangles exist with a perimeter not exceeding 10 000 000?\n'''\n\n# Solution \n\n# Solution Approach \n'''\n'''"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 3\n Block at line 12 has no indented body\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 4\n Unexpected indentation at line 5\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n\n\u2728 Improvements:\n Add closing quote at line 3"}]
false
null
null
null
fbe78a86fe33fdf365b45ac1cd325fab14455d92
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: import os import requests class RecipeManager: """Contains the most important methods for managing recipe.""" def __init__(self, api_token=None): """ :param api_token: <str> -> api token """ self.api_main_url = 'https://recipes-cookbook-api.herokuapp.com/api/recipes/' self.recipe_api_handler = ApiHandler(token=api_token) self.recipe_form_data_handler = RecipeFormDataHandler() def get_all_recipes_response(self): """Gets all recipes from API as response. :return: <requests.models.Response> -> api response """ return self.recipe_api_handler.get_response(self.api_main_url) def get_recipe_response(self, pk): """ Gets one selected from API as response. :param pk: <int> -> recipe pk :return: <requests.models.Response> -> api response """ return self.recipe_api_handler.get_response(f'{self.api_main_url}{pk}/') def get_user_recipe_response(self, username, pk): """ Gets selected user recipe as response. :param username: <str> -> user username :param pk: <int> -> recipe pk :return: <requests.models.Response> -> api response """ return self.recipe_api_handler.get_response(f'{self.api_main_url}{pk}/?author__username={username}') def get_user_recipes_response(self, username): """ Gets all user recipes as response.
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 10 • SyntaxError: unterminated triple-quoted string literal (detected at line 42) at line 41 Fix: Complete the truncated code structure
advanced
api
error_detection
Pythoncode:Python
7
1
1,451
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os\n\nimport requests\n\n\nclass RecipeManager:\n \"\"\"Contains the most important methods for managing recipe.\"\"\"\n\n def __init__(self, api_token=None):\n \"\"\"\n :param api_token: <str> -> api token\n \"\"\"\n self.api_main_url = 'https://recipes-cookbook-api.herokuapp.com/api/recipes/'\n self.recipe_api_handler = ApiHandler(token=api_token)\n self.recipe_form_data_handler = RecipeFormDataHandler()\n\n def get_all_recipes_response(self):\n \"\"\"Gets all recipes from API as response.\n :return: <requests.models.Response> -> api response\n \"\"\"\n return self.recipe_api_handler.get_response(self.api_main_url)\n\n def get_recipe_response(self, pk):\n \"\"\"\n Gets one selected from API as response.\n :param pk: <int> -> recipe pk\n :return: <requests.models.Response> -> api response\n \"\"\"\n return self.recipe_api_handler.get_response(f'{self.api_main_url}{pk}/')\n\n def get_user_recipe_response(self, username, pk):\n \"\"\"\n Gets selected user recipe as response.\n :param username: <str> -> user username\n :param pk: <int> -> recipe pk\n :return: <requests.models.Response> -> api response\n \"\"\"\n return self.recipe_api_handler.get_response(f'{self.api_main_url}{pk}/?author__username={username}')\n\n def get_user_recipes_response(self, username):\n \"\"\"\n Gets all user recipes as response."}, {"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 10\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 42) at line 41\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
fbe95e67366860333aa45d10b199034f2b3c9758
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: def run_replication(): which_replication = input("""Which replication would you like to run? (See documentation in do_all.py for details.) Please enter the option number to run that option; default is in brackets: [1] low-resource: ~90 sec; output ./Tables/estimate_results.csv 2 medium-resource: ~7 min; output ./Figures/SMMcontour.pdf ./Figures/SMMcontour.png 3 high-resource: ~30 min; output ./Tables/bootstrap_results.csv 4 all: ~40 min; output: all above. q quit: exit without executing.\n\n""") if which_replication == 'q': return elif which_replication == '1' or which_replication == '': print("Running low-resource replication...") struct.main(**low_resource) elif which_replication == '2': print("Running medium-resource replication...") struct.main(**medium_resource) elif which_replication == '3': print("Running high-resource replication...") struct.main(**high_resource) elif which_replication == '4': print("Running all replications..." struct.main(**all_replications) else: return if __name__ == '__main_ run_replication() Error: IndentationError: unexpected indent
Fixed Code: def run_replication(): which_replication = input("""Which replication would you like to run? (See documentation in do_all.py for details.) Please enter the option number to run that option; default is in brackets: [1] low-resource: ~90 sec; output ./Tables/estimate_results.csv 2 medium-resource: ~7 min; output ./Figures/SMMcontour.pdf ./Figures/SMMcontour.png 3 high-resource: ~30 min; output ./Tables/bootstrap_results.csv 4 all: ~40 min; output: all above. q quit: exit without executing.\n\n""") if which_replication == 'q': return elif which_replication == '1' or which_replication == '': print("Running low-resource replication...") struct.main(**low_resource) Explanation: Fix indentation to match Python syntax rules
intermediate
ui
error_fixing
Pythoncode:Python
1
0
1,265
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\ndef run_replication():\n which_replication = input(\"\"\"Which replication would you like to run? (See documentation in do_all.py for details.) Please enter the option number to run that option; default is in brackets:\n\n [1] low-resource: ~90 sec; output ./Tables/estimate_results.csv\n\n 2 medium-resource: ~7 min; output ./Figures/SMMcontour.pdf\n ./Figures/SMMcontour.png\n 3 high-resource: ~30 min; output ./Tables/bootstrap_results.csv\n\n 4 all: ~40 min; output: all above.\n\n q quit: exit without executing.\\n\\n\"\"\")\n\n\n if which_replication == 'q':\n return\n\n elif which_replication == '1' or which_replication == '':\n print(\"Running low-resource replication...\")\n struct.main(**low_resource)\n\n elif which_replication == '2':\n print(\"Running medium-resource replication...\")\n struct.main(**medium_resource)\n\n elif which_replication == '3':\n print(\"Running high-resource replication...\")\n struct.main(**high_resource)\n\n elif which_replication == '4':\nprint(\"Running all replications...\"\n struct.main(**all_replications)\n\n else:\n return\n\nif __name__ == '__main_\n run_replication()\n\n\n Error: IndentationError: unexpected indent"}, {"role": "assistant", "content": " Fixed Code:\n\n\ndef run_replication():\n which_replication = input(\"\"\"Which replication would you like to run? (See documentation in do_all.py for details.) Please enter the option number to run that option; default is in brackets:\n\n [1] low-resource: ~90 sec; output ./Tables/estimate_results.csv\n\n 2 medium-resource: ~7 min; output ./Figures/SMMcontour.pdf\n ./Figures/SMMcontour.png\n 3 high-resource: ~30 min; output ./Tables/bootstrap_results.csv\n\n 4 all: ~40 min; output: all above.\n\n q quit: exit without executing.\\n\\n\"\"\")\n\n\n if which_replication == 'q':\n return\n\n elif which_replication == '1' or which_replication == '':\n print(\"Running low-resource replication...\")\n struct.main(**low_resource)\n\n Explanation: Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
fbeaa1d171b8c9c2ab1c61b89d1bc1c4befc02e9
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from django.urls import path from django.conf.urls import include from . import views app_name = 'scheduler' urlpatterns = [ path('', views.index, name='index'), path('<int:pk>/details/', views.DetailsView.as_view(), name='details'), path('<int:event_id>/vote/', views.vote, name='vote'), ] urlpatterns += [ path('events/', views.EventsListView.as_view(), name='events'), path('event/create', views.event_create, name='event_create'), path('event/<int:pk>/delete', views.EventDelete.as_view(), name='event_delete'), path('event/<int:pk>/update', views.EventUpdate.as_view(), name='event_update'), ] urlpatterns += [ path('<int:pk>', views.ChoiceView.as_view(), name='date'), path('choices/<int:event_id>/create', views.choice_create, name='choice_create'),
path('choices/<int:pk>/update', views.ChoiceUpdate.as_view(), name='choice_update'), path('choices/<int:pk>/delete', views.ChoiceDelete.as_view(), name='choice_delete'), ] urlpatterns += [ path('invitations_received/', views.InvitationsReceivedListView.as_view(), name='invitations_received'), path('invitations_sent/', views.InvitationsSentListView.as_view(), name='invitations_sent'), path('invitation/<int:event_id>/create', views.invitation_create, name='invitation_create'), path('invitation/<int:pk>/update', views.InvitationUpdate.as_view(), name='invitation_update'), path('invitation/<int:pk>/delete', views.InvitationDelete.as_view(), name='invitation_delete'), ] urlpatterns += [ path('accounts/', include('django.contrib.auth.urls')), ]
intermediate
ui
code_completion
Pythoncode:Python
0
0
1,531
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom django.urls import path \nfrom django.conf.urls import include\nfrom . import views\n\napp_name = 'scheduler'\nurlpatterns = [\n\tpath('', views.index, name='index'),\n\tpath('<int:pk>/details/', views.DetailsView.as_view(), name='details'),\n\tpath('<int:event_id>/vote/', views.vote, name='vote'),\n]\n\nurlpatterns += [\n\tpath('events/', views.EventsListView.as_view(), name='events'),\n\tpath('event/create', views.event_create, name='event_create'),\n\tpath('event/<int:pk>/delete', views.EventDelete.as_view(), name='event_delete'),\n\tpath('event/<int:pk>/update', views.EventUpdate.as_view(), name='event_update'),\n]\n\nurlpatterns += [\n\tpath('<int:pk>', views.ChoiceView.as_view(), name='date'),\n\tpath('choices/<int:event_id>/create', views.choice_create, name='choice_create'),"}, {"role": "assistant", "content": "\n\tpath('choices/<int:pk>/update', views.ChoiceUpdate.as_view(), name='choice_update'),\n\tpath('choices/<int:pk>/delete', views.ChoiceDelete.as_view(), name='choice_delete'),\n]\n\nurlpatterns += [\n\tpath('invitations_received/', views.InvitationsReceivedListView.as_view(), name='invitations_received'),\n\tpath('invitations_sent/', views.InvitationsSentListView.as_view(), name='invitations_sent'),\n\tpath('invitation/<int:event_id>/create', views.invitation_create, name='invitation_create'),\n\tpath('invitation/<int:pk>/update', views.InvitationUpdate.as_view(), name='invitation_update'),\n\tpath('invitation/<int:pk>/delete', views.InvitationDelete.as_view(), name='invitation_delete'),\n]\n\nurlpatterns += [\n path('accounts/', include('django.contrib.auth.urls')),\n]"}]
false
null
null
null
fbeb3a2d2c727641f19954d9f826d33aad1b3728
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: from common_data import * from hqsom.som import SOM def test_improved_som(): use_pure = False som1 = SOM(input_size, size, pure=use_pure) assert som1 # Test that a single vector can be trained on print "-- Training on single input --" for i in range(10): som1.update(input_vectors[0], rate, spread) print "Got MSE of {}".format(som1.mse(input_vectors[0])) assert som1.mse(input_vectors[0]) < 1e-3 # Test that all vectors can be trained on in a 1:1 network input_size = size som1 = SOM(input_size, size, pure=use_pure) print "-- Training on all inputs --" for i in range(1000): som1.update(input_vectors[i%len(input_vectors)], rate, spread) total_mse = 0 for inp in input_vectors: total_mse += som1.mse(inp) print "Got MSE of {".format(som1.mse(inp)) assert som1.mse(inp) < .3 assert total_mse < .05 * len(input_vectors) # Checking Activation vectors activated = set() for inp in input_vectors: activated.add(som1.bmu(inp)) print "Applying signal: {}".format(inp) print "Activating {}".format(som1.units[som1.bmu(inp)]) err = abs(len(activated) - len(input_vectors)) print activated print "All activated units: {}".format(activated) print "Error: {} vs max {}".format(err, .5*len(input_vectors)) assert err <= .5*len(input_vectors)
Syntax Analysis: Syntax Errors Found: • Unclosed '{' at line 26 - expected '}' • SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 11 Fixes: • Add closing '}' bracket • Review code syntax
intermediate
testing
syntax_repair
Pythoncode:Python
1
0
1,392
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom common_data import *\nfrom hqsom.som import SOM\n\n\ndef test_improved_som():\n use_pure = False\n som1 = SOM(input_size, size, pure=use_pure)\n assert som1\n\n # Test that a single vector can be trained on\n print \"-- Training on single input --\"\n for i in range(10):\n som1.update(input_vectors[0], rate, spread)\n print \"Got MSE of {}\".format(som1.mse(input_vectors[0]))\n assert som1.mse(input_vectors[0]) < 1e-3\n\n # Test that all vectors can be trained on in a 1:1 network input_size = size\n som1 = SOM(input_size, size, pure=use_pure)\n print \"-- Training on all inputs --\"\n for i in range(1000):\n som1.update(input_vectors[i%len(input_vectors)], rate, spread)\n\n total_mse = 0\n for inp in input_vectors:\n total_mse += som1.mse(inp)\n print \"Got MSE of {\".format(som1.mse(inp))\n assert som1.mse(inp) < .3\n assert total_mse < .05 * len(input_vectors)\n # Checking Activation vectors\n activated = set()\n for inp in input_vectors:\n activated.add(som1.bmu(inp))\n print \"Applying signal: {}\".format(inp)\n print \"Activating {}\".format(som1.units[som1.bmu(inp)])\n err = abs(len(activated) - len(input_vectors))\n print activated\n print \"All activated units: {}\".format(activated)\n print \"Error: {} vs max {}\".format(err, .5*len(input_vectors))\n assert err <= .5*len(input_vectors)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '{' at line 26 - expected '}'\n \u2022 SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 11\n\n Fixes:\n \u2022 Add closing '}' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
fbec10740b810decf041336bb5a27cdf5dcd8def
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: class person(): def __init__(self,first_name,last_name): self.first_name = first_name self.last_name = last_name class baby(person): def speak(self): print("Hello Everyone!") class adult(person): def speak(self): # Complete this line if __name__ == '__main__': sara = baby('sara','khan') tar = adult('tara','sutariya') print(sara.speak()) print(tar.speak())
The missing line is: print('hello my name is %s' %self.first_name)
intermediate
machine_learning
fill_in_the_blank
Pythoncode:Python
3
3
429
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nclass person():\r\n\tdef __init__(self,first_name,last_name):\r\n\t\tself.first_name = first_name\r\n\t\tself.last_name = last_name\r\n\r\n\tclass baby(person):\r\n\t\t\tdef speak(self):\r\n\t\t\t\tprint(\"Hello Everyone!\")\r\n\r\n\tclass adult(person):\r\n\t\t\tdef speak(self):\r\n # Complete this line\n\r\n\r\nif __name__ == '__main__':\r\n\tsara = baby('sara','khan')\r\n\ttar = adult('tara','sutariya')\r\n\tprint(sara.speak())\r\n\tprint(tar.speak())"}, {"role": "assistant", "content": "The missing line is:\n\t\t\t\tprint('hello my name is %s' %self.first_name)"}]
false
null
null
null
fbee658e3447d525a169869bc2526e4480e4ac2d
TheStack--python--010.parquet
Complete this Pythoncode:Python code: ############################################################################## # # Copyright (c) 2009 Zope Foundation and Contributors. # All Rights Reserved. # # This software is subject to the provisions of the Zope Public License, # Version 2.1 (ZPL). A copy of the ZPL should accompany this distribution. # THIS SOFTWARE IS PROVIDED "AS IS" AND ANY AND ALL EXPRESS OR IMPLIED # WARRANTIES ARE DISCLAIMED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED # WARRANTIES OF TITLE, MERCHANTABILITY, AGAINST INFRINGEMENT, AND FITNESS # FOR A PARTICULAR PURPOSE. # ############################################################################## """ $Id$ """ from zope.schema.vocabulary import SimpleTerm, SimpleVocabulary
tp1 = SimpleTerm(u'upload', 'upload', 'On Upload (Best Performance)') tp1.description = u'This creates preview when you add or modify file.' tp2 = SimpleTerm(u'check', 'check', 'Always if doesn\'t exist') tp2.description = u'This checks that preview is available and creates it in opposite case.' tp3 = SimpleTerm(u'always', 'always', 'Always') tp3.description = u'This generates preview every time when it\'s requested.' creationTypes = SimpleVocabulary((tp1, tp2, tp3))
intermediate
api
code_completion
Pythoncode:Python
0
0
1,191
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n##############################################################################\n#\n# Copyright (c) 2009 Zope Foundation and Contributors.\n# All Rights Reserved.\n#\n# This software is subject to the provisions of the Zope Public License,\n# Version 2.1 (ZPL). A copy of the ZPL should accompany this distribution.\n# THIS SOFTWARE IS PROVIDED \"AS IS\" AND ANY AND ALL EXPRESS OR IMPLIED\n# WARRANTIES ARE DISCLAIMED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED\n# WARRANTIES OF TITLE, MERCHANTABILITY, AGAINST INFRINGEMENT, AND FITNESS\n# FOR A PARTICULAR PURPOSE.\n#\n##############################################################################\n\"\"\"\n\n$Id$\n\"\"\"\nfrom zope.schema.vocabulary import SimpleTerm, SimpleVocabulary"}, {"role": "assistant", "content": "\n\n\ntp1 = SimpleTerm(u'upload', 'upload', 'On Upload (Best Performance)')\ntp1.description = u'This creates preview when you add or modify file.'\n\ntp2 = SimpleTerm(u'check', 'check', 'Always if doesn\\'t exist')\ntp2.description = u'This checks that preview is available and creates it in opposite case.'\n\ntp3 = SimpleTerm(u'always', 'always', 'Always')\ntp3.description = u'This generates preview every time when it\\'s requested.'\n\ncreationTypes = SimpleVocabulary((tp1, tp2, tp3))"}]
false
null
null
null
fbee8f79838aa9767ee3f75f5c99dd2bb2398f33
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: #!/usr/bin/env python # Python 2/3 compatibility from __future__ import print_function, absolute_import import logging as log import os import sys from datetime import datetime from sklearn.model_selection import RandomizedSearchCV import file_io as io import report as rp import util as ut # Display progress logs on stdout log.basicConfig(level=log.INFO, format='%(asctime)s %(levelname)s %(message)s') if __name__ == '__main__': """Does hp search and stores the parameters for each dataset and classifier.""" config = io.load_config(sys.argv, None) experiment_dir = "{}_hpsearch".format(config['experiment']) if not os.path.exists(experiment_dir): os.makedirs(experiment_dir) for dataset_i, dataset_filename in enumerate(config['datasets']): log.debug("DATASET_{}: {}".format(dataset_i, dataset_filename)) # load preprocessed dataset X, y, arff_data = io.load_data(dataset_filename, config) dataset_name = os.path.splitext(dataset_filename)[0] log.info("DATASET_{}_NAME: {}".format(dataset_i, dataset_name)) for estimator_i, estimator in enumerate(config['estimators']): log.debug("ESTIMATOR_{}: {}".format(estimator_i, estimator['estimator'])) # load algorithm estimator = ut.get_estimator(estimator) estimator_name = estimator.__class__.__name__ log.info("ESTIMATOR_{}_NAME: {}".format(estimator_i, estimator_name)) search_space, n_iter = ut.get_search_space(estimator) if search_space is not None: random_search = RandomizedSearchCV(estimator, scoring='accuracy', param_distributions=search_space, cv=5, n_iter=n_iter, random_state=config['random_state'], return_train_score=True, n_jobs= # Do cross validated hyper-parameter search t0 = datetime.now() random_search.fit(X, y) dt_search = datetime.now() - t0 rp.print_folds_results(random_search, '{}/{}_{}.csv'.format(experiment_dir, dataset_name, estimator_name)) log.info("Parameter search done in {}".format(dt_search)) #log.info("Best parameters set:\n{}".format(pformat(random_search.best_params_))) else: log.info("No parameter search necessary for {}".format(estimator_name)) Error: IndentationError: unexpected indent
Fixed Code: #!/usr/bin/env python # Python 2/3 compatibility from __future__ import print_function, absolute_import import logging as log import os import sys from datetime import datetime from sklearn.model_selection import RandomizedSearchCV import file_io as io import report as rp import util as ut # Display progress logs on stdout log.basicConfig(level=log.INFO, format='%(asctime)s %(levelname)s %(message)s') Explanation: Fix indentation to match Python syntax rules
intermediate
database
error_fixing
Pythoncode:Python
0
0
2,684
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/env python\n\n# Python 2/3 compatibility\nfrom __future__ import print_function, absolute_import\n\nimport logging as log\nimport os\nimport sys\nfrom datetime import datetime\n\nfrom sklearn.model_selection import RandomizedSearchCV\n\nimport file_io as io\nimport report as rp\nimport util as ut\n\n# Display progress logs on stdout\nlog.basicConfig(level=log.INFO, format='%(asctime)s %(levelname)s %(message)s')\n\n\nif __name__ == '__main__':\n \"\"\"Does hp search and stores the parameters for each dataset and classifier.\"\"\"\n\n config = io.load_config(sys.argv, None)\n\n experiment_dir = \"{}_hpsearch\".format(config['experiment'])\n if not os.path.exists(experiment_dir):\n os.makedirs(experiment_dir)\n\n for dataset_i, dataset_filename in enumerate(config['datasets']):\n log.debug(\"DATASET_{}: {}\".format(dataset_i, dataset_filename))\n\n # load preprocessed dataset\n X, y, arff_data = io.load_data(dataset_filename, config)\n dataset_name = os.path.splitext(dataset_filename)[0]\n log.info(\"DATASET_{}_NAME: {}\".format(dataset_i, dataset_name))\n\n for estimator_i, estimator in enumerate(config['estimators']):\n log.debug(\"ESTIMATOR_{}: {}\".format(estimator_i, estimator['estimator']))\n\n # load algorithm\n estimator = ut.get_estimator(estimator)\n estimator_name = estimator.__class__.__name__\n log.info(\"ESTIMATOR_{}_NAME: {}\".format(estimator_i, estimator_name))\n\n search_space, n_iter = ut.get_search_space(estimator)\n\n if search_space is not None:\n random_search = RandomizedSearchCV(estimator,\n scoring='accuracy',\n param_distributions=search_space,\n cv=5,\n n_iter=n_iter,\n random_state=config['random_state'],\n return_train_score=True,\nn_jobs=\n\n # Do cross validated hyper-parameter search\n t0 = datetime.now()\n random_search.fit(X, y)\n dt_search = datetime.now() - t0\n\n rp.print_folds_results(random_search, '{}/{}_{}.csv'.format(experiment_dir, dataset_name, estimator_name))\n log.info(\"Parameter search done in {}\".format(dt_search))\n #log.info(\"Best parameters set:\\n{}\".format(pformat(random_search.best_params_)))\n else:\n log.info(\"No parameter search necessary for {}\".format(estimator_name))\n\n\n\n Error: IndentationError: unexpected indent"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/env python\n\n# Python 2/3 compatibility\nfrom __future__ import print_function, absolute_import\n\nimport logging as log\nimport os\nimport sys\nfrom datetime import datetime\n\nfrom sklearn.model_selection import RandomizedSearchCV\n\nimport file_io as io\nimport report as rp\nimport util as ut\n\n# Display progress logs on stdout\nlog.basicConfig(level=log.INFO, format='%(asctime)s %(levelname)s %(message)s')\n\n\n\n Explanation: Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
fbef87000ff1e3f72ac901e5029befa7d9cc36bd
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: # coding=utf-8 r""" o _ _ _ __, _ / |/ |/ | / | |/ \_| | | |_/\_/|_/|__/ |_/ /| \| mapi is an API for media database APIs which allows you to lookup and search for metadata using simple, common interface. See https://github.com/jkwill87/mapi for more information. """ import logging ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: __all__ = ["log"] log = logging.getLogger(__name__) log.addHandler((logging.StreamHandler()))
intermediate
api
incomplete_code
Pythoncode:Python
0
0
363
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# coding=utf-8\n\nr\"\"\"\n o\n _ _ _ __, _\n / |/ |/ | / | |/ \\_|\n | | |_/\\_/|_/|__/ |_/\n /|\n \\|\n\nmapi is an API for media database APIs which allows you to lookup and search for\nmetadata using simple, common interface.\n\nSee https://github.com/jkwill87/mapi for more information.\n\n\"\"\"\n\nimport logging\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__all__ = [\"log\"]\n\nlog = logging.getLogger(__name__)\nlog.addHandler((logging.StreamHandler()))"}]
true
syntax
HARD_CUT
CRITICAL
fbf015915f0de8a81aa506e80cf44a279c954131
TheStack--python--010.parquet
Complete this Pythoncode:Python code: import time from threading import Thread from Generic.socket import socket_connect, socket_read, socket_write class SubscribeTask(Thread): def run(self) -> None: commands = [ 'subscribe channel channel2' ] sock = socket_connect('127.0.0.1', 9527) for command in commands: socket_write(sock, f'{command}\n') while True: try: print(socket_read(sock)) except Exception: pass class PublishTask(Thread): def run(self) -> None: commands = [ 'publish channel 123', 'publish channel 456', 'publish channel 780', 'publish channel2 780',
'publish channel3 780', ] sock = socket_connect('127.0.0.1', 9527) time.sleep(0.5) for command in commands: socket_write(sock, f'{command}\n') time.sleep(0.5) print(socket_read(sock)) subscribe = SubscribeTask() subscribe2 = SubscribeTask() publish = PublishTask() subscribe.start() subscribe2.start() publish.start() subscribe.join() subscribe2.join() publish.join()
advanced
oop
code_completion
Pythoncode:Python
2
2
1,172
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\nimport time\nfrom threading import Thread\nfrom Generic.socket import socket_connect, socket_read, socket_write\n\nclass SubscribeTask(Thread):\n\n def run(self) -> None:\n commands = [\n 'subscribe channel channel2'\n ]\n sock = socket_connect('127.0.0.1', 9527)\n\n for command in commands:\n socket_write(sock, f'{command}\\n')\n\n while True:\n try:\n print(socket_read(sock))\n except Exception:\n pass\n\n\nclass PublishTask(Thread):\n\n def run(self) -> None:\n commands = [\n 'publish channel 123',\n 'publish channel 456',\n 'publish channel 780',\n 'publish channel2 780',"}, {"role": "assistant", "content": "\n 'publish channel3 780',\n ]\n sock = socket_connect('127.0.0.1', 9527)\n time.sleep(0.5)\n for command in commands:\n socket_write(sock, f'{command}\\n')\n time.sleep(0.5)\n print(socket_read(sock))\n\nsubscribe = SubscribeTask()\nsubscribe2 = SubscribeTask()\npublish = PublishTask()\n\nsubscribe.start()\nsubscribe2.start()\npublish.start()\n\nsubscribe.join()\nsubscribe2.join()\npublish.join()"}]
false
null
null
null
fbf0b2a259dce8544b0a4d0a3e6904fd72972d89
TheStack--python--010.parquet
Debug this Pythoncode:Python code: #!/usr/bin/env python from __future__ import absolute_import, division, print_function # Make sure we can import stuff from util/ # This script needs to be run from the root of the DeepSpeech repository import sys import os sys.path.insert(1, os.path.join(sys.path[0], '..')) import pandas from util.downloader import maybe_download def _download_and_preprocess_data(data_dir): # Conditionally download data LDC93S1_BASE = "LDC93S1" LDC93S1_BASE_URL = "https://catalog.ldc.upenn.edu/desc/addenda/" local_file = maybe_download(LDC93S1_BASE + ".wav", data_dir, LDC93S1_BASE_URL + LDC93S1_BASE + ".wav") trans_file = maybe_download(LDC93S1_BASE + ".txt", data_dir, LDC93S1_BASE_URL + LDC93S1_BASE + ".txt") with open(trans_file, "r") as fin: transcript = ' '.join(fin.read().strip().lower().split(' ')[2:]).replace('.', '') df = pandas.DataFrame(data=[(os.path.abspath(local_file), os.path.getsize(local_file), transcript)], columns=["wav_filename", "wav_filesize", "transcript"]) df.to_csv(os.path.join(data_dir, "ldc93s1.csv"), index=False) if __name__ == "__main__": _download_and_preprocess_data(sys.argv[1])
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 💡 Suggestions: Add docstring to function '_download_and_preprocess_data'
intermediate
api
debugging
Pythoncode:Python
1
0
1,186
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/bin/env python\nfrom __future__ import absolute_import, division, print_function\n\n# Make sure we can import stuff from util/\n# This script needs to be run from the root of the DeepSpeech repository\nimport sys\nimport os\nsys.path.insert(1, os.path.join(sys.path[0], '..'))\n\nimport pandas\n\nfrom util.downloader import maybe_download\n\ndef _download_and_preprocess_data(data_dir):\n # Conditionally download data\n LDC93S1_BASE = \"LDC93S1\"\n LDC93S1_BASE_URL = \"https://catalog.ldc.upenn.edu/desc/addenda/\"\n local_file = maybe_download(LDC93S1_BASE + \".wav\", data_dir, LDC93S1_BASE_URL + LDC93S1_BASE + \".wav\")\n trans_file = maybe_download(LDC93S1_BASE + \".txt\", data_dir, LDC93S1_BASE_URL + LDC93S1_BASE + \".txt\")\n with open(trans_file, \"r\") as fin:\n transcript = ' '.join(fin.read().strip().lower().split(' ')[2:]).replace('.', '')\n\n df = pandas.DataFrame(data=[(os.path.abspath(local_file), os.path.getsize(local_file), transcript)],\n columns=[\"wav_filename\", \"wav_filesize\", \"transcript\"])\n df.to_csv(os.path.join(data_dir, \"ldc93s1.csv\"), index=False)\n\nif __name__ == \"__main__\":\n _download_and_preprocess_data(sys.argv[1])"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\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\n\ud83d\udca1 Suggestions:\n Add docstring to function '_download_and_preprocess_data'"}]
false
null
null
null
fbf0ebfe1c245d1b27f170a3d002c9f0907d2191
TheStack--python--010.parquet
Explain this Pythoncode:Python code: import pytest import numpy as np from typing import List, Tuple from dataclasses import replace from paitypes.geometry.bounding_box import BoundingBox, snap_to_shape from paitypes.tests.fixtures.fixture_bounding_box import ( empty_bbox, full_bbox, partial_bbox, partial_float_bbox) class TestResizeSnapBoundingBoxToShape(object): @pytest.mark.parametrize('shape', [(100.0, 100.0), (200.0, 200.0)]) def test_snap_to_larger_returns_original(self, full_bbox: BoundingBox, shape: Tuple[float, float] ) -> None: bbox = snap_to_shape(full_bbox, shape) assert (bbox == full_bbox) def test_snap_to_smaller_returns_snap(self, full_bbox: BoundingBox ) -> None: bbox = replace(full_bbox, y_min=-10.0, x_min=-10.0) snapped_bbox = snap_to_shape(bbox, (50.0, 50.0)) assert (snapped_bbox.y_min == 0.0) assert (snapped_bbox.y_max == 50.0) assert (snapped_bbox.x_min == 0.0) assert (snapped_bbox.x_max == 50.0) def test_snap_at_top(self, partial_bbox: BoundingBox ) -> None: bbox = replace(partial_bbox, y_min=-6.0, y_max=44.0) snapped_bbox = snap_to_shape(bbox, (100.0, 100.0)) assert (snapped_bbox.y_min == 0.0) assert (snapped_bbox.y_max == 50.0) assert (snapped_bbox.x_min == 25.0) assert (snapped_bbox.x_max == 75.0) def test_snap_at_bottom(self, partial_bbox: BoundingBox ) -> None: bbox = replace(partial_bbox, y_min=56.0, y_max=106.0) snapped_bbox = snap_to_shape(bbox, (100.0, 100.0)) assert (snapped_bbox.y_min == 50.0) assert (snapped_bbox.y_max == 100.0) assert (snapped_bbox.x_min == 25.0) assert (snapped_bbox.x_max == 75.0) def test_snap_at_left(self, partial_bbox: BoundingBox ) -> None: bbox = replace(partial_bbox, x_min=-5.0, x_max=45.0) snapped_bbox = snap_to_shape(bbox, (100.0, 100.0)) assert (snapped_bbox.y_min == 26.0) assert (snapped_bbox.y_max == 70.0) assert (snapped_bbox.x_min == 0.0) assert (snapped_bbox.x_max == 50.0) def test_snap_at_right(self, partial_bbox: BoundingBox ) -> None: bbox = replace(partial_bbox, x_min=55.0, x_max=105.0) snapped_bbox = snap_to_shape(bbox, (100.0, 100.0)) assert (snapped_bbox.y_min == 26.0) assert (snapped_bbox.y_max == 70.0) assert (snapped_bbox.x_min == 50.0) assert (snapped_bbox.x_max == 100.0)
Functions: test_snap_to_larger_returns_original, test_snap_to_smaller_returns_snap, test_snap_at_top, test_snap_at_bottom, test_snap_at_left Classes: TestResizeSnapBoundingBoxToShape This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
6
1
2,890
