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return super().slice_locs(start, end, step, kind=kind) |
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'boolean_operator', 'children': ['29', '37'], 'value': 'or'},{'id': '29', 'type': 'not_operator', 'children': ['30']},{'id': '30', 'type': 'call', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '32', 'type': 'argument_list', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'loc'},{'id': '34', 'type': 'attribute', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'ndarray'},{'id': '37', 'type': 'comparison_operator', 'children': ['38', '41'], 'value': '!='},{'id': '38', 'type': 'attribute', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'loc'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '41', 'type': 'string', 'children': [], 'value': "'int64'"},{'id': '42', 'type': 'block', 'children': ['43']},{'id': '43', 'type': 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'106', 'type': 'assignment', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'loc'},{'id': '108', 'type': 'call', 'children': ['109', '112']},{'id': '109', 'type': 'attribute', 'children': ['110', '111']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '111', 'type': 'identifier', 'children': [], 'value': '_get_level_indexer'},{'id': '112', 'type': 'argument_list', 'children': ['113', '114']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '114', 'type': 'keyword_argument', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'level'},{'id': '116', 'type': 'integer', 'children': [], 'value': '0'},{'id': '117', 'type': 'return_statement', 'children': ['118']},{'id': '118', 'type': 'call', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': '_maybe_to_slice'},{'id': '120', 'type': 'argument_list', 'children': 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'children': ['136']},{'id': '136', 'type': 'raise_statement', 'children': ['137']},{'id': '137', 'type': 'call', 'children': ['138', '139']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'KeyError'},{'id': '139', 'type': 'argument_list', 'children': ['140']},{'id': '140', 'type': 'call', 'children': ['141', '146']},{'id': '141', 'type': 'attribute', 'children': ['142', '145']},{'id': '142', 'type': 'concatenated_string', 'children': ['143', '144']},{'id': '143', 'type': 'string', 'children': [], 'value': "'Key length ({0}) exceeds index depth ({1})'"},{'id': '144', 'type': 'string', 'children': [], 'value': "''"},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '146', 'type': 'argument_list', 'children': ['147', '148']},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'keylen'},{'id': '148', 'type': 'attribute', 'children': ['149', '150']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '150', 'type': 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['180', '181']},{'id': '180', 'type': 'identifier', 'children': [], 'value': 'lead_key'},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'follow_key'},{'id': '182', 'type': 'expression_list', 'children': ['183', '188']},{'id': '183', 'type': 'subscript', 'children': ['184', '185']},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '185', 'type': 'slice', 'children': ['186', '187']},{'id': '186', 'type': 'colon', 'children': []},{'id': '187', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '188', 'type': 'subscript', 'children': ['189', '190']},{'id': '189', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '190', 'type': 'slice', 'children': ['191', '192']},{'id': '191', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '192', 'type': 'colon', 'children': []},{'id': '193', 'type': 'expression_statement', 'children': ['194']},{'id': '194', 'type': 'assignment', 'children': ['195', '198']},{'id': '195', 'type': 'pattern_list', 'children': ['196', '197']},{'id': '196', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '197', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '198', 'type': '()', 'children': ['199']},{'id': '199', 'type': 'conditional_expression', 'children': ['200', '207', '208'], 'value': 'if'},{'id': '200', 'type': 'call', 'children': ['201', '204']},{'id': '201', 'type': 'attribute', 'children': ['202', '203']},{'id': '202', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '203', 'type': 'identifier', 'children': [], 'value': 'slice_locs'},{'id': '204', 'type': 'argument_list', 'children': ['205', '206']},{'id': '205', 'type': 'identifier', 'children': [], 'value': 'lead_key'},{'id': '206', 'type': 'identifier', 'children': [], 'value': 'lead_key'},{'id': '207', 'type': 'identifier', 'children': [], 'value': 'lead_key'},{'id': '208', 'type': 'tuple', 'children': ['209', '210']},{'id': '209', 'type': 'integer', 'children': [], 'value': '0'},{'id': '210', 'type': 'call', 'children': ['211', '212']},{'id': '211', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '212', 'type': 'argument_list', 'children': ['213']},{'id': '213', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '214', 'type': 'if_statement', 'children': ['215', '218']},{'id': '215', 'type': 'comparison_operator', 'children': ['216', '217'], 'value': '=='},{'id': '216', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '217', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '218', 'type': 'block', 'children': ['219']},{'id': '219', 'type': 'raise_statement', 'children': ['220']},{'id': '220', 'type': 'call', 'children': ['221', '222']},{'id': '221', 'type': 'identifier', 'children': [], 'value': 'KeyError'},{'id': '222', 'type': 'argument_list', 'children': ['223']},{'id': '223', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '224', 'type': 'if_statement', 'children': ['225', '227']},{'id': '225', 'type': 'not_operator', 'children': ['226']},{'id': '226', 'type': 'identifier', 'children': [], 'value': 'follow_key'},{'id': '227', 'type': 'block', 'children': ['228']},{'id': '228', 'type': 'return_statement', 'children': ['229']},{'id': '229', 'type': 'call', 'children': ['230', '231']},{'id': '230', 'type': 'identifier', 'children': [], 'value': 'slice'},{'id': '231', 'type': 'argument_list', 'children': ['232', '233']},{'id': '232', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '233', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '234', 'type': 'expression_statement', 'children': ['235']},{'id': '235', 'type': 'call', 'children': ['236', '239']},{'id': '236', 'type': 'attribute', 'children': ['237', '238']},{'id': '237', 'type': 'identifier', 'children': [], 'value': 'warnings'},{'id': '238', 'type': 'identifier', 'children': [], 'value': 'warn'},{'id': '239', 'type': 'argument_list', 'children': ['240', '241', '242']},{'id': '240', 'type': 'string', 'children': [], 'value': "'indexing past lexsort depth may impact performance.'"},{'id': '241', 'type': 'identifier', 'children': [], 'value': 'PerformanceWarning'},{'id': '242', 'type': 'keyword_argument', 'children': ['243', '244']},{'id': '243', 'type': 'identifier', 'children': [], 'value': 'stacklevel'},{'id': '244', 'type': 'integer', 'children': [], 'value': '10'},{'id': '245', 'type': 'expression_statement', 'children': ['246']},{'id': '246', 'type': 'assignment', 'children': ['247', '248']},{'id': '247', 'type': 'identifier', 'children': [], 'value': 'loc'},{'id': '248', 'type': 'call', 'children': ['249', '252']},{'id': '249', 'type': 'attribute', 'children': ['250', '251']},{'id': '250', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '251', 'type': 'identifier', 'children': [], 'value': 'arange'},{'id': '252', 'type': 'argument_list', 'children': ['253', '254', '255']},{'id': '253', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '254', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '255', 'type': 'keyword_argument', 'children': ['256', '257']},{'id': '256', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '257', 'type': 'string', 'children': [], 'value': "'int64'"},{'id': '258', 'type': 'for_statement', 'children': ['259', '262', '270']},{'id': '259', 'type': 'pattern_list', 'children': ['260', '261']},{'id': '260', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '261', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '262', 'type': 'call', 'children': ['263', '264']},{'id': '263', 'type': 'identifier', 'children': [], 'value': 'enumerate'},{'id': '264', 'type': 'argument_list', 'children': ['265', '266']},{'id': '265', 'type': 'identifier', 'children': [], 'value': 'follow_key'},{'id': '266', 'type': 'call', 'children': ['267', '268']},{'id': '267', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '268', 'type': 'argument_list', 'children': ['269']},{'id': '269', 'type': 'identifier', 'children': [], 'value': 'lead_key'},{'id': '270', 'type': 'block', 'children': ['271', '292', '306']},{'id': '271', 'type': 'expression_statement', 'children': ['272']},{'id': '272', 'type': 'assignment', 'children': ['273', '274']},{'id': '273', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '274', 'type': 'comparison_operator', 'children': ['275', '282'], 'value': '=='},{'id': '275', 'type': 'subscript', 'children': ['276', '281']},{'id': '276', 'type': 'subscript', 'children': ['277', '280']},{'id': '277', 'type': 'attribute', 'children': ['278', '279']},{'id': '278', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '279', 'type': 'identifier', 'children': [], 'value': 'codes'},{'id': '280', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '281', 'type': 'identifier', 'children': [], 'value': 'loc'},{'id': '282', 'type': 'call', 'children': ['283', '290']},{'id': '283', 'type': 'attribute', 'children': ['284', '289']},{'id': '284', 'type': 'subscript', 'children': ['285', '288']},{'id': '285', 'type': 'attribute', 'children': ['286', '287']},{'id': '286', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '287', 'type': 'identifier', 'children': [], 'value': 'levels'},{'id': '288', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '289', 'type': 'identifier', 'children': [], 'value': 'get_loc'},{'id': '290', 'type': 'argument_list', 'children': ['291']},{'id': '291', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '292', 'type': 'if_statement', 'children': ['293', '299']},{'id': '293', 'type': 'not_operator', 'children': ['294']},{'id': '294', 'type': 'call', 'children': ['295', '298']},{'id': '295', 'type': 'attribute', 'children': ['296', '297']},{'id': '296', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '297', 'type': 'identifier', 'children': [], 'value': 'all'},{'id': '298', 'type': 'argument_list', 'children': []},{'id': '299', 'type': 'block', 'children': ['300']},{'id': '300', 'type': 'expression_statement', 'children': ['301']},{'id': '301', 'type': 'assignment', 'children': ['302', '303']},{'id': '302', 'type': 'identifier', 'children': [], 'value': 'loc'},{'id': '303', 'type': 'subscript', 'children': ['304', '305']},{'id': '304', 'type': 'identifier', 'children': [], 'value': 'loc'},{'id': '305', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '306', 'type': 'if_statement', 'children': ['307', '312']},{'id': '307', 'type': 'not_operator', 'children': ['308']},{'id': '308', 'type': 'call', 'children': ['309', '310']},{'id': '309', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '310', 'type': 'argument_list', 'children': ['311']},{'id': '311', 'type': 'identifier', 'children': [], 'value': 'loc'},{'id': '312', 'type': 'block', 'children': ['313']},{'id': '313', 'type': 'raise_statement', 'children': ['314']},{'id': '314', 'type': 'call', 'children': ['315', '316']},{'id': '315', 'type': 'identifier', 'children': [], 'value': 'KeyError'},{'id': '316', 'type': 'argument_list', 'children': ['317']},{'id': '317', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '318', 'type': 'return_statement', 'children': ['319']},{'id': '319', 'type': '()', 'children': ['320']},{'id': '320', 'type': 'conditional_expression', 'children': ['321', '325', '333'], 'value': 'if'},{'id': '321', 'type': 'call', 'children': ['322', '323']},{'id': '322', 'type': 'identifier', 'children': [], 'value': '_maybe_to_slice'},{'id': '323', 'type': 'argument_list', 'children': ['324']},{'id': '324', 'type': 'identifier', 'children': [], 'value': 'loc'},{'id': '325', 'type': 'comparison_operator', 'children': ['326', '330'], 'value': '!='},{'id': '326', 'type': 'call', 'children': ['327', '328']},{'id': '327', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '328', 'type': 'argument_list', 'children': ['329']},{'id': '329', 'type': 'identifier', 'children': [], 'value': 'loc'},{'id': '330', 'type': 'binary_operator', 'children': ['331', '332'], 'value': '-'},{'id': '331', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '332', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '333', 'type': 'call', 'children': ['334', '335']},{'id': '334', 'type': 'identifier', 'children': [], 'value': 'slice'},{'id': '335', 'type': 'argument_list', 'children': ['336', '337']},{'id': '336', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '337', 'type': 'identifier', 'children': [], 'value': 'stop'} | def get_loc(self, key, method=None):
if method is not None:
raise NotImplementedError('only the default get_loc method is '
'currently supported for MultiIndex')
def _maybe_to_slice(loc):
if not isinstance(loc, np.ndarray) or loc.dtype != 'int64':
return loc
loc = lib.maybe_indices_to_slice(loc, len(self))
if isinstance(loc, slice):
return loc
mask = np.empty(len(self), dtype='bool')
mask.fill(False)
mask[loc] = True
return mask
if not isinstance(key, tuple):
loc = self._get_level_indexer(key, level=0)
return _maybe_to_slice(loc)
keylen = len(key)
if self.nlevels < keylen:
raise KeyError('Key length ({0}) exceeds index depth ({1})'
''.format(keylen, self.nlevels))
if keylen == self.nlevels and self.is_unique:
return self._engine.get_loc(key)
i = self.lexsort_depth
lead_key, follow_key = key[:i], key[i:]
start, stop = (self.slice_locs(lead_key, lead_key)
if lead_key else (0, len(self)))
if start == stop:
raise KeyError(key)
if not follow_key:
return slice(start, stop)
warnings.warn('indexing past lexsort depth may impact performance.',
PerformanceWarning, stacklevel=10)
loc = np.arange(start, stop, dtype='int64')
for i, k in enumerate(follow_key, len(lead_key)):
mask = self.codes[i][loc] == self.levels[i].get_loc(k)
if not mask.all():
loc = loc[mask]
if not len(loc):
raise KeyError(key)
return (_maybe_to_slice(loc) if len(loc) != stop - start else
slice(start, stop)) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'union'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '8', 'type': 'None', 'children': []},{'id': '9', 'type': 'block', 'children': ['10', '17', '24', '35', '52', '70']},{'id': '10', 'type': 'expression_statement', 'children': ['11']},{'id': '11', 'type': 'call', 'children': ['12', '15']},{'id': '12', 'type': 'attribute', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '14', 'type': 'identifier', 'children': [], 'value': '_validate_sort_keyword'},{'id': '15', 'type': 'argument_list', 'children': ['16']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'call', 'children': ['19', '22']},{'id': '19', 'type': 'attribute', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '21', 'type': 'identifier', 'children': [], 'value': '_assert_can_do_setop'},{'id': '22', 'type': 'argument_list', 'children': ['23']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '24', 'type': 'expression_statement', 'children': ['25']},{'id': '25', 'type': 'assignment', 'children': ['26', '29']},{'id': '26', 'type': 'pattern_list', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'result_names'},{'id': '29', 'type': 'call', 'children': ['30', '33']},{'id': '30', 'type': 'attribute', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '32', 'type': 'identifier', 'children': [], 'value': '_convert_can_do_setop'},{'id': '33', 'type': 'argument_list', 'children': ['34']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '35', 'type': 'if_statement', 'children': ['36', '49']},{'id': '36', 'type': 'boolean_operator', 'children': ['37', '43'], 'value': 'or'},{'id': '37', 'type': 'comparison_operator', 'children': ['38', '42'], 'value': '=='},{'id': '38', 'type': 'call', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '40', 'type': 'argument_list', 'children': ['41']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '42', 'type': 'integer', 'children': [], 'value': '0'},{'id': '43', 'type': 'call', 'children': ['44', '47']},{'id': '44', 'type': 'attribute', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'equals'},{'id': '47', 'type': 'argument_list', 'children': ['48']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '49', 'type': 'block', 'children': ['50']},{'id': '50', 'type': 'return_statement', 'children': ['51']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '52', 'type': 'expression_statement', 'children': ['53']},{'id': '53', 'type': 'assignment', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'uniq_tuples'},{'id': '55', 'type': 'call', 'children': ['56', '59']},{'id': '56', 'type': 'attribute', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'lib'},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'fast_unique_multiple'},{'id': '59', 'type': 'argument_list', 'children': ['60', '67']},{'id': '60', 'type': 'list', 'children': ['61', '64'], 'value': '[self._ndarray_values,\n other._ndarray_values]'},{'id': '61', 'type': 'attribute', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '63', 'type': 'identifier', 'children': [], 'value': '_ndarray_values'},{'id': '64', 'type': 'attribute', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '66', 'type': 'identifier', 'children': [], 'value': '_ndarray_values'},{'id': '67', 'type': 'keyword_argument', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '70', 'type': 'return_statement', 'children': ['71']},{'id': '71', 'type': 'call', 'children': ['72', '75']},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'MultiIndex'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'from_arrays'},{'id': '75', 'type': 'argument_list', 'children': ['76', '81', '84']},{'id': '76', 'type': 'call', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'lzip'},{'id': '78', 'type': 'argument_list', 'children': ['79']},{'id': '79', 'type': 'list_splat', 'children': ['80']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'uniq_tuples'},{'id': '81', 'type': 'keyword_argument', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'sortorder'},{'id': '83', 'type': 'integer', 'children': [], 'value': '0'},{'id': '84', 'type': 'keyword_argument', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'names'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'result_names'} | def union(self, other, sort=None):
self._validate_sort_keyword(sort)
self._assert_can_do_setop(other)
other, result_names = self._convert_can_do_setop(other)
if len(other) == 0 or self.equals(other):
return self
uniq_tuples = lib.fast_unique_multiple([self._ndarray_values,
other._ndarray_values],
sort=sort)
return MultiIndex.from_arrays(lzip(*uniq_tuples), sortorder=0,
names=result_names) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'intersection'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '8', 'type': 'False', 'children': []},{'id': '9', 'type': 'block', 'children': ['10', '17', '24', '35', '45', '51', '57', '69', '81']},{'id': '10', 'type': 'expression_statement', 'children': ['11']},{'id': '11', 'type': 'call', 'children': ['12', '15']},{'id': '12', 'type': 'attribute', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '14', 'type': 'identifier', 'children': [], 'value': '_validate_sort_keyword'},{'id': '15', 'type': 'argument_list', 'children': ['16']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'call', 'children': ['19', '22']},{'id': '19', 'type': 'attribute', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '21', 'type': 'identifier', 'children': [], 'value': '_assert_can_do_setop'},{'id': '22', 'type': 'argument_list', 'children': ['23']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '24', 'type': 'expression_statement', 'children': ['25']},{'id': '25', 'type': 'assignment', 'children': ['26', '29']},{'id': '26', 'type': 'pattern_list', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'result_names'},{'id': '29', 'type': 'call', 'children': ['30', '33']},{'id': '30', 'type': 'attribute', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '32', 'type': 'identifier', 'children': [], 'value': '_convert_can_do_setop'},{'id': '33', 'type': 'argument_list', 'children': ['34']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '35', 'type': 'if_statement', 'children': ['36', '42']},{'id': '36', 'type': 'call', 'children': ['37', '40']},{'id': '37', 'type': 'attribute', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'equals'},{'id': '40', 'type': 'argument_list', 'children': ['41']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '42', 'type': 'block', 'children': ['43']},{'id': '43', 'type': 'return_statement', 'children': ['44']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '45', 'type': 'expression_statement', 'children': ['46']},{'id': '46', 'type': 'assignment', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'self_tuples'},{'id': '48', 'type': 'attribute', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '50', 'type': 'identifier', 'children': [], 'value': '_ndarray_values'},{'id': '51', 'type': 'expression_statement', 'children': ['52']},{'id': '52', 'type': 'assignment', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'other_tuples'},{'id': '54', 'type': 'attribute', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '56', 'type': 'identifier', 'children': [], 'value': '_ndarray_values'},{'id': '57', 'type': 'expression_statement', 'children': ['58']},{'id': '58', 'type': 'assignment', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'uniq_tuples'},{'id': '60', 'type': 'binary_operator', 'children': ['61', '65'], 'value': '&'},{'id': '61', 'type': 'call', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'set'},{'id': '63', 'type': 'argument_list', 'children': ['64']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'self_tuples'},{'id': '65', 'type': 'call', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'set'},{'id': '67', 'type': 'argument_list', 'children': ['68']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'other_tuples'},{'id': '69', 'type': 'if_statement', 'children': ['70', '73']},{'id': '70', 'type': 'comparison_operator', 'children': ['71', '72'], 'value': 'is'},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '72', 'type': 'None', 'children': []},{'id': '73', 'type': 'block', 'children': ['74']},{'id': '74', 'type': 'expression_statement', 'children': ['75']},{'id': '75', 'type': 'assignment', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'uniq_tuples'},{'id': '77', 'type': 'call', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '79', 'type': 'argument_list', 'children': ['80']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'uniq_tuples'},{'id': '81', 'type': 'if_statement', 'children': ['82', '88', '112']},{'id': '82', 'type': 'comparison_operator', 'children': ['83', '87'], 'value': '=='},{'id': '83', 'type': 'call', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '85', 'type': 'argument_list', 'children': ['86']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'uniq_tuples'},{'id': '87', 'type': 'integer', 'children': [], 'value': '0'},{'id': '88', 'type': 'block', 'children': ['89']},{'id': '89', 'type': 'return_statement', 'children': ['90']},{'id': '90', 'type': 'call', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'MultiIndex'},{'id': '92', 'type': 'argument_list', 'children': ['93', '98', '106', '109']},{'id': '93', 'type': 'keyword_argument', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'levels'},{'id': '95', 'type': 'attribute', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'levels'},{'id': '98', 'type': 'keyword_argument', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'codes'},{'id': '100', 'type': 'binary_operator', 'children': ['101', '103'], 'value': '*'},{'id': '101', 'type': 'list', 'children': ['102'], 'value': '[[]]'},{'id': '102', 'type': 'list', 'children': [], 'value': '[]'},{'id': '103', 'type': 'attribute', 'children': ['104', '105']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'nlevels'},{'id': '106', 'type': 'keyword_argument', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'names'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'result_names'},{'id': '109', 'type': 'keyword_argument', 'children': ['110', '111']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'verify_integrity'},{'id': '111', 'type': 'False', 'children': []},{'id': '112', 'type': 'else_clause', 'children': ['113']},{'id': '113', 'type': 'block', 'children': ['114']},{'id': '114', 'type': 'return_statement', 'children': ['115']},{'id': '115', 'type': 'call', 'children': ['116', '119']},{'id': '116', 'type': 'attribute', 'children': ['117', '118']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'MultiIndex'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'from_arrays'},{'id': '119', 'type': 'argument_list', 'children': ['120', '125', '128']},{'id': '120', 'type': 'call', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'lzip'},{'id': '122', 'type': 'argument_list', 'children': ['123']},{'id': '123', 'type': 'list_splat', 'children': ['124']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'uniq_tuples'},{'id': '125', 'type': 'keyword_argument', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'sortorder'},{'id': '127', 'type': 'integer', 'children': [], 'value': '0'},{'id': '128', 'type': 'keyword_argument', 'children': ['129', '130']},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'names'},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'result_names'} | def intersection(self, other, sort=False):
self._validate_sort_keyword(sort)
self._assert_can_do_setop(other)
other, result_names = self._convert_can_do_setop(other)
if self.equals(other):
return self
self_tuples = self._ndarray_values
other_tuples = other._ndarray_values
uniq_tuples = set(self_tuples) & set(other_tuples)
if sort is None:
uniq_tuples = sorted(uniq_tuples)
if len(uniq_tuples) == 0:
return MultiIndex(levels=self.levels,
codes=[[]] * self.nlevels,
names=result_names, verify_integrity=False)
else:
return MultiIndex.from_arrays(lzip(*uniq_tuples), sortorder=0,
names=result_names) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'difference'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '8', 'type': 'None', 'children': []},{'id': '9', 'type': 'block', 'children': ['10', '17', '24', '35', '45', '76', '84', '93', '112', '132', '143', '155']},{'id': '10', 'type': 'expression_statement', 'children': ['11']},{'id': '11', 'type': 'call', 'children': ['12', '15']},{'id': '12', 'type': 'attribute', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '14', 'type': 'identifier', 'children': [], 'value': '_validate_sort_keyword'},{'id': '15', 'type': 'argument_list', 'children': ['16']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'call', 'children': ['19', '22']},{'id': '19', 'type': 'attribute', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '21', 'type': 'identifier', 'children': [], 'value': '_assert_can_do_setop'},{'id': '22', 'type': 'argument_list', 'children': ['23']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '24', 'type': 'expression_statement', 'children': ['25']},{'id': '25', 'type': 'assignment', 'children': ['26', '29']},{'id': '26', 'type': 'pattern_list', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'result_names'},{'id': '29', 'type': 'call', 'children': ['30', '33']},{'id': '30', 'type': 'attribute', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '32', 'type': 'identifier', 'children': [], 'value': '_convert_can_do_setop'},{'id': '33', 'type': 'argument_list', 'children': ['34']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '35', 'type': 'if_statement', 'children': ['36', '42']},{'id': '36', 'type': 'comparison_operator', 'children': ['37', '41'], 'value': '=='},{'id': '37', 'type': 'call', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '39', 'type': 'argument_list', 'children': ['40']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '41', 'type': 'integer', 'children': [], 'value': '0'},{'id': '42', 'type': 'block', 'children': ['43']},{'id': '43', 'type': 'return_statement', 'children': ['44']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '45', 'type': 'if_statement', 'children': ['46', '52']},{'id': '46', 'type': 'call', 'children': ['47', '50']},{'id': '47', 'type': 'attribute', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'equals'},{'id': '50', 'type': 'argument_list', 'children': ['51']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '52', 'type': 'block', 'children': ['53']},{'id': '53', 'type': 'return_statement', 'children': ['54']},{'id': '54', 'type': 'call', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'MultiIndex'},{'id': '56', 'type': 'argument_list', 'children': ['57', '62', '70', '73']},{'id': '57', 