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport pytest\nimport numpy as np\n\nfrom typing import List, Tuple\n\nfrom dataclasses import replace\n\nfrom paitypes.geometry.bounding_box import BoundingBox, snap_to_shape\n\nfrom paitypes.tests.fixtures.fixture_bounding_box import (\n empty_bbox, full_bbox, partial_bbox, partial_float_bbox)\n\n\nclass TestResizeSnapBoundingBoxToShape(object):\n @pytest.mark.parametrize('shape', [(100.0, 100.0), (200.0, 200.0)])\n def test_snap_to_larger_returns_original(self,\n full_bbox: BoundingBox,\n shape: Tuple[float, float]\n ) -> None:\n bbox = snap_to_shape(full_bbox, shape)\n assert (bbox == full_bbox)\n\n def test_snap_to_smaller_returns_snap(self,\n full_bbox: BoundingBox\n ) -> None:\n bbox = replace(full_bbox, y_min=-10.0, x_min=-10.0)\n\n snapped_bbox = snap_to_shape(bbox, (50.0, 50.0))\n\n assert (snapped_bbox.y_min == 0.0)\n assert (snapped_bbox.y_max == 50.0)\n assert (snapped_bbox.x_min == 0.0)\n assert (snapped_bbox.x_max == 50.0)\n\n def test_snap_at_top(self,\n partial_bbox: BoundingBox\n ) -> None:\n bbox = replace(partial_bbox, y_min=-6.0, y_max=44.0)\n\n snapped_bbox = snap_to_shape(bbox, (100.0, 100.0))\n\n assert (snapped_bbox.y_min == 0.0)\n assert (snapped_bbox.y_max == 50.0)\n assert (snapped_bbox.x_min == 25.0)\n assert (snapped_bbox.x_max == 75.0)\n\n def test_snap_at_bottom(self,\n partial_bbox: BoundingBox\n ) -> None:\n bbox = replace(partial_bbox, y_min=56.0, y_max=106.0)\n\n snapped_bbox = snap_to_shape(bbox, (100.0, 100.0))\n\n assert (snapped_bbox.y_min == 50.0)\n assert (snapped_bbox.y_max == 100.0)\n assert (snapped_bbox.x_min == 25.0)\n assert (snapped_bbox.x_max == 75.0)\n\n def test_snap_at_left(self,\n partial_bbox: BoundingBox\n ) -> None:\n bbox = replace(partial_bbox, x_min=-5.0, x_max=45.0)\n\n snapped_bbox = snap_to_shape(bbox, (100.0, 100.0))\n\n assert (snapped_bbox.y_min == 26.0)\n assert (snapped_bbox.y_max == 70.0)\n assert (snapped_bbox.x_min == 0.0)\n assert (snapped_bbox.x_max == 50.0)\n\n def test_snap_at_right(self,\n partial_bbox: BoundingBox\n ) -> None:\n bbox = replace(partial_bbox, x_min=55.0, x_max=105.0)\n\n snapped_bbox = snap_to_shape(bbox, (100.0, 100.0))\n\n assert (snapped_bbox.y_min == 26.0)\n assert (snapped_bbox.y_max == 70.0)\n assert (snapped_bbox.x_min == 50.0)\n assert (snapped_bbox.x_max == 100.0)"}, {"role": "assistant", "content": " Functions: test_snap_to_larger_returns_original, test_snap_to_smaller_returns_snap, test_snap_at_top, test_snap_at_bottom, test_snap_at_left\n Classes: TestResizeSnapBoundingBoxToShape\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fbf13a3b69f7c4d101dd4153a09bce9358d39640
TheStack--python--010.parquet
Explain this Pythoncode:Python code: import torch import torch.nn as nn from typing import List, Tuple, Any from transformers import BertModel from rationale_benchmark.models.model_utils import PaddedSequence class BertTagger(nn.Module): def __init__(self, bert_dir: str, pad_token_id: int, cls_token_id: int, sep_token_id: int, max_length: int=512, use_half_precision=True): super(BertTagger, self).__init__() self.sep_token_id = sep_token_id self.cls_token_id = cls_token_id self.pad_token_id = pad_token_id self.max_length = max_length bert = BertModel.from_pretrained(bert_dir) if use_half_precision: import apex bert = bert.half() self.bert = bert self.relevance_tagger = nn.Sequential( nn.Linear(self.bert.config.hidden_size, 1), nn.Sigmoid() ) def forward(self, query: List[torch.tensor], docids: List[Any], document_batch: List[torch.tensor], aggregate_spans: List[Tuple[int, int]]): assert len(query) == len(document_batch) # note about device management: since distributed training is enabled, the inputs to this module can be on # *any* device (preferably cpu, since we wrap and unwrap the module) we want to keep these params on the # input device (assuming CPU) for as long as possible for cheap memory access target_device = next(self.parameters()).device #cls_token = torch.tensor([self.cls_token_id]).to(device=document_batch[0].device) sep_token = torch.tensor([self.sep_token_id]).to(device=document_batch[0].device) input_tensors = [] query_lengths = [] for q, d in zip(query, document_batch): if len(q) + len(d) + 1 > self.max_length: d = d[:(self.max_length - len(q) - 1)] input_tensors.append(torch.cat([q, sep_token, d])) query_lengths.append(q.size()[0]) bert_input = PaddedSequence.autopad(input_tensors, batch_first=True, padding_value=self.pad_token_id, device=target_device) outputs = self.bert(bert_input.data, attention_mask=bert_input.mask(on=0.0, off=float('-inf'), dtype=torch.float, device=target_device)) hidden = outputs[0] classes = self.relevance_tagger(hidden) ret = [] for ql, cls, doc in zip(query_lengths, classes, document_batch): start = ql + 1 end = start + len(doc) ret.append(cls[ql + 1:end]) return PaddedSequence.autopad(ret, batch_first=True, padding_value=0, device=target_device).data.squeeze(dim=-1)
Functions: __init__, forward Classes: BertTagger This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
2
1
2,748
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport torch\nimport torch.nn as nn\n\nfrom typing import List, Tuple, Any\n\nfrom transformers import BertModel\n\nfrom rationale_benchmark.models.model_utils import PaddedSequence\n\n\nclass BertTagger(nn.Module):\n def __init__(self,\n bert_dir: str,\n pad_token_id: int,\n cls_token_id: int,\n sep_token_id: int,\n max_length: int=512,\n use_half_precision=True):\n super(BertTagger, self).__init__()\n self.sep_token_id = sep_token_id\n self.cls_token_id = cls_token_id\n self.pad_token_id = pad_token_id\n self.max_length = max_length\n bert = BertModel.from_pretrained(bert_dir)\n if use_half_precision:\n import apex\n bert = bert.half()\n self.bert = bert\n self.relevance_tagger = nn.Sequential(\n nn.Linear(self.bert.config.hidden_size, 1),\n nn.Sigmoid()\n )\n\n def forward(self,\n query: List[torch.tensor],\n docids: List[Any],\n document_batch: List[torch.tensor],\n aggregate_spans: List[Tuple[int, int]]):\n assert len(query) == len(document_batch)\n # note about device management: since distributed training is enabled, the inputs to this module can be on\n # *any* device (preferably cpu, since we wrap and unwrap the module) we want to keep these params on the\n # input device (assuming CPU) for as long as possible for cheap memory access\n target_device = next(self.parameters()).device\n #cls_token = torch.tensor([self.cls_token_id]).to(device=document_batch[0].device)\n sep_token = torch.tensor([self.sep_token_id]).to(device=document_batch[0].device)\n input_tensors = []\n query_lengths = []\n for q, d in zip(query, document_batch):\n if len(q) + len(d) + 1 > self.max_length:\n d = d[:(self.max_length - len(q) - 1)]\n input_tensors.append(torch.cat([q, sep_token, d]))\n query_lengths.append(q.size()[0])\n bert_input = PaddedSequence.autopad(input_tensors, batch_first=True, padding_value=self.pad_token_id, device=target_device)\n outputs = self.bert(bert_input.data, attention_mask=bert_input.mask(on=0.0, off=float('-inf'), dtype=torch.float, device=target_device))\n hidden = outputs[0]\n classes = self.relevance_tagger(hidden)\n ret = []\n for ql, cls, doc in zip(query_lengths, classes, document_batch):\n start = ql + 1\n end = start + len(doc)\n ret.append(cls[ql + 1:end])\n return PaddedSequence.autopad(ret, batch_first=True, padding_value=0, device=target_device).data.squeeze(dim=-1)"}, {"role": "assistant", "content": " Functions: __init__, forward\n Classes: BertTagger\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fbf14d1a9eabe1fcbedf9d2a5be8c275b637af50
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # # Copyright (c) 2019-2020 Google LLC. All Rights Reserved. # Copyright (c) 2016-2018 Nest Labs Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # # # Description: # This file effects a Weave Data Language (WDL) validator that # validates and enforces that a min_version for an object never # exceeds that of its parent. # """Ensures min_version never exceeds parent version.""" from __future__ import absolute_import from gwv import schema from gwv import validator class MinVersionValidator(validator.VisitorValidator): """Ensures min_version never exceeds parent version.""" def visit_Field(self, field): trait = self.get_obj_parent_trait(field) if trait is None: # This field is not inside a trait return if field.min_version > trait.version: self.add_failure('Fields cannot have a min_version > trait version.') def visit_EnumPair(self, pair): trait = self.get_obj_parent_trait(pair) if trait is None: # This enum is not inside a trait return if pair.min_version > trait.version: self.add_failure('Enum values cannot have a min_version > trait ' 'version.') def visit_ResourceComponent(self, component): if component.min_version > component.parent.version: self.add_failure('Trait instances cannot have a min_version > resource ' 'version.') def visit_InterfaceComponent(self, component): if component.min_version > component.parent.version: self.add_failure('Trait instances cannot have a min_version > iface ' 'version.') def visit_Group(self, group): if group.min_version > group.parent.version: self.add_failure('Iface implementations cannot have a min_version > ' 'resource version.') def get_obj_parent_trait(self, field): parent = field.parent while parent is not None and not isinstance(parent, schema.Trait): parent = parent.parent return parent process = MinVersionValidator.process
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
6
1
2,605
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#\n# Copyright (c) 2019-2020 Google LLC. All Rights Reserved.\n# Copyright (c) 2016-2018 Nest Labs Inc. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n#\n\n#\n# Description:\n# This file effects a Weave Data Language (WDL) validator that\n# validates and enforces that a min_version for an object never\n# exceeds that of its parent.\n#\n\n\"\"\"Ensures min_version never exceeds parent version.\"\"\"\n\nfrom __future__ import absolute_import\nfrom gwv import schema\nfrom gwv import validator\n\n\nclass MinVersionValidator(validator.VisitorValidator):\n \"\"\"Ensures min_version never exceeds parent version.\"\"\"\n\n def visit_Field(self, field):\n trait = self.get_obj_parent_trait(field)\n if trait is None:\n # This field is not inside a trait\n return\n if field.min_version > trait.version:\n self.add_failure('Fields cannot have a min_version > trait version.')\n\n def visit_EnumPair(self, pair):\n\n trait = self.get_obj_parent_trait(pair)\n if trait is None:\n # This enum is not inside a trait\n return\n if pair.min_version > trait.version:\n self.add_failure('Enum values cannot have a min_version > trait '\n 'version.')\n\n def visit_ResourceComponent(self, component):\n\n if component.min_version > component.parent.version:\n self.add_failure('Trait instances cannot have a min_version > resource '\n 'version.')\n\n def visit_InterfaceComponent(self, component):\n\n if component.min_version > component.parent.version:\n self.add_failure('Trait instances cannot have a min_version > iface '\n 'version.')\n\n def visit_Group(self, group):\n\n if group.min_version > group.parent.version:\n self.add_failure('Iface implementations cannot have a min_version > '\n 'resource version.')\n\n def get_obj_parent_trait(self, field):\n\n parent = field.parent\n while parent is not None and not isinstance(parent, schema.Trait):\n parent = parent.parent\n return parent\n\n\nprocess = MinVersionValidator.process"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fbf23ec5602a6c0ef9303af1fce51a09fd5f20ac
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python # coding: utf-8 # Credits: Code and technique combined from the following 3 sources # * https://www.kaggle.com/toregil/a-lung-u-net-in-keras # * https://www.kaggle.com/irrwitz/cnn-with-keras # * https://www. ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: # # This model combines preprocessing of the images with a CNN Sequential model and data augmentation by applying random rotation to the images and masks. The accuracy on the test set is 98.5% # In[ ]:
intermediate
testing
incomplete_code
Pythoncode:Python
0
0
230
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python\n# coding: utf-8\n\n# Credits: Code and technique combined from the following 3 sources\n# * https://www.kaggle.com/toregil/a-lung-u-net-in-keras\n# * https://www.kaggle.com/irrwitz/cnn-with-keras\n# * https://www.\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# This model combines preprocessing of the images with a CNN Sequential model and data augmentation by applying random rotation to the images and masks. The accuracy on the test set is 98.5%\n\n# In[ ]:"}]
true
syntax
HARD_CUT
CRITICAL
fbf36bceb8d3f5b1c70b8988d4675cba6ba4cb72
TheStack--python--010.parquet
Find the logical error in this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- # @Time : 2020/6/29 10:02 # @Author : 一叶知秋 # @File : mergeTwoLists.py # @Software: PyCharm """ 21. 合并两个有序链表 将两个升序链表合并为一个新的 升序 链表并返回。新链表是通过拼接给定的两个链表的所有节点组成的。 示例: 输入:1->2->4, 1->3->4 输出:1->1->2->3->4->4 """ # 思路:通过 dummy node 链表,连接各个元素 # Definition for singly-linked list. class ListNode: def __init__(self, val=0, next=None): self.val = val self.next = next class Solution: def mergeTwoLists(self, l1: ListNode, l2: ListNode) -> ListNode: dummy = ListNode(0) head = dummy while l1 or l2: if l1.val < l2.val: head.next = l1 l1 = l1.next else: head.next = l2 l2 = l2.next head = head.next # 连接l1 未处理完节点 while l1: head.next = l1 head = head.next l1 = l1.next # 连接l2 未处理完节点 while l2: head.next = l2 head = head.next l2 = l2.next return dummy.next def mergeTwoLists2(self, l1: ListNode, l2: ListNode) -> ListNode: if not l1: return l2 # 终止条件,直到两个链表都空 if not l2: return l1 if l1.val <= l2.val: # 递归调用 l1.next = self.mergeTwoLists(l1.next, l2) return l1 else: l2.next = self.mergeTwoLists(l1, l2.next) return l2
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Wrong logical operator Severity: CRITICAL Location: Line 34 Buggy code: while l1 or l2: Should be: while l1 and l2: Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
advanced
oop
logical_errors
Pythoncode:Python
3
2
1,439
false
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n# @Time : 2020/6/29 10:02\n# @Author : \u4e00\u53f6\u77e5\u79cb\n# @File : mergeTwoLists.py\n# @Software: PyCharm\n\"\"\"\n21. \u5408\u5e76\u4e24\u4e2a\u6709\u5e8f\u94fe\u8868\n\u5c06\u4e24\u4e2a\u5347\u5e8f\u94fe\u8868\u5408\u5e76\u4e3a\u4e00\u4e2a\u65b0\u7684 \u5347\u5e8f \u94fe\u8868\u5e76\u8fd4\u56de\u3002\u65b0\u94fe\u8868\u662f\u901a\u8fc7\u62fc\u63a5\u7ed9\u5b9a\u7684\u4e24\u4e2a\u94fe\u8868\u7684\u6240\u6709\u8282\u70b9\u7ec4\u6210\u7684\u3002\n\n\n\n\u793a\u4f8b\uff1a\n\n\u8f93\u5165\uff1a1->2->4, 1->3->4\n\u8f93\u51fa\uff1a1->1->2->3->4->4\n\"\"\"\n\n\n# \u601d\u8def\uff1a\u901a\u8fc7 dummy node \u94fe\u8868\uff0c\u8fde\u63a5\u5404\u4e2a\u5143\u7d20\n\n\n# Definition for singly-linked list.\nclass ListNode:\n def __init__(self, val=0, next=None):\n self.val = val\n self.next = next\n\n\nclass Solution:\n def mergeTwoLists(self, l1: ListNode, l2: ListNode) -> ListNode:\n dummy = ListNode(0)\n head = dummy\n while l1 or l2:\n if l1.val < l2.val:\n head.next = l1\n l1 = l1.next\n else:\n head.next = l2\n l2 = l2.next\n head = head.next\n # \u8fde\u63a5l1 \u672a\u5904\u7406\u5b8c\u8282\u70b9\n while l1:\n head.next = l1\n head = head.next\n l1 = l1.next\n # \u8fde\u63a5l2 \u672a\u5904\u7406\u5b8c\u8282\u70b9\n while l2:\n head.next = l2\n head = head.next\n l2 = l2.next\n return dummy.next\n\n def mergeTwoLists2(self, l1: ListNode, l2: ListNode) -> ListNode:\n if not l1:\n return l2 # \u7ec8\u6b62\u6761\u4ef6\uff0c\u76f4\u5230\u4e24\u4e2a\u94fe\u8868\u90fd\u7a7a\n if not l2:\n return l1\n if l1.val <= l2.val: # \u9012\u5f52\u8c03\u7528\n l1.next = self.mergeTwoLists(l1.next, l2)\n return l1\n else:\n l2.next = self.mergeTwoLists(l1, l2.next)\n return l2"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Issue: Wrong logical operator\n Severity: CRITICAL\n\n Location: Line 34\n\n Buggy code:\n while l1 or l2:\n\n Should be:\n while l1 and l2:\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
fbf392ddfdf7b179a2515133c437235a59f14808
TheStack--python--010.parquet
Debug this Pythoncode:Python code: # -*- coding: utf-8 -*- import scrapy class ExampleSpider(scrapy.Spider): name = "quotes" def start_requests(self): urls = [ 'https://batdongsan.com.vn/cho-thue-nha-tro-phong-tro-duong-le-van-sy-phuong-12-1/cao-cap-danh-ban-than-thien-cach-q3-pr14942322', # 'http://quotes.toscrape.com/page/2/', ] for url in urls: yield scrapy.Request(url=url, callback=self.parse) def parse(self, response): page = response.url.split("/")[-2] filename = 'quotes-%s.html' % page text=""; with open(filename, 'wb') as f: list1=response.css("div.pm-desc::text").extract(); for senc in list1: # print(senc.encode('utf-8')); text=text+senc.encode('utf-8')+"\n"; f.write(text); text="" self.log('Saved file %s' % filename)
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 💡 Suggestions: Add docstring to class 'ExampleSpider' Add docstring to function 'parse' Line 10 too long (142 chars) - break into multiple lines
advanced
api
debugging
Pythoncode:Python
2
1
898
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nimport scrapy\n\n\nclass ExampleSpider(scrapy.Spider):\n name = \"quotes\"\n\n def start_requests(self):\n urls = [\n 'https://batdongsan.com.vn/cho-thue-nha-tro-phong-tro-duong-le-van-sy-phuong-12-1/cao-cap-danh-ban-than-thien-cach-q3-pr14942322',\n # 'http://quotes.toscrape.com/page/2/',\n ]\n for url in urls:\n yield scrapy.Request(url=url, callback=self.parse)\n\n def parse(self, response):\n page = response.url.split(\"/\")[-2]\n filename = 'quotes-%s.html' % page\n text=\"\";\n with open(filename, 'wb') as f:\n list1=response.css(\"div.pm-desc::text\").extract();\n for senc in list1:\n # print(senc.encode('utf-8'));\n text=text+senc.encode('utf-8')+\"\\n\";\n f.write(text);\n text=\"\"\n self.log('Saved file %s' % filename)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'ExampleSpider'\n Add docstring to function 'parse'\n Line 10 too long (142 chars) - break into multiple lines"}]
false
null
null
null
fbf5b41a1542a104d2143e8d4f9867233e6b5f1d
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/python3 # digigrid def parse_arguments(): ap = argparse.ArgumentParser() ap.add_argument("-c", "--continous", required=False, help="Continous running. True/False") ap.add_argument("-r", "--refresh", required=False, help="GPS data refresh. Default is the minimum value of 3, the maximum value is 60, in seconds.") ap.add_argument("-d", "--debug", required=False, help="GPS data printed to the console for debugging purpose. True/False") args = vars(ap.parse_args()) return args class GpsPoller(threading.Thread): # Complete this line threading.Thread.__init__(self) self.session = gps(mode=WATCH_ENABLE) self.current_value = None self.running = True def get_current_value(self): return self.current_value ... [1 more functiondefs truncated] ...
The missing line is: def __init__(self):
advanced
ui
fill_in_the_blank
Pythoncode:Python
3
1
801
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/python3\n# digigrid\n\ndef parse_arguments():\n ap = argparse.ArgumentParser()\n ap.add_argument(\"-c\", \"--continous\", required=False, help=\"Continous running. True/False\")\n ap.add_argument(\"-r\", \"--refresh\", required=False, help=\"GPS data refresh. Default is the minimum value of 3, the maximum value is 60, in seconds.\")\n ap.add_argument(\"-d\", \"--debug\", required=False, help=\"GPS data printed to the console for debugging purpose. True/False\")\n args = vars(ap.parse_args())\n return args\n\nclass GpsPoller(threading.Thread):\n # Complete this line\n threading.Thread.__init__(self)\n self.session = gps(mode=WATCH_ENABLE)\n self.current_value = None\n self.running = True\n\n def get_current_value(self):\n return self.current_value\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n def __init__(self):"}]
false
null
null
null
fbf5bc96908e163e9d6ee0547c8b50eff4b2b5a6
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: from typing import Union DEFAULT_ENCODING = 'utf8' def decode_if_necessary(db_object: Union[str,
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 5 - expected ')' • Unclosed '[' at line 5 - expected ']' • SyntaxError: '[' was never closed at line 5 Fixes: • Add closing ')' bracket • Add closing ']' bracket • Review code syntax
intermediate
machine_learning
syntax_repair
Pythoncode:Python
3
0
98
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom typing import Union\n\nDEFAULT_ENCODING = 'utf8'\n\ndef decode_if_necessary(db_object: Union[str,"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 5 - expected ')'\n \u2022 Unclosed '[' at line 5 - expected ']'\n \u2022 SyntaxError: '[' was never closed at line 5\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Add closing ']' bracket\n \u2022 Review code syntax"}]
true
syntax
MID_STRING
CRITICAL
fbf658f53d448911c62d8c0302af8962b332b516
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: import ast import tokenize from typing import Iterator, Sequence, Tuple import pkg_resources from pandas_dev_flaker._data_tokens import FUNCS_TOKENS, visit_tokens from pandas_dev_flaker._data_tree import FUNCS_TREE, visit_tree pkg_name = "pandas-dev-flaker" pkg_version: str = pkg_resources.get_distribution(pkg_name).version def run( tree: ast.AST, file_tokens: Sequence[tokenize.TokenInfo], ) -> Iterator[Tuple[int, int, str, str]]: callbacks_tree = visit_tree(FUNCS_TREE, tree) if not callbacks_tree: return for line, col, msg in callbacks_tree: yield line, col, msg, "pandas_dev_flaker" callbacks_tokens = visit_tokens(FUNCS_TOKENS, file_tokens if not callbacks_tokens: return for line, col, msg in callbacks_tokens: yield line, col, msg, "pandas_dev_flaker" run.name = pkg_name # type: ignore run.version = pkg_version # type: ignore
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unclosed '(' at line 25 - expected ')' • SyntaxError: '(' was never closed at line 25 Fix: Add missing ')' bracket at line 25
intermediate
data_processing
error_detection
Pythoncode:Python
1
0
914
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport ast\nimport tokenize\nfrom typing import Iterator, Sequence, Tuple\n\nimport pkg_resources\n\nfrom pandas_dev_flaker._data_tokens import FUNCS_TOKENS, visit_tokens\nfrom pandas_dev_flaker._data_tree import FUNCS_TREE, visit_tree\n\npkg_name = \"pandas-dev-flaker\"\n\npkg_version: str = pkg_resources.get_distribution(pkg_name).version\n\n\ndef run(\n tree: ast.AST,\n file_tokens: Sequence[tokenize.TokenInfo],\n) -> Iterator[Tuple[int, int, str, str]]:\n callbacks_tree = visit_tree(FUNCS_TREE, tree)\n if not callbacks_tree:\n return\n for line, col, msg in callbacks_tree:\n yield line, col, msg, \"pandas_dev_flaker\"\n\n callbacks_tokens = visit_tokens(FUNCS_TOKENS, file_tokens\n if not callbacks_tokens:\n return\n for line, col, msg in callbacks_tokens:\n yield line, col, msg, \"pandas_dev_flaker\"\n\n\nrun.name = pkg_name # type: ignore\nrun.version = pkg_version # type: ignore"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unclosed '(' at line 25 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 25\n\n Fix: Add missing ')' bracket at line 25"}]
true
syntax
MISSING_BRACKETS
MEDIUM
fbf6db2f7f2a0e22a440f2790a357e8a0199901d
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: # -*- coding: utf-8 -*- def GenerateXML(dictionary, fileName="labelling.xml") : """This funtion generate the required XML file""" root = gfg.Element("annotation") #the big section is called Annotation for key in dictionary: #for every polygon list in inside object witho subelement name and attributes and the type "polygon" objectElement = gfg.Element("object") root.append(objectElement) subElement1 = gfg.SubElement(objectElement, "name:".strip(":")) subElement1.text = str(dictionary[key]["name"]) subElement2 = gfg.SubElement(objectElement, "attributes".strip(":")) subElement2.text = str(dictionary[key]["attributes"]) subElement3 = gfg.SubElement(objectElement, "polygon") for i in range(0, len(dictionary[key])-2): #for ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: SubInsidePolygon = gfg.SubElement(subElement3, "pt") sub_x = gfg.SubElement(SubInsidePolygon, "x") sub_y = gfg.SubElement(SubInsidePolygon, "y") sub_x.text = str(int(round(dictionary[key]["x_y_" + str(i)][0]))) sub_y.text = str(int(round(dictionary[key]["x_y_" + str(i)][1])))
advanced
api
incomplete_code
Pythoncode:Python
1
1
843
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# -*- coding: utf-8 -*-\ndef GenerateXML(dictionary, fileName=\"labelling.xml\") : \n \"\"\"This funtion generate the required XML file\"\"\" \n root = gfg.Element(\"annotation\") \n #the big section is called Annotation\n for key in dictionary:\n #for every polygon list in inside object witho subelement name and attributes and the type \"polygon\"\n objectElement = gfg.Element(\"object\") \n root.append(objectElement) \n subElement1 = gfg.SubElement(objectElement, \"name:\".strip(\":\"))\n subElement1.text = str(dictionary[key][\"name\"])\n subElement2 = gfg.SubElement(objectElement, \"attributes\".strip(\":\"))\n subElement2.text = str(dictionary[key][\"attributes\"])\n subElement3 = gfg.SubElement(objectElement, \"polygon\")\n \n for i in range(0, len(dictionary[key])-2):\n #for\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 SubInsidePolygon = gfg.SubElement(subElement3, \"pt\")\n sub_x = gfg.SubElement(SubInsidePolygon, \"x\")\n sub_y = gfg.SubElement(SubInsidePolygon, \"y\")\n sub_x.text = str(int(round(dictionary[key][\"x_y_\" + str(i)][0])))\n sub_y.text = str(int(round(dictionary[key][\"x_y_\" + str(i)][1])))"}]
true
syntax
HARD_CUT
CRITICAL
fbf75dcb26419a1e52d5559f56b9824a363634e9
TheStack--python--010.parquet
Debug this Pythoncode:Python code: from __future__ import annotations from container.base import ClosedBase from graph.node import Node class ClosedList(ClosedBase): def __init__( self, ) -> ClosedList: super().__init__() self.elements_set = set() def __iter__( self, ) -> iter: return iter(self.elements_set) def __len__( self, ) -> int: return len(self.elements_set) def addNode( self, item: Node, ) -> None: self.elements_set.add(item) def wasExpanded( self, item: Node, ) -> bool: return item in self.elements_set
Code analysis results: 🔴 Errors found: Block at line 6 has no indented body ⚠️ Warnings: Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 13 Unexpected indentation at line 17 💡 Suggestions: Add docstring to class 'ClosedList'
advanced
machine_learning
debugging
Pythoncode:Python
5
1
696
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom __future__ import annotations\n\nfrom container.base import ClosedBase\nfrom graph.node import Node\n\nclass ClosedList(ClosedBase):\n\n def __init__(\n self,\n ) -> ClosedList:\n \n super().__init__()\n \n self.elements_set = set()\n\n def __iter__(\n self,\n ) -> iter:\n \n return iter(self.elements_set)\n \n def __len__(\n self,\n ) -> int:\n \n return len(self.elements_set)\n \n def addNode(\n self,\n item: Node,\n ) -> None:\n \n self.elements_set.add(item)\n\n def wasExpanded(\n self,\n item: Node,\n ) -> bool:\n \n return item in self.elements_set"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 6 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 13\n Unexpected indentation at line 17\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'ClosedList'"}]
false
null
null
null
fbf7d01ec249276f34e2e444023f2ffb64bd53d9
TheStack--python--010.parquet
Complete this Pythoncode:Python code: #!/usr/bin/env python from virtual import Base, identify class PythonDerived(Base): def name(self): return "PythonDerived" b = Base()
identify(b) p = PythonDerived() identify(p)
beginner
oop
code_completion
Pythoncode:Python
1
1
195
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python\n\nfrom virtual import Base, identify\n\nclass PythonDerived(Base):\n def name(self):\n return \"PythonDerived\"\n\nb = Base()"}, {"role": "assistant", "content": "\nidentify(b)\n\np = PythonDerived()\nidentify(p)"}]
false
null
null
null
fbf7f6295b2cd1d47be77d98f67b0700ca3a83de
TheStack--python--010.parquet
Review this Pythoncode:Python code: from dataclasses import dataclass from expungeservice.models.charge import ChargeType from expungeservice.models.charge import ChargeUtil from expungeservice.models.expungement_result import TypeEligibility, EligibilityStatus from expungeservice.models.disposition import DispositionStatus @dataclass(frozen=True) class ParkingTicket(ChargeType): """ This is a civil offense, and it is also a traffic offense. """ type_name: str = "Parking Ticket" expungement_rules: str = ( """Parking Tickets are not eligible. ORS 137.225(7)(a) specifically prohibits expungement of convicted traffic offenses. No other section specifically allows for parking offenses to be eligible.""" ) blocks_other_charges: bool = False def type_eligibility(self, disposition): if ChargeUtil.convicted(disposition): return TypeEligibility(EligibilityStatus.INELIGIBLE, reason="Ineligible under 137.225(7)(a)") elif ChargeUtil.dismissed(disposition): return TypeEligibility(EligibilityStatus.INELIGIBLE, reason="Ineligible by omission from statute") elif disposition.status in [DispositionStatus.UNRECOGNIZED, DispositionStatus.UNKNOWN]: return TypeEligibility( EligibilityStatus.INELIGIBLE, reason="Always ineligible under 137.225(7)(a) (for convictions) or by omission from statute (for dismissals)", ) def hidden_in_record_summary(self): return True
Code Review: ❌ Critical issues: Unterminated string literal at line 11 ⚠️ 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 24 Unexpected indentation at line 26 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 ✨ Improvements: Add closing quote at line 11 Line 17 too long (205 chars) - break into multiple lines Line 29 too long (126 chars) - break into multiple lines
advanced
machine_learning
code_review
Pythoncode:Python
2
1
1,487
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom dataclasses import dataclass\n\nfrom expungeservice.models.charge import ChargeType\nfrom expungeservice.models.charge import ChargeUtil\nfrom expungeservice.models.expungement_result import TypeEligibility, EligibilityStatus\nfrom expungeservice.models.disposition import DispositionStatus\n\n\n@dataclass(frozen=True)\nclass ParkingTicket(ChargeType):\n \"\"\"\n This is a civil offense, and it is also a traffic offense.\n \"\"\"\n\n type_name: str = \"Parking Ticket\"\n expungement_rules: str = (\n \"\"\"Parking Tickets are not eligible. ORS 137.225(7)(a) specifically prohibits expungement of convicted traffic offenses. No other section specifically allows for parking offenses to be eligible.\"\"\"\n )\n blocks_other_charges: bool = False\n\n def type_eligibility(self, disposition):\n if ChargeUtil.convicted(disposition):\n return TypeEligibility(EligibilityStatus.INELIGIBLE, reason=\"Ineligible under 137.225(7)(a)\")\n elif ChargeUtil.dismissed(disposition):\n return TypeEligibility(EligibilityStatus.INELIGIBLE, reason=\"Ineligible by omission from statute\")\n elif disposition.status in [DispositionStatus.UNRECOGNIZED, DispositionStatus.UNKNOWN]:\n return TypeEligibility(\n EligibilityStatus.INELIGIBLE,\n reason=\"Always ineligible under 137.225(7)(a) (for convictions) or by omission from statute (for dismissals)\",\n )\n\n def hidden_in_record_summary(self):\n return True"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 11\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 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\n\u2728 Improvements:\n Add closing quote at line 11\n Line 17 too long (205 chars) - break into multiple lines\n Line 29 too long (126 chars) - break into multiple lines"}]
false
null
null
null
fbf83681e2161171b3d9c7290884a101fc3fdac8
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: from polyphony import testbench from polyphony import pipelined def pipe18(xs0, ys0, ys1): for i in pipelined(range(len(xs0))): #for i in range(len(xs0)): x = xs0[i] if x: ys0[i] = ys1[i] else: ys1[i] = ys0[i] @testbench def test(): data0 = [1, 1, 0, 0, 1, 0] data1 = [1, 2, 3, 4, 5, 6] data2 = [7, 8, 9, 10, 11, 12] # Complete this line assert 7 == data1[0] assert 8 == data1[1] assert 3 == data1[2] assert 4 == data1[3] assert 11 == data1[4] assert 6 == data1[5] assert 7 == data2[0] assert 8 == data2[1] assert 3 == data2[2] assert 4 == data2[3] assert 11 == data2[4] assert 6 == data2[5] test()
The missing line is: pipe18(data0, data1, data2)
intermediate
testing
fill_in_the_blank
Pythoncode:Python
2
0
733
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom polyphony import testbench\nfrom polyphony import pipelined\n\n\ndef pipe18(xs0, ys0, ys1):\n for i in pipelined(range(len(xs0))):\n #for i in range(len(xs0)):\n x = xs0[i]\n if x:\n ys0[i] = ys1[i]\n else:\n ys1[i] = ys0[i]\n\n\n@testbench\ndef test():\n data0 = [1, 1, 0, 0, 1, 0]\n data1 = [1, 2, 3, 4, 5, 6]\n data2 = [7, 8, 9, 10, 11, 12]\n # Complete this line\n assert 7 == data1[0]\n assert 8 == data1[1]\n assert 3 == data1[2]\n assert 4 == data1[3]\n assert 11 == data1[4]\n assert 6 == data1[5]\n\n assert 7 == data2[0]\n assert 8 == data2[1]\n assert 3 == data2[2]\n assert 4 == data2[3]\n assert 11 == data2[4]\n assert 6 == data2[5]\n\n\ntest()"}, {"role": "assistant", "content": "The missing line is:\n pipe18(data0, data1, data2)"}]
false
null
null
null
fbf8b4e8078bd3305aa60774c029c559641fa910
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: import myLibAcc def test_setAccount(): assert myLibAcc.setAccount( 0, 10, input=True ) == (10,True ) ... code continues ...