'type': 'keyword_argument', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'levels'},{'id': '59', 'type': 'attribute', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'levels'},{'id': '62', 'type': 'keyword_argument', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'codes'},{'id': '64', 'type': 'binary_operator', 'children': ['65', '67'], 'value': '*'},{'id': '65', 'type': 'list', 'children': ['66'], 'value': '[[]]'},{'id': '66', 'type': 'list', 'children': [], 'value': '[]'},{'id': '67', 'type': 'attribute', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'nlevels'},{'id': '70', 'type': 'keyword_argument', 'children': ['71', '72']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'names'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'result_names'},{'id': '73', 'type': 'keyword_argument', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'verify_integrity'},{'id': '75', 'type': 'False', 'children': []},{'id': '76', 'type': 'expression_statement', 'children': ['77']},{'id': '77', 'type': 'assignment', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'this'},{'id': '79', 'type': 'call', 'children': ['80', '83']},{'id': '80', 'type': 'attribute', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '82', 'type': 'identifier', 'children': [], 'value': '_get_unique_index'},{'id': '83', 'type': 'argument_list', 'children': []},{'id': '84', 'type': 'expression_statement', 'children': ['85']},{'id': '85', 'type': 'assignment', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'indexer'},{'id': '87', 'type': 'call', 'children': ['88', '91']},{'id': '88', 'type': 'attribute', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'this'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'get_indexer'},{'id': '91', 'type': 'argument_list', 'children': ['92']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '93', 'type': 'expression_statement', 'children': ['94']},{'id': '94', 'type': 'assignment', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'indexer'},{'id': '96', 'type': 'call', 'children': ['97', '100']},{'id': '97', 'type': 'attribute', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'indexer'},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'take'},{'id': '100', 'type': 'argument_list', 'children': ['101']},{'id': '101', 'type': 'subscript', 'children': ['102', '111']},{'id': '102', 'type': 'call', 'children': ['103', '110']},{'id': '103', 'type': 'attribute', 'children': ['104', '109']},{'id': '104', 'type': '()', 'children': ['105']},{'id': '105', 'type': 'comparison_operator', 'children': ['106', '107'], 'value': '!='},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'indexer'},{'id': '107', 'type': 'unary_operator', 'children': ['108'], 'value': '-'},{'id': '108', 'type': 'integer', 'children': [], 'value': '1'},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'nonzero'},{'id': '110', 'type': 'argument_list', 'children': []},{'id': '111', 'type': 'integer', 'children': [], 'value': '0'},{'id': '112', 'type': 'expression_statement', 'children': ['113']},{'id': '113', 'type': 'assignment', 'children': ['114', '115']},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'label_diff'},{'id': '115', 'type': 'call', 'children': ['116', '119']},{'id': '116', 'type': 'attribute', 'children': ['117', '118']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'setdiff1d'},{'id': '119', 'type': 'argument_list', 'children': ['120', '128', '129']},{'id': '120', 'type': 'call', 'children': ['121', '124']},{'id': '121', 'type': 'attribute', 'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'arange'},{'id': '124', 'type': 'argument_list', 'children': ['125']},{'id': '125', 'type': 'attribute', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'this'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'size'},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'indexer'},{'id': '129', 'type': 'keyword_argument', 'children': ['130', '131']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'assume_unique'},{'id': '131', 'type': 'True', 'children': []},{'id': '132', 'type': 'expression_statement', 'children': ['133']},{'id': '133', 'type': 'assignment', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'difference'},{'id': '135', 'type': 'call', 'children': ['136', '141']},{'id': '136', 'type': 'attribute', 'children': ['137', '140']},{'id': '137', 'type': 'attribute', 'children': ['138', '139']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'this'},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'take'},{'id': '141', 'type': 'argument_list', 'children': ['142']},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'label_diff'},{'id': '143', 'type': 'if_statement', 'children': ['144', '147']},{'id': '144', 'type': 'comparison_operator', 'children': ['145', '146'], 'value': 'is'},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '146', 'type': 'None', 'children': []},{'id': '147', 'type': 'block', 'children': ['148']},{'id': '148', 'type': 'expression_statement', 'children': ['149']},{'id': '149', 'type': 'assignment', 'children': ['150', '151']},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'difference'},{'id': '151', 'type': 'call', 'children': ['152', '153']},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '153', 'type': 'argument_list', 'children': ['154']},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'difference'},{'id': '155', 'type': 'if_statement', 'children': ['156', '162', '189']},{'id': '156', 'type': 'comparison_operator', 'children': ['157', '161'], 'value': '=='},{'id': '157', 'type': 'call', 'children': ['158', '159']},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '159', 'type': 'argument_list', 'children': ['160']},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'difference'},{'id': '161', 'type': 'integer', 'children': [], 'value': '0'},{'id': '162', 'type': 'block', 'children': ['163']},{'id': '163', 'type': 'return_statement', 'children': ['164']},{'id': '164', 'type': 'call', 'children': ['165', '166']},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'MultiIndex'},{'id': '166', 'type': 'argument_list', 'children': ['167', '175', '183', '186']},{'id': '167', 'type': 'keyword_argument', 'children': ['168', '169']},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'levels'},{'id': '169', 'type': 'binary_operator', 'children': ['170', '172'], 'value': '*'},{'id': '170', 'type': 'list', 'children': ['171'], 'value': '[[]]'},{'id': '171', 'type': 'list', 'children': [], 'value': '[]'},{'id': '172', 'type': 'attribute', 'children': ['173', '174']},{'id': '173', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'nlevels'},{'id': '175', 'type': 'keyword_argument', 'children': ['176', '177']},{'id': '176', 'type': 'identifier', 'children': [], 'value': 'codes'},{'id': '177', 'type': 'binary_operator', 'children': ['178', '180'], 'value': '*'},{'id': '178', 'type': 'list', 'children': ['179'], 'value': '[[]]'},{'id': '179', 'type': 'list', 'children': [], 'value': '[]'},{'id': '180', 'type': 'attribute', 'children': ['181', '182']},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'nlevels'},{'id': '183', 'type': 'keyword_argument', 'children': ['184', '185']},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'names'},{'id': '185', 'type': 'identifier', 'children': [], 'value': 'result_names'},{'id': '186', 'type': 'keyword_argument', 'children': ['187', '188']},{'id': '187', 'type': 'identifier', 'children': [], 'value': 'verify_integrity'},{'id': '188', 'type': 'False', 'children': []},{'id': '189', 'type': 'else_clause', 'children': ['190']},{'id': '190', 'type': 'block', 'children': ['191']},{'id': '191', 'type': 'return_statement', 'children': ['192']},{'id': '192', 'type': 'call', 'children': ['193', '196']},{'id': '193', 'type': 'attribute', 'children': ['194', '195']},{'id': '194', 'type': 'identifier', 'children': [], 'value': 'MultiIndex'},{'id': '195', 'type': 'identifier', 'children': [], 'value': 'from_tuples'},{'id': '196', 'type': 'argument_list', 'children': ['197', '198', '201']},{'id': '197', 'type': 'identifier', 'children': [], 'value': 'difference'},{'id': '198', 'type': 'keyword_argument', 'children': ['199', '200']},{'id': '199', 'type': 'identifier', 'children': [], 'value': 'sortorder'},{'id': '200', 'type': 'integer', 'children': [], 'value': '0'},{'id': '201', 'type': 'keyword_argument', 'children': ['202', '203']},{'id': '202', 'type': 'identifier', 'children': [], 'value': 'names'},{'id': '203', 'type': 'identifier', 'children': [], 'value': 'result_names'} | def difference(self, other, sort=None):
self._validate_sort_keyword(sort)
self._assert_can_do_setop(other)
other, result_names = self._convert_can_do_setop(other)
if len(other) == 0:
return self
if self.equals(other):
return MultiIndex(levels=self.levels,
codes=[[]] * self.nlevels,
names=result_names, verify_integrity=False)
this = self._get_unique_index()
indexer = this.get_indexer(other)
indexer = indexer.take((indexer != -1).nonzero()[0])
label_diff = np.setdiff1d(np.arange(this.size), indexer,
assume_unique=True)
difference = this.values.take(label_diff)
if sort is None:
difference = sorted(difference)
if len(difference) == 0:
return MultiIndex(levels=[[]] * self.nlevels,
codes=[[]] * self.nlevels,
names=result_names, verify_integrity=False)
else:
return MultiIndex.from_tuples(difference, sortorder=0,
names=result_names) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'unique'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '5', 'type': 'block', 'children': ['6', '13', '25', '29', '41', '51', '60', '69']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '9', 'type': 'call', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': '_ensure_arraylike'},{'id': '11', 'type': 'argument_list', 'children': ['12']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '13', 'type': 'if_statement', 'children': ['14', '18']},{'id': '14', 'type': 'call', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'is_extension_array_dtype'},{'id': '16', 'type': 'argument_list', 'children': ['17']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '18', 'type': 'block', 'children': ['19']},{'id': '19', 'type': 'return_statement', 'children': ['20']},{'id': '20', 'type': 'call', 'children': ['21', '24']},{'id': '21', 'type': 'attribute', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '24', 'type': 'argument_list', 'children': []},{'id': '25', 'type': 'expression_statement', 'children': ['26']},{'id': '26', 'type': 'assignment', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'original'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '29', 'type': 'expression_statement', 'children': ['30']},{'id': '30', 'type': 'assignment', 'children': ['31', '37']},{'id': '31', 'type': 'pattern_list', 'children': ['32', '33', '34', '35', '36']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'htable'},{'id': '33', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'ndtype'},{'id': '37', 'type': 'call', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': '_get_hashtable_algo'},{'id': '39', 'type': 'argument_list', 'children': ['40']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '41', 'type': 'expression_statement', 'children': ['42']},{'id': '42', 'type': 'assignment', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'table'},{'id': '44', 'type': 'call', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'htable'},{'id': '46', 'type': 'argument_list', 'children': ['47']},{'id': '47', 'type': 'call', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '49', 'type': 'argument_list', 'children': ['50']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '51', 'type': 'expression_statement', 'children': ['52']},{'id': '52', 'type': 'assignment', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'uniques'},{'id': '54', 'type': 'call', 'children': ['55', '58']},{'id': '55', 'type': 'attribute', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'table'},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '58', 'type': 'argument_list', 'children': ['59']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '60', 'type': 'expression_statement', 'children': ['61']},{'id': '61', 'type': 'assignment', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'uniques'},{'id': '63', 'type': 'call', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': '_reconstruct_data'},{'id': '65', 'type': 'argument_list', 'children': ['66', '67', '68']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'uniques'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'original'},{'id': '69', 'type': 'return_statement', 'children': ['70']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'uniques'} | def unique(values):
values = _ensure_arraylike(values)
if is_extension_array_dtype(values):
return values.unique()
original = values
htable, _, values, dtype, ndtype = _get_hashtable_algo(values)
table = htable(len(values))
uniques = table.unique(values)
uniques = _reconstruct_data(uniques, dtype, original)
return uniques |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '20']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'value_counts'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8', '11', '14', '17']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '7', 'type': 'True', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '10', 'type': 'False', 'children': []},{'id': '11', 'type': 'default_parameter', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'normalize'},{'id': '13', 'type': 'False', 'children': []},{'id': '14', 'type': 'default_parameter', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'bins'},{'id': '16', 'type': 'None', 'children': []},{'id': '17', 'type': 'default_parameter', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'dropna'},{'id': '19', 'type': 'True', 'children': []},{'id': '20', 'type': 'block', 'children': ['21', '30', '39', '243', '257', '273']},{'id': '21', 'type': 'import_from_statement', 'children': ['22', '26', '28']},{'id': '22', 'type': 'dotted_name', 'children': ['23', '24', '25']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'pandas'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'core'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'series'},{'id': '26', 'type': 'dotted_name', 'children': ['27']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'Series'},{'id': '28', 'type': 'dotted_name', 'children': ['29']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'Index'},{'id': '30', 'type': 'expression_statement', 'children': ['31']},{'id': '31', 'type': 'assignment', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '33', 'type': 'call', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'getattr'},{'id': '35', 'type': 'argument_list', 'children': ['36', '37', '38']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '37', 'type': 'string', 'children': [], 'value': "'name'"},{'id': '38', 'type': 'None', 'children': []},{'id': '39', 'type': 'if_statement', 'children': ['40', '43', '162']},{'id': '40', 'type': 'comparison_operator', 'children': ['41', '42'], 'value': 'is'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'bins'},{'id': '42', 'type': 'None', 'children': []},{'id': '43', 'type': 'block', 'children': ['44', '80', '91', '103', '116', '124', '149']},{'id': '44', 'type': 'try_statement', 'children': ['45', '72']},{'id': '45', 'type': 'block', 'children': ['46', '54', '61']},{'id': '46', 'type': 'import_from_statement', 'children': ['47', '52']},{'id': '47', 'type': 'dotted_name', 'children': ['48', '49', '50', '51']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'pandas'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'core'},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'reshape'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'tile'},{'id': '52', 'type': 'dotted_name', 'children': ['53']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'cut'},{'id': '54', 'type': 'expression_statement', 'children': ['55']},{'id': '55', 'type': 'assignment', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '57', 'type': 'call', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'Series'},{'id': '59', 'type': 'argument_list', 'children': ['60']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '61', 'type': 'expression_statement', 'children': ['62']},{'id': '62', 'type': 'assignment', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'ii'},{'id': '64', 'type': 'call', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'cut'},{'id': '66', 'type': 'argument_list', 'children': ['67', '68', '69']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'bins'},{'id': '69', 'type': 'keyword_argument', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'include_lowest'},{'id': '71', 'type': 'True', 'children': []},{'id': '72', 'type': 'except_clause', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'TypeError'},{'id': '74', 'type': 'block', 'children': ['75']},{'id': '75', 'type': 'raise_statement', 'children': ['76']},{'id': '76', 'type': 'call', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'TypeError'},{'id': '78', 'type': 'argument_list', 'children': ['79']},{'id': '79', 'type': 'string', 'children': [], 'value': '"bins argument only works with numeric data."'},{'id': '80', 'type': 'expression_statement', 'children': ['81']},{'id': '81', 'type': 'assignment', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '83', 'type': 'call', 'children': ['84', '87']},{'id': '84', 'type': 'attribute', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'ii'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'value_counts'},{'id': '87', 'type': 'argument_list', 'children': ['88']},{'id': '88', 'type': 'keyword_argument', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'dropna'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'dropna'},{'id': '91', 'type': 'expression_statement', 'children': ['92']},{'id': '92', 'type': 'assignment', 'children': ['93', '94']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '94', 'type': 'subscript', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '96', 'type': 'call', 'children': ['97', '102']},{'id': '97', 'type': 'attribute', 'children': ['98', '101']},{'id': '98', 'type': 'attribute', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'notna'},{'id': '102', 'type': 'argument_list', 'children': []},{'id': '103', 'type': 'expression_statement', 'children': ['104']},{'id': '104', 'type': 'assignment', 'children': ['105', '108']},{'id': '105', 'type': 'attribute', 'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '108', 'type': 'call', 'children': ['109', '114']},{'id': '109', 'type': 'attribute', 'children': ['110', '113']},{'id': '110', 'type': 'attribute', 'children': ['111', '112']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'astype'},{'id': '114', 'type': 'argument_list', 'children': ['115']},{'id': '115', 'type': 'string', 'children': [], 'value': "'interval'"},{'id': '116', 'type': 'expression_statement', 'children': ['117']},{'id': '117', 'type': 'assignment', 'children': ['118', '119']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '119', 'type': 'call', 'children': ['120', '123']},{'id': '120', 'type': 'attribute', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'sort_index'},{'id': '123', 'type': 'argument_list', 'children': []},{'id': '124', 'type': 'if_statement', 'children': ['125', '137']},{'id': '125', 'type': 'boolean_operator', 'children': ['126', '127'], 'value': 'and'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'dropna'},{'id': '127', 'type': 'call', 'children': ['128', '136']},{'id': '128', 'type': 'attribute', 'children': ['129', '135']},{'id': '129', 'type': '()', 'children': ['130']},{'id': '130', 'type': 'comparison_operator', 'children': ['131', '134'], 'value': '=='},{'id': '131', 'type': 'attribute', 'children': ['132', '133']},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '134', 'type': 'integer', 'children': [], 'value': '0'},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'all'},{'id': '136', 'type': 'argument_list', 'children': []},{'id': '137', 'type': 'block', 'children': ['138']},{'id': '138', 'type': 'expression_statement', 'children': ['139']},{'id': '139', 'type': 'assignment', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '141', 'type': 'subscript', 'children': ['142', '145']},{'id': '142', 'type': 'attribute', 'children': ['143', '144']},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'iloc'},{'id': '145', 'type': 'slice', 'children': ['146', '147', '148']},{'id': '146', 'type': 'integer', 'children': [], 'value': '0'},{'id': '147', 'type': 'colon', 'children': []},{'id': '148', 'type': 'integer', 'children': [], 'value': '0'},{'id': '149', 'type': 'expression_statement', 'children': ['150']},{'id': '150', 'type': 'assignment', 'children': ['151', '152']},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'counts'},{'id': '152', 'type': 'call', 'children': ['153', '156']},{'id': '153', 'type': 'attribute', 'children': ['154', '155']},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'array'},{'id': '156', 'type': 'argument_list', 'children': ['157']},{'id': '157', 'type': 'list', 'children': ['158'], 'value': '[len(ii)]'},{'id': '158', 'type': 'call', 'children': ['159', '160']},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '160', 'type': 'argument_list', 'children': ['161']},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'ii'},{'id': '162', 'type': 'else_clause', 'children': ['163']},{'id': '163', 'type': 'block', 'children': ['164']},{'id': '164', 'type': 'if_statement', 'children': ['165', '174', '203']},{'id': '165', 'type': 'boolean_operator', 'children': ['166', '170'], 'value': 'or'},{'id': '166', 'type': 'call', 'children': ['167', '168']},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'is_extension_array_dtype'},{'id': '168', 'type': 'argument_list', 'children': ['169']},{'id': '169', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '170', 'type': 'call', 'children': ['171', '172']},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'is_sparse'},{'id': '172', 'type': 'argument_list', 'children': ['173']},{'id': '173', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '174', 'type': 'block', 'children': ['175', '191', '197']},{'id': '175', 'type': 'expression_statement', 'children': ['176']},{'id': '176', 'type': 'assignment', 'children': ['177', '178']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '178', 'type': 'call', 'children': ['179', '187']},{'id': '179', 'type': 'attribute', 'children': ['180', '186']},{'id': '180', 'type': 'attribute', 'children': ['181', '185']},{'id': '181', 'type': 'call', 'children': ['182', '183']},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'Series'},{'id': '183', 'type': 'argument_list', 'children': ['184']},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '185', 'type': 'identifier', 'children': [], 'value': '_values'},{'id': '186', 'type': 'identifier', 'children': [], 'value': 'value_counts'},{'id': '187', 'type': 'argument_list', 'children': ['188']},{'id': '188', 'type': 'keyword_argument', 'children': ['189', '190']},{'id': '189', 'type': 'identifier', 'children': [], 'value': 'dropna'},{'id': '190', 'type': 'identifier', 'children': [], 'value': 'dropna'},{'id': '191', 'type': 'expression_statement', 'children': ['192']},{'id': '192', 'type': 'assignment', 'children': ['193', '196']},{'id': '193', 'type': 'attribute', 'children': ['194', '195']},{'id': '194', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '195', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '196', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '197', 'type': 'expression_statement', 'children': ['198']},{'id': '198', 'type': 'assignment', 'children': ['199', '200']},{'id': '199', 'type': 'identifier', 'children': [], 'value': 'counts'},{'id': '200', 'type': 'attribute', 'children': ['201', '202']},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '202', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '203', 'type': 'else_clause', 'children': ['204']},{'id': '204', 'type': 'block', 'children': ['205', '215', '230']},{'id': '205', 'type': 'expression_statement', 'children': ['206']},{'id': '206', 'type': 'assignment', 'children': ['207', '210']},{'id': '207', 'type': 'pattern_list', 'children': ['208', '209']},{'id': '208', 'type': 'identifier', 'children': [], 'value': 'keys'},{'id': '209', 'type': 'identifier', 'children': [], 'value': 'counts'},{'id': '210', 'type': 'call', 'children': ['211', '212']},{'id': '211', 'type': 'identifier', 'children': [], 'value': '_value_counts_arraylike'},{'id': '212', 'type': 'argument_list', 'children': ['213', '214']},{'id': '213', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '214', 'type': 'identifier', 'children': [], 'value': 'dropna'},{'id': '215', 'type': 'if_statement', 'children': ['216', '222']},{'id': '216', 'type': 'not_operator', 'children': ['217']},{'id': '217', 'type': 'call', 'children': ['218', '219']},{'id': '218', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '219', 'type': 'argument_list', 'children': ['220', '221']},{'id': '220', 'type': 'identifier', 'children': [], 'value': 'keys'},{'id': '221', 'type': 'identifier', 'children': [], 'value': 'Index'},{'id': '222', 'type': 'block', 'children': ['223']},{'id': '223', 'type': 'expression_statement', 'children': ['224']},{'id': '224', 'type': 'assignment', 'children': ['225', '226']},{'id': '225', 'type': 'identifier', 'children': [], 'value': 'keys'},{'id': '226', 'type': 'call', 'children': ['227', '228']},{'id': '227', 'type': 'identifier', 'children': [], 'value': 'Index'},{'id': '228', 'type': 'argument_list', 'children': ['229']},{'id': '229', 'type': 'identifier', 'children': [], 'value': 'keys'},{'id': '230', 'type': 'expression_statement', 'children': ['231']},{'id': '231', 'type': 'assignment', 'children': ['232', '233']},{'id': '232', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '233', 'type': 'call', 'children': ['234', '235']},{'id': '234', 'type': 'identifier', 'children': [], 'value': 'Series'},{'id': '235', 'type': 'argument_list', 'children': ['236', '237', '240']},{'id': '236', 'type': 'identifier', 'children': [], 'value': 'counts'},{'id': '237', 'type': 'keyword_argument', 'children': ['238', '239']},{'id': '238', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '239', 'type': 'identifier', 'children': [], 'value': 'keys'},{'id': '240', 'type': 'keyword_argument', 'children': ['241', '242']},{'id': '241', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '242', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '243', 'type': 'if_statement', 'children': ['244', '245']},{'id': '244', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '245', 'type': 'block', 'children': ['246']},{'id': '246', 'type': 'expression_statement', 'children': ['247']},{'id': '247', 'type': 'assignment', 'children': ['248', '249']},{'id': '248', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '249', 'type': 'call', 'children': ['250', '253']},{'id': '250', 'type': 'attribute', 'children': ['251', '252']},{'id': '251', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '252', 'type': 'identifier', 'children': [], 'value': 'sort_values'},{'id': '253', 'type': 'argument_list', 'children': ['254']},{'id': '254', 'type': 'keyword_argument', 'children': ['255', '256']},{'id': '255', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '256', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '257', 'type': 'if_statement', 'children': ['258', '259']},{'id': '258', 'type': 'identifier', 'children': [], 'value': 'normalize'},{'id': '259', 'type': 'block', 'children': ['260']},{'id': '260', 'type': 'expression_statement', 'children': ['261']},{'id': '261', 'type': 'assignment', 'children': ['262', '263']},{'id': '262', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '263', 'type': 'binary_operator', 'children': ['264', '265'], 'value': '/'},{'id': '264', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '265', 'type': 'call', 'children': ['266', '267']},{'id': '266', 'type': 'identifier', 'children': [], 'value': 'float'},{'id': '267', 'type': 'argument_list', 'children': ['268']},{'id': '268', 'type': 'call', 'children': ['269', '272']},{'id': '269', 'type': 'attribute', 'children': ['270', '271']},{'id': '270', 'type': 'identifier', 'children': [], 'value': 'counts'},{'id': '271', 'type': 'identifier', 'children': [], 'value': 'sum'},{'id': '272', 'type': 'argument_list', 'children': []},{'id': '273', 'type': 'return_statement', 'children': ['274']},{'id': '274', 'type': 'identifier', 'children': [], 'value': 'result'} | def value_counts(values, sort=True, ascending=False, normalize=False,
bins=None, dropna=True):
from pandas.core.series import Series, Index
name = getattr(values, 'name', None)
if bins is not None:
try:
from pandas.core.reshape.tile import cut
values = Series(values)
ii = cut(values, bins, include_lowest=True)
except TypeError:
raise TypeError("bins argument only works with numeric data.")