Completion: Missing: Function 'test_setAccount' is incomplete - body truncated To complete: • Complete the function 'test_setAccount' body and add missing return Example continuation: assert myLibAcc.setAccount( 10, 5, input=False) == ( 5,True ) assert myLibAcc.setAccount( 5, 10, input=False) == ( 5,False)
intermediate
testing
incomplete_code
Pythoncode:Python
1
0
106
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport myLibAcc\n\ndef test_setAccount():\n assert myLibAcc.setAccount( 0, 10, input=True ) == (10,True )\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'test_setAccount' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'test_setAccount' body and add missing return\n\n Example continuation:\n assert myLibAcc.setAccount( 10, 5, input=False) == ( 5,True )\n assert myLibAcc.setAccount( 5, 10, input=False) == ( 5,False)"}]
true
syntax
MID_FUNCTION
HIGH
fbfa5d568b0d334d019cd465efc30bbc9993b042
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: from django.shortcuts import render from django.http.response import JsonResponse from rest_framework.parsers import JSONParser from rest_framework import status from .models import Person, Employee from .serializers import PersonSerializer, EmployeeSerializer from rest_framework.decorators import api_view @api_view(['GET', 'POST', 'DELETE']) def Person_list(request): if request.method == 'GET': Persons = Person.objects.all() name = request.query_params.get('name', None) if name is not None: Persons = Persons.filter(name__icontains=name) Persons_serializer = PersonSerializer(Persons, many=True) return JsonResponse(Persons_serializer.data, safe=False) # 'safe=False' for objects serialization elif request.method == 'POST': Person_data = JSONParser().parse(request) Person_serializer = PersonSerializer(data=Person_data) if Person_serializer.is_valid(): Person_serializer.save() return JsonResponse(Person_serializer.data, status=status.HTTP_201_CREATED) return JsonResponse(Person_serializer.errors, status=status.HTTP_400_BAD_REQUEST) elif request.method == 'DELETE': count = Person.objects.all().delete() return JsonResponse({'message': '{} Persons were deleted successfully!'.format(count[0])}, status=status.HTTP_204_NO_CONTENT) @api_view(['GET', 'POST', 'DELETE']) def Employee_list(request): if request.method == 'GET': Employees = Employee.objects.all() department = request.query_params.get('department', None) if department is not None: Employees = Employees.filter(department__icontains=department) Employees_serializer = EmployeeSerializer(Employees, many=True) return JsonResponse(Employees_serializer.data, safe=False) # 'safe=False' for objects serialization elif request.method == 'POST': Employee_data = JSONParser().parse(request) Employee_serializer = EmployeeSerializer(data=Employee_data) if Employee_serializer.is_valid(): Error: IndentationError / Expected indented block
Fixed Code: from django.shortcuts import render from django.http.response import JsonResponse from rest_framework.parsers import JSONParser from rest_framework import status from .models import Person, Employee from .serializers import PersonSerializer, EmployeeSerializer from rest_framework.decorators import api_view @api_view(['GET', 'POST', 'DELETE']) def Person_list(request): if request.method == 'GET': Persons = Person.objects.all() name = request.query_params.get('name', None) if name is not None: Persons = Persons.filter(name__icontains=name) Explanation: Add body to If block or use 'pass' statement
intermediate
api
error_fixing
Pythoncode:Python
2
0
2,142
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom django.shortcuts import render\n\nfrom django.http.response import JsonResponse\nfrom rest_framework.parsers import JSONParser \nfrom rest_framework import status\n \nfrom .models import Person, Employee\nfrom .serializers import PersonSerializer, EmployeeSerializer\nfrom rest_framework.decorators import api_view\n\n\n@api_view(['GET', 'POST', 'DELETE'])\ndef Person_list(request):\n if request.method == 'GET':\n Persons = Person.objects.all()\n \n name = request.query_params.get('name', None)\n if name is not None:\n Persons = Persons.filter(name__icontains=name)\n \n Persons_serializer = PersonSerializer(Persons, many=True)\n return JsonResponse(Persons_serializer.data, safe=False)\n # 'safe=False' for objects serialization\n \n elif request.method == 'POST':\n Person_data = JSONParser().parse(request)\n Person_serializer = PersonSerializer(data=Person_data)\n if Person_serializer.is_valid():\n Person_serializer.save()\n return JsonResponse(Person_serializer.data, status=status.HTTP_201_CREATED) \n return JsonResponse(Person_serializer.errors, status=status.HTTP_400_BAD_REQUEST)\n \n elif request.method == 'DELETE':\n count = Person.objects.all().delete()\n return JsonResponse({'message': '{} Persons were deleted successfully!'.format(count[0])}, status=status.HTTP_204_NO_CONTENT)\n\n\n\n@api_view(['GET', 'POST', 'DELETE'])\ndef Employee_list(request):\n if request.method == 'GET':\n Employees = Employee.objects.all()\n \n department = request.query_params.get('department', None)\n if department is not None:\n Employees = Employees.filter(department__icontains=department)\n \n Employees_serializer = EmployeeSerializer(Employees, many=True)\n return JsonResponse(Employees_serializer.data, safe=False)\n # 'safe=False' for objects serialization\n \n elif request.method == 'POST':\n Employee_data = JSONParser().parse(request)\n Employee_serializer = EmployeeSerializer(data=Employee_data)\n if Employee_serializer.is_valid():\n\n Error: IndentationError / Expected indented block"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom django.shortcuts import render\n\nfrom django.http.response import JsonResponse\nfrom rest_framework.parsers import JSONParser \nfrom rest_framework import status\n \nfrom .models import Person, Employee\nfrom .serializers import PersonSerializer, EmployeeSerializer\nfrom rest_framework.decorators import api_view\n\n\n@api_view(['GET', 'POST', 'DELETE'])\ndef Person_list(request):\n if request.method == 'GET':\n Persons = Person.objects.all()\n \n name = request.query_params.get('name', None)\n if name is not None:\n Persons = Persons.filter(name__icontains=name)\n \n\n Explanation: Add body to If block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
fbfaa9ea3fba33e732fb15f5a7ba2f1edd562540
TheStack--python--010.parquet
Debug this Pythoncode:Python code: #!/usr/bin/env python """ PURPOSE: The routines in this file test the blazeFit.py module. Created on 2015-03-23T16:38:44 """ from __future__ import division, print_function import numpy as np from types import * #from nose.tools import raises #import pandas as pd from pyutil.pyutil import blazeFit as bf __author__ = "Matt Giguere (github: @mattgiguere)" __license__ = "MIT" __version__ = '0.0.1' __maintainer__ = "Matt Giguere" __email__ = "matthew.giguere@yale.edu" __status__ = " Development NOT(Prototype or Production)" def test_blazeFit(): """ Ensure that blazeFit returns a 7th order polynomial """ wav = np.arange(5e3, 5080., 0.02) def spec(x): return np.exp(-(x - 5040.)**2/1000.) polynomial_fit_values = bf.blazeFit(wav, spec(wav), 5e-2) assert len(polynomial_fit_values) == 8 def test_with_verbosity(): wav = np.arange(5e3, 5080., 0.02) def spec(x): return np.exp(-(x - 5040.)**2/1000.) polynomial_fit_values = bf.blazeFit(wav, spec(wav), 5e-2, verbose=True) assert len(polynomial_fit_values) == 8 def test_with_noise(): wav = np.arange(5e3, 5080., 0.02) def spec(x): normal_noise = np.random.normal(loc=0, scale=0.1, size=len(x)) blaze_function = np.exp(-(x - 5040.)**2/1000.) return blaze_function + normal_noise polynomial_fit_values = bf.blazeFit(wav, spec(wav), 5e-2, verbose=True) assert len(polynomial_fit_values) == 8 def test_with_show_plot(): wav = np.arange(5e3, 5080., 0.02) def spec(x): return np.exp(-(x - 5040.)**2/1000.) polynomial_fit_values = bf.blazeFit(wav, spec(wav), 5e-2)#, showplot=True) assert len(polynomial_fit_values) == 8 #@raises(ValueError) #def test_make_function_raise_value_error():
Code analysis results: 🔴 Errors found: Unterminated string literal at line 3 Unmatched closing bracket ')' at line 66 Block at line 71 has no indented body ⚠️ Warnings: Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 35 💡 Suggestions: Add closing quote at line 3 Add docstring to function 'test_with_verbosity' Add docstring to function 'test_with_noise'
advanced
testing
debugging
Pythoncode:Python
8
0
1,778
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/bin/env python\n\n\"\"\"\nPURPOSE: The routines in this file test the blazeFit.py module.\n\nCreated on 2015-03-23T16:38:44\n\"\"\"\n\nfrom __future__ import division, print_function\nimport numpy as np\nfrom types import *\n#from nose.tools import raises\n#import pandas as pd\n\nfrom pyutil.pyutil import blazeFit as bf\n\n__author__ = \"Matt Giguere (github: @mattgiguere)\"\n__license__ = \"MIT\"\n__version__ = '0.0.1'\n__maintainer__ = \"Matt Giguere\"\n__email__ = \"matthew.giguere@yale.edu\"\n__status__ = \" Development NOT(Prototype or Production)\"\n\n\ndef test_blazeFit():\n \"\"\"\n Ensure that blazeFit returns a 7th order polynomial\n \"\"\"\n wav = np.arange(5e3, 5080., 0.02)\n\n def spec(x):\n return np.exp(-(x - 5040.)**2/1000.)\n\n polynomial_fit_values = bf.blazeFit(wav, spec(wav), 5e-2)\n assert len(polynomial_fit_values) == 8\n\n\ndef test_with_verbosity():\n wav = np.arange(5e3, 5080., 0.02)\n\n def spec(x):\n return np.exp(-(x - 5040.)**2/1000.)\n\n polynomial_fit_values = bf.blazeFit(wav, spec(wav), 5e-2, verbose=True)\n assert len(polynomial_fit_values) == 8\n\n\ndef test_with_noise():\n wav = np.arange(5e3, 5080., 0.02)\n\n def spec(x):\n normal_noise = np.random.normal(loc=0, scale=0.1, size=len(x))\n blaze_function = np.exp(-(x - 5040.)**2/1000.)\n return blaze_function + normal_noise\n\n polynomial_fit_values = bf.blazeFit(wav, spec(wav), 5e-2, verbose=True)\n assert len(polynomial_fit_values) == 8\n\n\ndef test_with_show_plot():\n wav = np.arange(5e3, 5080., 0.02)\n\n def spec(x):\n return np.exp(-(x - 5040.)**2/1000.)\n\n polynomial_fit_values = bf.blazeFit(wav, spec(wav), 5e-2)#, showplot=True)\n assert len(polynomial_fit_values) == 8\n\n\n#@raises(ValueError)\n#def test_make_function_raise_value_error():"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 3\n Unmatched closing bracket ')' at line 66\n Block at line 71 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 35\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 3\n Add docstring to function 'test_with_verbosity'\n Add docstring to function 'test_with_noise'"}]
false
null
null
null
fbfd79564a89cd9970f539bcfe4a8bad045a10d3
TheStack--python--010.parquet
Debug this Pythoncode:Python code: # float failed_subjects=2.45 # string name='John' a="it's" b='it\'s' # Boolean Boolean True or False # find out the type print(type('hello')) print(type(1)) print(type(1.64)) print(type(True)) # output: # ›<class 'str'> # ›<class 'int'> # ›<class 'float'> # ›<class 'bool'> # casting # examples a = int(1) # a will be 1 b = int(2.5) # b will be 2 c = int("3") # c will be 3 c1 = int(float("3.4")) # c1 will be... d = float(1) # d will be 1.0 e = float(2.5) # e will be 2.5 f = float("3") # f will be 3.0 g = float("4.23") # g will be 4.23 h = str("80s") # h will be '80s' i = str(22) # i will be '22' j = str(3.01) # j will be '3.01' print([a,b,c,d,e,f,g,h,i,j]) # output: # [1, 2, 3, 3, 1.0, 2.5, 3.0, 4.23, '80s', '22', '3.01']
Code analysis results: 🔴 Errors found: Unterminated string literal at line 5 Block at line 16 has no indented body Block at line 39 has no indented body Invalid syntax at line 8: Boolean True or False 💡 Suggestions: Add closing quote at line 5 Review syntax near the error location
intermediate
machine_learning
debugging
Pythoncode:Python
0
0
781
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# float\nfailed_subjects=2.45 \n# string\nname='John'\na=\"it's\"\nb='it\\'s'\n# Boolean\nBoolean True or False\n\n\n# find out the type\nprint(type('hello'))\nprint(type(1))\nprint(type(1.64))\nprint(type(True))\n# output:\n# \u203a<class 'str'>\n# \u203a<class 'int'>\n# \u203a<class 'float'>\n# \u203a<class 'bool'>\n\n# casting\n# examples\n\na = int(1) # a will be 1\nb = int(2.5) # b will be 2\nc = int(\"3\") # c will be 3\nc1 = int(float(\"3.4\")) # c1 will be...\nd = float(1) # d will be 1.0\ne = float(2.5) # e will be 2.5\nf = float(\"3\") # f will be 3.0\ng = float(\"4.23\") # g will be 4.23\nh = str(\"80s\") # h will be '80s'\ni = str(22) # i will be '22'\nj = str(3.01) # j will be '3.01'\n\nprint([a,b,c,d,e,f,g,h,i,j])\n\n# output:\n# [1, 2, 3, 3, 1.0, 2.5, 3.0, 4.23, '80s', '22', '3.01']"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 5\n Block at line 16 has no indented body\n Block at line 39 has no indented body\n Invalid syntax at line 8: Boolean True or False\n\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 5\n Review syntax near the error location"}]
false
null
null
null
fbffe45a823c896ec15cc8058e6b85a405f2eba6
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: from pyrogram import * from pyrogram.types import * import requests from requests_html import HTMLSession from bs4 import BeautifulSoup # Shows anime details on returned inline search id def anime_inline_details(client,message): try: animelink = 'https://gogoanime2.org/category/{}'.format(message.text) response = requests.get(animelink) plainText = response.text soup = BeautifulSoup(plainText, "lxml") source_url = soup.find("div", {"class": "anime_info_body_bg"}).img # url of anime image imgg = source_url.get('src') # print(imgg) # title name of the anime tit_url = soup.find("div", {"class": "anime_info_body_bg"}).h1.string # print(tit_url) lis = soup.find_all('p', {"class": "type"}) plot_sum = lis[1] # print(plot_sum) pl = plot_sum.get_text().split(':') pl.remove(pl[0]) sum = "" # print plot summary plot_summary = sum.join(pl) # print the type of show type_of_show = lis[0].a['title'] # Complete this line # get list of genres by using genres variable genres = [] for link in ai: genres.append(link.get('title')) # get released year year = lis[3].get_text() # status completed or airing,,, status = lis[4].a.get_text() # other names oth_names = lis[5].get_text() lnk = soup.find(id="episode_page") source_url = lnk.find("li").a # ending ep no ep_num = int(source_url.get("ep_end")) kkeeyyb = [ [InlineKeyboardButton("📥 Download", callback_data=f"dl {message.text}")], ] reply_markup = InlineKeyboardMarkup(kkeeyyb) message.reply_text(f""" **🎬 Title: [{tit_url}]({imgg})** **{oth_names}** **📅 Year:** ({year}) **◼️ Type:** {type_of_show} **◼️ Status: **{status} **◼️ Genres: **{genres} **◼️ Episodes: **{ep_num} **◼️ Summary: **{plot_summary}""", reply_markup=reply_markup, parse_mode="markdown") except: pass
The missing line is: ai = lis[2].find_all('a') # .find_all('title')
intermediate
api
fill_in_the_blank
Pythoncode:Python
1
0
2,103
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom pyrogram import *\nfrom pyrogram.types import *\nimport requests\nfrom requests_html import HTMLSession\nfrom bs4 import BeautifulSoup\n\n# Shows anime details on returned inline search id\n\ndef anime_inline_details(client,message):\n try:\n animelink = 'https://gogoanime2.org/category/{}'.format(message.text)\n response = requests.get(animelink)\n plainText = response.text\n soup = BeautifulSoup(plainText, \"lxml\")\n source_url = soup.find(\"div\", {\"class\": \"anime_info_body_bg\"}).img\n # url of anime image\n imgg = source_url.get('src')\n # print(imgg)\n # title name of the anime\n tit_url = soup.find(\"div\", {\"class\": \"anime_info_body_bg\"}).h1.string\n # print(tit_url)\n lis = soup.find_all('p', {\"class\": \"type\"})\n plot_sum = lis[1]\n # print(plot_sum)\n pl = plot_sum.get_text().split(':')\n pl.remove(pl[0])\n sum = \"\"\n # print plot summary\n plot_summary = sum.join(pl)\n # print the type of show\n type_of_show = lis[0].a['title']\n # Complete this line\n # get list of genres by using genres variable\n genres = []\n for link in ai:\n genres.append(link.get('title'))\n # get released year\n year = lis[3].get_text()\n # status completed or airing,,,\n status = lis[4].a.get_text()\n # other names\n oth_names = lis[5].get_text()\n lnk = soup.find(id=\"episode_page\")\n source_url = lnk.find(\"li\").a\n # ending ep no\n ep_num = int(source_url.get(\"ep_end\"))\n kkeeyyb = [\n [InlineKeyboardButton(\"\ud83d\udce5 Download\", callback_data=f\"dl {message.text}\")],\n ]\n reply_markup = InlineKeyboardMarkup(kkeeyyb)\n message.reply_text(f\"\"\"\n**\ud83c\udfac Title: [{tit_url}]({imgg})**\n**{oth_names}**\n**\ud83d\udcc5 Year:** ({year})\n**\u25fc\ufe0f Type:** {type_of_show}\n**\u25fc\ufe0f Status: **{status}\n**\u25fc\ufe0f Genres: **{genres}\n**\u25fc\ufe0f Episodes: **{ep_num}\n**\u25fc\ufe0f Summary: **{plot_summary}\"\"\", reply_markup=reply_markup, parse_mode=\"markdown\")\n except:\n pass"}, {"role": "assistant", "content": "The missing line is:\n ai = lis[2].find_all('a') # .find_all('title')"}]
false
null
null
null
2203ab41754fd83888a7ede8f2f5fd8ea6441bf4
TheStack--python--010.parquet
Review this Pythoncode:Python code: #3. Un estudiante recibe una propina mensual S/. 20. # El estudiante rinde mensualmente dos exámenes. # Su papá ha decidido incentivarlo dándole una propina adicional de S/. 5 # por cada examen aprobado. Desarrolle el programa que determine el monto total de la propina. ex01=int(input("Ingrese Nota aprobatoria N°1: " )) ex02=int(input("Ingrese Nota aprobatoria N°2: " )) if ex01 >10: propina=5 else: propina=0 mensula=20 PropinaR01=propina if ex02 >10: propina02=5 else: propina02=0 PropinaR02=propina02 suma=PropinaR01+PropinaR02 MontoTota=suma+mensula print("Total Propina es =", suma,"Total Monto de propina",MontoTota)
Code Review: ✨ Improvements: Remove debug print() at line 21 before production Code looks good! Consider edge cases Add comprehensive tests
intermediate
general
code_review
Pythoncode:Python
0
0
644
false
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#3.\tUn estudiante recibe una propina mensual S/. 20.\n# El estudiante rinde mensualmente dos ex\u00e1menes. \n# Su pap\u00e1 ha decidido incentivarlo d\u00e1ndole una propina adicional de S/. 5 \n# por cada examen aprobado. Desarrolle el programa que determine el monto total de la propina.\n\nex01=int(input(\"Ingrese Nota aprobatoria N\u00b01: \" ))\nex02=int(input(\"Ingrese Nota aprobatoria N\u00b02: \" ))\nif ex01 >10:\n propina=5\nelse:\n propina=0\nmensula=20\nPropinaR01=propina\nif ex02 >10:\n propina02=5\nelse:\n propina02=0\nPropinaR02=propina02\nsuma=PropinaR01+PropinaR02\nMontoTota=suma+mensula\nprint(\"Total Propina es =\", suma,\"Total Monto de propina\",MontoTota)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u2728 Improvements:\n Remove debug print() at line 21 before production\n\n Code looks good!\n Consider edge cases\n Add comprehensive tests"}]
false
null
null
null
2205c49f3ef0db5d48ef5a3caac4aca50ee3e166
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: #MenuTitle: Adjust Kerning in Master # -*- coding: utf-8 -*- __doc__=""" Adjusts all kerning values by a specified amount. """ import vanilla optionList = [ "Multiply by", "Add", "Add Absolute", "Round by" ] class AdjustKerning( object ): def __init__( self ): # GUI: offset = 10 line = 20 windowWidth = 280 windowHeight = 2*offset+7*line windowWidthResize = 100 # user can resize width by this value Error: SyntaxError / EOF
Fixed Code: #MenuTitle: Adjust Kerning in Master # -*- coding: utf-8 -*- __doc__=""" Adjusts all kerning values by a specified amount. """ import vanilla optionList = [ "Multiply by", "Add", "Add Absolute", "Round by" ] class AdjustKerning( object ): def __init__( self ): # GUI: offset = 10 line = 20 windowWidth = 280 windowHeight = 2*offset+7*line windowWidthResize = 100 # user can resize width by this value windowHeightResize = 0 # user can resize height by this value Explanation: Complete the truncated code structure
advanced
ui
error_fixing
Pythoncode:Python
2
1
419
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#MenuTitle: Adjust Kerning in Master\n# -*- coding: utf-8 -*-\n__doc__=\"\"\"\nAdjusts all kerning values by a specified amount.\n\"\"\"\n\nimport vanilla\n\n\noptionList = [ \"Multiply by\", \"Add\", \"Add Absolute\", \"Round by\" ]\n\nclass AdjustKerning( object ):\n\tdef __init__( self ):\n\t\t# GUI:\n\t\toffset = 10\n\t\tline = 20\n\t\twindowWidth = 280\n\t\twindowHeight = 2*offset+7*line\n\t\twindowWidthResize = 100 # user can resize width by this value\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#MenuTitle: Adjust Kerning in Master\n# -*- coding: utf-8 -*-\n__doc__=\"\"\"\nAdjusts all kerning values by a specified amount.\n\"\"\"\n\nimport vanilla\n\n\noptionList = [ \"Multiply by\", \"Add\", \"Add Absolute\", \"Round by\" ]\n\nclass AdjustKerning( object ):\n\tdef __init__( self ):\n\t\t# GUI:\n\t\toffset = 10\n\t\tline = 20\n\t\twindowWidth = 280\n\t\twindowHeight = 2*offset+7*line\n\t\twindowWidthResize = 100 # user can resize width by this value\n\t\twindowHeightResize = 0 # user can resize height by this value\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
22063fb114b0ae2e6782db4748ca49323b7383b2
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: import vtk class PlotActor: def __init__(self, plotter): self.plotter = plotter self.reset() return def load_original(self, mesh): self.original = mesh self.bounds = mesh.bounds def reset(self): self.original = None self.clipped = None self.bounds = [0, 10, 0, 10, 0, 10] class ClippingBox(vtk.vtkBoxWidget): def __init__(self, plotter, plotActor): super().__init__() self.plotter = plotter self.plotActor = plotActor self.realtime_clipping = False self.HandlesOff() self.GetHandleProperty().SetOpacity(0) self.GetOutlineProperty().SetColor((1, 1, 1)) self.SetInteractor(plotter.iren.interactor) self.SetCurrentRenderer(plotter.renderer) self.SetPlaceFactor(1) self.SetRotationEnabled(False) self.SetTranslationEnabled(True) self.PlaceWidget([0, 1, 0, 1, 0, 1]) self.On() # self.AddObserver(vtk.vtkCommand.EndInteractionEvent, self.pass_planes) # _the_callback(box_widget, None)
Syntax Analysis: Fixes: • Add docstring to class 'PlotActor' • Add docstring to class 'ClippingBox' • Add docstring to function '__init__'
advanced
ui
syntax_repair
Pythoncode:Python
8
2
1,094
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport vtk\n\n\nclass PlotActor:\n def __init__(self, plotter):\n self.plotter = plotter\n self.reset()\n return\n\n def load_original(self, mesh):\n self.original = mesh\n self.bounds = mesh.bounds\n\n def reset(self):\n self.original = None\n self.clipped = None\n self.bounds = [0, 10, 0, 10, 0, 10]\n\n\nclass ClippingBox(vtk.vtkBoxWidget):\n def __init__(self, plotter, plotActor):\n super().__init__()\n self.plotter = plotter\n self.plotActor = plotActor\n self.realtime_clipping = False\n\n self.HandlesOff()\n self.GetHandleProperty().SetOpacity(0)\n self.GetOutlineProperty().SetColor((1, 1, 1))\n self.SetInteractor(plotter.iren.interactor)\n self.SetCurrentRenderer(plotter.renderer)\n self.SetPlaceFactor(1)\n self.SetRotationEnabled(False)\n self.SetTranslationEnabled(True)\n self.PlaceWidget([0, 1, 0, 1, 0, 1])\n self.On()\n # self.AddObserver(vtk.vtkCommand.EndInteractionEvent, self.pass_planes)\n # _the_callback(box_widget, None)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n\n Fixes:\n \u2022 Add docstring to class 'PlotActor'\n \u2022 Add docstring to class 'ClippingBox'\n \u2022 Add docstring to function '__init__'"}]
true
syntax
HARD_CUT
CRITICAL
2207b6b35877db58336a167d13dcd2dea7a3b1fe
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: from rest_framework import authentication from rest_framework import permissions from rest_framework import exceptions from .models import Node, Sensor, SensorData, SensorDataValue class NodeUidAuthentication(authentication.BaseAuthentication): def authenticate(self, request): node_uid = request.META.get('HTTP_X_SENSOR') or request.META.get('HTTP_SENSOR') or request.META.get('HTTP_NODE') if not node_uid: return None node_pin = request.META.get('HTTP_X_PIN') or request.META.get('HTTP_PIN', '-') try:
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 16 has no body - expected indented block • IndentationError at line 16 Fix: Complete the truncated code structure
advanced
api
error_detection
Pythoncode:Python
2
2
556
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom rest_framework import authentication\nfrom rest_framework import permissions\nfrom rest_framework import exceptions\n\nfrom .models import Node, Sensor, SensorData, SensorDataValue\n\n\nclass NodeUidAuthentication(authentication.BaseAuthentication):\n def authenticate(self, request):\n node_uid = request.META.get('HTTP_X_SENSOR') or request.META.get('HTTP_SENSOR') or request.META.get('HTTP_NODE')\n if not node_uid:\n return None\n\n node_pin = request.META.get('HTTP_X_PIN') or request.META.get('HTTP_PIN', '-')\n\n try:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 16 has no body - expected indented block\n \u2022 IndentationError at line 16\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
2207e20e121f1f4a58558a707a619fb5467cc28f
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # Copyright Materialize, Inc. All rights reserved. # # Use of this software is governed by the Business Source License # included in the LICENSE file at the root of this repository. # # As of the Change Date specified in that file, in accordance with # the Business Source License, use of this software will be governed # by the Apache License, Version 2.0. from materialize import spawn import json from typing import Dict, List from datetime import datetime, timedelta def get_old_stream_names() -> List[str]: stream_names = json.loads( spawn.capture( ["aws", "kinesis", "list-streams", "--region=us-east-2"], unicode=True ) ) if "StreamNames" not in stream_names: print(f"Expected a list of stream names, found ", stream_names) raise stream_descriptions = [ json.loads( spawn.capture( [ "aws", "kinesis", "describe-stream", "--stream-name", stream_name, "--region=us-east-2", ], unicode=True, ) )["StreamDescription"] for stream_name in stream_names["StreamNames"] ] def is_old(desc: Dict) -> bool: if "StreamCreationTimestamp" in desc: return datetime.now() - datetime.utcfromtimestamp( desc["StreamCreationTimestamp"] ) > timedelta(hours=1) else: return False old_stream_names = [ desc["StreamName"] for desc in stream_descriptions if is_old(desc) ] return old_stream_names def main() -> None: old_stream_names = get_old_stream_names() print(f"Will delete {len(old_stream_names)} old Kinesis streams") for stream_name in old_stream_names: print(f"Deleting stream {stream_name}") spawn.capture( [ "aws", "kinesis", "delete-stream", "--stream-name", stream_name, "--region=us-east-2", ] ) print(f"All deleted") if __name__ == "__main__": main()
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
3
0
2,195
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright Materialize, Inc. All rights reserved.\n#\n# Use of this software is governed by the Business Source License\n# included in the LICENSE file at the root of this repository.\n#\n# As of the Change Date specified in that file, in accordance with\n# the Business Source License, use of this software will be governed\n# by the Apache License, Version 2.0.\n\nfrom materialize import spawn\nimport json\nfrom typing import Dict, List\nfrom datetime import datetime, timedelta\n\n\ndef get_old_stream_names() -> List[str]:\n stream_names = json.loads(\n spawn.capture(\n [\"aws\", \"kinesis\", \"list-streams\", \"--region=us-east-2\"], unicode=True\n )\n )\n if \"StreamNames\" not in stream_names:\n print(f\"Expected a list of stream names, found \", stream_names)\n raise\n\n stream_descriptions = [\n json.loads(\n spawn.capture(\n [\n \"aws\",\n \"kinesis\",\n \"describe-stream\",\n \"--stream-name\",\n stream_name,\n \"--region=us-east-2\",\n ],\n unicode=True,\n )\n )[\"StreamDescription\"]\n for stream_name in stream_names[\"StreamNames\"]\n ]\n\n def is_old(desc: Dict) -> bool:\n if \"StreamCreationTimestamp\" in desc:\n return datetime.now() - datetime.utcfromtimestamp(\n desc[\"StreamCreationTimestamp\"]\n ) > timedelta(hours=1)\n else:\n return False\n\n old_stream_names = [\n desc[\"StreamName\"] for desc in stream_descriptions if is_old(desc)\n ]\n return old_stream_names\n\n\ndef main() -> None:\n old_stream_names = get_old_stream_names()\n print(f\"Will delete {len(old_stream_names)} old Kinesis streams\")\n for stream_name in old_stream_names:\n print(f\"Deleting stream {stream_name}\")\n spawn.capture(\n [\n \"aws\",\n \"kinesis\",\n \"delete-stream\",\n \"--stream-name\",\n stream_name,\n \"--region=us-east-2\",\n ]\n )\n\n print(f\"All deleted\")\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
220861c6f7ad28010436402a09f8178e101e846c
TheStack--python--010.parquet
Complete this Pythoncode:Python code: import time import random
#game function ... [1 more functiondefs truncated] ...
beginner
general
code_completion
Pythoncode:Python
0
0
89
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport time\nimport random"}, {"role": "assistant", "content": "\n#game function\n\n ... [1 more functiondefs truncated] ..."}]
false
null
null
null
220897503641e9373fd0393e3d3c99b2c6a7387f
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: from Social_Scraper.Web_Server.Network.Node import Node class Subreddit(Node): def __init__(self, sub_name, description): super().__init__(identifier=sub_name, description=description, type=str(self)) self.sub_name = sub_name
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • Code truncated in middle of expression - unexpected EOF Fix: Complete the function '__init__' body and add missing return
intermediate
api
error_detection
Pythoncode:Python
1
1
246
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom Social_Scraper.Web_Server.Network.Node import Node\n\nclass Subreddit(Node):\n def __init__(self, sub_name, description):\n super().__init__(identifier=sub_name, description=description, type=str(self))\n self.sub_name = sub_name"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n\n Fix: Complete the function '__init__' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
2209157a44be61b1824897db2d3cf230db253498
TheStack--python--010.parquet
Debug this Pythoncode:Python code: from kdict.helpers import _is_iterable_but_not_string def test_is_iterable_but_not_string(): assert _is_iterable_but_not_string([1, 2, 3]) assert _is_iterable_but_not_string({1, 2, 3, "a"}) assert _is_iterable_but_not_string({"a": 5, "b": 6}) assert _is_iterable_but_not_string((1, 2, 3)) assert not _is_iterable_but_not_string("str") assert not _is_iterable_but_not_string(5)
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 function 'test_is_iterable_but_not_string'
intermediate
testing
debugging
Pythoncode:Python
1
0
403
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom kdict.helpers import _is_iterable_but_not_string\n\n\ndef test_is_iterable_but_not_string():\n assert _is_iterable_but_not_string([1, 2, 3])\n assert _is_iterable_but_not_string({1, 2, 3, \"a\"})\n assert _is_iterable_but_not_string({\"a\": 5, \"b\": 6})\n assert _is_iterable_but_not_string((1, 2, 3))\n assert not _is_iterable_but_not_string(\"str\")\n assert not _is_iterable_but_not_string(5)"}, {"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 function 'test_is_iterable_but_not_string'"}]
false
null
null
null
2209fe10197583446ceaa1b383cb1ef2111fd256
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: # To add a new cell, type '# %%' # To add a new markdown cell, type '# %% [markdown]' # %% def search_property_details(property_link): import requests property_link = 'https://www.zillow.com/homedetails/2815-W-Avenue-K12-APT-172-Lancaster-CA-93536/20282227_zpid/' url = "https://zillow-com1.p.rapidapi.com/property" querystring = {"property_url":property_link}
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Fix: Complete the function 'search_property_details' body and add missing return
intermediate
api
error_detection
Pythoncode:Python
1
0
386
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# To add a new cell, type '# %%'\n# To add a new markdown cell, type '# %% [markdown]'\n# %%\ndef search_property_details(property_link):\n import requests\n \n property_link = 'https://www.zillow.com/homedetails/2815-W-Avenue-K12-APT-172-Lancaster-CA-93536/20282227_zpid/'\n\n\n url = \"https://zillow-com1.p.rapidapi.com/property\"\n\n querystring = {\"property_url\":property_link}"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Fix: Complete the function 'search_property_details' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
220c28682079e804bf3f1847dd42337d9be4c68b
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- from ipwhois import IPWhois import json import pickle # Ex 1.1 # Read a file called 'exercise11.txt' with IPs, create a list of targets using the data structures Lists # and Dictionaries and print them. from pprint import pprint targets = [] with open('exercise11.txt', 'r') as file: for ip in file: aux = {'ip': ip.replace('\n', '')} targets.append(aux) # pprint(targets) # Ex 1.2 # Using the Whois library see information for each target present in the list created in the previous exercise # and update the information for each IP in the list. for index, target in enumerate(targets): # Whois Lookup print(f'{index} : {target["ip"]}') lookup = IPWhois(target['ip']).lookup_whois() cidrs = [cidr for line in lookup['nets'] for cidr in line['cidr'].replace(' ', '').split(',')] description = [line['description'].replace('\n', '') for line in lookup['nets'] if line['description'] is not None] address = [line['address'].replace('\n', '') for line in lookup['nets'] if line['address'] is not None] emails = [email for line in lookup['nets'] if line['emails'] if not None for email in line['emails']] # Information retrivied target['cidrs'] = cidrs target['descriptions'] = description target['address'] = address target['emails'] = emails # Update the target list targets[index] = target # Ex 1.3 # Write in file called 'exercise13.txt' the lists of targets used in the previous exercise. with open('execises13.txt', 'w') as file_output: for target in targets: file_output.write(str(target)) file_output.write('\n') with open('execises13_json.txt', 'w') as file_output_json: file_output_json.write(json.dumps(targets)) with open('execises13_pickle.txt', 'wb') as file_output_pickle: file_output_pickle.write(pickle.dumps(targets)) # Reading targets list from file with open('execises13.txt', 'r') as file_input: print('\n----- STANDARD LOADS -----') # for line in file_input: # targets.append(dict(line)) with open('execises13_json.txt', 'r') as file_input_json: targets = json.loads(file_input_json.read()) print('\n----- JSON LOADS -----') pprint(targets) print('\n-- Error: SyntaxError: unterminated string literal
Fixed Code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- from ipwhois import IPWhois import json import pickle # Ex 1.1 # Read a file called 'exercise11.txt' with IPs, create a list of targets using the data structures Lists # and Dictionaries and print them. from pprint import pprint targets = [] with open('exercise11.txt', 'r') as file: for ip in file: aux = {'ip': ip.replace('\n', '')} targets.append(aux) Explanation: Close the string literal with matching quote
intermediate
database
error_fixing
Pythoncode:Python
0
0
2,272
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\nfrom ipwhois import IPWhois\nimport json\nimport pickle\n\n# Ex 1.1\n# Read a file called 'exercise11.txt' with IPs, create a list of targets using the data structures Lists\n# and Dictionaries and print them.\n\nfrom pprint import pprint\n\ntargets = []\n\nwith open('exercise11.txt', 'r') as file:\n for ip in file:\n aux = {'ip': ip.replace('\\n', '')}\n targets.append(aux)\n\n# pprint(targets)\n\n# Ex 1.2\n# Using the Whois library see information for each target present in the list created in the previous exercise\n# and update the information for each IP in the list.\n\nfor index, target in enumerate(targets):\n # Whois Lookup\n print(f'{index} : {target[\"ip\"]}')\n\n lookup = IPWhois(target['ip']).lookup_whois()\n cidrs = [cidr for line in lookup['nets'] for cidr in line['cidr'].replace(' ', '').split(',')]\n description = [line['description'].replace('\\n', '') for line in lookup['nets'] if line['description'] is not None]\n address = [line['address'].replace('\\n', '') for line in lookup['nets'] if line['address'] is not None]\n emails = [email for line in lookup['nets'] if line['emails'] if not None for email in line['emails']]\n\n # Information retrivied\n target['cidrs'] = cidrs\n target['descriptions'] = description\n target['address'] = address\n target['emails'] = emails\n\n # Update the target list\n targets[index] = target\n\n# Ex 1.3\n# Write in file called 'exercise13.txt' the lists of targets used in the previous exercise.\n\nwith open('execises13.txt', 'w') as file_output:\n for target in targets:\n file_output.write(str(target))\n file_output.write('\\n')\n\nwith open('execises13_json.txt', 'w') as file_output_json:\n file_output_json.write(json.dumps(targets))\n\nwith open('execises13_pickle.txt', 'wb') as file_output_pickle:\n file_output_pickle.write(pickle.dumps(targets))\n\n# Reading targets list from file\n\nwith open('execises13.txt', 'r') as file_input:\n print('\\n----- STANDARD LOADS -----')\n # for line in file_input:\n # targets.append(dict(line))\n\nwith open('execises13_json.txt', 'r') as file_input_json:\n targets = json.loads(file_input_json.read())\n\n print('\\n----- JSON LOADS -----')\n pprint(targets)\n print('\\n--\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\nfrom ipwhois import IPWhois\nimport json\nimport pickle\n\n# Ex 1.1\n# Read a file called 'exercise11.txt' with IPs, create a list of targets using the data structures Lists\n# and Dictionaries and print them.\n\nfrom pprint import pprint\n\ntargets = []\n\nwith open('exercise11.txt', 'r') as file:\n for ip in file:\n aux = {'ip': ip.replace('\\n', '')}\n targets.append(aux)\n\n\n Explanation: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
220d58e0918c0ce9de6b9308b830eaf6e3bf91bb
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: import threading from .interface import show_message import time class Task(threading.Thread): def __init__(self, buffer, callback=None, title=None, *args, **kwargs): self.buffer = buffer self._stop = threading.Event() self.result = None self.callback = callback self.done = 0 self.finished = False self.title = title threading.Thread.__init__(self, *args, **kwargs) def run(self): " Run tasks. " self._Thread__target(task=self, *self._Thread__args, **self._Thread__kwargs) # Wait for result parsing while not self.stopped(): time.sleep(.2) def stop(self): " Stop task. " self._stop.set() def stopped(self): return self._stop.isSet() def stop_queue(): " Stop all tasks. " for thread in threading.enumerate(): if isinstance(thread, Task): thread.stop() show_message('%s stopped.' % thread.title) def add_task(target, callback=None, buffer=None, title=None, *args, **kwargs): " Add all tasks. " task = Task(buffer, title=title, ta
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 45 - expected ')' • Block at line 6 has no indented body Fixes: • Complete the expression on the last line • Add closing ')' bracket • Review code syntax
advanced
machine_learning
syntax_repair
Pythoncode:Python
7
1
1,136
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport threading\nfrom .interface import show_message\nimport time\n\n\nclass Task(threading.Thread):\n\n def __init__(self, buffer, callback=None, title=None, *args, **kwargs):\n self.buffer = buffer\n self._stop = threading.Event()\n self.result = None\n self.callback = callback\n self.done = 0\n self.finished = False\n self.title = title\n threading.Thread.__init__(self, *args, **kwargs)\n\n def run(self):\n \" Run tasks. \"\n self._Thread__target(task=self, *self._Thread__args, **self._Thread__kwargs)\n\n # Wait for result parsing\n while not self.stopped():\n time.sleep(.2)\n\n def stop(self):\n \" Stop task. \"\n self._stop.set()\n\n def stopped(self):\n return self._stop.isSet()\n\n\ndef stop_queue():\n \" Stop all tasks. \"\n for thread in threading.enumerate():\n if isinstance(thread, Task):\n thread.stop()\n show_message('%s stopped.' % thread.title)\n\n\ndef add_task(target, callback=None, buffer=None, title=None, *args, **kwargs):\n \" Add all tasks. \"\n\n task = Task(buffer, title=title, ta"}, {"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 45 - expected ')'\n \u2022 Block at line 6 has no indented body\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MID_STRING
CRITICAL
220d83971dc2ce007c674a09a95d458f14926a9a
TheStack--python--010.parquet
Debug this Pythoncode:Python code: def readline(): import sys return sys.stdin.buffer \ .readline().rstrip() def readline_ints(): import numpy as np return np.fromstring( string=readline().decode(), dtype=np.int64, sep=' ', ) import numpy as np def solve(k, m, a, c): dtype = np.uint32 bitmat = BitwiseMatUtil( dtype=dtype, ) d = np.eye( N=k, M=k, k=-1, dtype=dtype, ) * bitmat.mask d[0] = c if m <= k: print(a[m - 1]) return a = a[::-1][:, None] d = bitmat.pow(d, m - k) a = bitmat.dot(d, a) print(a.ravel()[0]) def main(): k, m = readline_ints() a = readline_ints() c = readline_ints() solve(k, m, a, c) class BitwiseMatUtil: def __init__( self, dtype: np.dtype=np.uint32, ): self.dtype = dtype @property def mask(self): return np.iinfo( self.dtype, ).max @property def mul_identity( self, ): e = np.identity( self.n, dtype=self.dtype, ) np.fill_diagonal( e, self.mask, ) return e @staticmethod def dot( a: np.ndarray, b: np.ndarray, ) -> np.ndarray: c = np.bitwise_xor.reduce( a[:, None, :] & b.T[None, ...], axis=-1, ) return c def pow( self, a: np.ndarray, n: int, ) -> np.ndarray: if n == 0: self.n = a.shape[0] return self.mul_identity x = self.pow(a, n >> 1) x = self.dot(x, x) if n & 1: x = self.dot(x, a) return x if __name__ == '__main__': main()
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 3 Unexpected indentation at line 4 Unexpected indentation at line 9 Unexpected indentation at line 10 💡 Suggestions: Add docstring to function 'solve' Add docstring to function 'main' Add docstring to class 'BitwiseMatUtil'
advanced
ui
debugging
Pythoncode:Python
9
1
1,540
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\ndef readline():\n import sys \n return sys.stdin.buffer \\\n .readline().rstrip()\n\n\ndef readline_ints():\n import numpy as np\n return np.fromstring(\n string=readline().decode(), \n dtype=np.int64, \n sep=' ',\n )\n\n\n\nimport numpy as np\ndef solve(k, m, a, c):\n dtype = np.uint32\n bitmat = BitwiseMatUtil(\n dtype=dtype,\n )\n d = np.eye(\n N=k, \n M=k, \n k=-1, \n dtype=dtype,\n ) * bitmat.mask\n\n d[0] = c\n if m <= k: \n print(a[m - 1])\n return \n \n a = a[::-1][:, None]\n d = bitmat.pow(d, m - k)\n a = bitmat.dot(d, a)\n print(a.ravel()[0])\n\n\ndef main():\n k, m = readline_ints()\n a = readline_ints()\n c = readline_ints()\n solve(k, m, a, c)\n\n\n\nclass BitwiseMatUtil:\n \n\n def __init__(\n self,\n dtype: np.dtype=np.uint32,\n ):\n self.dtype = dtype\n\n \n @property\n def mask(self):\n return np.iinfo(\n self.dtype,\n ).max \n \n\n @property\n def mul_identity(\n self,\n ):\n e = np.identity(\n self.n, \n dtype=self.dtype,\n )\n np.fill_diagonal(\n e,\n self.mask,\n )\n return e\n\n\n @staticmethod\n def dot(\n a: np.ndarray,\n b: np.ndarray,\n ) -> np.ndarray:\n c = np.bitwise_xor.reduce(\n a[:, None, :]\n & b.T[None, ...],\n axis=-1,\n )\n return c\n \n \n def pow(\n self,\n a: np.ndarray,\n n: int,\n ) -> np.ndarray:\n if n == 0:\n self.n = a.shape[0]\n return self.mul_identity\n x = self.pow(a, n >> 1)\n x = self.dot(x, x)\n if n & 1:\n x = self.dot(x, a)\n return x\n\n\nif __name__ == '__main__':\n main()"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 3\n Unexpected indentation at line 4\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n\n\ud83d\udca1 Suggestions:\n Add docstring to function 'solve'\n Add docstring to function 'main'\n Add docstring to class 'BitwiseMatUtil'"}]
false
null
null
null
220eee9526692737e29b1fc2ea32da5288484e92
TheStack--python--010.parquet
Explain this Pythoncode:Python code: # coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. class InputExample(object): """A single training/test example for simple sequence classification.""" def __init__(self, guid, text_a, text_b=None, label=None): """Constructs a InputExample. Args: guid: Unique id for the example. text_a: string. The untokenized text of the first sequence. For single sequence tasks, only this sequence must be specified. text_b: (Optional) string. The untokenized text of the second sequence. Only must be specified for sequence pair tasks. label: (Optional) string. The label of the example. This should be specified for train and dev examples, but not for test examples. """ self.guid = guid self.text_a = text_a self.text_b = text_b self.label = label class InputFeatures(object): """A single set of features of data.""" def __init__(self, input_ids, input_mask, segment_ids, label_id): self.input_ids = input_ids self.input_mask = input_mask self.segment_ids = segment_ids self.label_id = label_id class DataProcessor(object): """Base class for data converters for sequence classification data sets.""" def __init__(self): # 定义一个默认序列长度,如果需要,需要时才用,数据处理时阶段数据,和训练预测时的传入的args的max_seq_length是尽量保持一致的 max_seq_length = 128 def get_train_examples(self, data_dir): """Gets a collection of `InputExample`s for the train set.""" raise NotImplementedError() def get_dev_examples(self, data_dir): """Gets a collection of `InputExample`s for the dev set.""" raise NotImplementedError() def get_labels(self): """Gets the list of labels for this data set.""" raise NotImplementedError() @classmethod def _read_tsv(cls, input_file, quotechar=None): """Reads a tab separated value file.""" with open(input_file, "r", encoding="utf-8-sig") as f: reader = csv.reader(f, delimiter="\t", quotechar=quotechar) lines = [] for line in reader: lines.append(line) return lines @classmethod ... [81 more functiondefs truncated] ...
Functions: __init__, __init__, __init__, get_train_examples, get_dev_examples Classes: InputExample, InputFeatures, DataProcessor This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
7
3
2,931
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# coding=utf-8\n# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.\n# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\nclass InputExample(object):\n \"\"\"A single training/test example for simple sequence classification.\"\"\"\n\n def __init__(self, guid, text_a, text_b=None, label=None):\n \"\"\"Constructs a InputExample.\n\n Args:\n guid: Unique id for the example.\n text_a: string. The untokenized text of the first sequence. For single\n sequence tasks, only this sequence must be specified.\n text_b: (Optional) string. The untokenized text of the second sequence.\n Only must be specified for sequence pair tasks.\n label: (Optional) string. The label of the example. This should be\n specified for train and dev examples, but not for test examples.\n \"\"\"\n self.guid = guid\n self.text_a = text_a\n self.text_b = text_b\n self.label = label\n\n\nclass InputFeatures(object):\n \"\"\"A single set of features of data.\"\"\"\n\n def __init__(self, input_ids, input_mask, segment_ids, label_id):\n self.input_ids = input_ids\n self.input_mask = input_mask\n self.segment_ids = segment_ids\n self.label_id = label_id\n\n\nclass DataProcessor(object):\n \"\"\"Base class for data converters for sequence classification data sets.\"\"\"\n def __init__(self):\n # \u5b9a\u4e49\u4e00\u4e2a\u9ed8\u8ba4\u5e8f\u5217\u957f\u5ea6\uff0c\u5982\u679c\u9700\u8981\uff0c\u9700\u8981\u65f6\u624d\u7528\uff0c\u6570\u636e\u5904\u7406\u65f6\u9636\u6bb5\u6570\u636e\uff0c\u548c\u8bad\u7ec3\u9884\u6d4b\u65f6\u7684\u4f20\u5165\u7684args\u7684max_seq_length\u662f\u5c3d\u91cf\u4fdd\u6301\u4e00\u81f4\u7684\n max_seq_length = 128\n def get_train_examples(self, data_dir):\n \"\"\"Gets a collection of `InputExample`s for the train set.\"\"\"\n raise NotImplementedError()\n\n def get_dev_examples(self, data_dir):\n \"\"\"Gets a collection of `InputExample`s for the dev set.\"\"\"\n raise NotImplementedError()\n\n def get_labels(self):\n \"\"\"Gets the list of labels for this data set.\"\"\"\n raise NotImplementedError()\n\n @classmethod\n def _read_tsv(cls, input_file, quotechar=None):\n \"\"\"Reads a tab separated value file.\"\"\"\n with open(input_file, \"r\", encoding=\"utf-8-sig\") as f:\n reader = csv.reader(f, delimiter=\"\\t\", quotechar=quotechar)\n lines = []\n for line in reader:\n lines.append(line)\n return lines\n @classmethod\n\n ... [81 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__, __init__, __init__, get_train_examples, get_dev_examples\n Classes: InputExample, InputFeatures, DataProcessor\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
2211af67c9350281ac488068da15dcdf3c741bc2
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: import os from celery.schedules import crontab basedir = os.path.abspath(os.path.dirname(__file__)) MYSQL_DATABASE_USER = 'root' #MYSQL_DATABASE_PASSWORD = 'ayappa2017' MYSQL_DATABASE_DB = 'sigmaex2' #MYSQL_DATABASE_HOST = 'sigmaex2.cw95aecewzqi.us-west-2.rds.amazonaws.com' MYSQL_DATABASE_HOST = '127.0.0.1:3306' DEBUG = True TEMPLATE_URL = 'https://s3-us-west-2.amazonaws.com/sigmaex2dockertemplate/sigma.tmpl' #TEMPLATE_URL = 'https://editions-us-east-1.s3.amazonaws.com/aws/stable/Docker.tmpl' #REGISTRY_URL='sigmaxm.com:5000' REGISTRY_URL='https://hub.docker.com' REGISTRY_USERNAME='sigmaex2' REGISTRY_PASSWORD='Ayappa2017@' #SQLALCHEMY_DATABASE_URI = 'mysql://sigmaex2:ayappa2017@sigmaex2.cw95aecewzqi.us-west-2.rds.amazonaws.com/sigmaex2' SQLALCHEMY_DATABASE_URI = 'mysql://root@127.0.0.1:3306/sigmaex2' SQLA Error: SyntaxError / EOF
Fixed Code: import os from celery.schedules import crontab basedir = os.path.abspath(os.path.dirname(__file__)) MYSQL_DATABASE_USER = 'root' #MYSQL_DATABASE_PASSWORD = 'ayappa2017' MYSQL_DATABASE_DB = 'sigmaex2' #MYSQL_DATABASE_HOST = 'sigmaex2.cw95aecewzqi.us-west-2.rds.amazonaws.com' MYSQL_DATABASE_HOST = '127.0.0.1:3306' DEBUG = True TEMPLATE_URL = 'https://s3-us-west-2.amazonaws.com/sigmaex2dockertemplate/sigma.tmpl' #TEMPLATE_URL = 'https://editions-us-east-1.s3.amazonaws.com/aws/stable/Docker.tmpl' #REGISTRY_URL='sigmaxm.com:5000' REGISTRY_URL='https://hub.docker.com' REGISTRY_USERNAME='sigmaex2' REGISTRY_PASSWORD='Ayappa2017@' #SQLALCHEMY_DATABASE_URI = 'mysql://sigmaex2:ayappa2017@sigmaex2.cw95aecewzqi.us-west-2.rds.amazonaws.com/sigmaex2' SQLALCHEMY_DATABASE_URI = 'mysql://root@127.0.0.1:3306/sigmaex2' SQLALCHEMY_TRACK_MODIFICATIONS=False Explanation: Complete the truncated code structure
intermediate
api
error_fixing
Pythoncode:Python
0
0
817
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport os\n\nfrom celery.schedules import crontab\n\nbasedir = os.path.abspath(os.path.dirname(__file__))\nMYSQL_DATABASE_USER = 'root'\n#MYSQL_DATABASE_PASSWORD = 'ayappa2017'\nMYSQL_DATABASE_DB = 'sigmaex2'\n#MYSQL_DATABASE_HOST = 'sigmaex2.cw95aecewzqi.us-west-2.rds.amazonaws.com'\nMYSQL_DATABASE_HOST = '127.0.0.1:3306'\nDEBUG = True\nTEMPLATE_URL = 'https://s3-us-west-2.amazonaws.com/sigmaex2dockertemplate/sigma.tmpl'\n#TEMPLATE_URL = 'https://editions-us-east-1.s3.amazonaws.com/aws/stable/Docker.tmpl'\n#REGISTRY_URL='sigmaxm.com:5000'\nREGISTRY_URL='https://hub.docker.com'\nREGISTRY_USERNAME='sigmaex2'\nREGISTRY_PASSWORD='Ayappa2017@'\n#SQLALCHEMY_DATABASE_URI = 'mysql://sigmaex2:ayappa2017@sigmaex2.cw95aecewzqi.us-west-2.rds.amazonaws.com/sigmaex2'\nSQLALCHEMY_DATABASE_URI = 'mysql://root@127.0.0.1:3306/sigmaex2'\nSQLA\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport os\n\nfrom celery.schedules import crontab\n\nbasedir = os.path.abspath(os.path.dirname(__file__))\nMYSQL_DATABASE_USER = 'root'\n#MYSQL_DATABASE_PASSWORD = 'ayappa2017'\nMYSQL_DATABASE_DB = 'sigmaex2'\n#MYSQL_DATABASE_HOST = 'sigmaex2.cw95aecewzqi.us-west-2.rds.amazonaws.com'\nMYSQL_DATABASE_HOST = '127.0.0.1:3306'\nDEBUG = True\nTEMPLATE_URL = 'https://s3-us-west-2.amazonaws.com/sigmaex2dockertemplate/sigma.tmpl'\n#TEMPLATE_URL = 'https://editions-us-east-1.s3.amazonaws.com/aws/stable/Docker.tmpl'\n#REGISTRY_URL='sigmaxm.com:5000'\nREGISTRY_URL='https://hub.docker.com'\nREGISTRY_USERNAME='sigmaex2'\nREGISTRY_PASSWORD='Ayappa2017@'\n#SQLALCHEMY_DATABASE_URI = 'mysql://sigmaex2:ayappa2017@sigmaex2.cw95aecewzqi.us-west-2.rds.amazonaws.com/sigmaex2'\nSQLALCHEMY_DATABASE_URI = 'mysql://root@127.0.0.1:3306/sigmaex2'\nSQLALCHEMY_TRACK_MODIFICATIONS=False\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
2213a4e321b6dd3bd35dde9ea96449029547d3f2
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: from flask import current_app as app from flask_login import login_user, logout_user, current_user from datetime import datetime from .. import login class Cartesian: def __init__(self, uid, pid, quantity, price): self.uid = uid self.pid = pid self.price = price self.quantity = quantity @staticmethod def get(uid): rows = app.db.execute(''' SELECT Users.firstname, Products.pid, CARTS.quantity, Products.price FROM CARTS, Users, Products WHERE uid = :uid AND CARTS.uid = Users.id AND CARTS.pid = Products.pid ''', uid=uid) return [Cartesian(*row) for row in rows] if rows else None @staticmethod def getspecific(uid,pid): rows = app.db.execute(''' SELECT Users.firstname, Products.pid, CARTS.quantity, Products.price FROM CARTS, Users, Products WHERE uid = :uid AND Products.pid = :pid AND CARTS.uid = Users.id AND CARTS.pid = Products.pid ''', uid=uid, pid = pid) return Cartesian(*(rows[0])) if rows else None @staticmethod def addToCart(uid, pid, quantity): try: rows = app.db.execute(""" SELECT price FROM Products WHERE pid = :pid """, pid=pid) price = rows[0].price rows = app.db.execute(""" INSERT INTO CARTS(uid, pid, quantity) VALUES(:u
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 16 • Unclosed '(' at line 45 - expected ')' • Unclosed '(' at line 47 - expected ')' Fixes: • Add closing quote at line 16 • Add closing ')' bracket • Add closing ')' bracket
advanced
ui
syntax_repair
Pythoncode:Python
6
1
1,434
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom flask import current_app as app\nfrom flask_login import login_user, logout_user, current_user\nfrom datetime import datetime\nfrom .. import login\n\nclass Cartesian:\n def __init__(self, uid, pid, quantity, price):\n self.uid = uid\n self.pid = pid\n self.price = price\n self.quantity = quantity\n\n \n @staticmethod\n def get(uid):\n rows = app.db.execute('''\nSELECT Users.firstname, Products.pid, CARTS.quantity, Products.price\nFROM CARTS, Users, Products\nWHERE uid = :uid AND CARTS.uid = Users.id AND CARTS.pid = Products.pid\n''',\n uid=uid)\n return [Cartesian(*row) for row in rows] if rows else None\n \n @staticmethod\n def getspecific(uid,pid):\n rows = app.db.execute('''\nSELECT Users.firstname, Products.pid, CARTS.quantity, Products.price\nFROM CARTS, Users, Products\nWHERE uid = :uid AND Products.pid = :pid AND CARTS.uid = Users.id AND CARTS.pid = Products.pid\n''',\n uid=uid,\n pid = pid)\n return Cartesian(*(rows[0])) if rows else None\n\n\n @staticmethod\n def addToCart(uid, pid, quantity):\n try:\n rows = app.db.execute(\"\"\"\n SELECT price\n FROM Products\n WHERE pid = :pid\n \"\"\", pid=pid)\n price = rows[0].price\n rows = app.db.execute(\"\"\"\nINSERT INTO CARTS(uid, pid, quantity)\nVALUES(:u"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 16\n \u2022 Unclosed '(' at line 45 - expected ')'\n \u2022 Unclosed '(' at line 47 - expected ')'\n\n Fixes:\n \u2022 Add closing quote at line 16\n \u2022 Add closing ')' bracket\n \u2022 Add closing ')' bracket"}]
true
syntax
MID_STRING
CRITICAL
2213d9bad54648a17a9ba0e09e4b15a2e8caf5a9
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: ... [4 more functiondefs truncated] ...