result = ii.value_counts(dropna=dropna)
result = result[result.index.notna()]
result.index = result.index.astype('interval')
result = result.sort_index()
if dropna and (result.values == 0).all():
result = result.iloc[0:0]
counts = np.array([len(ii)])
else:
if is_extension_array_dtype(values) or is_sparse(values):
result = Series(values)._values.value_counts(dropna=dropna)
result.name = name
counts = result.values
else:
keys, counts = _value_counts_arraylike(values, dropna)
if not isinstance(keys, Index):
keys = Index(keys)
result = Series(counts, index=keys, name=name)
if sort:
result = result.sort_values(ascending=ascending)
if normalize:
result = result / float(counts.sum())
return result |
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if is_integer(ascending) or ascending is None:
args = (ascending,) + args
ascending = True
validate_argsort_kind(args, kwargs, max_fname_arg_count=3)
return ascending |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '44']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'merge_asof'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12', '15', '18', '21', '24', '27', '30', '35', '38', '41']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'left'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'right'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'on'},{'id': '8', 'type': 'None', 'children': []},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'left_on'},{'id': '11', 'type': 'None', 'children': []},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'right_on'},{'id': '14', 'type': 'None', 'children': []},{'id': '15', 'type': 'default_parameter', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'left_index'},{'id': '17', 'type': 'False', 'children': []},{'id': '18', 'type': 'default_parameter', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'right_index'},{'id': '20', 'type': 'False', 'children': []},{'id': '21', 'type': 'default_parameter', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'by'},{'id': '23', 'type': 'None', 'children': []},{'id': '24', 'type': 'default_parameter', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'left_by'},{'id': '26', 'type': 'None', 'children': []},{'id': '27', 'type': 'default_parameter', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'right_by'},{'id': '29', 'type': 'None', 'children': []},{'id': '30', 'type': 'default_parameter', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'suffixes'},{'id': '32', 'type': 'tuple', 'children': ['33', '34']},{'id': '33', 'type': 'string', 'children': [], 'value': "'_x'"},{'id': '34', 'type': 'string', 'children': [], 'value': "'_y'"},{'id': '35', 'type': 'default_parameter', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'tolerance'},{'id': '37', 'type': 'None', 'children': []},{'id': '38', 'type': 'default_parameter', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'allow_exact_matches'},{'id': '40', 'type': 'True', 'children': []},{'id': '41', 'type': 'default_parameter', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'direction'},{'id': '43', 'type': 'string', 'children': [], 'value': "'backward'"},{'id': '44', 'type': 'block', 'children': ['45', '92']},{'id': '45', 'type': 'expression_statement', 'children': ['46']},{'id': '46', 'type': 'assignment', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '48', 'type': 'call', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': '_AsOfMerge'},{'id': '50', 'type': 'argument_list', 'children': ['51', '52', '53', '56', '59', '62', '65', '68', '71', '74', '77', '80', '83', '86', '89']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'left'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'right'},{'id': '53', 'type': 'keyword_argument', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'on'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'on'},{'id': '56', 'type': 'keyword_argument', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'left_on'},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'left_on'},{'id': '59', 'type': 'keyword_argument', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'right_on'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'right_on'},{'id': '62', 'type': 'keyword_argument', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'left_index'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'left_index'},{'id': '65', 'type': 'keyword_argument', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'right_index'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'right_index'},{'id': '68', 'type': 'keyword_argument', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'by'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'by'},{'id': '71', 'type': 'keyword_argument', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'left_by'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'left_by'},{'id': '74', 'type': 'keyword_argument', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'right_by'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'right_by'},{'id': '77', 'type': 'keyword_argument', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'suffixes'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'suffixes'},{'id': '80', 'type': 'keyword_argument', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'how'},{'id': '82', 'type': 'string', 'children': [], 'value': "'asof'"},{'id': '83', 'type': 'keyword_argument', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'tolerance'},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'tolerance'},{'id': '86', 'type': 'keyword_argument', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'allow_exact_matches'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'allow_exact_matches'},{'id': '89', 'type': 'keyword_argument', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'direction'},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'direction'},{'id': '92', 'type': 'return_statement', 'children': ['93']},{'id': '93', 'type': 'call', 'children': ['94', '97']},{'id': '94', 'type': 'attribute', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'get_result'},{'id': '97', 'type': 'argument_list', 'children': []} | def merge_asof(left, right, on=None,
left_on=None, right_on=None,
left_index=False, right_index=False,
by=None, left_by=None, right_by=None,
suffixes=('_x', '_y'),
tolerance=None,
allow_exact_matches=True,
direction='backward'):
op = _AsOfMerge(left, right,
on=on, left_on=left_on, right_on=right_on,
left_index=left_index, right_index=right_index,
by=by, left_by=left_by, right_by=right_by,
suffixes=suffixes,
how='asof', tolerance=tolerance,
allow_exact_matches=allow_exact_matches,
direction=direction)
return op.get_result() |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'generate_classes'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '6', 'type': 'block', 'children': ['7', '9', '15', '31', '38', '44']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'string', 'children': [], 'value': '"Generate classes from `items` by taking the sorted unique values."'},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'classes'},{'id': '12', 'type': 'call', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'set'},{'id': '14', 'type': 'argument_list', 'children': []},{'id': '15', 'type': 'for_statement', 'children': ['16', '17', '18']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'c'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '18', 'type': 'block', 'children': ['19']},{'id': '19', 'type': 'expression_statement', 'children': ['20']},{'id': '20', 'type': 'assignment', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'classes'},{'id': '22', 'type': 'call', 'children': ['23', '26']},{'id': '23', 'type': 'attribute', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'classes'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'union'},{'id': '26', 'type': 'argument_list', 'children': ['27']},{'id': '27', 'type': 'call', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'set'},{'id': '29', 'type': 'argument_list', 'children': ['30']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'c'},{'id': '31', 'type': 'expression_statement', 'children': ['32']},{'id': '32', 'type': 'assignment', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'classes'},{'id': '34', 'type': 'call', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '36', 'type': 'argument_list', 'children': ['37']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'classes'},{'id': '38', 'type': 'expression_statement', 'children': ['39']},{'id': '39', 'type': 'call', 'children': ['40', '43']},{'id': '40', 'type': 'attribute', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'classes'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '43', 'type': 'argument_list', 'children': []},{'id': '44', 'type': 'return_statement', 'children': ['45']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'classes'} | def generate_classes(self, items):
"Generate classes from `items` by taking the sorted unique values."
classes = set()
for c in items: classes = classes.union(set(c))
classes = list(classes)
classes.sort()
return classes |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '15', '29']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'most_confused'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '10']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'typed_default_parameter', 'children': ['6', '7', '9']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'min_val'},{'id': '7', 'type': 'type', 'children': ['8']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '9', 'type': 'integer', 'children': [], 'value': '1'},{'id': '10', 'type': 'typed_default_parameter', 'children': ['11', '12', '14']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'slice_size'},{'id': '12', 'type': 'type', 'children': ['13']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '14', 'type': 'integer', 'children': [], 'value': '1'},{'id': '15', 'type': 'type', 'children': ['16']},{'id': '16', 'type': 'generic_type', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'Collection'},{'id': '18', 'type': 'type_parameter', 'children': ['19']},{'id': '19', 'type': 'type', 'children': ['20']},{'id': '20', 'type': 'generic_type', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'Tuple'},{'id': '22', 'type': 'type_parameter', 'children': ['23', '25', '27']},{'id': '23', 'type': 'type', 'children': ['24']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '25', 'type': 'type', 'children': ['26']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '27', 'type': 'type', 'children': ['28']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '29', 'type': 'block', 'children': ['30', '32', '43', '51', '90']},{'id': '30', 'type': 'expression_statement', 'children': ['31']},{'id': '31', 'type': 'string', 'children': [], 'value': '"Sorted descending list of largest non-diagonal entries of confusion matrix, presented as actual, predicted, number of occurrences."'},{'id': '32', 'type': 'expression_statement', 'children': ['33']},{'id': '33', 'type': 'assignment', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'cm'},{'id': '35', 'type': 'call', 'children': ['36', '39']},{'id': '36', 'type': 'attribute', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'confusion_matrix'},{'id': '39', 'type': 'argument_list', 'children': ['40']},{'id': '40', 'type': 'keyword_argument', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'slice_size'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'slice_size'},{'id': '43', 'type': 'expression_statement', 'children': ['44']},{'id': '44', 'type': 'call', 'children': ['45', '48']},{'id': '45', 'type': 'attribute', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'fill_diagonal'},{'id': '48', 'type': 'argument_list', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'cm'},{'id': '50', 'type': 'integer', 'children': [], 'value': '0'},{'id': '51', 'type': 'expression_statement', 'children': ['52']},{'id': '52', 'type': 'assignment', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'res'},{'id': '54', 'type': 'list_comprehension', 'children': ['55', '74']},{'id': '55', 'type': 'tuple', 'children': ['56', '63', '70']},{'id': '56', 'type': 'subscript', 'children': ['57', '62']},{'id': '57', 'type': 'attribute', 'children': ['58', '61']},{'id': '58', 'type': 'attribute', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'classes'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '63', 'type': 'subscript', 'children': ['64', '69']},{'id': '64', 'type': 'attribute', 'children': ['65', '68']},{'id': '65', 'type': 'attribute', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'classes'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '70', 'type': 'subscript', 'children': ['71', '72', '73']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'cm'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '74', 'type': 'for_in_clause', 'children': ['75', '78']},{'id': '75', 'type': 'pattern_list', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '78', 'type': 'call', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'zip'},{'id': '80', 'type': 'argument_list', 'children': ['81']},{'id': '81', 'type': 'list_splat', 'children': ['82']},{'id': '82', 'type': 'call', 'children': ['83', '86']},{'id': '83', 'type': 'attribute', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'where'},{'id': '86', 'type': 'argument_list', 'children': ['87']},{'id': '87', 'type': 'comparison_operator', 'children': ['88', '89'], 'value': '>='},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'cm'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'min_val'},{'id': '90', 'type': 'return_statement', 'children': ['91']},{'id': '91', 'type': 'call', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '93', 'type': 'argument_list', 'children': ['94', '95', '101']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'res'},{'id': '95', 'type': 'keyword_argument', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '97', 'type': 'call', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'itemgetter'},{'id': '99', 'type': 'argument_list', 'children': ['100']},{'id': '100', 'type': 'integer', 'children': [], 'value': '2'},{'id': '101', 'type': 'keyword_argument', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '103', 'type': 'True', 'children': []} | def most_confused(self, min_val:int=1, slice_size:int=1)->Collection[Tuple[str,str,int]]:
"Sorted descending list of largest non-diagonal entries of confusion matrix, presented as actual, predicted, number of occurrences."