Error Analysis: Error Type: UNKNOWN Error: Unknown error Detected Errors: • Code truncated in middle of expression - unexpected EOF • Invalid syntax at line 2: ... [4 more functiondefs truncated] ...
beginner
general
error_detection
Pythoncode:Python
0
0
47
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: UNKNOWN\n Error: Unknown error\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Invalid syntax at line 2: ... [4 more functiondefs truncated] ..."}]
true
syntax
UNKNOWN
UNKNOWN
2215d103379f438228e51d4ef62561c868afec32
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: import random #generates a random board with the given dimensions. def random_board(length, width): possible_tiles = ['-', '-', '-', '$'] return [[possible_tiles[random.randint(0,3)] for i in range(length)] for j in range(width)] #returns the number of uncleared tiles in the board def money_left(board): return sum([len([val for val in row if val == '$']) for row in board]) #moves karel using the given move function def move_karel(karel, length, width, move_function): change = move_function(karel[0], karel[1], length, width) if change == "UP": karel[1] -= 1 if change == "DOWN": karel[1] += 1 if change == "LEFT": karel[0] -= 1 if change == "RIGHT": karel[0] += 1 #a very basic moving algorithm: can you do better? def dumb_move(cur_x, cur_y, board_length, board_width): if cur_x == 0 and cur_y % 2 == 1: return "DOWN" elif cur_x == board_length - 1 and cur_y % 2 == 0: return "DOWN" elif cur_y % 2 is 0: # Complete this line else: return "LEFT" #nicely prints board! def print_board(board): for row in board: print("".join(row)) #runs the karel program if __name__ == "__main__": #initialize board and karel position length, width = 5,5 board = random_board(length, width) karel = [0,0] print_board(board) #note that you shouldn't take more than 25 moves, the dumb solution for i in range(2 * length * width): print(karel) if board[karel[0]][karel[1]] == '$': board[karel[0]][karel[1]] = '-' if money_left(board) == 0: print("%d moves total" % i) break move_karel(karel, length, width, dumb_move) if money_left(board) > 0: print("Uh oh! Your karel didn't pick up all the money!")
The missing line is: return "RIGHT"
intermediate
machine_learning
fill_in_the_blank
Pythoncode:Python
5
0
1,827
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport random\n\n#generates a random board with the given dimensions.\ndef random_board(length, width):\n possible_tiles = ['-', '-', '-', '$']\n return [[possible_tiles[random.randint(0,3)] for i in range(length)] for j in range(width)]\n\n#returns the number of uncleared tiles in the board\ndef money_left(board):\n return sum([len([val for val in row if val == '$']) for row in board])\n\n#moves karel using the given move function\ndef move_karel(karel, length, width, move_function):\n change = move_function(karel[0], karel[1], length, width)\n if change == \"UP\":\n karel[1] -= 1\n if change == \"DOWN\":\n karel[1] += 1\n if change == \"LEFT\":\n karel[0] -= 1\n if change == \"RIGHT\":\n karel[0] += 1\n\n#a very basic moving algorithm: can you do better?\ndef dumb_move(cur_x, cur_y, board_length, board_width):\n if cur_x == 0 and cur_y % 2 == 1:\n return \"DOWN\"\n elif cur_x == board_length - 1 and cur_y % 2 == 0:\n return \"DOWN\"\n elif cur_y % 2 is 0:\n # Complete this line\n else:\n return \"LEFT\"\n\n#nicely prints board!\ndef print_board(board):\n for row in board:\n print(\"\".join(row))\n\n#runs the karel program\nif __name__ == \"__main__\":\n #initialize board and karel position\n length, width = 5,5\n board = random_board(length, width)\n karel = [0,0]\n print_board(board)\n #note that you shouldn't take more than 25 moves, the dumb solution\n for i in range(2 * length * width):\n print(karel)\n if board[karel[0]][karel[1]] == '$':\n board[karel[0]][karel[1]] = '-'\n if money_left(board) == 0:\n print(\"%d moves total\" % i)\n break\n move_karel(karel, length, width, dumb_move)\n if money_left(board) > 0:\n print(\"Uh oh! Your karel didn't pick up all the money!\")"}, {"role": "assistant", "content": "The missing line is:\n return \"RIGHT\""}]
false
null
null
null
2216a2cb81471e53f8453e8dabcfae6af7eabafc
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: from django.shortcuts import render, redirect from django.contrib import messages from .forms import UserRegistrationForm, MessageForm from .models import MessageBoards, Messages, Course from django.views.generic import ListView from django.contrib.auth.decorators import login_required from AcadeMe import views def register(request): if request.method == 'POST': form = UserRegistrationForm(request.POST) if form.is_valid(): form.save() message = "Your account has been created. You can log in now!" messages.success(request, f'{message}') return redirect('login') else: form = UserRegistrationForm() context = {'form': form} return render(request, '../templates/registration/registration.html', context) class SearchResultsView(ListView): model = Course template_name = 'search.html' def get_queryset(self): query = self.request.GET.get('q') object_list = Course.objects.filter(name__icontains=query) return object_list @login_required(login_url="/login/") def msgboard(request): course_id = request.GET.get('course_id') print(course_id) course = Course.get_course_by_id(course_id) board = MessageBoards.get_msgboard_by_course(course) messages = Messages.objects.filter(board=board) form = MessageForm(initial={'userID': request.u
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 43 - expected ')' • Unclosed '{' at line 43 - expected '}' Fix: Complete the truncated code structure
advanced
api
error_detection
Pythoncode:Python
3
1
1,390
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom django.shortcuts import render, redirect\nfrom django.contrib import messages\nfrom .forms import UserRegistrationForm, MessageForm\nfrom .models import MessageBoards, Messages, Course\nfrom django.views.generic import ListView\nfrom django.contrib.auth.decorators import login_required\nfrom AcadeMe import views\n\n\ndef register(request):\n if request.method == 'POST':\n form = UserRegistrationForm(request.POST)\n if form.is_valid():\n form.save()\n message = \"Your account has been created. You can log in now!\"\n messages.success(request, f'{message}')\n return redirect('login')\n else:\n form = UserRegistrationForm()\n\n context = {'form': form}\n return render(request, '../templates/registration/registration.html', context)\n\n\nclass SearchResultsView(ListView):\n model = Course\n template_name = 'search.html'\n\n def get_queryset(self):\n query = self.request.GET.get('q')\n object_list = Course.objects.filter(name__icontains=query)\n\n return object_list\n\n\n@login_required(login_url=\"/login/\")\ndef msgboard(request):\n course_id = request.GET.get('course_id')\n print(course_id)\n course = Course.get_course_by_id(course_id)\n board = MessageBoards.get_msgboard_by_course(course)\n messages = Messages.objects.filter(board=board)\n form = MessageForm(initial={'userID': request.u"}, {"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 43 - expected ')'\n \u2022 Unclosed '{' at line 43 - expected '}'\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
22176fd5b12a1f35d060a4d37667676dd582e7c4
TheStack--python--010.parquet
Explain this Pythoncode:Python code: import h5py import multiprocessing import xml.etree.ElementTree as ET from glob import glob from tqdm import tqdm from functools import partial from utils import * from argparse import ArgumentParser class Dataset(): """Dataset class to read images and sentences from base (raw files)""" def __init__(self, source, transcription): self.source = source self.transcription = transcription self.dataset = None self.partitions = ['train', 'valid', 'test'] def read_partitions(self): """Read images and sentences from dataset""" dataset = self.mnist_hwr() if not self.dataset: self.dataset = self._init_dataset() for y in self.partitions: self.dataset[y]['dt'] += dataset[y]['dt'] self.dataset[y]['gt'] += dataset[y]['gt'] def save_partitions(self, target, image_input_size, max_text_length): """Save images and sentences from dataset""" os.makedirs(os.path.dirname(target), exist_ok=True) total = 0 with h5py.File(target, "w") as hf: for pt in self.partitions: self.dataset[pt] = self.check_text(self.dataset[pt], max_text_length) size = (len(self.dataset[pt]['dt']),) + image_input_size[:2] total += size[0] dummy_image = np.zeros(size, dtype=np.uint8) dummy_sentence = [("c" * max_text_length).encode()] * size[0] hf.create_dataset(f"{pt}/dt", data=dummy_image, compression="gzip", compression_opts=9) hf.create_dataset(f"{pt}/gt", data=dummy_sentence, compression="gzip", compression_opts=9) pbar = tqdm(total=total) batch_size = 1024 for pt in self.partitions: for batch in range(0, len(self.dataset[pt]['gt']), batch_size): images = [] with multiprocessing.Pool(multiprocessing.cpu_count()) as pool: r = pool.map(partial(preprocess, input_size=image_input_size), self.dataset[pt]['dt'][batch:batch + batch_size]) images.append(r) pool.close() pool.join() with h5py.File(target, "a") as hf: hf[f"{pt}/dt"][batch:batch + batch_size] = images hf[f"{pt}/gt"][batch:batch + batch_size] = [s.encode() for s in self.dataset[pt] ['gt'][batch:batch + batch_size]] pbar.update(batch_size) def _init_dataset(self): dataset = dict() for i in self.partitions: dataset[i] = {"dt": [], "gt": []} return dataset ... [3 more functiondefs truncated] ...
Functions: __init__, read_partitions, save_partitions, _init_dataset Classes: Dataset This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
4
1
2,799
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport h5py\nimport multiprocessing\nimport xml.etree.ElementTree as ET\n\nfrom glob import glob\nfrom tqdm import tqdm\nfrom functools import partial\n\nfrom utils import *\n\nfrom argparse import ArgumentParser\n\nclass Dataset():\n \"\"\"Dataset class to read images and sentences from base (raw files)\"\"\"\n\n def __init__(self, source, transcription):\n self.source = source\n self.transcription = transcription\n self.dataset = None\n self.partitions = ['train', 'valid', 'test']\n\n def read_partitions(self):\n \"\"\"Read images and sentences from dataset\"\"\"\n\n dataset = self.mnist_hwr()\n\n if not self.dataset:\n self.dataset = self._init_dataset()\n\n for y in self.partitions:\n self.dataset[y]['dt'] += dataset[y]['dt']\n self.dataset[y]['gt'] += dataset[y]['gt']\n\n def save_partitions(self, target, image_input_size, max_text_length):\n \"\"\"Save images and sentences from dataset\"\"\"\n\n os.makedirs(os.path.dirname(target), exist_ok=True)\n total = 0\n\n with h5py.File(target, \"w\") as hf:\n for pt in self.partitions:\n self.dataset[pt] = self.check_text(self.dataset[pt], max_text_length)\n size = (len(self.dataset[pt]['dt']),) + image_input_size[:2]\n total += size[0]\n\n dummy_image = np.zeros(size, dtype=np.uint8)\n dummy_sentence = [(\"c\" * max_text_length).encode()] * size[0]\n\n hf.create_dataset(f\"{pt}/dt\", data=dummy_image, compression=\"gzip\", compression_opts=9)\n hf.create_dataset(f\"{pt}/gt\", data=dummy_sentence, compression=\"gzip\", compression_opts=9)\n\n pbar = tqdm(total=total)\n batch_size = 1024\n\n for pt in self.partitions:\n for batch in range(0, len(self.dataset[pt]['gt']), batch_size):\n images = []\n\n with multiprocessing.Pool(multiprocessing.cpu_count()) as pool:\n r = pool.map(partial(preprocess, input_size=image_input_size),\n self.dataset[pt]['dt'][batch:batch + batch_size])\n images.append(r)\n pool.close()\n pool.join()\n\n with h5py.File(target, \"a\") as hf:\n hf[f\"{pt}/dt\"][batch:batch + batch_size] = images\n hf[f\"{pt}/gt\"][batch:batch + batch_size] = [s.encode() for s in self.dataset[pt]\n ['gt'][batch:batch + batch_size]]\n pbar.update(batch_size)\n\n def _init_dataset(self):\n dataset = dict()\n\n for i in self.partitions:\n dataset[i] = {\"dt\": [], \"gt\": []}\n\n return dataset\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__, read_partitions, save_partitions, _init_dataset\n Classes: Dataset\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
22177e0eb81efd73fc8a8b177a2e1ce4e2db3ee2
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: class GeneratePartitionSqls(GenerateSqls): def create_tb_string(self, tablename, storage_type, partitions, compression='no'): '''Generates the create table string''' storage_orientation = {'ao':'row', 'co': 'column'} if storage_type == 'co': col_count = 100 else: col_count = 10 table_definition = self.column_generation(col_count) drop_table_str = "DROP TABLE IF EXISTS %s;\n" % tablename create_table_str = drop_table_str + "Create table " + tablename + "(" + table_definition + ")" part_string = "\nPARTITION BY RANGE(c1) ( \n start (1) end (%s) every (1) \n );" % partitions compression_list = ['quicklz', 'zlib'] if storage_type == "co" or storage_type == "ao" : create_table_str = create_table_str + " WITH(appendonly = true, orientation = " + storage_orientation[storage_type] + ") " if compression == "yes" : create_table_str = create_table_str[:-2] + ", compresstype = " + random.choice(compression_list) + ") " # Complete this line create_table_str = create_table_str + part_string return create_table_str def create_tables(self, table_type, storage_type, no_of_tables, no_of_partitions,compression='no'): ''' Generate the DDLs for different types of tables ''' no_of_partitions = no_of_partitions + 1 if storage_type == 'co': col_count = 100 else: col_count = 10 filename = self.local_path('%s.sql' % table_type) file = open(filename , "w") self.writeConcurrentcyIteration(file,1,1) file.write("BEGIN;\n") filename = self.local_path('%s.ans' % table_type) file_ans = open(filename, "w") for t in range(1, no_of_tables+1): tablename = '%s_table_%s' % (table_type, t) create_table_str = self.create_tb_string(tablename, storage_type, no_of_partitions, compression) file.write('%s \n' % create_table_str) def generate_sqls(self, no_of_tables = 1 , no_of_partitions = 50): for storage_type in ('ao', 'co', 'heap'): self.create_tables(storage_type, storage_type,no_of_tables,no_of_partitions,'no') if storage_type != 'heap' : self.create_tables(storage_type + "_compr", storage_type, no_of_tables,no_of_partitions,"yes")
The missing line is:
advanced
database
fill_in_the_blank
Pythoncode:Python
3
1
2,530
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nclass GeneratePartitionSqls(GenerateSqls):\n \n def create_tb_string(self, tablename, storage_type, partitions, compression='no'):\n '''Generates the create table string'''\n storage_orientation = {'ao':'row', 'co': 'column'}\n if storage_type == 'co':\n col_count = 100\n else:\n col_count = 10\n \n table_definition = self.column_generation(col_count)\n \n drop_table_str = \"DROP TABLE IF EXISTS %s;\\n\" % tablename\n \n create_table_str = drop_table_str + \"Create table \" + tablename + \"(\" + table_definition + \")\"\n\n part_string = \"\\nPARTITION BY RANGE(c1) ( \\n start (1) end (%s) every (1) \\n );\" % partitions\n \n compression_list = ['quicklz', 'zlib']\n \n if storage_type == \"co\" or storage_type == \"ao\" :\n create_table_str = create_table_str + \" WITH(appendonly = true, orientation = \" + storage_orientation[storage_type] + \") \"\n if compression == \"yes\" :\n create_table_str = create_table_str[:-2] + \", compresstype = \" + random.choice(compression_list) + \") \"\n # Complete this line\n create_table_str = create_table_str + part_string\n \n return create_table_str\n \n def create_tables(self, table_type, storage_type, no_of_tables, no_of_partitions,compression='no'):\n ''' Generate the DDLs for different types of tables '''\n \n no_of_partitions = no_of_partitions + 1\n \n if storage_type == 'co':\n col_count = 100\n else:\n col_count = 10\n \n filename = self.local_path('%s.sql' % table_type)\n file = open(filename , \"w\")\n self.writeConcurrentcyIteration(file,1,1)\n file.write(\"BEGIN;\\n\")\n filename = self.local_path('%s.ans' % table_type)\n file_ans = open(filename, \"w\")\n \n for t in range(1, no_of_tables+1):\n tablename = '%s_table_%s' % (table_type, t)\n create_table_str = self.create_tb_string(tablename, storage_type, no_of_partitions, compression)\n file.write('%s \\n' % create_table_str)\n \n\n def generate_sqls(self, no_of_tables = 1 , no_of_partitions = 50):\n \n for storage_type in ('ao', 'co', 'heap'):\n self.create_tables(storage_type, storage_type,no_of_tables,no_of_partitions,'no')\n if storage_type != 'heap' :\n self.create_tables(storage_type + \"_compr\", storage_type, no_of_tables,no_of_partitions,\"yes\")"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
2218a82d4eb482cab8e1bf9c6b8d21567c0f8ecd
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: #! /usr/bin/env python3 # -*- coding: utf-8 -*- """ ## Command ``d`` Open the file manager to your favourite directories with ease. ### Example ``` $ cd ~/Documents/games $ # open the current working directory, here '~/Documents/games' $ d $ # associate permanently the key 'films' to '~/Documents/films' $ pyqo d add films /home/pyqo/Documents/films $ # open '~/Documents/films' $ d films
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 3 • SyntaxError: unterminated triple-quoted string literal (detected at line 17) at line 3 Fix: Complete the truncated code structure
intermediate
machine_learning
error_detection
Pythoncode:Python
1
0
392
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#! /usr/bin/env python3\n# -*- coding: utf-8 -*-\n\"\"\"\n## Command ``d``\n\nOpen the file manager to your favourite directories with ease.\n\n### Example\n\n```\n$ cd ~/Documents/games\n$ # open the current working directory, here '~/Documents/games'\n$ d\n$ # associate permanently the key 'films' to '~/Documents/films'\n$ pyqo d add films /home/pyqo/Documents/films\n$ # open '~/Documents/films'\n$ d films"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unterminated string literal at line 3\n \u2022 SyntaxError: unterminated triple-quoted string literal (detected at line 17) at line 3\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
221922ef8c76ac18e5b41091ed8741c0c6154aff
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: #!/usr/bin/env python2 import os import sys import logging import time class IncrementalCompilation(Experiment, ClangHashHelper): inputs = { "clang_hash": GitArchive("/home/stettberger/w/clang-hash/"), "project": GitArchive("/home/stettberger/w/clang-hash/hash-projects/musl", shallow=True), "touch-only": Bool(False), "mode": String("normal"), "jobs": Integer(4), } outputs = { "stats": File("summary.dict"), } def get_sources(self, path): ret = [] for root, dirnames, filenames in os.walk(path): for filename in filenames: if filename.endswith(('.h','.c')): ret.append(os.path.join(root, filename)) if self.project_name() == "musl": # We do not touch headers that are external, since they # are untouchable. ret = [x for x in ret if x.endswith(".c") or "internal" in x ] return sorted(ret) def touch(self, path): if self.touch_only.value: os.utime(path, None) else: with open(path) as fd: content = fd.read() content = "#line 1\n" + content with open(path, "w") as fd: fd.write(content) ... [4 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
database
refactoring
Pythoncode:Python
2
1
1,356
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#!/usr/bin/env python2\n\nimport os\nimport sys\nimport logging\nimport time\n\nclass IncrementalCompilation(Experiment, ClangHashHelper):\n inputs = {\n \"clang_hash\": GitArchive(\"/home/stettberger/w/clang-hash/\"),\n \"project\": GitArchive(\"/home/stettberger/w/clang-hash/hash-projects/musl\",\n shallow=True),\n \"touch-only\": Bool(False),\n \"mode\": String(\"normal\"),\n \"jobs\": Integer(4),\n }\n outputs = {\n \"stats\": File(\"summary.dict\"),\n }\n\n def get_sources(self, path):\n ret = []\n for root, dirnames, filenames in os.walk(path):\n for filename in filenames:\n if filename.endswith(('.h','.c')):\n ret.append(os.path.join(root, filename))\n if self.project_name() == \"musl\":\n # We do not touch headers that are external, since they\n # are untouchable.\n ret = [x for x in ret if x.endswith(\".c\") or \"internal\" in x ]\n return sorted(ret)\n\n def touch(self, path):\n if self.touch_only.value:\n os.utime(path, None)\n else:\n with open(path) as fd:\n content = fd.read()\n content = \"#line 1\\n\" + content\n with open(path, \"w\") as fd:\n fd.write(content)\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
221ad6767703ef1cd027e724097a5f9efffce02e
TheStack--python--010.parquet
Debug this Pythoncode:Python code: from model.model_latest import Model from model.config import Config from model.utils_new import load_json config = Config() enc = Model(config) train_set = load_json('dataset/train.json') dev_set = load_json('dataset/dev.json') sub_set = dev_set[:config.batch_size] enc.train(train_set, dev_set, sub_set, epochs=30)
Code analysis results: No critical issues found Consider adding unit tests Add inline comments for complex logic
intermediate
testing
debugging
Pythoncode:Python
0
0
321
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom model.model_latest import Model\nfrom model.config import Config\nfrom model.utils_new import load_json\n\nconfig = Config()\n\nenc = Model(config)\n\ntrain_set = load_json('dataset/train.json')\ndev_set = load_json('dataset/dev.json')\nsub_set = dev_set[:config.batch_size]\n\nenc.train(train_set, dev_set, sub_set, epochs=30)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n No critical issues found\n\n Consider adding unit tests\n Add inline comments for complex logic"}]
false
null
null
null
221b0469028985ca79b0a7f86f548b88bdb7ca99
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- import logging import warnings from typing import Any, Dict, List, Optional, Tuple, Type impo
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
intermediate
database
error_detection
Pythoncode:Python
0
1
141
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\nimport logging\nimport warnings\nfrom typing import Any, Dict, List, Optional, Tuple, Type\n\nimpo"}, {"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
221b094d2769eb0d473caa99ceb5e09686f4797c
TheStack--python--010.parquet
Review this Pythoncode:Python code: import os from cmd2 import with_argument_list from cmdtools.lib.shell import BasicShell from oauthlib.oauth2 import BackendApplicationClient from requests_oauthlib import OAuth2Session class CastorRESTClientShell(BasicShell): def __init__(self): super(CastorRESTClientShell, self).__init__() self.session = None self.studies = {} self.selected_study = None self.study_fields = {} self.study_records = {} self.study_record_data = {} self.debug = True self.intro = INTRO # HELPERS @staticmethod def create_session(client_id, client_secret): client = BackendApplicationClient(client_id=client_id) client_session = OAuth2Session(client=client) client_session.fetch_token( token_url=TOKEN_URL, client_id=client_id, client_secret=client_secret, ) return client_session def get_fields(self): study_id = self.selected_study['study_id'] url = API_URL + '/study/{}/field'.format(study_id) response = self.session.get(url).json() page_count = response['page_count'] fields = {} for i in range(1, page_count + 1): url = API_URL + '/study/{}/field?page={}'.format(study_id, i) response = self.session.get(url).json() for field in response['_embedded']['fields']: fields[field['field_variable_name']] = field return fields def get_records(self): study_id = self.selected_study['study_id'] url = API_URL + '/study/{}/record'.format(study_id) response = self.session.get(url).json() page_count = response['page_count'] records = {} for i in range(1, page_count + 1): url = API_URL + '/study/{}/record?page={}'.format(study_id, i) response = self.session.get(url).json() for record in response['_embedded']['records']: if not record['id'].startswith('ARCHIVED'): records[record['id']] = record return records def get_record_field_data(self, record_id, field): study_id = self.selected_study['study_id'] url = API_URL + '/study/{}/record/{}/study-data-point/{}'.format(study_id, record_id, field['id']) response = self.session.get(url) if response.status_code == 200: result = response.json() return result else: return None ... [13 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Block at line 8 has no indented body Invalid syntax at line 72: ... [13 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 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 36 Unexpected indentation at line 37 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 45 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 59 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 67 Unexpected indentation at line 68 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
advanced
api
code_review
Pythoncode:Python
5
1
2,552
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport os\n\nfrom cmd2 import with_argument_list\nfrom cmdtools.lib.shell import BasicShell\nfrom oauthlib.oauth2 import BackendApplicationClient\nfrom requests_oauthlib import OAuth2Session\n\nclass CastorRESTClientShell(BasicShell):\n\n def __init__(self):\n super(CastorRESTClientShell, self).__init__()\n self.session = None\n self.studies = {}\n self.selected_study = None\n self.study_fields = {}\n self.study_records = {}\n self.study_record_data = {}\n self.debug = True\n self.intro = INTRO\n\n # HELPERS\n\n @staticmethod\n def create_session(client_id, client_secret):\n client = BackendApplicationClient(client_id=client_id)\n client_session = OAuth2Session(client=client)\n client_session.fetch_token(\n token_url=TOKEN_URL,\n client_id=client_id,\n client_secret=client_secret,\n )\n return client_session\n\n def get_fields(self):\n study_id = self.selected_study['study_id']\n url = API_URL + '/study/{}/field'.format(study_id)\n response = self.session.get(url).json()\n page_count = response['page_count']\n fields = {}\n for i in range(1, page_count + 1):\n url = API_URL + '/study/{}/field?page={}'.format(study_id, i)\n response = self.session.get(url).json()\n for field in response['_embedded']['fields']:\n fields[field['field_variable_name']] = field\n return fields\n\n def get_records(self):\n study_id = self.selected_study['study_id']\n url = API_URL + '/study/{}/record'.format(study_id)\n response = self.session.get(url).json()\n page_count = response['page_count']\n records = {}\n for i in range(1, page_count + 1):\n url = API_URL + '/study/{}/record?page={}'.format(study_id, i)\n response = self.session.get(url).json()\n for record in response['_embedded']['records']:\n if not record['id'].startswith('ARCHIVED'):\n records[record['id']] = record\n return records\n\n def get_record_field_data(self, record_id, field):\n study_id = self.selected_study['study_id']\n url = API_URL + '/study/{}/record/{}/study-data-point/{}'.format(study_id, record_id, field['id'])\n response = self.session.get(url)\n if response.status_code == 200:\n result = response.json()\n return result\n else:\n return None\n\n\n ... [13 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Block at line 8 has no indented body\n Invalid syntax at line 72: ... [13 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 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 36\n Unexpected indentation at line 37\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 45\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 59\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 67\n Unexpected indentation at line 68\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
221f9b65e64a80d1486e5a760c7499e286748d8c
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: """ Counterfactual model data. """ # Guillermo Navas-Palencia <g.navas.palencia@gmail.com> # Copyright (C) 2021 def model_data(scorecard, x, special_missing): s_vars = scorecard.binning_process_.get_support(names=True) sc = scorecard.table(style="detailed") metric_name = "WoE" if scorecard._target_dtype == "binary" else "Mean" # Number of bins, metric and indices nbins = [] metric = [] indices = [] for i, v in enumerate(s_vars): metric_i = sc[sc.Variable == v][metric_name.values if not special_missing: metric_i = metric_i[:-2] _metric = [] _indices = [] for j, m in enumerate(metric_i): if m != x[i]: _indices.append(j) _metric.append(m) metric.append(_metric) nbins.append(len(_metric)) indices.append(_indices) return nbins, metric, indices
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 1 • Unclosed '[' at line 20 - expected ']' • SyntaxError: '[' was never closed at line 20 Fixes: • Add closing quote at line 1 • Add closing ']' bracket • Review code syntax
intermediate
ui
syntax_repair
Pythoncode:Python
1
0
914
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n\"\"\"\nCounterfactual model data.\n\"\"\"\n\n# Guillermo Navas-Palencia <g.navas.palencia@gmail.com>\n# Copyright (C) 2021\n\n\ndef model_data(scorecard, x, special_missing):\n s_vars = scorecard.binning_process_.get_support(names=True)\n\n sc = scorecard.table(style=\"detailed\")\n metric_name = \"WoE\" if scorecard._target_dtype == \"binary\" else \"Mean\"\n\n # Number of bins, metric and indices\n nbins = []\n metric = []\n indices = []\n for i, v in enumerate(s_vars):\n metric_i = sc[sc.Variable == v][metric_name.values\n\n if not special_missing:\n metric_i = metric_i[:-2]\n\n _metric = []\n _indices = []\n for j, m in enumerate(metric_i):\n if m != x[i]:\n _indices.append(j)\n _metric.append(m)\n\n metric.append(_metric)\n nbins.append(len(_metric))\n indices.append(_indices)\n\n return nbins, metric, indices"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 1\n \u2022 Unclosed '[' at line 20 - expected ']'\n \u2022 SyntaxError: '[' was never closed at line 20\n\n Fixes:\n \u2022 Add closing quote at line 1\n \u2022 Add closing ']' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
222028651f367dea502f40f809cb921f2e6b0b5e
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: import serial ANGLE_ERROR_CODE = 65535 # -1 signed int class CommException(Exception): pass class StopState: RUNNING = 0 STOP = 1 class SerialCommunication: def __init__(self, com, baud=115200): """ Args: com (String): Arduino Comport baud (int): Baudrate Returns: SerialCommunication: instance """ self.ser = serial.Serial(com, baud) self.ser.timeout = 5 # first timeout 5s (due to startup time of the Arduino) initial_respone = self.ser.readline().rstrip() if not "<Arduino is ready>" in initial_respone: if initial_respone == "": try: self.getCommand("GS") except CommException: raise CommException("Connection Failed") else: raise CommException("Connection Failed") self.ser.timeout = 0.5 # then 0.5s def setCommand(self, command): """executes a setCommand on the serial interface Args: command (String): Command to send Returns: - Raises: CommException: ... when communication fails """ self.ser.write(command + "\r") if(self.ser.readline().rstrip() != "AOK"): raise CommException("Sending the command '" + command + "' failed") def getCommand(self, command): """executes a getCommand on the serial interface Args: command (String): Command to send Returns: Error: SyntaxError / EOF
Fixed Code: import serial ANGLE_ERROR_CODE = 65535 # -1 signed int class CommException(Exception): pass class StopState: RUNNING = 0 STOP = 1 class SerialCommunication: def __init__(self, com, baud=115200): """ Args: com (String): Arduino Comport baud (int): Baudrate Returns: Explanation: Complete the truncated code structure
advanced
ui
error_fixing
Pythoncode:Python
6
3
1,562
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport serial\n\nANGLE_ERROR_CODE = 65535\t# -1 signed int\n\nclass CommException(Exception):\n pass\n\nclass StopState:\n RUNNING = 0\n STOP = 1\n\nclass SerialCommunication:\n\n def __init__(self, com, baud=115200):\n \"\"\"\n Args:\n com (String): Arduino Comport\n baud (int): Baudrate\n\n Returns:\n SerialCommunication: instance\n \"\"\"\n self.ser = serial.Serial(com, baud)\n self.ser.timeout = 5 # first timeout 5s (due to startup time of the Arduino)\n initial_respone = self.ser.readline().rstrip()\n if not \"<Arduino is ready>\" in initial_respone:\n if initial_respone == \"\":\n try:\n self.getCommand(\"GS\")\n except CommException:\n raise CommException(\"Connection Failed\")\n else:\n raise CommException(\"Connection Failed\")\n self.ser.timeout = 0.5 # then 0.5s\n\n\n def setCommand(self, command):\n \"\"\"executes a setCommand on the serial interface\n Args:\n command (String): Command to send\n\n Returns:\n -\n\n Raises:\n CommException: ... when communication fails\n \"\"\"\n self.ser.write(command + \"\\r\")\n if(self.ser.readline().rstrip() != \"AOK\"):\n raise CommException(\"Sending the command '\" + command + \"' failed\")\n\n def getCommand(self, command):\n \"\"\"executes a getCommand on the serial interface\n Args:\n command (String): Command to send\n\n Returns:\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport serial\n\nANGLE_ERROR_CODE = 65535\t# -1 signed int\n\nclass CommException(Exception):\n pass\n\nclass StopState:\n RUNNING = 0\n STOP = 1\n\nclass SerialCommunication:\n\n def __init__(self, com, baud=115200):\n \"\"\"\n Args:\n com (String): Arduino Comport\n baud (int): Baudrate\n\n Returns:\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
2220eb562017f377eebd9616b61b5042760d0593
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: from tesra.tst_sdk import TesraSdk def main(): sdk = init() deploy(sdk) invoke(sdk) def init(): sdk = TesraSdk() rpc = "http://127.0.0.1:20336" sdk.set_rpc(rpc) return sdk def deploy(sdk: TesraSdk): # avm文件路径 avm_path = "./contract/group/GroupContract.avm" # 钱包文件路径 wallet_path = "./test.json" sdk.wallet_manager.open_wallet(wallet_path) address = "" password = "" acct = sdk.wallet_manager.get_account(address, password) gaslimit = 2000000 gasprice = 0 code = read_code(avm_path) tx = sdk.neo_vm().make_deploy_transaction(code, True, "name", "version", "me" , "", "test contract",acct.get_address_base58(), gaslimit, gasprice) sdk.add_sign_transaction(tx, acct) sdk.rpc.send_raw_transaction(tx) print("deploy") def invoke(sdk: TesraSdk): print("invoke") def read_code(path: str): with open(path, 'r') as f: return f.read() if __name__ == "__main__": main()
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
testing
refactoring
Pythoncode:Python
5
0
1,022
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom tesra.tst_sdk import TesraSdk\n\n\ndef main():\n sdk = init()\n deploy(sdk)\n invoke(sdk)\n\n\ndef init():\n sdk = TesraSdk()\n rpc = \"http://127.0.0.1:20336\"\n sdk.set_rpc(rpc)\n return sdk\n\n\ndef deploy(sdk: TesraSdk):\n # avm\u6587\u4ef6\u8def\u5f84\n avm_path = \"./contract/group/GroupContract.avm\"\n # \u94b1\u5305\u6587\u4ef6\u8def\u5f84\n wallet_path = \"./test.json\"\n sdk.wallet_manager.open_wallet(wallet_path)\n address = \"\"\n password = \"\"\n acct = sdk.wallet_manager.get_account(address, password)\n gaslimit = 2000000\n gasprice = 0\n code = read_code(avm_path)\n tx = sdk.neo_vm().make_deploy_transaction(code, True, \"name\", \"version\", \"me\"\n , \"\", \"test contract\",acct.get_address_base58(), gaslimit, gasprice)\n sdk.add_sign_transaction(tx, acct)\n sdk.rpc.send_raw_transaction(tx)\n print(\"deploy\")\n\n\ndef invoke(sdk: TesraSdk):\n print(\"invoke\")\n\n\ndef read_code(path: str):\n with open(path, 'r') as f:\n return f.read()\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
222128c1ec6c1a300ad0afbdbdb8c38bee79a471
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: import math import random import datetime def retorno(): res=input('Deseja executar o programa novamente?[s/n] ') if(res=='s' or res=='S'): verificar() else: print('Processo finalizado!' pass def cabecalho(texto): medida=len(texto) cont=medida+20 esquerda=math.trunc(medida/2) direita=math.trunc(medida/2) print('-'*cont) print(' '*esquerda+texto+' '*direita) print('-'*cont) pass def mensagem_erro(): print('Dados inseridos são invalidos!') pass def verificar(): try: cabecalho('Conversor de Bases Númericas') num=int(input('Digite um valor: ')) print('-'*30) print('''Escolha as opções para conversão:\n[1] - Binário\n[2] - Octal\n[3] - Hexadecimal''') print('-'*30) opcao=int(input('Digite uma das 3 opções: ')) except: mensagem_erro() retorno() else: if(opcao>0 and opcao<=3): opcoes={1:binario,2:octal,3:hexadecimal} opcoes.get(opcao)(num) else: print('A função informada não existe!') retorno() pass def binario(x): print('{} convertido em binário é igual a {}'.format(x,bin(x)[2:])) pass def octal(x): print('{} convertido em binário é igual a {}'.format(x,oct(x)[2:])) pass def hexadecimal(x): print('{} convertido em binário é igual a {}'.format(x,hex(x)[2:])) pass verificar() Error: SyntaxError: unmatched brackets
Fixed Code: import math import random import datetime def retorno(): res=input('Deseja executar o programa novamente?[s/n] ') if(res=='s' or res=='S'): verificar() else: print('Processo finalizado!') pass Explanation: Add missing ')' bracket at line 16
advanced
database
error_fixing
Pythoncode:Python
7
0
1,531
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport math\nimport random\nimport datetime\n\ndef retorno():\n\n res=input('Deseja executar o programa novamente?[s/n] ')\n\n if(res=='s' or res=='S'):\n \n verificar()\n \n \n else:\n\n print('Processo finalizado!'\n\n pass\n\n\ndef cabecalho(texto):\n\n medida=len(texto)\n\n cont=medida+20\n\n esquerda=math.trunc(medida/2)\n\n direita=math.trunc(medida/2)\n\n print('-'*cont)\n\n print(' '*esquerda+texto+' '*direita)\n\n print('-'*cont)\n\n pass\n\ndef mensagem_erro():\n\n print('Dados inseridos s\u00e3o invalidos!')\n\n pass\n\n\ndef verificar():\n\n try:\n\n cabecalho('Conversor de Bases N\u00famericas')\n\n num=int(input('Digite um valor: '))\n \n print('-'*30)\n\n print('''Escolha as op\u00e7\u00f5es para convers\u00e3o:\\n[1] - Bin\u00e1rio\\n[2] - Octal\\n[3] - Hexadecimal''')\n\n print('-'*30)\n\n opcao=int(input('Digite uma das 3 op\u00e7\u00f5es: '))\n\n except:\n\n mensagem_erro()\n\n retorno()\n\n else:\n\n if(opcao>0 and opcao<=3):\n\n opcoes={1:binario,2:octal,3:hexadecimal}\n\n opcoes.get(opcao)(num)\n\n else:\n\n print('A fun\u00e7\u00e3o informada n\u00e3o existe!') \n\n retorno()\n\n pass\n\ndef binario(x):\n\n print('{} convertido em bin\u00e1rio \u00e9 igual a {}'.format(x,bin(x)[2:]))\n\n pass\n\ndef octal(x):\n\n print('{} convertido em bin\u00e1rio \u00e9 igual a {}'.format(x,oct(x)[2:]))\n\n pass\n\n\ndef hexadecimal(x):\n\n print('{} convertido em bin\u00e1rio \u00e9 igual a {}'.format(x,hex(x)[2:]))\n\n pass\n\n\nverificar()\n\n Error: SyntaxError: unmatched brackets"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport math\nimport random\nimport datetime\n\ndef retorno():\n\n res=input('Deseja executar o programa novamente?[s/n] ')\n\n if(res=='s' or res=='S'):\n \n verificar()\n \n \n else:\n\n print('Processo finalizado!')\n\n pass\n\n\n\n Explanation: Add missing ')' bracket at line 16"}]
true
syntax
MISSING_BRACKETS
MEDIUM
2221abbe13d3096b97aaa11ec6105f303f98cdae
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: from __future__ import print_function import os import numpy as np import random import string import tensorflow as tf import zipfile import argparse from six.moves import range from parse import parse if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument("text", help="text to be parsed") parser.add_argument("output", help="output parsed file")
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
intermediate
machine_learning
error_detection
Pythoncode:Python
0
0
380
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom __future__ import print_function\nimport os\nimport numpy as np\nimport random\nimport string\nimport tensorflow as tf\nimport zipfile\nimport argparse\nfrom six.moves import range\nfrom parse import parse\n\nif __name__ == \"__main__\":\n\t\n\tparser = argparse.ArgumentParser()\n\tparser.add_argument(\"text\", help=\"text to be parsed\")\n\tparser.add_argument(\"output\", help=\"output parsed file\")"}, {"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
2224197b610630c67d364846981bab6bca35d1d3
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: # Copyright 2017 Google Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agreed to in writing, sof Error: SyntaxError / EOF
Fixed Code: # Copyright 2017 Google Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
0
1
317
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Copyright 2017 Google Inc.\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n# http://www.apache.org/licenses/LICENSE-2.0\n# Unless required by applicable law or agreed to in writing, sof\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Copyright 2017 Google Inc.\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n# http://www.apache.org/licenses/LICENSE-2.0\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
2224b422b3f1ff6e43bc880b28682f9ca8a90286
TheStack--python--010.parquet
Debug this Pythoncode:Python code: #!/usr/bin/python #-*- coding: utf-8 -*- from eve import Eve my_settings = { "X_DOMAINS" : '*' , "MONGO_HOST": "192.168.59.103", "MONGO_PORT": 32051, "MONGO_DBNAME": "reddit", "DOMAIN":{"data": {}} } app = Eve(settings=my_settings)
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9
intermediate
machine_learning
debugging
Pythoncode:Python
0
0
254
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/bin/python\n#-*- coding: utf-8 -*-\nfrom eve import Eve\n\nmy_settings = {\n \"X_DOMAINS\" : '*' ,\n \"MONGO_HOST\": \"192.168.59.103\",\n \"MONGO_PORT\": 32051,\n \"MONGO_DBNAME\": \"reddit\",\n \"DOMAIN\":{\"data\": {}}\n}\n\napp = Eve(settings=my_settings)"}, {"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"}]
false
null
null
null
2224fc42e5f8c62c6037043a930e978b30ac6f64
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- # Generated by Django 1.10.5 on 2017-01-18 10:33 from __future__ import unicode_literals from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('user', '0001_initial'), ] operations = [ migrations.AddField( model_name='userprofile', name='bio', field=models.TextField(blank=True, max_length=250, null=True), ), migrations.AddField( model_name='userprofile', name='picture', field=models.ImageField(blank=True, null=True, upload_to='profile_pictures'), ), migrations.AddField( model_name='userprofile', name='website', field=models.URLField(blank=True, null=True), ), ]
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
machine_learning
refactoring
Pythoncode:Python
0
1
821
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Generated by Django 1.10.5 on 2017-01-18 10:33\nfrom __future__ import unicode_literals\n\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('user', '0001_initial'),\n ]\n\n operations = [\n migrations.AddField(\n model_name='userprofile',\n name='bio',\n field=models.TextField(blank=True, max_length=250, null=True),\n ),\n migrations.AddField(\n model_name='userprofile',\n name='picture',\n field=models.ImageField(blank=True, null=True, upload_to='profile_pictures'),\n ),\n migrations.AddField(\n model_name='userprofile',\n name='website',\n field=models.URLField(blank=True, null=True),\n ),\n ]"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
222557cbb242e7f3d86b3f99dc9a3c0fc59c02b5
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- import datetime, json, requests, time from src.tipboard.app.properties import TIPBOARD_URL from src.sensors.utils import getTimeStr, end, sendBVColor NAME_OF_SENSORS = "GET" TILE_TEMPLATE = "just_value" TILE_ID = "jv_ex" def executeScriptToGetData(): """ Simulate some actions for text tile exemple""" return { "title": "Next release:", "description": "(days remaining)", "just-value": "23" } def sendDataToTipboard(data=None, tile_template=None, tile_id="", isTest=False): configTile = { "tile": tile_template, #tile_template name "key": tile_id, #tile_template name "data": json.dumps(data) } if not isTest:
Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Block at line 25 has no body - expected indented block • IndentationError at line 25 Fix: Add body to If block or use 'pass' statement
intermediate
testing
error_detection
Pythoncode:Python
3
0
709
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nimport datetime, json, requests, time\nfrom src.tipboard.app.properties import TIPBOARD_URL\nfrom src.sensors.utils import getTimeStr, end, sendBVColor\n\nNAME_OF_SENSORS = \"GET\"\nTILE_TEMPLATE = \"just_value\"\nTILE_ID = \"jv_ex\"\n\ndef executeScriptToGetData():\n \"\"\" Simulate some actions for text tile exemple\"\"\"\n return {\n \"title\": \"Next release:\",\n \"description\": \"(days remaining)\",\n \"just-value\": \"23\"\n }\n\n\ndef sendDataToTipboard(data=None, tile_template=None, tile_id=\"\", isTest=False):\n configTile = {\n \"tile\": tile_template, #tile_template name\n \"key\": tile_id, #tile_template name\n \"data\": json.dumps(data)\n }\n if not isTest:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_BLOCK\n Error: IndentationError / Expected indented block\n\n Detected Errors:\n \u2022 Block at line 25 has no body - expected indented block\n \u2022 IndentationError at line 25\n\n Fix: Add body to If block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
2225b4732ba2f8bd8233e0551a22825c8804941e
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF Fix: Complete the truncated code structure
beginner
oop
error_detection
Pythoncode:Python
0
0
22
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
2225be3f516bfa68e58cc985f20815264e1e9b08
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: # -------------------------------------------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. See License.txt in the project root for license information. # -------------------------------------------------------------------------------------------- from knack.arguments import CLIArgumentType from azure.cli.core.commands.parameters import resource_group_name_type, tags_type def load_arguments(self, _): name_arg_type = CLIArgumentType(options_list=['--name', '-n'], metavar='NAME') with self.argument_context('dms') as c: c.argument('service_name', name_arg_type, help='The name of the Service.') c.argument('group_name', resource_group_name_type) c.argument('tags', tags_type, help='A space-delimited list of tags in "tag1[=value1]" format.') with self.argument_context('dms project') as c: c.argument('service_name', options_list=['--service-name']) c.argument('project_name', name_arg_type, help='The name of the Project.') c.argument('tags', tags_type, help='A space-delimited list of tags in "tag1[=value1]" format.') with self.argument_context('dms project task') as c: c.argument('service_name', options_list=['--service-name']) c.argument('project_name', options_list=['--project-name']) c.argument('task_name', name_arg_type, help='The name of the Task.') c.argument('database_options', help='A JSON-formatted array of objects representing database options and table mappings.')
Syntax Analysis: Syntax Errors Found: • Block at line 12 has no indented body • IndentationError at line 7 Fixes: • Fix indentation to match Python syntax rules
intermediate
database
syntax_repair
Pythoncode:Python
1
0
1,614
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# --------------------------------------------------------------------------------------------\n# Copyright (c) Microsoft Corporation. All rights reserved.\n# Licensed under the MIT License. See License.txt in the project root for license information.\n # --------------------------------------------------------------------------------------------\n\n\n from knack.arguments import CLIArgumentType\n\nfrom azure.cli.core.commands.parameters import resource_group_name_type, tags_type\n\n\ndef load_arguments(self, _):\n\n name_arg_type = CLIArgumentType(options_list=['--name', '-n'], metavar='NAME')\n\n with self.argument_context('dms') as c:\n c.argument('service_name', name_arg_type, help='The name of the Service.')\n c.argument('group_name', resource_group_name_type)\n c.argument('tags', tags_type, help='A space-delimited list of tags in \"tag1[=value1]\" format.')\n\n with self.argument_context('dms project') as c:\n c.argument('service_name', options_list=['--service-name'])\n c.argument('project_name', name_arg_type, help='The name of the Project.')\n c.argument('tags', tags_type, help='A space-delimited list of tags in \"tag1[=value1]\" format.')\n\n with self.argument_context('dms project task') as c:\n c.argument('service_name', options_list=['--service-name'])\n c.argument('project_name', options_list=['--project-name'])\n c.argument('task_name', name_arg_type, help='The name of the Task.')\n c.argument('database_options',\n help='A JSON-formatted array of objects representing database options and table mappings.')"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Block at line 12 has no indented body\n \u2022 IndentationError at line 7\n\n Fixes:\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
22266e1d7ef6bf37b90c3513f82b6f2f8976ba4f
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: # log_kml.py Log GPS data to a kml file for display on Google Earth # Copyright (c) Peter Hinch 2018 # MIT License (MIT) - see LICENSE file # Test program for asynchronous GPS device driver as_pyGPS # KML file format: https://developers.google.com/kml/documentation/kml_tut # http://www.toptechboy.com/arduino/lesson-25-display-your-gps-data-as-track-on-google-earth/ # Logging stops and the file is closed when the user switch is pressed. from .as_GPS import KML, AS_GPS import uasyncio as asyncio import pyb str_start = '''<?xml version="1.0" encoding="UTF-8"?> <kml xmlns="http://www.opengis.net/kml/2.2"> <Document> <Style id="yellowPoly"> <LineStyle> <color>7f00ffff</color> <width>4</width> </LineStyle> <PolyStyle> <color>7f00ff00</color> </PolyStyle> </Style> <Placemark><styleUrl>#yellowPoly</styleUrl> <LineString> <extrude>1</extrude> <tesselate>1</tesselate> <altitudeMode>absolute</altitudeMode> <coordinates> ''' str_end = ''' </coordinates> </LineString></Placemark> </Document></kml> ''' red, green, yellow = pyb.LED(1), pyb.LED(2), pyb.LED(3) sw = pyb.Switch() # Toggle the red LED def toggle_led(*_): red.toggle() async def log_kml(fn='/sd/log.kml', interval=10: yellow.on() # Waiting for data uart = pyb.UART(4, 9600, read_buf_len=200) # Data on X2 sreader = asyncio.StreamReader(uart) gps = AS_GPS(sreader, fix_cb=toggle_led) await gps.data_received(True, True, True, True) yellow.off() with open(fn, 'w') as f: f.write(str_start) while not sw.value(): f.write(gps.longitude_string(KML)) f.write(',') f.write(gps.latitude_string(KML)) f.write(',') f.write(str(gps.altitude)) f.write('\r\n') for _ in range(interval * 10): await asyncio.sleep_ms(100) if sw.value(): break f.write(str_end) red.off() green.on() asyncio.run(log_kml()) Error: SyntaxError: unmatched brackets
Fixed Code: # log_kml.py Log GPS data to a kml file for display on Google Earth # Copyright (c) Peter Hinch 2018 # MIT License (MIT) - see LICENSE file # Test program for asynchronous GPS device driver as_pyGPS # KML file format: https://developers.google.com/kml/documentation/kml_tut # http://www.toptechboy.com/arduino/lesson-25-display-your-gps-data-as-track-on-google-earth/ # Logging stops and the file is closed when the user switch is pressed. from .as_GPS import KML, AS_GPS import uasyncio as asyncio import pyb str_start = '''<?xml version="1.0" encoding="UTF-8"?> <kml xmlns="http://www.opengis.net/kml/2.2"> <Document> <Style id="yellowPoly"> <LineStyle> <color>7f00ffff</color> Explanation: Add missing ')' bracket at line 49
intermediate
testing
error_fixing
Pythoncode:Python
1
0
1,966
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# log_kml.py Log GPS data to a kml file for display on Google Earth\n\n# Copyright (c) Peter Hinch 2018\n# MIT License (MIT) - see LICENSE file\n# Test program for asynchronous GPS device driver as_pyGPS\n# KML file format: https://developers.google.com/kml/documentation/kml_tut\n# http://www.toptechboy.com/arduino/lesson-25-display-your-gps-data-as-track-on-google-earth/\n\n# Logging stops and the file is closed when the user switch is pressed.\n\nfrom .as_GPS import KML, AS_GPS\nimport uasyncio as asyncio\nimport pyb\n\nstr_start = '''<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<kml xmlns=\"http://www.opengis.net/kml/2.2\">\n<Document>\n<Style id=\"yellowPoly\">\n<LineStyle>\n<color>7f00ffff</color>\n<width>4</width>\n</LineStyle>\n<PolyStyle>\n<color>7f00ff00</color>\n</PolyStyle>\n</Style>\n<Placemark><styleUrl>#yellowPoly</styleUrl>\n<LineString>\n<extrude>1</extrude>\n<tesselate>1</tesselate>\n<altitudeMode>absolute</altitudeMode>\n<coordinates>\n'''\n\nstr_end = '''\n</coordinates>\n</LineString></Placemark>\n \n</Document></kml>\n'''\n\nred, green, yellow = pyb.LED(1), pyb.LED(2), pyb.LED(3)\nsw = pyb.Switch()\n\n# Toggle the red LED\ndef toggle_led(*_):\n red.toggle()\n\nasync def log_kml(fn='/sd/log.kml', interval=10:\n yellow.on() # Waiting for data\n uart = pyb.UART(4, 9600, read_buf_len=200) # Data on X2\n sreader = asyncio.StreamReader(uart)\n gps = AS_GPS(sreader, fix_cb=toggle_led)\n await gps.data_received(True, True, True, True)\n yellow.off()\n with open(fn, 'w') as f:\n f.write(str_start)\n while not sw.value():\n f.write(gps.longitude_string(KML))\n f.write(',')\n f.write(gps.latitude_string(KML))\n f.write(',')\n f.write(str(gps.altitude))\n f.write('\\r\\n')\n for _ in range(interval * 10):\n await asyncio.sleep_ms(100)\n if sw.value():\n break\n\n f.write(str_end)\n red.off()\n green.on()\n\nasyncio.run(log_kml())\n\n\n Error: SyntaxError: unmatched brackets"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# log_kml.py Log GPS data to a kml file for display on Google Earth\n\n# Copyright (c) Peter Hinch 2018\n# MIT License (MIT) - see LICENSE file\n# Test program for asynchronous GPS device driver as_pyGPS\n# KML file format: https://developers.google.com/kml/documentation/kml_tut\n# http://www.toptechboy.com/arduino/lesson-25-display-your-gps-data-as-track-on-google-earth/\n\n# Logging stops and the file is closed when the user switch is pressed.\n\nfrom .as_GPS import KML, AS_GPS\nimport uasyncio as asyncio\nimport pyb\n\nstr_start = '''<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<kml xmlns=\"http://www.opengis.net/kml/2.2\">\n<Document>\n<Style id=\"yellowPoly\">\n<LineStyle>\n<color>7f00ffff</color>\n\n Explanation: Add missing ')' bracket at line 49"}]
true
syntax
MISSING_BRACKETS
MEDIUM
22279bf2e82e388cfc279d26810ef0c887c990fc
TheStack--python--010.parquet
Complete this Pythoncode:Python code: import requests import logging from cgi import parse_header from os.path import isfile from urllib.parse import parse_qsl as urlparse_qsl, urlencode, urlsplit, urlunsplit from .cache import InMemoryCache from .debugging import AplusClientDebugging, FakeResponse from .util import urlsplit_clean class ConnectionErrorResponse(FakeResponse): """ Represents ConnectionError exception as fake response object We use error code 504 'Gateway Timeout' """ def __init__(self, error, url): self.error = error logger.critical("%s when requesting url '%s': %s", error.__class__.__name__, url, error) reason = '%s: %s' % (error.__class__.__name__, error) super().__init__(url, 504, reason) class AplusApiObject: """ Base class for generic A-Plus API objects """ def __init__(self, client, data=None, source_url=None): self._client = client self._source_url = source_url if data: self.add_data(data) @staticmethod def _wrap(client, data, source_url=None): if isinstance(data, dict): if AplusApiPaginated.is_paginated(data, source_url): cls = AplusApiPaginated elif AplusApiError.is_error(data): cls = AplusApiError else: cls = AplusApiDict elif isinstance(data, list): cls = AplusApiList else: # we do not decorate anything else than dict and list return data return cls(client=client, data=data, source_url=source_url) class AplusApiDict(AplusApiObject): """ Represents dict types returned from A-Plus API
""" def __init__(self, *args, **kwargs): self._data = {} super().__init__(*args, **kwargs) self._update_url_prefix() def __str__(self): return "<{cls}({url})>".format(cls=self.__class__.__name__, url=self._source_url) def __repr__(self): return "<{cls}({url}) at 0x{id:x}>".format( cls=self.__class__.__name__, url=self._source_url or self._full_url, id=id(self), ) def _update_url_prefix(self): url = self._source_url or self._full_url if url: url = '/'.join(url.split('/', 4)[:4]) self._url_prefix = url @property def _full_url(self): return self._data.get('url', None) @property def is_all_loaded(self): return self._source_url and self._source_url == self._full_url def add_data(self, data): self._data.update(data) ... [50 more functiondefs truncated] ...