cm = self.confusion_matrix(slice_size=slice_size)
np.fill_diagonal(cm, 0)
res = [(self.data.classes[i],self.data.classes[j],cm[i,j])
for i,j in zip(*np.where(cm>=min_val))]
return sorted(res, key=itemgetter(2), reverse=True) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_toplosses_idxs'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'learn'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'n_imgs'},{'id': '7', 'type': 'dictionary_splat_pattern', 'children': ['8']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '9', 'type': 'block', 'children': ['10', '12', '20', '33', '52', '64']},{'id': '10', 'type': 'expression_statement', 'children': ['11']},{'id': '11', 'type': 'string', 'children': [], 'value': '"Sorts `ds_type` dataset by top losses and returns dataset and sorted indices."'},{'id': '12', 'type': 'expression_statement', 'children': ['13']},{'id': '13', 'type': 'assignment', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'dl'},{'id': '15', 'type': 'attribute', 'children': ['16', '19']},{'id': '16', 'type': 'attribute', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'learn'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'fix_dl'},{'id': '20', 'type': 'if_statement', 'children': ['21', '23']},{'id': '21', 'type': 'not_operator', 'children': ['22']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'n_imgs'},{'id': '23', 'type': 'block', 'children': ['24']},{'id': '24', 'type': 'expression_statement', 'children': ['25']},{'id': '25', 'type': 'assignment', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'n_imgs'},{'id': '27', 'type': 'call', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '29', 'type': 'argument_list', 'children': ['30']},{'id': '30', 'type': 'attribute', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'dl'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'dataset'},{'id': '33', 'type': 'expression_statement', 'children': ['34']},{'id': '34', 'type': 'assignment', 'children': ['35', '39']},{'id': '35', 'type': 'pattern_list', 'children': ['36', '37', '38']},{'id': '36', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '37', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'top_losses'},{'id': '39', 'type': 'call', 'children': ['40', '43']},{'id': '40', 'type': 'attribute', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'learn'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'get_preds'},{'id': '43', 'type': 'argument_list', 'children': ['44', '49']},{'id': '44', 'type': 'keyword_argument', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'ds_type'},{'id': '46', 'type': 'attribute', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'DatasetType'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'Fix'},{'id': '49', 'type': 'keyword_argument', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'with_loss'},{'id': '51', 'type': 'True', 'children': []},{'id': '52', 'type': 'expression_statement', 'children': ['53']},{'id': '53', 'type': 'assignment', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'idxs'},{'id': '55', 'type': 'subscript', 'children': ['56', '63']},{'id': '56', 'type': 'call', 'children': ['57', '60']},{'id': '57', 'type': 'attribute', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'torch'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'topk'},{'id': '60', 'type': 'argument_list', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'top_losses'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'n_imgs'},{'id': '63', 'type': 'integer', 'children': [], 'value': '1'},{'id': '64', 'type': 'return_statement', 'children': ['65']},{'id': '65', 'type': 'expression_list', 'children': ['66', '76']},{'id': '66', 'type': 'call', 'children': ['67', '70']},{'id': '67', 'type': 'attribute', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'padded_ds'},{'id': '70', 'type': 'argument_list', 'children': ['71', '74']},{'id': '71', 'type': 'attribute', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'dl'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'dataset'},{'id': '74', 'type': 'dictionary_splat', 'children': ['75']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'idxs'} | def get_toplosses_idxs(cls, learn, n_imgs, **kwargs):
"Sorts `ds_type` dataset by top losses and returns dataset and sorted indices."
dl = learn.data.fix_dl
if not n_imgs: n_imgs = len(dl.dataset)
_,_,top_losses = learn.get_preds(ds_type=DatasetType.Fix, with_loss=True)
idxs = torch.topk(top_losses, n_imgs)[1]
return cls.padded_ds(dl.dataset, **kwargs), idxs |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sort_idxs'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'similarities'},{'id': '6', 'type': 'block', 'children': ['7', '9', '22', '48']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'string', 'children': [], 'value': '"Sorts `similarities` and return the indexes in pairs ordered by highest similarity."'},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'idxs'},{'id': '12', 'type': 'call', 'children': ['13', '16']},{'id': '13', 'type': 'attribute', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'largest_indices'},{'id': '16', 'type': 'argument_list', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'similarities'},{'id': '18', 'type': 'call', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '20', 'type': 'argument_list', 'children': ['21']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'similarities'},{'id': '22', 'type': 'expression_statement', 'children': ['23']},{'id': '23', 'type': 'assignment', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'idxs'},{'id': '25', 'type': 'list_comprehension', 'children': ['26', '37']},{'id': '26', 'type': 'tuple', 'children': ['27', '32']},{'id': '27', 'type': 'subscript', 'children': ['28', '31']},{'id': '28', 'type': 'subscript', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'idxs'},{'id': '30', 'type': 'integer', 'children': [], 'value': '0'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '32', 'type': 'subscript', 'children': ['33', '36']},{'id': '33', 'type': 'subscript', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'idxs'},{'id': '35', 'type': 'integer', 'children': [], 'value': '1'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '37', 'type': 'for_in_clause', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '39', 'type': 'call', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '41', 'type': 'argument_list', 'children': ['42']},{'id': '42', 'type': 'call', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '44', 'type': 'argument_list', 'children': ['45']},{'id': '45', 'type': 'subscript', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'idxs'},{'id': '47', 'type': 'integer', 'children': [], 'value': '0'},{'id': '48', 'type': 'return_statement', 'children': ['49']},{'id': '49', 'type': 'list_comprehension', 'children': ['50', '51', '54']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'e'},{'id': '51', 'type': 'for_in_clause', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'idxs'},{'id': '54', 'type': 'for_in_clause', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'e'},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'l'} | def sort_idxs(cls, similarities):
"Sorts `similarities` and return the indexes in pairs ordered by highest similarity."
idxs = cls.largest_indices(similarities, len(similarities))
idxs = [(idxs[0][i], idxs[1][i]) for i in range(len(idxs[0]))]
return [e for l in idxs for e in l] |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '13', '15']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'uniqueify'},{'id': '3', 'type': 'parameters', 'children': ['4', '8']},{'id': '4', 'type': 'typed_parameter', 'children': ['5', '6']},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '6', 'type': 'type', 'children': ['7']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'Series'},{'id': '8', 'type': 'typed_default_parameter', 'children': ['9', '10', '12']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '10', 'type': 'type', 'children': ['11']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'bool'},{'id': '12', 'type': 'False', 'children': []},{'id': '13', 'type': 'type', 'children': ['14']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'List'},{'id': '15', 'type': 'block', 'children': ['16', '18', '34', '43']},{'id': '16', 'type': 'expression_statement', 'children': ['17']},{'id': '17', 'type': 'string', 'children': [], 'value': '"Return sorted unique values of `x`."'},{'id': '18', 'type': 'expression_statement', 'children': ['19']},{'id': '19', 'type': 'assignment', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'res'},{'id': '21', 'type': 'call', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '23', 'type': 'argument_list', 'children': ['24']},{'id': '24', 'type': 'call', 'children': ['25', '33']},{'id': '25', 'type': 'attribute', 'children': ['26', '32']},{'id': '26', 'type': 'call', 'children': ['27', '30']},{'id': '27', 'type': 'attribute', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'OrderedDict'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'fromkeys'},{'id': '30', 'type': 'argument_list', 'children': ['31']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'keys'},{'id': '33', 'type': 'argument_list', 'children': []},{'id': '34', 'type': 'if_statement', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '36', 'type': 'block', 'children': ['37']},{'id': '37', 'type': 'expression_statement', 'children': ['38']},{'id': '38', 'type': 'call', 'children': ['39', '42']},{'id': '39', 'type': 'attribute', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'res'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '42', 'type': 'argument_list', 'children': []},{'id': '43', 'type': 'return_statement', 'children': ['44']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'res'} | def uniqueify(x:Series, sort:bool=False)->List:
"Return sorted unique values of `x`."
res = list(OrderedDict.fromkeys(x).keys())
if sort: res.sort()
return res |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_imported_modules'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'cells'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'nb_module_name'},{'id': '7', 'type': 'string', 'children': [], 'value': "''"},{'id': '8', 'type': 'block', 'children': ['9', '11', '17', '46', '55', '78', '86', '100']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'string', 'children': [], 'value': '"Finds all submodules of notebook - sorted by submodules > top level modules > manual imports. This gives notebook imports priority"'},{'id': '11', 'type': 'expression_statement', 'children': ['12']},{'id': '12', 'type': 'assignment', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'module_names'},{'id': '14', 'type': 'call', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'get_top_level_modules'},{'id': '16', 'type': 'argument_list', 'children': []},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'assignment', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'nb_imports'},{'id': '20', 'type': 'list_comprehension', 'children': ['21', '27', '30', '40']},{'id': '21', 'type': 'call', 'children': ['22', '25']},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'match'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'group'},{'id': '25', 'type': 'argument_list', 'children': ['26']},{'id': '26', 'type': 'integer', 'children': [], 'value': '1'},{'id': '27', 'type': 'for_in_clause', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'cell'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'cells'},{'id': '30', 'type': 'for_in_clause', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'match'},{'id': '32', 'type': 'call', 'children': ['33', '36']},{'id': '33', 'type': 'attribute', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'IMPORT_RE'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'finditer'},{'id': '36', 'type': 'argument_list', 'children': ['37']},{'id': '37', 'type': 'subscript', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'cell'},{'id': '39', 'type': 'string', 'children': [], 'value': "'source'"},{'id': '40', 'type': 'if_clause', 'children': ['41']},{'id': '41', 'type': 'comparison_operator', 'children': ['42', '45'], 'value': '=='},{'id': '42', 'type': 'subscript', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'cell'},{'id': '44', 'type': 'string', 'children': [], 'value': "'cell_type'"},{'id': '45', 'type': 'string', 'children': [], 'value': "'code'"},{'id': '46', 'type': 'expression_statement', 'children': ['47']},{'id': '47', 'type': 'assignment', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'parts'},{'id': '49', 'type': 'call', 'children': ['50', '53']},{'id': '50', 'type': 'attribute', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'nb_module_name'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'split'},{'id': '53', 'type': 'argument_list', 'children': ['54']},{'id': '54', 'type': 'string', 'children': [], 'value': "'.'"},{'id': '55', 'type': 'expression_statement', 'children': ['56']},{'id': '56', 'type': 'assignment', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'parent_modules'},{'id': '58', 'type': 'list_comprehension', 'children': ['59', '72']},{'id': '59', 'type': 'call', 'children': ['60', '63']},{'id': '60', 'type': 'attribute', 'children': ['61', '62']},{'id': '61', 'type': 'string', 'children': [], 'value': "'.'"},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '63', 'type': 'argument_list', 'children': ['64']},{'id': '64', 'type': 'subscript', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'parts'},{'id': '66', 'type': 'slice', 'children': ['67', '68']},{'id': '67', 'type': 'colon', 'children': []},{'id': '68', 'type': '()', 'children': ['69']},{'id': '69', 'type': 'binary_operator', 'children': ['70', '71'], 'value': '+'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '71', 'type': 'integer', 'children': [], 'value': '1'},{'id': '72', 'type': 'for_in_clause', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '74', 'type': 'call', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'range_of'},{'id': '76', 'type': 'argument_list', 'children': ['77']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'parts'},{'id': '78', 'type': 'expression_statement', 'children': ['79']},{'id': '79', 'type': 'assignment', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'all_modules'},{'id': '81', 'type': 'binary_operator', 'children': ['82', '85'], 'value': '+'},{'id': '82', 'type': 'binary_operator', 'children': ['83', '84'], 'value': '+'},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'module_names'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'nb_imports'},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'parent_modules'},{'id': '86', 'type': 'expression_statement', 'children': ['87']},{'id': '87', 'type': 'assignment', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'mods'},{'id': '89', 'type': 'list_comprehension', 'children': ['90', '97']},{'id': '90', 'type': 'call', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'import_mod'},{'id': '92', 'type': 'argument_list', 'children': ['93', '94']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'm'},{'id': '94', 'type': 'keyword_argument', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'ignore_errors'},{'id': '96', 'type': 'True', 'children': []},{'id': '97', 'type': 'for_in_clause', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'm'},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'all_modules'},{'id': '100', 'type': 'return_statement', 'children': ['101']},{'id': '101', 'type': 'list_comprehension', 'children': ['102', '103', '106']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'm'},{'id': '103', 'type': 'for_in_clause', 'children': ['104', '105']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'm'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'mods'},{'id': '106', 'type': 'if_clause', 'children': ['107']},{'id': '107', 'type': 'comparison_operator', 'children': ['108', '109'], 'value': 'is'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'm'},{'id': '109', 'type': 'None', 'children': []} | def get_imported_modules(cells, nb_module_name=''):
"Finds all submodules of notebook - sorted by submodules > top level modules > manual imports. This gives notebook imports priority"
module_names = get_top_level_modules()
nb_imports = [match.group(1) for cell in cells for match in IMPORT_RE.finditer(cell['source']) if cell['cell_type'] == 'code']
parts = nb_module_name.split('.')