advanced
api
code_completion
Pythoncode:Python
10
3
2,673
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport requests\nimport logging\nfrom cgi import parse_header\nfrom os.path import isfile\nfrom urllib.parse import parse_qsl as urlparse_qsl, urlencode, urlsplit, urlunsplit\n\nfrom .cache import InMemoryCache\nfrom .debugging import AplusClientDebugging, FakeResponse\nfrom .util import urlsplit_clean\n\n\nclass ConnectionErrorResponse(FakeResponse):\n \"\"\"\n Represents ConnectionError exception as fake response object\n We use error code 504 'Gateway Timeout'\n \"\"\"\n def __init__(self, error, url):\n self.error = error\n logger.critical(\"%s when requesting url '%s': %s\", error.__class__.__name__, url, error)\n reason = '%s: %s' % (error.__class__.__name__, error)\n super().__init__(url, 504, reason)\n\n\nclass AplusApiObject:\n \"\"\"\n Base class for generic A-Plus API objects\n \"\"\"\n def __init__(self, client, data=None, source_url=None):\n self._client = client\n self._source_url = source_url\n if data:\n self.add_data(data)\n\n @staticmethod\n def _wrap(client, data, source_url=None):\n if isinstance(data, dict):\n if AplusApiPaginated.is_paginated(data, source_url):\n cls = AplusApiPaginated\n elif AplusApiError.is_error(data):\n cls = AplusApiError\n else:\n cls = AplusApiDict\n elif isinstance(data, list):\n cls = AplusApiList\n else:\n # we do not decorate anything else than dict and list\n return data\n\n return cls(client=client, data=data, source_url=source_url)\n\n\nclass AplusApiDict(AplusApiObject):\n \"\"\"\n Represents dict types returned from A-Plus API"}, {"role": "assistant", "content": "\n \"\"\"\n def __init__(self, *args, **kwargs):\n self._data = {}\n super().__init__(*args, **kwargs)\n self._update_url_prefix()\n\n def __str__(self):\n return \"<{cls}({url})>\".format(cls=self.__class__.__name__,\n url=self._source_url)\n\n def __repr__(self):\n return \"<{cls}({url}) at 0x{id:x}>\".format(\n cls=self.__class__.__name__,\n url=self._source_url or self._full_url,\n id=id(self),\n )\n\n def _update_url_prefix(self):\n url = self._source_url or self._full_url\n if url:\n url = '/'.join(url.split('/', 4)[:4])\n self._url_prefix = url\n\n @property\n def _full_url(self):\n return self._data.get('url', None)\n\n @property\n def is_all_loaded(self):\n return self._source_url and self._source_url == self._full_url\n\n def add_data(self, data):\n self._data.update(data)\n\n\n ... [50 more functiondefs truncated] ..."}]
false
null
null
null
2228079c44640cee51d829b0c9ef9287dc0524b4
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: #coding: utf-8 from dicts import morph_ru from pymorphy.morph_tests.base import MorphTestCase, unittest2 class TestPluraliseRu(MorphTestCase): def test_nouns(self): self.assertPlural(u'ГОРОД', u'ГОРОДА') self.assertPlural(u'СТАЛЬ', u'СТАЛИ') self.assertPlural(u'СТАЛЕВАРОМ', u'СТАЛЕВАРАМИ') def test_predictor_nouns(self): self.assertPlural(u'БУТЯВКОЙ', u'БУТЯВКАМИ') def test_verbs(self): self.assertPlural(u'ГУЛЯЛ', u'ГУЛЯЛИ') self.assertPlural(u'ГУЛЯЛА', u'ГУЛЯЛИ') self.assertPlural(u'РАСПРЫГИВАЕТСЯ', u'РАСПРЫГИВАЮТСЯ') def test_prefix(self): self.assertPlural(u'СУПЕРКОТ', u'СУПЕРКОТЫ') def test_predict_by_suffix(self): self.assertPlural(u'ДЕПЫРТАМЕНТ', u'ДЕПЫРТАМЕНТЫ') self.assertPlural(u'ХАБР', u'ХАБРЫ') def test_invalid_word(self): self.assertPlural(u'123', u'123') def test_invalid_graminfo(self): self.assertPlural(u'НАЧАЛО', u'НАЧАЛА', gram_class=u'С') class TestInflectRu(MorphTestCase): def test_inflect(self): self.assertInflected(u"СУСЛИК", u"дт", u"СУСЛИКУ") self.assertInflected(u"СУСЛИКИ", u"дт", u"СУСЛИКАМ") self.assertInflected(u"СУСЛИКОВ", u"дт", u"СУСЛИКАМ") self.assertInflected(u"СУСЛИКА", u"дт", u"СУСЛИКУ") Error: SyntaxError / EOF
Fixed Code: #coding: utf-8 from dicts import morph_ru from pymorphy.morph_tests.base import MorphTestCase, unittest2 class TestPluraliseRu(MorphTestCase): def test_nouns(self): self.assertPlural(u'ГОРОД', u'ГОРОДА') self.assertPlural(u'СТАЛЬ', u'СТАЛИ') self.assertPlural(u'СТАЛЕВАРОМ', u'СТАЛЕВАРАМИ') def test_predictor_nouns(self): self.assertPlural(u'БУТЯВКОЙ', u'БУТЯВКАМИ') def test_verbs(self): self.assertPlural(u'ГУЛЯЛ', u'ГУЛЯЛИ') self.assertPlural(u'ГУЛЯЛА', u'ГУЛЯЛИ') self.assertPlural(u'РАСПРЫГИВАЕТСЯ', u'РАСПРЫГИВАЮТСЯ') def test_prefix(self): Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
14
3
1,308
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#coding: utf-8\nfrom dicts import morph_ru\nfrom pymorphy.morph_tests.base import MorphTestCase, unittest2\n\nclass TestPluraliseRu(MorphTestCase):\n\n def test_nouns(self):\n self.assertPlural(u'\u0413\u041e\u0420\u041e\u0414', u'\u0413\u041e\u0420\u041e\u0414\u0410')\n self.assertPlural(u'\u0421\u0422\u0410\u041b\u042c', u'\u0421\u0422\u0410\u041b\u0418')\n self.assertPlural(u'\u0421\u0422\u0410\u041b\u0415\u0412\u0410\u0420\u041e\u041c', u'\u0421\u0422\u0410\u041b\u0415\u0412\u0410\u0420\u0410\u041c\u0418')\n\n def test_predictor_nouns(self):\n self.assertPlural(u'\u0411\u0423\u0422\u042f\u0412\u041a\u041e\u0419', u'\u0411\u0423\u0422\u042f\u0412\u041a\u0410\u041c\u0418')\n\n def test_verbs(self):\n self.assertPlural(u'\u0413\u0423\u041b\u042f\u041b', u'\u0413\u0423\u041b\u042f\u041b\u0418')\n self.assertPlural(u'\u0413\u0423\u041b\u042f\u041b\u0410', u'\u0413\u0423\u041b\u042f\u041b\u0418')\n self.assertPlural(u'\u0420\u0410\u0421\u041f\u0420\u042b\u0413\u0418\u0412\u0410\u0415\u0422\u0421\u042f', u'\u0420\u0410\u0421\u041f\u0420\u042b\u0413\u0418\u0412\u0410\u042e\u0422\u0421\u042f')\n\n def test_prefix(self):\n self.assertPlural(u'\u0421\u0423\u041f\u0415\u0420\u041a\u041e\u0422', u'\u0421\u0423\u041f\u0415\u0420\u041a\u041e\u0422\u042b')\n\n def test_predict_by_suffix(self):\n self.assertPlural(u'\u0414\u0415\u041f\u042b\u0420\u0422\u0410\u041c\u0415\u041d\u0422', u'\u0414\u0415\u041f\u042b\u0420\u0422\u0410\u041c\u0415\u041d\u0422\u042b')\n self.assertPlural(u'\u0425\u0410\u0411\u0420', u'\u0425\u0410\u0411\u0420\u042b')\n\n def test_invalid_word(self):\n self.assertPlural(u'123', u'123')\n\n def test_invalid_graminfo(self):\n self.assertPlural(u'\u041d\u0410\u0427\u0410\u041b\u041e', u'\u041d\u0410\u0427\u0410\u041b\u0410', gram_class=u'\u0421')\n\n\nclass TestInflectRu(MorphTestCase):\n\n def test_inflect(self):\n self.assertInflected(u\"\u0421\u0423\u0421\u041b\u0418\u041a\", u\"\u0434\u0442\", u\"\u0421\u0423\u0421\u041b\u0418\u041a\u0423\")\n self.assertInflected(u\"\u0421\u0423\u0421\u041b\u0418\u041a\u0418\", u\"\u0434\u0442\", u\"\u0421\u0423\u0421\u041b\u0418\u041a\u0410\u041c\")\n self.assertInflected(u\"\u0421\u0423\u0421\u041b\u0418\u041a\u041e\u0412\", u\"\u0434\u0442\", u\"\u0421\u0423\u0421\u041b\u0418\u041a\u0410\u041c\")\n self.assertInflected(u\"\u0421\u0423\u0421\u041b\u0418\u041a\u0410\", u\"\u0434\u0442\", u\"\u0421\u0423\u0421\u041b\u0418\u041a\u0423\")\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#coding: utf-8\nfrom dicts import morph_ru\nfrom pymorphy.morph_tests.base import MorphTestCase, unittest2\n\nclass TestPluraliseRu(MorphTestCase):\n\n def test_nouns(self):\n self.assertPlural(u'\u0413\u041e\u0420\u041e\u0414', u'\u0413\u041e\u0420\u041e\u0414\u0410')\n self.assertPlural(u'\u0421\u0422\u0410\u041b\u042c', u'\u0421\u0422\u0410\u041b\u0418')\n self.assertPlural(u'\u0421\u0422\u0410\u041b\u0415\u0412\u0410\u0420\u041e\u041c', u'\u0421\u0422\u0410\u041b\u0415\u0412\u0410\u0420\u0410\u041c\u0418')\n\n def test_predictor_nouns(self):\n self.assertPlural(u'\u0411\u0423\u0422\u042f\u0412\u041a\u041e\u0419', u'\u0411\u0423\u0422\u042f\u0412\u041a\u0410\u041c\u0418')\n\n def test_verbs(self):\n self.assertPlural(u'\u0413\u0423\u041b\u042f\u041b', u'\u0413\u0423\u041b\u042f\u041b\u0418')\n self.assertPlural(u'\u0413\u0423\u041b\u042f\u041b\u0410', u'\u0413\u0423\u041b\u042f\u041b\u0418')\n self.assertPlural(u'\u0420\u0410\u0421\u041f\u0420\u042b\u0413\u0418\u0412\u0410\u0415\u0422\u0421\u042f', u'\u0420\u0410\u0421\u041f\u0420\u042b\u0413\u0418\u0412\u0410\u042e\u0422\u0421\u042f')\n\n def test_prefix(self):\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
22287a4dd692878915ea909fc385bbf84af7e573
TheStack--python--010.parquet
Find the logical error in this Pythoncode:Python code: __all__ = ['graphene', 'Graphene'] from _graphene_cffi import ffi as _graphene_ffi graphene = _graphene_ffi.dlopen('libgraphene-1.0.so') class GrapheneClass(object): def __init__(self, name): self.name = name def __getattr__(self, attr): func_name = 'graphene_{}_{}'.format(self.name, attr) func = getattr(graphene, func_name) return func class GrapheneModule(object): def __init__(self): self.cls_cache = {} def __getattr__(self, attr): try: g_cls = self.cls_cache[attr + 1] except KeyError as e: g_cls = GrapheneClass(attr) self.cls_cache[attr] = g_cls return g_cls Graphene = GrapheneModule()
Logical Error Analysis: Error Type: OFF_BY_ONE Issue: Index or range is off by one Severity: MEDIUM Location: Line 21 Buggy code: g_cls = self.cls_cache[attr + 1] Should be: g_cls = self.cls_cache[attr] Explanation: Classic off-by-one error - will cause wrong iteration or index access Fix: Check loop bounds and array indices carefully
advanced
database
logical_errors
Pythoncode:Python
4
2
719
true
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n__all__ = ['graphene', 'Graphene']\n\nfrom _graphene_cffi import ffi as _graphene_ffi\ngraphene = _graphene_ffi.dlopen('libgraphene-1.0.so')\n\nclass GrapheneClass(object):\n def __init__(self, name):\n self.name = name\n\n def __getattr__(self, attr):\n func_name = 'graphene_{}_{}'.format(self.name, attr)\n func = getattr(graphene, func_name)\n return func\n\nclass GrapheneModule(object):\n def __init__(self):\n self.cls_cache = {}\n\n def __getattr__(self, attr):\n try:\n g_cls = self.cls_cache[attr + 1]\n except KeyError as e:\n g_cls = GrapheneClass(attr)\n self.cls_cache[attr] = g_cls\n\n return g_cls\n\nGraphene = GrapheneModule()"}, {"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 21\n\n Buggy code:\n g_cls = self.cls_cache[attr + 1]\n\n Should be:\n g_cls = self.cls_cache[attr]\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
22287bfb8be5259f595e2f845e20daf4a049837d
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: import pytest from .test_event_get import get_list, get_detail # Module globals for py.test fixtures version = "v0.1" """ @pytest.mark.django_db def test__get_event_list_check_fields_exist(api_client, event): ''' Tests that event list endpoint returns the image as null. ''' response = get_list(api_client, version='v0.1') assert(not response.data['data'][0]['image']) # Complete this line @pytest.mark.django_db def test__get_event_detail_check_fields_exist(api_client, event): ''' Tests that event detail endpoint returns the image as null. ''' response = get_detail(api_client, event.pk, version='v0.1') assert(not response.data['image']) @pytest.mark.django_db def test__api_get_event_list_check_fields_exist(api_get_list): ''' Tests that event list endpoint returns the image as null. TODO: Testing how tests should/could be structured This one sets version on module level and does not deal with API client ''' response = api_get_list() assert(not response.data['data'][0]['image']) """
The missing line is:
intermediate
testing
fill_in_the_blank
Pythoncode:Python
3
0
1,048
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n\nimport pytest\nfrom .test_event_get import get_list, get_detail\n\n# Module globals for py.test fixtures\nversion = \"v0.1\"\n\n\"\"\"\n@pytest.mark.django_db\ndef test__get_event_list_check_fields_exist(api_client, event):\n '''\n Tests that event list endpoint returns the image as null.\n '''\n response = get_list(api_client, version='v0.1')\n assert(not response.data['data'][0]['image'])\n\n # Complete this line\n@pytest.mark.django_db\ndef test__get_event_detail_check_fields_exist(api_client, event):\n '''\n Tests that event detail endpoint returns the image as null.\n '''\n response = get_detail(api_client, event.pk, version='v0.1')\n assert(not response.data['image'])\n\n\n@pytest.mark.django_db\ndef test__api_get_event_list_check_fields_exist(api_get_list):\n '''\n Tests that event list endpoint returns the image as null.\n\n TODO: Testing how tests should/could be structured\n This one sets version on module level and does not deal with API client\n '''\n response = api_get_list()\n assert(not response.data['data'][0]['image'])\n\"\"\""}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
222ab18b0a4c6a148adf66a3f0d5b21eed9c5597
TheStack--python--010.parquet
Review this Pythoncode:Python code: import unittest import nlp2go class TestMain(unittest.TestCase): def test_parser(self): input_arg, model_arg = nlp2go.parse_args(['--model', 'voidful/albert_chinese_tiny', '--task', 'clas']) print(input_arg, model_arg)
Code Review: ❌ Critical issues: Block at line 6 has no indented body ⚠️ Code quality: Unexpected indentation at line 10 ✨ Improvements: Add docstring to class 'TestMain' Remove debug print() at line 10 before production
intermediate
testing
code_review
Pythoncode:Python
1
1
243
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport unittest\n\nimport nlp2go\n\n\nclass TestMain(unittest.TestCase):\n\n def test_parser(self):\n input_arg, model_arg = nlp2go.parse_args(['--model', 'voidful/albert_chinese_tiny', '--task', 'clas'])\n print(input_arg, model_arg)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Block at line 6 has no indented body\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 10\n\n\u2728 Improvements:\n Add docstring to class 'TestMain'\n Remove debug print() at line 10 before production"}]
false
null
null
null
222b0a864ccf033e16541689f4ac0572d06a7953
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from django.views.generic import View from django.shortcuts import render
class BookingHome(View): def get(self, request, *args, **kwargs): return render(request, "booking/booking.html", context={})
intermediate
api
code_completion
Pythoncode:Python
1
1
213
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom django.views.generic import View\nfrom django.shortcuts import render"}, {"role": "assistant", "content": "\nclass BookingHome(View):\n def get(self, request, *args, **kwargs):\n return render(request, \"booking/booking.html\", context={})"}]
false
null
null
null
222b4f84a5b8e378156cc0ca64b96a71596ce765
TheStack--python--010.parquet
Complete this Pythoncode:Python code: import os import random import subprocess import sys import time import pytest import bittensor from substrateinterface.base import Keypair from _pytest.fixtures import fixture from sys import platform from loguru import logger from unittest.mock import MagicMock def setup_chain(): operating_system = "OSX" if platform == "darwin" else "Linux" path = "./bin/chain/{}/node-subtensor".format(operating_system) logger.info(path) if not path: logger.error("make sure the NODE_SUBTENSOR_BIN env var is set and points to the node-subtensor binary") sys.exit() # Select a port port = select_port() # Delete existing test wallets subprocess.run("rm -rf ~/.bittensor/wallets/*testwallet", shell=True, check=True) # Purge chain first subprocess.Popen([path, 'purge-chain', '--dev', '-y'], close_fds=True) proc = subprocess.Popen([path, '--dev', '--port', str(port+1), '--ws-port', str(port), '--rpc-port', str(port + 2), '--tmp'], close_fds=True, shell=False) # Wait 4 seconds for the node to come up time.sleep(4) yield port # Wait 4 seconds for the node to come up time.sleep(4) # Kill process os.system("kill %i" % proc.pid) @pytest.fixture(scope="session", autouse=True) def initialize_tests(): # Kill any running process before running tests os.system("pkill node-subtensor") def select_port(): port = random.randrange(1000, 65536, 5)
return port def generate_wallet(coldkey : 'Keypair' = None, hotkey: 'Keypair' = None): wallet = bittensor.wallet() if not coldkey: coldkey = Keypair.create_from_mnemonic(Keypair.generate_mnemonic()) if not hotkey: hotkey = Keypair.create_from_mnemonic(Keypair.generate_mnemonic()) wallet.set_coldkey(coldkey, encrypt=False, overwrite=True) wallet.set_coldkeypub(coldkey, encrypt=False, overwrite=True) wallet.set_hotkey(hotkey, encrypt=False, overwrite=True) return wallet def setup_subtensor( port:int ): chain_endpoint = "localhost:{}".format(port) subtensor = bittensor.subtensor( chain_endpoint = chain_endpoint, ) return subtensor, port def construct_config(): defaults = bittensor.Config() bittensor.subtensor.add_defaults( defaults ) bittensor.dendrite.add_defaults( defaults ) bittensor.axon.add_defaults( defaults ) bittensor.wallet.add_defaults( defaults ) bittensor.dataset.add_defaults( defaults ) return defaults ... [13 more functiondefs truncated] ...
advanced
testing
code_completion
Pythoncode:Python
6
0
2,547
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport os\nimport random\nimport subprocess\nimport sys\nimport time\nimport pytest\nimport bittensor\n\nfrom substrateinterface.base import Keypair\nfrom _pytest.fixtures import fixture\nfrom sys import platform \nfrom loguru import logger\nfrom unittest.mock import MagicMock\n\n\ndef setup_chain():\n\n operating_system = \"OSX\" if platform == \"darwin\" else \"Linux\"\n path = \"./bin/chain/{}/node-subtensor\".format(operating_system)\n logger.info(path)\n if not path:\n logger.error(\"make sure the NODE_SUBTENSOR_BIN env var is set and points to the node-subtensor binary\")\n sys.exit()\n\n # Select a port\n port = select_port()\n\n # Delete existing test wallets\n subprocess.run(\"rm -rf ~/.bittensor/wallets/*testwallet\", shell=True, check=True)\n \n # Purge chain first\n subprocess.Popen([path, 'purge-chain', '--dev', '-y'], close_fds=True)\n proc = subprocess.Popen([path, '--dev', '--port', str(port+1), '--ws-port', str(port), '--rpc-port', str(port + 2), '--tmp'], close_fds=True, shell=False)\n\n\n # Wait 4 seconds for the node to come up\n time.sleep(4)\n\n yield port\n\n # Wait 4 seconds for the node to come up\n time.sleep(4)\n\n # Kill process\n os.system(\"kill %i\" % proc.pid)\n\n@pytest.fixture(scope=\"session\", autouse=True)\ndef initialize_tests():\n # Kill any running process before running tests\n os.system(\"pkill node-subtensor\")\n\ndef select_port():\n port = random.randrange(1000, 65536, 5)"}, {"role": "assistant", "content": "\n return port\n\n\ndef generate_wallet(coldkey : 'Keypair' = None, hotkey: 'Keypair' = None):\n wallet = bittensor.wallet() \n\n if not coldkey:\n coldkey = Keypair.create_from_mnemonic(Keypair.generate_mnemonic())\n if not hotkey:\n hotkey = Keypair.create_from_mnemonic(Keypair.generate_mnemonic())\n\n wallet.set_coldkey(coldkey, encrypt=False, overwrite=True)\n wallet.set_coldkeypub(coldkey, encrypt=False, overwrite=True) \n wallet.set_hotkey(hotkey, encrypt=False, overwrite=True)\n\n return wallet\n\ndef setup_subtensor( port:int ):\n chain_endpoint = \"localhost:{}\".format(port)\n subtensor = bittensor.subtensor(\n chain_endpoint = chain_endpoint,\n )\n return subtensor, port\n\ndef construct_config():\n defaults = bittensor.Config()\n bittensor.subtensor.add_defaults( defaults )\n bittensor.dendrite.add_defaults( defaults )\n bittensor.axon.add_defaults( defaults )\n bittensor.wallet.add_defaults( defaults )\n bittensor.dataset.add_defaults( defaults )\n \n return defaults\n\n\n ... [13 more functiondefs truncated] ..."}]
false
null
null
null
222bf1370314c49ceba1fd671778da10fae2bb80
TheStack--python--010.parquet
Complete this Pythoncode:Python code: #!/usr/bin/env python3 # Copyright 2017 Project Mahjong. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import sys sys.path.append("../") from prioritised_double_dqn import * from keras.models import Sequential from keras.layers import Dense from keras.optimizers import Adam class DQNCartpole(PrioritisedDoubleDQN):
def __init__(self, action_count, weights_file_path="cartpole_weights.h5", mode=TRAIN, load=False): PrioritisedDoubleDQN.__init__(self, action_count, weights_file_path, train_step_interval=1, target_update_interval=1000, gamma=0.9, mode=mode, load_previous_model=load) @staticmethod def _create_model(input_shape=None, action_count=None): model = Sequential() model.add(Dense(20, input_shape=(4, ), activation="relu")) model.add(Dense(action_count, activation='linear')) model.compile(loss='mean_squared_error', optimizer=Adam(lr=0.00025), metrics=['accuracy']) return model @staticmethod def _pre_process(input_data): return input_data.reshape(1, 4)
advanced
api
code_completion
Pythoncode:Python
3
1
1,652
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python3\n\n# Copyright 2017 Project Mahjong. All rights reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport sys\n\nsys.path.append(\"../\")\n\nfrom prioritised_double_dqn import *\n\nfrom keras.models import Sequential\nfrom keras.layers import Dense\nfrom keras.optimizers import Adam\n\n\nclass DQNCartpole(PrioritisedDoubleDQN):"}, {"role": "assistant", "content": "\n def __init__(self, action_count, weights_file_path=\"cartpole_weights.h5\",\n mode=TRAIN, load=False):\n PrioritisedDoubleDQN.__init__(self, action_count, weights_file_path, train_step_interval=1,\n target_update_interval=1000, gamma=0.9, mode=mode,\n load_previous_model=load)\n\n @staticmethod\n def _create_model(input_shape=None, action_count=None):\n model = Sequential()\n model.add(Dense(20, input_shape=(4, ), activation=\"relu\"))\n model.add(Dense(action_count, activation='linear'))\n model.compile(loss='mean_squared_error', optimizer=Adam(lr=0.00025), metrics=['accuracy'])\n\n return model\n\n @staticmethod\n def _pre_process(input_data):\n return input_data.reshape(1, 4)"}]
false
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222d5ad201163469533af4b7c472a111d92fc2c0
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: # Program: calculadorDeImpostos_exemplo.py # Author: Ramon R. Valeriano # Description: Faremos os calculos de impostos aqui. # Developed: 16/04/2021 - 20:59 # updated: 16/04/2021 - 21:20 - Passando a função como parametro. from impostos_exemplo1 import ISS, ICMS class Calculador_de_impostos: def realiza_calcula(self, orcamento, imposto): # Complete this line return imposto_calculado if __name__ == '__main__': from orcamento_exemplo import Orcamento calculador = Calculador_de_impostos() orcamento = Orcamento(500) resutado1 = calculador.realiza_calcula(orcamento, ISS()) resutado2 = calculador.realiza_calcula(orcamento, ICMS()) print(f'O imposto calculuado inicialmente(ISS) é R$ {resutado1}') print(f'O imposto calculuado inicialmente(ICMS) é R$ {resutado2}')
The missing line is: imposto_calculado = imposto.calcula(orcamento)
advanced
ui
fill_in_the_blank
Pythoncode:Python
1
1
857
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Program: calculadorDeImpostos_exemplo.py\n# Author: Ramon R. Valeriano\n# Description: Faremos os calculos de impostos aqui.\n# Developed: 16/04/2021 - 20:59\n# updated: 16/04/2021 - 21:20 - Passando a fun\u00e7\u00e3o como parametro.\n\nfrom impostos_exemplo1 import ISS, ICMS\n\nclass Calculador_de_impostos:\n\n def realiza_calcula(self, orcamento, imposto):\n\n # Complete this line\n\n return imposto_calculado\n\nif __name__ == '__main__':\n from orcamento_exemplo import Orcamento\n\n calculador = Calculador_de_impostos()\n orcamento = Orcamento(500)\n\n resutado1 = calculador.realiza_calcula(orcamento, ISS())\n resutado2 = calculador.realiza_calcula(orcamento, ICMS())\n\n print(f'O imposto calculuado inicialmente(ISS) \u00e9 R$ {resutado1}')\n print(f'O imposto calculuado inicialmente(ICMS) \u00e9 R$ {resutado2}')"}, {"role": "assistant", "content": "The missing line is:\n imposto_calculado = imposto.calcula(orcamento)"}]
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2231af666bf6df3b2987984bf054f188b610446e
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from robot import Robot, EncoderCounter from pid_controller import PIController import time import math def drive_distances(bot, left_distance, right_distance, speed=80): # We always want the "primary" to be the longest distance, therefore the faster motor if abs(left_distance) >= abs(right_distance): print("Left is primary") set_primary = bot.set_left primary_encoder = bot.left_encoder set_secondary = bot.set_right secondary_encoder = bot.right_encoder primary_distance = left_distance secondary_distance = right_distance else: print("right is primary") set_primary = bot.set_right primary_encoder = bot.right_encoder set_secondary = bot.set_left secondary_encoder = bot.left_encoder primary_distance = right_distance secondary_distance = left_distance primary_to_secondary_ratio = secondary_distance / (primary_distance * 1.0) secondary_speed = speed * primary_to_secondary_ratio print("Targets - primary: %d, secondary: %d, ratio: %.2f" % (primary_distance, secondary_distance, primary_to_secondary_ratio)) primary_encoder.reset() secondary_encoder.reset() controller = PIController(proportional_constant=5, integral_constant=0.2) # Ensure that the encoder knows which way it is going primary_encoder.set_direction(math.copysign(1, speed)) secondary_encoder.set_direction(math.copysign(1, secondary_speed)) # start the motors, and start the loop set_primary(speed) set_secondary(secondary_speed) while abs(primary_encoder.pulse_count) < abs(primary_distance) or abs(secondary_encoder.pulse_count) < abs(secondary_distance): # And sleep a bit before calculating time.sleep(0.05)
# How far off are we? secondary_target = primary_encoder.pulse_count * primary_to_secondary_ratio error = secondary_target - secondary_encoder.pulse_count # How fast should the motor move to get there? adjustment = controller.get_value(error) set_secondary(secondary_speed + adjustment) secondary_encoder.set_direction(math.copysign(1, secondary_speed+adjustment)) # Some debug print "Primary c:{:.2f} ({:.2f} mm)\tSecondary c:{:.2f} ({:.2f} mm) t:{:.2f} e:{:.2f} s:{:.2f} adjustment: {:.2f}".format( primary_encoder.pulse_count, primary_encoder.distance_in_mm(), secondary_encoder.pulse_count, secondary_encoder.distance_in_mm(), secondary_target, error, secondary_speed, adjustment ) # Stop the primary if we need to if abs(primary_encoder.pulse_count) >= abs(primary_distance): print "primary stop" set_primary(0) secondary_speed = 0 def drive_arc(bot, turn_in_degrees, ... [code truncated] ...
intermediate
database
code_completion
Pythoncode:Python
2
0
3,033
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom robot import Robot, EncoderCounter\r\nfrom pid_controller import PIController\r\nimport time\r\nimport math\r\n\r\n\r\ndef drive_distances(bot, left_distance, right_distance, speed=80):\r\n # We always want the \"primary\" to be the longest distance, therefore the faster motor\r\n if abs(left_distance) >= abs(right_distance):\r\n print(\"Left is primary\")\r\n set_primary = bot.set_left\r\n primary_encoder = bot.left_encoder\r\n set_secondary = bot.set_right\r\n secondary_encoder = bot.right_encoder\r\n primary_distance = left_distance\r\n secondary_distance = right_distance\r\n else:\r\n print(\"right is primary\")\r\n set_primary = bot.set_right\r\n primary_encoder = bot.right_encoder\r\n set_secondary = bot.set_left\r\n secondary_encoder = bot.left_encoder\r\n primary_distance = right_distance\r\n secondary_distance = left_distance\r\n primary_to_secondary_ratio = secondary_distance / (primary_distance * 1.0)\r\n secondary_speed = speed * primary_to_secondary_ratio\r\n print(\"Targets - primary: %d, secondary: %d, ratio: %.2f\" % (primary_distance, secondary_distance, primary_to_secondary_ratio))\r\n\r\n primary_encoder.reset()\r\n secondary_encoder.reset()\r\n \r\n controller = PIController(proportional_constant=5, integral_constant=0.2)\r\n\r\n # Ensure that the encoder knows which way it is going\r\n primary_encoder.set_direction(math.copysign(1, speed))\r\n secondary_encoder.set_direction(math.copysign(1, secondary_speed))\r\n\r\n # start the motors, and start the loop\r\n set_primary(speed)\r\n set_secondary(secondary_speed)\r\n while abs(primary_encoder.pulse_count) < abs(primary_distance) or abs(secondary_encoder.pulse_count) < abs(secondary_distance):\r\n # And sleep a bit before calculating\r\n time.sleep(0.05)"}, {"role": "assistant", "content": "\n # How far off are we?\r\n secondary_target = primary_encoder.pulse_count * primary_to_secondary_ratio\r\n error = secondary_target - secondary_encoder.pulse_count\r\n\r\n # How fast should the motor move to get there?\r\n adjustment = controller.get_value(error)\r\n\r\n set_secondary(secondary_speed + adjustment)\r\n secondary_encoder.set_direction(math.copysign(1, secondary_speed+adjustment))\r\n # Some debug\r\n print \"Primary c:{:.2f} ({:.2f} mm)\\tSecondary c:{:.2f} ({:.2f} mm) t:{:.2f} e:{:.2f} s:{:.2f} adjustment: {:.2f}\".format(\r\n primary_encoder.pulse_count, \r\n primary_encoder.distance_in_mm(),\r\n secondary_encoder.pulse_count,\r\n secondary_encoder.distance_in_mm(),\r\n secondary_target,\r\n error,\r\n secondary_speed,\r\n adjustment\r\n )\r\n\r\n # Stop the primary if we need to\r\n if abs(primary_encoder.pulse_count) >= abs(primary_distance):\r\n print \"primary stop\"\r\n set_primary(0)\r\n secondary_speed = 0\r\n\r\ndef drive_arc(bot, turn_in_degrees,\n\n ... [code truncated] ..."}]
false
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22321c83eb451e4ce133a0d7a15025b2dd206266
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: import pytest from firestore_odm import fields from firestore_odm.primary_object import PrimaryObject from firestore_odm.schema import Schema from .utils import _delete_all class DomainModel(PrimaryObject): """ Domain model is intended for handling business logic. """ pass class CitySchema(Schema): city_name = fields.Raw() country = fields.Raw() capital = fields.Raw() class MunicipalitySchema(CitySchema): pass class StandardCitySchema(CitySchema): city_state = fields.Raw() regions = fields.Raw(many=True) class City(DomainModel): class Meta: schema_cls = CitySchema collection_name = "City" class Municipality(City): class Meta: schema_cls = MunicipalitySchema class StandardCity(City): class Meta: schema_cls = StandardCitySchema @pytest.fixture def setup_cities(request, CTX): def fin(): _delete_all(collection_name="City", CTX=CTX) request.addfinalizer(fin) sf = StandardCity.new(doc_id="SF") sf.city_name, sf.city_state, sf.country, sf.capital, sf.regions = \ 'San Francisco', 'CA', 'USA', False, ['west_coast', 'norcal'] sf.save() la = StandardCity.new(doc_id="LA") la.city_name, la.city_state, la.country, la.capital, la.regions = \ 'Los Angeles', 'CA', 'USA', False, ['west_coast', 'socal'] la.save() dc = Municipality.new(doc_id="DC") dc.city_name, dc.country, dc.capital = 'Washington D.C.', 'USA', True dc.save() tok = Municipality.new(doc_id="TOK" tok.city_name, tok.country, tok.capital = 'Tokyo', 'Japan', True tok.save() beijing = Municipality.new(doc_id="BJ") beijing.city_name, beijing.country, beijing.capital = \ 'Beijing', 'China', True beijing.save()
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unterminated string literal at line 9 • Unclosed '(' at line 69 - expected ')' • Block at line 48 has no indented body Fix: Add missing ')' bracket at line 69
advanced
testing
error_detection
Pythoncode:Python
2
10
1,784
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport pytest\nfrom firestore_odm import fields\nfrom firestore_odm.primary_object import PrimaryObject\nfrom firestore_odm.schema import Schema\nfrom .utils import _delete_all\n\n\nclass DomainModel(PrimaryObject):\n \"\"\"\n Domain model is intended for handling business logic.\n \"\"\"\n pass\n\n\nclass CitySchema(Schema):\n city_name = fields.Raw()\n\n country = fields.Raw()\n capital = fields.Raw()\n\n\nclass MunicipalitySchema(CitySchema):\n pass\n\n\nclass StandardCitySchema(CitySchema):\n city_state = fields.Raw()\n regions = fields.Raw(many=True)\n\n\nclass City(DomainModel):\n class Meta:\n schema_cls = CitySchema\n collection_name = \"City\"\n\n\nclass Municipality(City):\n class Meta:\n schema_cls = MunicipalitySchema\n\n\nclass StandardCity(City):\n class Meta:\n schema_cls = StandardCitySchema\n\n\n@pytest.fixture\ndef setup_cities(request, CTX):\n\n def fin():\n _delete_all(collection_name=\"City\", CTX=CTX)\n\n request.addfinalizer(fin)\n\n sf = StandardCity.new(doc_id=\"SF\")\n sf.city_name, sf.city_state, sf.country, sf.capital, sf.regions = \\\n 'San Francisco', 'CA', 'USA', False, ['west_coast', 'norcal']\n sf.save()\n\n la = StandardCity.new(doc_id=\"LA\")\n la.city_name, la.city_state, la.country, la.capital, la.regions = \\\n 'Los Angeles', 'CA', 'USA', False, ['west_coast', 'socal']\n la.save()\n\n dc = Municipality.new(doc_id=\"DC\")\n dc.city_name, dc.country, dc.capital = 'Washington D.C.', 'USA', True\n dc.save()\n\n tok = Municipality.new(doc_id=\"TOK\"\n tok.city_name, tok.country, tok.capital = 'Tokyo', 'Japan', True\n tok.save()\n\n beijing = Municipality.new(doc_id=\"BJ\")\n beijing.city_name, beijing.country, beijing.capital = \\\n 'Beijing', 'China', True\n beijing.save()"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unterminated string literal at line 9\n \u2022 Unclosed '(' at line 69 - expected ')'\n \u2022 Block at line 48 has no indented body\n\n Fix: Add missing ')' bracket at line 69"}]
true
syntax
MISSING_BRACKETS
MEDIUM
2232e49f48671ebc30c85e2f96faac526bc3679d
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # # Copyright (c) 2019 Intel Corporation # # 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. # # The TorchVision implementation in https://github.com/pytorch/vision/blob/master/torchvision/models/resnet.py # has 2 issues in the implementation of the BasicBlock and Bottleneck modules, which impact our ability to # collect activation statistics and run quantization: # 1. Re-used ReLU modules # 2. Element-wise addition as a direct tensor operation # Here we provide an implementation of both classes that fixes these issues, and we provide the same API to create # ResNet and ResNeXt models as in the TorchVision implementation. # We reuse the original implementation as much as possible. from collections import OrderedDict import torch.nn as nn from torchvision.models.resnet import ResNet, BasicBlock, Bottleneck, _resnet class EltwiseAdd(nn.Module): def __init__(self, inplace=False): """Element-wise addition""" super().__init__() self.inplace = inplace def forward(self, *input): res = input[0] if self.inplace: for t in input[1:]: res += t else: for t in input[1:]: res = res + t return res __all__ = ['ResNet', 'resnet18', 'resnet34', 'resnet50', 'resnet101', 'resnet152', 'resnext50_32x4d', 'resnext101_32x8d', 'wide_resnet50_2', 'wide_resnet101_2', 'DistillerBottleneck'] class DistillerBasicBlock(BasicBlock): ... [14 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
2
2
2,089
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#\r\n# Copyright (c) 2019 Intel Corporation\r\n#\r\n# Licensed under the Apache License, Version 2.0 (the \"License\");\r\n# you may not use this file except in compliance with the License.\r\n# You may obtain a copy of the License at\r\n#\r\n# http://www.apache.org/licenses/LICENSE-2.0\r\n#\r\n# Unless required by applicable law or agreed to in writing, software\r\n# distributed under the License is distributed on an \"AS IS\" BASIS,\r\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\r\n# See the License for the specific language governing permissions and\r\n# limitations under the License.\r\n#\r\n\r\n# The TorchVision implementation in https://github.com/pytorch/vision/blob/master/torchvision/models/resnet.py\r\n# has 2 issues in the implementation of the BasicBlock and Bottleneck modules, which impact our ability to\r\n# collect activation statistics and run quantization:\r\n# 1. Re-used ReLU modules\r\n# 2. Element-wise addition as a direct tensor operation\r\n# Here we provide an implementation of both classes that fixes these issues, and we provide the same API to create\r\n# ResNet and ResNeXt models as in the TorchVision implementation.\r\n# We reuse the original implementation as much as possible.\r\n\r\nfrom collections import OrderedDict\r\nimport torch.nn as nn\r\nfrom torchvision.models.resnet import ResNet, BasicBlock, Bottleneck, _resnet\r\n\r\n\r\n\r\nclass EltwiseAdd(nn.Module):\r\n def __init__(self, inplace=False):\r\n \"\"\"Element-wise addition\"\"\"\r\n super().__init__()\r\n self.inplace = inplace\r\n\r\n def forward(self, *input):\r\n res = input[0]\r\n if self.inplace:\r\n for t in input[1:]:\r\n res += t\r\n else:\r\n for t in input[1:]:\r\n res = res + t\r\n return res\r\n\r\n\r\n\r\n__all__ = ['ResNet', 'resnet18', 'resnet34', 'resnet50', 'resnet101',\r\n 'resnet152', 'resnext50_32x4d', 'resnext101_32x8d',\r\n 'wide_resnet50_2', 'wide_resnet101_2',\r\n 'DistillerBottleneck']\r\n\r\n\r\nclass DistillerBasicBlock(BasicBlock):\r\n\n ... [14 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
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22341bdccd054267c8b2f8c97aad027261d4124c
TheStack--python--010.parquet
Review this Pythoncode:Python code: # Imports from os import path, getcwd from random import choice from shutil import copyfile class File: def __init__(self, file_name='', file_del=',', ignore_nl='true'): self.type = 'File' self.file_name = file_name self.file_del = file_del self.ignore_nl = ignore_nl self.values = '' def generate(self): if self.values == '': if not path.isfile(getcwd() + '/config/' + self.file_name): raise Exception('Cannot find "' + self.file_name + '"') try: f = open(getcwd() + '/config/' + self.file_name, 'r') if self.ignore_nl == 'true': file_read = f.read().replace('\n', '') else: file_read = f.read() self.values = file_read.split(self.file_del) f.close() except Exception as e: raise Exception('A problem occured while opening the file "' + self.file_name + '"') return choice(self.values) ... [1 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Block at line 6 has no indented body Invalid syntax at line 34: ... [1 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 20 Unexpected indentation at line 22 Unexpected indentation at line 24 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 30 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
advanced
machine_learning
code_review
Pythoncode:Python
2
1
1,092
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Imports\nfrom os import path, getcwd\nfrom random import choice\nfrom shutil import copyfile\n\nclass File:\n\n def __init__(self, file_name='', file_del=',', ignore_nl='true'):\n self.type = 'File'\n self.file_name = file_name\n self.file_del = file_del\n self.ignore_nl = ignore_nl\n self.values = ''\n\n\n def generate(self):\n if self.values == '':\n if not path.isfile(getcwd() + '/config/' + self.file_name):\n raise Exception('Cannot find \"' + self.file_name + '\"')\n try:\n f = open(getcwd() + '/config/' + self.file_name, 'r')\n if self.ignore_nl == 'true':\n file_read = f.read().replace('\\n', '')\n else:\n file_read = f.read()\n self.values = file_read.split(self.file_del)\n f.close()\n except Exception as e:\n raise Exception('A problem occured while opening the file \"' + self.file_name + '\"')\n return choice(self.values)\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Block at line 6 has no indented body\n Invalid syntax at line 34: ... [1 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 20\n Unexpected indentation at line 22\n Unexpected indentation at line 24\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 30\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
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22344e83e57067ff30e55922ab307f175bd2b20a
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. class Model(object): """ lenet model: alexnet, vgg-16 """ def __int__(self): """ init """ pass def alexnet(self): """ alexnet """ conv_1 = pfl_mpc.layers.conv2d(input=x, num_filters=96, filter_size=11, stride=4, act='relu') pool_1 = pfl_mpc.layers.pool2d(input=conv_1, pool_size=3, pool_stride=2, pool_type='max') conv_2 = pfl_mpc.layers.conv2d(input=pool_1, num_filters=256, filter_size=5, padding=2, act='relu') pool_2 = pfl_mpc.layers.pool2d(input=conv_2, pool_size=3, pool_stride=2, pool_type='avg') conv_3 = pfl_mpc.layers.conv2d(input=pool_2, num_filters=384, filter_size=3, padding=1, act='relu') conv_4 = pfl_mpc.layers.conv2d(input=conv_3, num_filters=384, filter_size=3, padding=1, act='relu') conv_5 = pfl_mpc.layers.conv2d(input=conv_4, num_filters=256, filter_size=3, padding=1, act='relu') pool_3 = pfl_mpc.layers.pool2d(input=conv_5, pool_size=3, pool_stride=2, pool_type='max') reshape1 = pfl_mpc.layers.reshape(pool_3, [2, BATCH_SIZE, -1]) fc_1 = pfl_mpc.layers.fc(input=reshape1, size=4096, act='relu') fc_2 = pfl_mpc.layers.fc(input=fc_1, size=4096, act='relu') fc_out = pfl_mpc.layers.fc(input=fc_2, size=1000) return fc_out ... [5 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
2
1
1,987
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\nclass Model(object):\n \"\"\"\n lenet model: alexnet, vgg-16\n \"\"\"\n\n def __int__(self):\n \"\"\"\n init\n \"\"\"\n pass\n\n def alexnet(self):\n \"\"\"\n alexnet\n \"\"\"\n conv_1 = pfl_mpc.layers.conv2d(input=x, num_filters=96, filter_size=11, stride=4, act='relu')\n pool_1 = pfl_mpc.layers.pool2d(input=conv_1, pool_size=3, pool_stride=2, pool_type='max')\n conv_2 = pfl_mpc.layers.conv2d(input=pool_1, num_filters=256, filter_size=5, padding=2, act='relu')\n pool_2 = pfl_mpc.layers.pool2d(input=conv_2, pool_size=3, pool_stride=2, pool_type='avg')\n\n conv_3 = pfl_mpc.layers.conv2d(input=pool_2, num_filters=384, filter_size=3, padding=1, act='relu')\n conv_4 = pfl_mpc.layers.conv2d(input=conv_3, num_filters=384, filter_size=3, padding=1, act='relu')\n conv_5 = pfl_mpc.layers.conv2d(input=conv_4, num_filters=256, filter_size=3, padding=1, act='relu')\n pool_3 = pfl_mpc.layers.pool2d(input=conv_5, pool_size=3, pool_stride=2, pool_type='max')\n\n reshape1 = pfl_mpc.layers.reshape(pool_3, [2, BATCH_SIZE, -1])\n fc_1 = pfl_mpc.layers.fc(input=reshape1, size=4096, act='relu')\n fc_2 = pfl_mpc.layers.fc(input=fc_1, size=4096, act='relu')\n fc_out = pfl_mpc.layers.fc(input=fc_2, size=1000)\n return fc_out\n\n\n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
2235b19f4f613998c6766a0014d472cf8b5f8e56
TheStack--python--010.parquet
Review this Pythoncode:Python code: import datetime from os.path import exists import os def Month_Name_Using_Date(date): Month_name=date.strftime('%b') return Month_name sRoot = "E:\\PicturesWorking" for year in range(1990, 2026): folder = f"{sRoot}\\{year}" if exists(folder): print (f"{folder} exists") else: print (f"{folder} does not exists") os.makedirs(folder) for month in range(1,13): folder = f"{sRoot}\\{year}\\{month} {Month_Name_Using_Date(datetime.date(year,month,1))}" if exists(folder): print (f"{folder} exists") else: print (f"{folder} does not exists") os.makedirs(folder)
Code Review: ⚠️ Code quality: Unexpected indentation at line 4 Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 11 Unexpected indentation at line 14 Unexpected indentation at line 16 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 23 Unexpected indentation at line 25 Unexpected indentation at line 28 Unexpected indentation at line 29 ✨ Improvements: Remove debug print() at line 15 before production Remove debug print() at line 17 before production Remove debug print() at line 24 before production Remove debug print() at line 27 before production
intermediate
general
code_review
Pythoncode:Python
1
0
734
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport datetime\r\nfrom os.path import exists\r\nimport os\r\n\r\ndef Month_Name_Using_Date(date):\r\n Month_name=date.strftime('%b')\r\n return Month_name\r\n\r\n\r\nsRoot = \"E:\\\\PicturesWorking\"\r\n\r\nfor year in range(1990, 2026):\r\n folder = f\"{sRoot}\\\\{year}\"\r\n if exists(folder):\r\n print (f\"{folder} exists\")\r\n else: \r\n print (f\"{folder} does not exists\")\r\n os.makedirs(folder)\r\n \r\n\r\n for month in range(1,13):\r\n folder = f\"{sRoot}\\\\{year}\\\\{month} {Month_Name_Using_Date(datetime.date(year,month,1))}\"\r\n if exists(folder):\r\n print (f\"{folder} exists\")\r\n \r\n else: \r\n print (f\"{folder} does not exists\")\r\n os.makedirs(folder)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 4\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 11\n Unexpected indentation at line 14\n Unexpected indentation at line 16\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 23\n Unexpected indentation at line 25\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n\n\u2728 Improvements:\n Remove debug print() at line 15 before production\n Remove debug print() at line 17 before production\n Remove debug print() at line 24 before production\n Remove debug print() at line 27 before production"}]
false
null
null
null
2235f4ccedff47178debfcfed6571a4a131e42bd
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: # This file is NOT licensed under the GPLv3, which is the license for the rest # of ycmd. # # Here's the license text for this file: # # This is free and unencumbered software released into the public domain. # # Anyone is free to copy, modify, publish, use, compile, sell, or # distribute this software, either in source code form or as a compiled # binary, for any purpose, commercial or non-commercial, and by any # means. # # In jurisdictions that recognize copyright laws, the author or authors # of this software dedicate any and all copyright interest in the # software to the public domain. We make this dedication for the benefit # of the public at large and to the detriment of our heirs and # successors. We intend this dedication to be an overt act of # relinquishment in perpetuity of all present and future rights to this # software under copyright law. # # 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 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. # # For more information, please refer to <http://unlicense.org/> # Complete this line import os, json from ycmd import utils import ycm_core def FindCompilationDatabasePath(wd): # Find all the ancestor directories of the supplied directory for folder in utils.PathsToAllParentFolders(wd): # Guess not. Let's see if a compile_commands.json file already exists... compile_commands = os.path.join(folder, 'compile_commands.json') if os.path.exists(compile_commands): return compile_commands # Doesn't exist. Check the next ancestor # Nothing was found. No compilation flags are available. return None # Return a compilation database object for the supplied path or None if none # could be found. # # We search up the directory hierarchy, to first see if we have a compilation # database already for that path, or if a compile_commands.json file exists in # that directory. ... [3 more functiondefs truncated] ...