parent_modules = ['.'.join(parts[:(x+1)]) for x in range_of(parts)]
all_modules = module_names + nb_imports + parent_modules
mods = [import_mod(m, ignore_errors=True) for m in all_modules]
return [m for m in mods if m is not None] |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '23']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'numericalize_tok'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8', '11', '14', '17', '20']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'tokens'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'max_vocab'},{'id': '7', 'type': 'integer', 'children': [], 'value': '50000'},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'min_freq'},{'id': '10', 'type': 'integer', 'children': [], 'value': '0'},{'id': '11', 'type': 'default_parameter', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'unk_tok'},{'id': '13', 'type': 'string', 'children': [], 'value': '"_unk_"'},{'id': '14', 'type': 'default_parameter', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'pad_tok'},{'id': '16', 'type': 'string', 'children': [], 'value': '"_pad_"'},{'id': '17', 'type': 'default_parameter', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'bos_tok'},{'id': '19', 'type': 'string', 'children': [], 'value': '"_bos_"'},{'id': '20', 'type': 'default_parameter', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'eos_tok'},{'id': '22', 'type': 'string', 'children': [], 'value': '"_eos_"'},{'id': '23', 'type': 'block', 'children': ['24', '36', '56', '63', '82', '86', '94', '102', '110', '118', '140']},{'id': '24', 'type': 'if_statement', 'children': ['25', '30']},{'id': '25', 'type': 'call', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '27', 'type': 'argument_list', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'tokens'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '30', 'type': 'block', 'children': ['31']},{'id': '31', 'type': 'raise_statement', 'children': ['32']},{'id': '32', 'type': 'call', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '34', 'type': 'argument_list', 'children': ['35']},{'id': '35', 'type': 'string', 'children': [], 'value': '"Expected to receive a list of tokens. Received a string instead"'},{'id': '36', 'type': 'if_statement', 'children': ['37', '44']},{'id': '37', 'type': 'call', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '39', 'type': 'argument_list', 'children': ['40', '43']},{'id': '40', 'type': 'subscript', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'tokens'},{'id': '42', 'type': 'integer', 'children': [], 'value': '0'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '44', 'type': 'block', 'children': ['45']},{'id': '45', 'type': 'expression_statement', 'children': ['46']},{'id': '46', 'type': 'assignment', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'tokens'},{'id': '48', 'type': 'list_comprehension', 'children': ['49', '50', '53']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '50', 'type': 'for_in_clause', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'o'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'tokens'},{'id': '53', 'type': 'for_in_clause', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'o'},{'id': '56', 'type': 'expression_statement', 'children': ['57']},{'id': '57', 'type': 'assignment', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'freq'},{'id': '59', 'type': 'call', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'Counter'},{'id': '61', 'type': 'argument_list', 'children': ['62']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'tokens'},{'id': '63', 'type': 'expression_statement', 'children': ['64']},{'id': '64', 'type': 'assignment', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'int2tok'},{'id': '66', 'type': 'list_comprehension', 'children': ['67', '68', '78']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'o'},{'id': '68', 'type': 'for_in_clause', 'children': ['69', '72']},{'id': '69', 'type': 'pattern_list', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'o'},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'c'},{'id': '72', 'type': 'call', 'children': ['73', '76']},{'id': '73', 'type': 'attribute', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'freq'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'most_common'},{'id': '76', 'type': 'argument_list', 'children': ['77']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'max_vocab'},{'id': '78', 'type': 'if_clause', 'children': ['79']},{'id': '79', 'type': 'comparison_operator', 'children': ['80', '81'], 'value': '>'},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'c'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'min_freq'},{'id': '82', 'type': 'expression_statement', 'children': ['83']},{'id': '83', 'type': 'assignment', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'unk_id'},{'id': '85', 'type': 'integer', 'children': [], 'value': '3'},{'id': '86', 'type': 'expression_statement', 'children': ['87']},{'id': '87', 'type': 'call', 'children': ['88', '91']},{'id': '88', 'type': 'attribute', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'int2tok'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'insert'},{'id': '91', 'type': 'argument_list', 'children': ['92', '93']},{'id': '92', 'type': 'integer', 'children': [], 'value': '0'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'bos_tok'},{'id': '94', 'type': 'expression_statement', 'children': ['95']},{'id': '95', 'type': 'call', 'children': ['96', '99']},{'id': '96', 'type': 'attribute', 'children': ['97', '98']},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'int2tok'},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'insert'},{'id': '99', 'type': 'argument_list', 'children': ['100', '101']},{'id': '100', 'type': 'integer', 'children': [], 'value': '1'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'pad_tok'},{'id': '102', 'type': 'expression_statement', 'children': ['103']},{'id': '103', 'type': 'call', 'children': ['104', '107']},{'id': '104', 'type': 'attribute', 'children': ['105', '106']},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'int2tok'},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'insert'},{'id': '107', 'type': 'argument_list', 'children': ['108', '109']},{'id': '108', 'type': 'integer', 'children': [], 'value': '2'},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'eos_tok'},{'id': '110', 'type': 'expression_statement', 'children': ['111']},{'id': '111', 'type': 'call', 'children': ['112', '115']},{'id': '112', 'type': 'attribute', 'children': ['113', '114']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'int2tok'},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'insert'},{'id': '115', 'type': 'argument_list', 'children': ['116', '117']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'unk_id'},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'unk_tok'},{'id': '118', 'type': 'expression_statement', 'children': ['119']},{'id': '119', 'type': 'assignment', 'children': ['120', '121']},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'tok2int'},{'id': '121', 'type': 'call', 'children': ['122', '125']},{'id': '122', 'type': 'attribute', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'collections'},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'defaultdict'},{'id': '125', 'type': 'argument_list', 'children': ['126', '128']},{'id': '126', 'type': 'lambda', 'children': ['127']},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'unk_id'},{'id': '128', 'type': 'dictionary_comprehension', 'children': ['129', '132']},{'id': '129', 'type': 'pair', 'children': ['130', '131']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '132', 'type': 'for_in_clause', 'children': ['133', '136']},{'id': '133', 'type': 'pattern_list', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '136', 'type': 'call', 'children': ['137', '138']},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'enumerate'},{'id': '138', 'type': 'argument_list', 'children': ['139']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'int2tok'},{'id': '140', 'type': 'return_statement', 'children': ['141']},{'id': '141', 'type': 'expression_list', 'children': ['142', '143']},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'int2tok'},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'tok2int'} | def numericalize_tok(tokens, max_vocab=50000, min_freq=0, unk_tok="_unk_", pad_tok="_pad_", bos_tok="_bos_", eos_tok="_eos_"):
if isinstance(tokens, str):
raise ValueError("Expected to receive a list of tokens. Received a string instead")
if isinstance(tokens[0], list):
tokens = [p for o in tokens for p in o]
freq = Counter(tokens)
int2tok = [o for o,c in freq.most_common(max_vocab) if c>min_freq]
unk_id = 3
int2tok.insert(0, bos_tok)
int2tok.insert(1, pad_tok)
int2tok.insert(2, eos_tok)
int2tok.insert(unk_id, unk_tok)
tok2int = collections.defaultdict(lambda:unk_id, {v:k for k,v in enumerate(int2tok)})
return int2tok, tok2int |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_freq_tuples'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'my_list'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'print_total_threshold'},{'id': '6', 'type': 'block', 'children': ['7', '11', '29']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'assignment', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '10', 'type': 'dictionary', 'children': []},{'id': '11', 'type': 'for_statement', 'children': ['12', '13', '14']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'token'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'my_list'},{'id': '14', 'type': 'block', 'children': ['15', '23']},{'id': '15', 'type': 'expression_statement', 'children': ['16']},{'id': '16', 'type': 'call', 'children': ['17', '20']},{'id': '17', 'type': 'attribute', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'setdefault'},{'id': '20', 'type': 'argument_list', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'token'},{'id': '22', 'type': 'integer', 'children': [], 'value': '0'},{'id': '23', 'type': 'expression_statement', 'children': ['24']},{'id': '24', 'type': 'augmented_assignment', 'children': ['25', '28'], 'value': '+='},{'id': '25', 'type': 'subscript', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'token'},{'id': '28', 'type': 'integer', 'children': [], 'value': '1'},{'id': '29', 'type': 'return_statement', 'children': ['30']},{'id': '30', 'type': 'subscript', 'children': ['31', '50']},{'id': '31', 'type': 'call', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '33', 'type': 'argument_list', 'children': ['34', '39', '47']},{'id': '34', 'type': 'call', 'children': ['35', '38']},{'id': '35', 'type': 'attribute', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '38', 'type': 'argument_list', 'children': []},{'id': '39', 'type': 'keyword_argument', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '41', 'type': 'call', 'children': ['42', '45']},{'id': '42', 'type': 'attribute', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'operator'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'itemgetter'},{'id': '45', 'type': 'argument_list', 'children': ['46']},{'id': '46', 'type': 'integer', 'children': [], 'value': '1'},{'id': '47', 'type': 'keyword_argument', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '49', 'type': 'True', 'children': []},{'id': '50', 'type': 'slice', 'children': ['51', '52']},{'id': '51', 'type': 'colon', 'children': []},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'print_total_threshold'} | def get_freq_tuples(my_list, print_total_threshold):
d = {}
for token in my_list:
d.setdefault(token, 0)
d[token] += 1
return sorted(d.items(), key=operator.itemgetter(1), reverse=True)[:print_total_threshold] |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_levels'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'arcs'},{'id': '6', 'type': 'block', 'children': ['7', '27']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'assignment', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'levels'},{'id': '10', 'type': 'call', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'set'},{'id': '12', 'type': 'argument_list', 'children': ['13']},{'id': '13', 'type': 'call', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'map'},{'id': '15', 'type': 'argument_list', 'children': ['16', '26']},{'id': '16', 'type': 'lambda', 'children': ['17', '19']},{'id': '17', 'type': 'lambda_parameters', 'children': ['18']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'arc'},{'id': '19', 'type': 'binary_operator', 'children': ['20', '23'], 'value': '-'},{'id': '20', 'type': 'subscript', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'arc'},{'id': '22', 'type': 'string', 'children': [], 'value': '"end"'},{'id': '23', 'type': 'subscript', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'arc'},{'id': '25', 'type': 'string', 'children': [], 'value': '"start"'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'arcs'},{'id': '27', 'type': 'return_statement', 'children': ['28']},{'id': '28', 'type': 'call', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '30', 'type': 'argument_list', 'children': ['31']},{'id': '31', 'type': 'call', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '33', 'type': 'argument_list', 'children': ['34']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'levels'} | def get_levels(self, arcs):
levels = set(map(lambda arc: arc["end"] - arc["start"], arcs))