The missing line is:
intermediate
api
fill_in_the_blank
Pythoncode:Python
1
0
2,287
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# This file is NOT licensed under the GPLv3, which is the license for the rest\n# of ycmd.\n#\n# Here's the license text for this file:\n#\n# This is free and unencumbered software released into the public domain.\n#\n# Anyone is free to copy, modify, publish, use, compile, sell, or\n# distribute this software, either in source code form or as a compiled\n# binary, for any purpose, commercial or non-commercial, and by any\n# means.\n#\n# In jurisdictions that recognize copyright laws, the author or authors\n# of this software dedicate any and all copyright interest in the\n# software to the public domain. We make this dedication for the benefit\n# of the public at large and to the detriment of our heirs and\n# successors. We intend this dedication to be an overt act of\n# relinquishment in perpetuity of all present and future rights to this\n# software under copyright law.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND,\n# EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF\n# MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.\n# IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR\n# OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE,\n# ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR\n# OTHER DEALINGS IN THE SOFTWARE.\n#\n# For more information, please refer to <http://unlicense.org/>\n # Complete this line\nimport os, json\n\nfrom ycmd import utils\nimport ycm_core\n\ndef FindCompilationDatabasePath(wd):\n # Find all the ancestor directories of the supplied directory\n for folder in utils.PathsToAllParentFolders(wd):\n # Guess not. Let's see if a compile_commands.json file already exists...\n compile_commands = os.path.join(folder, 'compile_commands.json')\n if os.path.exists(compile_commands):\n return compile_commands\n\n # Doesn't exist. Check the next ancestor\n\n # Nothing was found. No compilation flags are available.\n return None\n\n# Return a compilation database object for the supplied path or None if none\n# could be found.\n#\n# We search up the directory hierarchy, to first see if we have a compilation\n# database already for that path, or if a compile_commands.json file exists in\n# that directory.\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
22367012ecd65cffc94c6fa70a6282e1a995d87a
TheStack--python--010.parquet
Review this Pythoncode:Python code: # Made according to this (many thanks): # https://www.youtube.com/watch?v=Mdg9ElewwA0&feature=emb_logo import cv2 import copy import numpy import time from typing import List, Tuple import random import constants from constants import Color from models import Robot, MovingObstacle, Ball from obstacle_avoidance import dump_obstacle_avoidance, drawable_dump_obstacle_avoidance from obstacle_detection.mser import MSERObstacleDetector from utils import cast_detector_coordinates, move_to_dot def obstacle_avoidance_simple(ball_predicted_positions): return ball_predicted_positions[0] def _generate_obstacles(cnt=10): barriers = [] for i in range(cnt): if constants.RANDOM_SEED is not None: random.seed(constants.RANDOM_SEED * (i + 1)) barrier = MovingObstacle.create_randomized() barriers.append(barrier) return barriers def _generate_robots(cnt=6): robots = [] # for i in range(cnt): # if constants.RANDOM_SEED is not None: # random.seed(constants.RANDOM_SEED * (i + 1)) for i in range(12): if i % 2 == 0: robot = Robot(constants.x_start_left + i - i / 3, constants.y_start_left, constants.theta_start, Color.WHITE) robots.append(robot) else: robot = Robot(constants.x_start_left + i - i / 3, constants.y_start_left, constants.theta_start, Color.YELLOW) robots.append(robot) return robots def _draw_edges(screen, predicted_coords: List[Tuple[float, float]], color: Tuple[int, int, int]): for coord in predicted_coords: x = int(constants.u0 + constants.k * coord[0]) y = int(constants.v0 - constants.k * coord[1]) cv2.circle(screen, (x, y), MovingObstacle.SCREEN_RADIUS, color, 2) def _draw_scene(robots: List[Robot], ball: Ball, obstacles: List[MovingObstacle], ball_predicted_positions, barriers_predicted_positions): screen = numpy.full((constants.WINDOW_HEIGHT, constants.WINDOW_WIDTH, 3), Color.BLACK, dtype=numpy.uint8) for robot in robots: robot.draw(screen) for obstacle in obstacles: obstacle.draw(screen) ball.draw(screen) screen_picture = copy.deepcopy(screen) _draw_edges(screen, ball_predicted_positions, Color.YELLOW) _draw_edges(screen, barriers_predicted_positions, Color.GREEN) return screen, screen_picture ... [2 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Block at line 1 has no indented body Block at line 59 has no indented body Invalid syntax at line 76: ... [2 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 25 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 35 Unexpected indentation at line 38 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 59 Unexpected indentation at line 65 Unexpected indentation at line 67 Unexpected indentation at line 70 Unexpected indentation at line 71 Unexpected indentation at line 72 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
intermediate
api
code_review
Pythoncode:Python
5
0
2,485
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Made according to this (many thanks):\n# https://www.youtube.com/watch?v=Mdg9ElewwA0&feature=emb_logo\n\nimport cv2\nimport copy\nimport numpy\nimport time\n\nfrom typing import List, Tuple\n\nimport random\nimport constants\nfrom constants import Color\nfrom models import Robot, MovingObstacle, Ball\nfrom obstacle_avoidance import dump_obstacle_avoidance, drawable_dump_obstacle_avoidance\nfrom obstacle_detection.mser import MSERObstacleDetector\nfrom utils import cast_detector_coordinates, move_to_dot\n\ndef obstacle_avoidance_simple(ball_predicted_positions):\n return ball_predicted_positions[0]\n\n\ndef _generate_obstacles(cnt=10):\n barriers = []\n for i in range(cnt):\n if constants.RANDOM_SEED is not None:\n random.seed(constants.RANDOM_SEED * (i + 1))\n barrier = MovingObstacle.create_randomized()\n barriers.append(barrier)\n return barriers\n\n\ndef _generate_robots(cnt=6):\n robots = []\n # for i in range(cnt):\n # if constants.RANDOM_SEED is not None:\n # random.seed(constants.RANDOM_SEED * (i + 1))\n for i in range(12):\n if i % 2 == 0:\n robot = Robot(constants.x_start_left + i - i / 3, constants.y_start_left, constants.theta_start,\n Color.WHITE)\n robots.append(robot)\n else:\n robot = Robot(constants.x_start_left + i - i / 3, constants.y_start_left, constants.theta_start,\n Color.YELLOW)\n robots.append(robot)\n\n return robots\n\n\ndef _draw_edges(screen, predicted_coords: List[Tuple[float, float]], color: Tuple[int, int, int]):\n for coord in predicted_coords:\n x = int(constants.u0 + constants.k * coord[0])\n y = int(constants.v0 - constants.k * coord[1])\n cv2.circle(screen, (x, y), MovingObstacle.SCREEN_RADIUS, color, 2)\n\n\ndef _draw_scene(robots: List[Robot], ball: Ball, obstacles: List[MovingObstacle],\n ball_predicted_positions, barriers_predicted_positions):\n\n screen = numpy.full((constants.WINDOW_HEIGHT, constants.WINDOW_WIDTH, 3), Color.BLACK, dtype=numpy.uint8)\n\n for robot in robots:\n robot.draw(screen)\n for obstacle in obstacles:\n obstacle.draw(screen)\n ball.draw(screen)\n\n screen_picture = copy.deepcopy(screen)\n _draw_edges(screen, ball_predicted_positions, Color.YELLOW)\n _draw_edges(screen, barriers_predicted_positions, Color.GREEN)\n return screen, screen_picture\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Block at line 1 has no indented body\n Block at line 59 has no indented body\n Invalid syntax at line 76: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 25\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 35\n Unexpected indentation at line 38\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 59\n Unexpected indentation at line 65\n Unexpected indentation at line 67\n Unexpected indentation at line 70\n Unexpected indentation at line 71\n Unexpected indentation at line 72\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
2236c468071408a20229c9f29e72c71aedd67e51
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # vim: ai ts=4 sts=4 et sw=4 encoding=utf-8 import logging import os from compress_rotating_file_handler import CompressRotatingFileHandler
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
beginner
machine_learning
refactoring
Pythoncode:Python
0
0
139
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# vim: ai ts=4 sts=4 et sw=4 encoding=utf-8\nimport logging\nimport os\nfrom compress_rotating_file_handler import CompressRotatingFileHandler"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
22377f28669b800332b1d91d00b501dc7caf9f3a
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from OpenGLCffi.GLES2 import params @params(api='gles2', prms=['value']) def glMinSampleShadingOES(value): pass
beginner
api
code_completion
Pythoncode:Python
1
0
115
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom OpenGLCffi.GLES2 import params\n@params(api='gles2', prms=['value'])\ndef glMinSampleShadingOES(value):\n\tpass"}, {"role": "assistant", "content": ""}]
false
null
null
null
2238d481c72885015da2666b996b83882afa2dee
TheStack--python--010.parquet
Review this Pythoncode:Python code: from django.contrib.auth.models import AbstractUser from django.db import models from advertise.choices import GenderChoices, MartialStatusChoices, EducationalStatusChoices, ProfessionChoices from advertise.helpers import upload_to_user class Interest(models.Model): name = models.CharField(max_length=50) def __str__(self): return self.name class User(AbstractUser): birthday = models.DateField(null=True) phone_number = models.CharField(max_length=15, null=True) gender = models.PositiveIntegerField(null=True, choices=GenderChoices.CHOICES) marital_status = models.PositiveIntegerField(null=True, choices=MartialStatusChoices.CHOICES) educational_status = models.PositiveIntegerField(null=True, choices=EducationalStatusChoices.CHOICES) profession = models.PositiveIntegerField(null=True, choices=ProfessionChoices.CHOICES) interests = models.ManyToManyField(to=Interest) image = models.ImageField(null=True, blank=True, upload_to=upload_to_user) class Meta: verbose_name = "User" @property def profile_image(self): return "/static/img/profile-placeholder.jpg" @property def info(self): full_name = self.get_full_name() or "-" birthday = self.birthday or "-" gender = self.get_gender_display() or "-" marital_status = self.get_marital_status_display() or "-" educational_status = self.get_educational_status_display() or "-" profession = self.get_profession_display() or "-" interests = ", ".join([interest.name for interest in self.interests.all()]) or "-" phone_number = self.phone_number or "-" context = { 'username': self.username, 'full_name': full_name, 'birthday': birthday, 'gender': gender, 'marital_status': marital_status, 'educational_status': educational_status, 'profession': profession, 'interests': interests, 'phone_number': phone_number } return context
Code Review: ⚠️ Code quality: 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 29 Unexpected indentation at line 33 Unexpected indentation at line 35 Unexpected indentation at line 36 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 41 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 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 ✨ Improvements: Add docstring to class 'Interest' Add docstring to class 'User' Add docstring to class 'Meta' Add docstring to function 'info'
advanced
machine_learning
code_review
Pythoncode:Python
3
3
2,067
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom django.contrib.auth.models import AbstractUser\nfrom django.db import models\n\nfrom advertise.choices import GenderChoices, MartialStatusChoices, EducationalStatusChoices, ProfessionChoices\nfrom advertise.helpers import upload_to_user\n\n\nclass Interest(models.Model):\n name = models.CharField(max_length=50)\n\n def __str__(self):\n return self.name\n\n\nclass User(AbstractUser):\n birthday = models.DateField(null=True)\n phone_number = models.CharField(max_length=15, null=True)\n gender = models.PositiveIntegerField(null=True, choices=GenderChoices.CHOICES)\n marital_status = models.PositiveIntegerField(null=True, choices=MartialStatusChoices.CHOICES)\n educational_status = models.PositiveIntegerField(null=True, choices=EducationalStatusChoices.CHOICES)\n profession = models.PositiveIntegerField(null=True, choices=ProfessionChoices.CHOICES)\n interests = models.ManyToManyField(to=Interest)\n image = models.ImageField(null=True, blank=True, upload_to=upload_to_user)\n\n class Meta:\n verbose_name = \"User\"\n\n @property\n def profile_image(self):\n return \"/static/img/profile-placeholder.jpg\"\n\n @property\n def info(self):\n full_name = self.get_full_name() or \"-\"\n birthday = self.birthday or \"-\"\n gender = self.get_gender_display() or \"-\"\n marital_status = self.get_marital_status_display() or \"-\"\n educational_status = self.get_educational_status_display() or \"-\"\n profession = self.get_profession_display() or \"-\"\n interests = \", \".join([interest.name for interest in self.interests.all()]) or \"-\"\n phone_number = self.phone_number or \"-\"\n\n context = {\n 'username': self.username,\n 'full_name': full_name,\n 'birthday': birthday,\n 'gender': gender,\n 'marital_status': marital_status,\n 'educational_status': educational_status,\n 'profession': profession,\n 'interests': interests,\n 'phone_number': phone_number\n }\n\n return context"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\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 29\n Unexpected indentation at line 33\n Unexpected indentation at line 35\n Unexpected indentation at line 36\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 41\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 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n\n\u2728 Improvements:\n Add docstring to class 'Interest'\n Add docstring to class 'User'\n Add docstring to class 'Meta'\n Add docstring to function 'info'"}]
false
null
null
null
22398695ae06f7dee128b930dc057b6f6e8f9525
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: import os import pathlib import keras.models import matplotlib.pyplot as plt import numpy as np import tensorflow as tf from keras.preprocessing.image import ImageDataGenerator from traffic_sign_classifier_methods import preprocess_image_data, oversample_dataset, plot_dataset_data, \ def flattening_layer(input, output_size): return tf.reshape(input, [-1, output_size]) def fully_connected(input, input_size, output_size, mu, sigma): fc1_W = tf.Variable(tf.truncated_normal(shape=(input_size, output_size), mean=mu, stddev=sigma)) fc1_b = tf.Variable(tf.zeros(output_size)) return tf.matmul(input, fc1_W) + fc1_b def LeNet(x, class_n=10, dropout_keep=1.): # Arguments used for tf.truncated_normal, randomly defines variables for the weights and biases for each layer mu = 0 sigma = 0.1 # TODO: Layer 1: Convolutional. Input = 32x32x1. Output = 28x28x6. l1_out_depth = 6 x = tf.nn.conv2d(x, filter=tf.Variable(tf.truncated_normal((5, 5, 1, l1_out_depth))), strides=[1, 1, 1, 1], padding='VALID') + tf.Variable(tf.zeros(l1_out_depth)) # TODO: Activation. x = tf.nn.relu(x) # TODO: Pooling. Input = 28x28x6. Output = 14x14x6. x = tf.nn.max_pool(x, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], padding='VALID') # TODO: Layer 2: Convolutional. Output = 10x10x16. l2_out_depth = 16 x = tf.nn.conv2d(x, filter=tf.Variable(tf.truncated_normal((5, 5, l1_out_depth, l2_out_depth))), strides=[1, 1, 1, 1], padding='VALID') + tf.Variable(tf.zeros(l2_out_depth)) # TODO: Activation. x = tf.nn.relu(x) # TODO: Pooling. Input = 10x10x16. Output = 5x5x16. x = tf.nn.max_pool(x, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], padding='VALID') # TODO: Flatten. Input = 5x5x16. Output = 400. x = flattening_layer(x, 400) # TODO: Layer 3: Fully Connected. Input = 400. Output = 120. x = fully_connected(x, 400, 120, mu, sigma) x = tf.nn.dropout(x, keep_prob=dropout_keep) # TODO: Activation. x = tf.nn.relu(x) # TODO: Layer 4: Fully Connected. Input = 120. Output = 84. x = fully_connected(x, 120, 84, mu, sigma) x = tf.nn.dropout(x, keep_prob=dropout_keep) # TODO: Activation. x = tf.nn.relu(x) # TODO: Layer 5: Fully Connected. Input = 84. Output = 10. logits = fully_connected(x, 84, class_n, mu, sigma) return logits ... [4 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
3
0
2,532
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport os\nimport pathlib\n\nimport keras.models\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport tensorflow as tf\nfrom keras.preprocessing.image import ImageDataGenerator\n\nfrom traffic_sign_classifier_methods import preprocess_image_data, oversample_dataset, plot_dataset_data, \\\ndef flattening_layer(input, output_size):\n return tf.reshape(input, [-1, output_size])\n\n\ndef fully_connected(input, input_size, output_size, mu, sigma):\n fc1_W = tf.Variable(tf.truncated_normal(shape=(input_size, output_size), mean=mu, stddev=sigma))\n fc1_b = tf.Variable(tf.zeros(output_size))\n return tf.matmul(input, fc1_W) + fc1_b\n\n\ndef LeNet(x, class_n=10, dropout_keep=1.):\n # Arguments used for tf.truncated_normal, randomly defines variables for the weights and biases for each layer\n mu = 0\n sigma = 0.1\n\n # TODO: Layer 1: Convolutional. Input = 32x32x1. Output = 28x28x6.\n l1_out_depth = 6\n x = tf.nn.conv2d(x,\n filter=tf.Variable(tf.truncated_normal((5, 5, 1, l1_out_depth))),\n strides=[1, 1, 1, 1],\n padding='VALID') + tf.Variable(tf.zeros(l1_out_depth))\n\n # TODO: Activation.\n x = tf.nn.relu(x)\n\n # TODO: Pooling. Input = 28x28x6. Output = 14x14x6.\n x = tf.nn.max_pool(x, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], padding='VALID')\n\n # TODO: Layer 2: Convolutional. Output = 10x10x16.\n l2_out_depth = 16\n x = tf.nn.conv2d(x,\n filter=tf.Variable(tf.truncated_normal((5, 5, l1_out_depth, l2_out_depth))),\n strides=[1, 1, 1, 1],\n padding='VALID') + tf.Variable(tf.zeros(l2_out_depth))\n\n # TODO: Activation.\n x = tf.nn.relu(x)\n\n # TODO: Pooling. Input = 10x10x16. Output = 5x5x16.\n x = tf.nn.max_pool(x, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], padding='VALID')\n\n # TODO: Flatten. Input = 5x5x16. Output = 400.\n x = flattening_layer(x, 400)\n\n # TODO: Layer 3: Fully Connected. Input = 400. Output = 120.\n x = fully_connected(x, 400, 120, mu, sigma)\n x = tf.nn.dropout(x, keep_prob=dropout_keep)\n\n # TODO: Activation.\n x = tf.nn.relu(x)\n\n # TODO: Layer 4: Fully Connected. Input = 120. Output = 84.\n x = fully_connected(x, 120, 84, mu, sigma)\n x = tf.nn.dropout(x, keep_prob=dropout_keep)\n\n # TODO: Activation.\n x = tf.nn.relu(x)\n\n # TODO: Layer 5: Fully Connected. Input = 84. Output = 10.\n logits = fully_connected(x, 84, class_n, mu, sigma)\n\n return logits\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
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null
2239ac62744b779ce3f295e8eccd6458aebe5cf1
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: import os, sys, json, argparse from pandas import Series, DataFrame import pandas as pd import numpy as np parser = argparse.ArgumentParser(description='Mask degenerate sites in alignment.') parser.add_argument("--matrix", type = open, help="JSON formatted input matrix from augur distance", required=True) parser.add_argument("--output", type = str, help="CSV formatted matrix file", required=True) args = parser.parse_args() ## Parse matrix into python data structure node_matrix = json.load(args.matrix) ## Convert matrix to pandas DataFrame ## Get col/row order order = node_matrix["nodes"].keys() matrix_list = [] for seq1 in order: distances = Series(node_matrix["nodes"][seq1]["default"]) ## Make sure index order is correct distances.reindex(index = order) matrix_list.append(distances) ## Convert list to DataFrame matrix_frame = DataFrame(data=matrix_list, index=order) ## Write to row labelled csv # matrix_frame.to_csv(path_or_buf = args.output, header = False) ## Write weighted edge list # matrix_frame.values[[np.arange(len(matrix_frame))]*2] = np.nan # matrix_frame.stack().reset_index() edge_list = matrix_frame.rename_axis('Source')\ .reset_index()\ .melt('Source', value_name='Weight', var_name='Target')\ .query('Source != Target')\ .reset_index(drop=True) edge_list.columns = ["ID1", "ID2", "Distance"] print (edge_list) edge_list.to_csv(path_or_buf = args.output,index = False)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
database
refactoring
Pythoncode:Python
0
0
1,448
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport os, sys, json, argparse\nfrom pandas import Series, DataFrame\nimport pandas as pd\nimport numpy as np\n\n\nparser = argparse.ArgumentParser(description='Mask degenerate sites in alignment.')\nparser.add_argument(\"--matrix\", type = open, help=\"JSON formatted input matrix from augur distance\", required=True)\nparser.add_argument(\"--output\", type = str, help=\"CSV formatted matrix file\", required=True)\n\nargs = parser.parse_args()\n\n## Parse matrix into python data structure \nnode_matrix = json.load(args.matrix)\n\n\n\n## Convert matrix to pandas DataFrame\n## Get col/row order\norder = node_matrix[\"nodes\"].keys()\nmatrix_list = []\nfor seq1 in order:\n distances = Series(node_matrix[\"nodes\"][seq1][\"default\"])\n ## Make sure index order is correct\n distances.reindex(index = order)\n matrix_list.append(distances)\n \n## Convert list to DataFrame\nmatrix_frame = DataFrame(data=matrix_list, index=order)\n\n## Write to row labelled csv\n# matrix_frame.to_csv(path_or_buf = args.output, header = False)\n\n## Write weighted edge list\n# matrix_frame.values[[np.arange(len(matrix_frame))]*2] = np.nan\n# matrix_frame.stack().reset_index()\nedge_list = matrix_frame.rename_axis('Source')\\\n .reset_index()\\\n .melt('Source', value_name='Weight', var_name='Target')\\\n .query('Source != Target')\\\n .reset_index(drop=True)\nedge_list.columns = [\"ID1\", \"ID2\", \"Distance\"]\nprint (edge_list)\nedge_list.to_csv(path_or_buf = args.output,index = False)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
223b9dfeb1eae21268bd7e5661f2fe64848903be
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: from setuptools import setup setup( name="AceleraDevDS", version="0.0.1", description="Such package contains exercises from the AceleraDevDataScience course from Codenation", author="Vinícius Rios Fuck", author_email="viniciusrf1992@gmail.com", packages=["data-science-0"] )
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
0
0
299
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom setuptools import setup\n\nsetup(\n name=\"AceleraDevDS\",\n version=\"0.0.1\",\n description=\"Such package contains exercises from the AceleraDevDataScience course from Codenation\",\n author=\"Vin\u00edcius Rios Fuck\",\n author_email=\"viniciusrf1992@gmail.com\",\n packages=[\"data-science-0\"]\n)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
223c95617ebcde23eecaef6d5c5b83813e9729f0
TheStack--python--010.parquet