return sorted(list(levels)) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'organize_commands'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'corrected_commands'},{'id': '5', 'type': 'block', 'children': ['6', '22', '45', '60', '88']},{'id': '6', 'type': 'try_statement', 'children': ['7', '18']},{'id': '7', 'type': 'block', 'children': ['8', '15']},{'id': '8', 'type': 'expression_statement', 'children': ['9']},{'id': '9', 'type': 'assignment', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'first_command'},{'id': '11', 'type': 'call', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'next'},{'id': '13', 'type': 'argument_list', 'children': ['14']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'corrected_commands'},{'id': '15', 'type': 'expression_statement', 'children': ['16']},{'id': '16', 'type': 'yield', 'children': ['17']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'first_command'},{'id': '18', 'type': 'except_clause', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'StopIteration'},{'id': '20', 'type': 'block', 'children': ['21']},{'id': '21', 'type': 'return_statement', 'children': []},{'id': '22', 'type': 'expression_statement', 'children': ['23']},{'id': '23', 'type': 'assignment', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'without_duplicates'},{'id': '25', 'type': 'set_comprehension', 'children': ['26', '27', '41']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'command'},{'id': '27', 'type': 'for_in_clause', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'command'},{'id': '29', 'type': 'call', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '31', 'type': 'argument_list', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'corrected_commands'},{'id': '33', 'type': 'keyword_argument', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '35', 'type': 'lambda', 'children': ['36', '38']},{'id': '36', 'type': 'lambda_parameters', 'children': ['37']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'command'},{'id': '38', 'type': 'attribute', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'command'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'priority'},{'id': '41', 'type': 'if_clause', 'children': ['42']},{'id': '42', 'type': 'comparison_operator', 'children': ['43', '44'], 'value': '!='},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'command'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'first_command'},{'id': '45', 'type': 'expression_statement', 'children': ['46']},{'id': '46', 'type': 'assignment', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'sorted_commands'},{'id': '48', 'type': 'call', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '50', 'type': 'argument_list', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'without_duplicates'},{'id': '52', 'type': 'keyword_argument', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '54', 'type': 'lambda', 'children': ['55', '57']},{'id': '55', 'type': 'lambda_parameters', 'children': ['56']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'corrected_command'},{'id': '57', 'type': 'attribute', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'corrected_command'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'priority'},{'id': '60', 'type': 'expression_statement', 'children': ['61']},{'id': '61', 'type': 'call', 'children': ['62', '65']},{'id': '62', 'type': 'attribute', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'logs'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'debug'},{'id': '65', 'type': 'argument_list', 'children': ['66']},{'id': '66', 'type': 'call', 'children': ['67', '70']},{'id': '67', 'type': 'attribute', 'children': ['68', '69']},{'id': '68', 'type': 'string', 'children': [], 'value': "'Corrected commands: '"},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '70', 'type': 'argument_list', 'children': ['71']},{'id': '71', 'type': 'call', 'children': ['72', '75']},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'string', 'children': [], 'value': "', '"},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '75', 'type': 'generator_expression', 'children': ['76', '82']},{'id': '76', 'type': 'call', 'children': ['77', '80']},{'id': '77', 'type': 'attribute', 'children': ['78', '79']},{'id': '78', 'type': 'string', 'children': [], 'value': "u'{}'"},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '80', 'type': 'argument_list', 'children': ['81']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '82', 'type': 'for_in_clause', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '84', 'type': 'binary_operator', 'children': ['85', '87'], 'value': '+'},{'id': '85', 'type': 'list', 'children': ['86'], 'value': '[first_command]'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'first_command'},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'sorted_commands'},{'id': '88', 'type': 'for_statement', 'children': ['89', '90', '91']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'command'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'sorted_commands'},{'id': '91', 'type': 'block', 'children': ['92']},{'id': '92', 'type': 'expression_statement', 'children': ['93']},{'id': '93', 'type': 'yield', 'children': ['94']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'command'} | def organize_commands(corrected_commands):
try:
first_command = next(corrected_commands)
yield first_command
except StopIteration:
return
without_duplicates = {
command for command in sorted(
corrected_commands, key=lambda command: command.priority)
if command != first_command}
sorted_commands = sorted(
without_duplicates,
key=lambda corrected_command: corrected_command.priority)
logs.debug('Corrected commands: '.format(
', '.join(u'{}'.format(cmd) for cmd in [first_command] + sorted_commands)))
for command in sorted_commands:
yield command |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_corrected_commands'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'command'},{'id': '5', 'type': 'block', 'children': ['6', '31']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'corrected_commands'},{'id': '9', 'type': 'generator_expression', 'children': ['10', '11', '16', '23']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'corrected'},{'id': '11', 'type': 'for_in_clause', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'rule'},{'id': '13', 'type': 'call', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'get_rules'},{'id': '15', 'type': 'argument_list', 'children': []},{'id': '16', 'type': 'if_clause', 'children': ['17']},{'id': '17', 'type': 'call', 'children': ['18', '21']},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'rule'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'is_match'},{'id': '21', 'type': 'argument_list', 'children': ['22']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'command'},{'id': '23', 'type': 'for_in_clause', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'corrected'},{'id': '25', 'type': 'call', 'children': ['26', '29']},{'id': '26', 'type': 'attribute', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'rule'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'get_corrected_commands'},{'id': '29', 'type': 'argument_list', 'children': ['30']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'command'},{'id': '31', 'type': 'return_statement', 'children': ['32']},{'id': '32', 'type': 'call', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'organize_commands'},{'id': '34', 'type': 'argument_list', 'children': ['35']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'corrected_commands'} | def get_corrected_commands(command):
corrected_commands = (
corrected for rule in get_rules()
if rule.is_match(command)
for corrected in rule.get_corrected_commands(command))
return organize_commands(corrected_commands) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '15']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_partition_query'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'table_name'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'limit'},{'id': '8', 'type': 'integer', 'children': [], 'value': '0'},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '11', 'type': 'None', 'children': []},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'filters'},{'id': '14', 'type': 'None', 'children': []},{'id': '15', 'type': 'block', 'children': ['16', '28', '32', '68', '72', '107', '116']},{'id': '16', 'type': 'expression_statement', 'children': ['17']},{'id': '17', 'type': 'assignment', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'limit_clause'},{'id': '19', 'type': 'conditional_expression', 'children': ['20', '26', '27'], 'value': 'if'},{'id': '20', 'type': 'call', 'children': ['21', '24']},{'id': '21', 'type': 'attribute', 'children': ['22', '23']},{'id': '22', 'type': 'string', 'children': [], 'value': "'LIMIT {}'"},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '24', 'type': 'argument_list', 'children': ['25']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'limit'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'limit'},{'id': '27', 'type': 'string', 'children': [], 'value': "''"},{'id': '28', 'type': 'expression_statement', 'children': ['29']},{'id': '29', 'type': 'assignment', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'order_by_clause'},{'id': '31', 'type': 'string', 'children': [], 'value': "''"},{'id': '32', 'type': 'if_statement', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '34', 'type': 'block', 'children': ['35', '39', '57']},{'id': '35', 'type': 'expression_statement', 'children': ['36']},{'id': '36', 'type': 'assignment', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '38', 'type': 'list', 'children': [], 'value': '[]'},{'id': '39', 'type': 'for_statement', 'children': ['40', '43', '44']},{'id': '40', 'type': 'pattern_list', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'field'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'desc'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '44', 'type': 'block', 'children': ['45']},{'id': '45', 'type': 'expression_statement', 'children': ['46']},{'id': '46', 'type': 'call', 'children': ['47', '50']},{'id': '47', 'type': 'attribute', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '50', 'type': 'argument_list', 'children': ['51']},{'id': '51', 'type': 'conditional_expression', 'children': ['52', '55', '56'], 'value': 'if'},{'id': '52', 'type': 'binary_operator', 'children': ['53', '54'], 'value': '+'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'field'},{'id': '54', 'type': 'string', 'children': [], 'value': "' DESC'"},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'desc'},{'id': '56', 'type': 'string', 'children': [], 'value': "''"},{'id': '57', 'type': 'expression_statement', 'children': ['58']},{'id': '58', 'type': 'assignment', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'order_by_clause'},{'id': '60', 'type': 'binary_operator', 'children': ['61', '62'], 'value': '+'},{'id': '61', 'type': 'string', 'children': [], 'value': "'ORDER BY '"},{'id': '62', 'type': 'call', 'children': ['63', '66']},{'id': '63', 'type': 'attribute', 'children': ['64', '65']},{'id': '64', 'type': 'string', 'children': [], 'value': "', '"},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '66', 'type': 'argument_list', 'children': ['67']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '68', 'type': 'expression_statement', 'children': ['69']},{'id': '69', 'type': 'assignment', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'where_clause'},{'id': '71', 'type': 'string', 'children': [], 'value': "''"},{'id': '72', 'type': 'if_statement', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'filters'},{'id': '74', 'type': 'block', 'children': ['75', '79', '96']},{'id': '75', 'type': 'expression_statement', 'children': ['76']},{'id': '76', 'type': 'assignment', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '78', 'type': 'list', 'children': [], 'value': '[]'},{'id': '79', 'type': 'for_statement', 'children': ['80', '83', '88']},{'id': '80', 'type': 'pattern_list', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'field'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'value'},{'id': '83', 'type': 'call', 'children': ['84', '87']},{'id': '84', 'type': 'attribute', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'filters'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '87', 'type': 'argument_list', 'children': []},{'id': '88', 'type': 'block', 'children': ['89']},{'id': '89', 'type': 'expression_statement', 'children': ['90']},{'id': '90', 'type': 'call', 'children': ['91', '94']},{'id': '91', 'type': 'attribute', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '94', 'type': 'argument_list', 'children': ['95']},{'id': '95', 'type': 'string', 'children': [], 'value': 'f"{field} = \'{value}\'"'},{'id': '96', 'type': 'expression_statement', 'children': ['97']},{'id': '97', 'type': 'assignment', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'where_clause'},{'id': '99', 'type': 'binary_operator', 'children': ['100', '101'], 'value': '+'},{'id': '100', 'type': 'string', 'children': [], 'value': "'WHERE '"},{'id': '101', 'type': 'call', 'children': ['102', '105']},{'id': '102', 'type': 'attribute', 'children': ['103', '104']},{'id': '103', 'type': 'string', 'children': [], 'value': "' AND '"},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '105', 'type': 'argument_list', 'children': ['106']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '107', 'type': 'expression_statement', 'children': ['108']},{'id': '108', 'type': 'assignment', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'sql'},{'id': '110', 'type': 'call', 'children': ['111', '114']},{'id': '111', 'type': 'attribute', 'children': ['112', '113']},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'textwrap'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'dedent'},{'id': '114', 'type': 'argument_list', 'children': ['115']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '116', 'type': 'return_statement', 'children': ['117']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'sql'} | def _partition_query(
cls, table_name, limit=0, order_by=None, filters=None):
limit_clause = 'LIMIT {}'.format(limit) if limit else ''
order_by_clause = ''
if order_by:
l = []
for field, desc in order_by:
l.append(field + ' DESC' if desc else '')
order_by_clause = 'ORDER BY ' + ', '.join(l)
where_clause = ''
if filters:
l = []
for field, value in filters.items():
l.append(f"{field} = '{value}'")
where_clause = 'WHERE ' + ' AND '.join(l)
sql = textwrap.dedent(f
)
return sql |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'cocktail_shaker_sort'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '5', 'type': 'block', 'children': ['6', '28', '35', '39', '123']},{'id': '6', 'type': 'function_definition', 'children': ['7', '8', '11']},{'id': '7', 'type': 'function_name', 'children': [], 'value': 'swap'},{'id': '8', 'type': 'parameters', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '11', 'type': 'block', 'children': ['12']},{'id': '12', 'type': 'expression_statement', 'children': ['13']},{'id': '13', 'type': 'assignment', 'children': ['14', '21']},{'id': '14', 'type': 'pattern_list', 'children': ['15', '18']},{'id': '15', 'type': 'subscript', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '18', 'type': 'subscript', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '21', 'type': 'expression_list', 'children': ['22', '25']},{'id': '22', 'type': 'subscript', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '25', 'type': 'subscript', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '28', 'type': 'expression_statement', 'children': ['29']},{'id': '29', 'type': 'assignment', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'n'},{'id': '31', 'type': 'call', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '33', 'type': 'argument_list', 'children': ['34']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '35', 'type': 'expression_statement', 'children': ['36']},{'id': '36', 'type': 'assignment', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'swapped'},{'id': '38', 'type': 'True', 'children': []},{'id': '39', 'type': 'while_statement', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'swapped'},{'id': '41', 'type': 'block', 'children': ['42', '46', '77', '84', '88']},{'id': '42', 'type': 'expression_statement', 'children': ['43']},{'id': '43', 'type': 'assignment', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'swapped'},{'id': '45', 'type': 'False', 'children': []},{'id': '46', 'type': 'for_statement', 'children': ['47', '48', '53']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '48', 'type': 'call', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '50', 'type': 'argument_list', 'children': ['51', '52']},{'id': '51', 'type': 'integer', 'children': [], 'value': '1'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'n'},{'id': '53', 'type': 'block', 'children': ['54']},{'id': '54', 'type': 'if_statement', 'children': ['55', '64']},{'id': '55', 'type': 'comparison_operator', 'children': ['56', '61'], 'value': '>'},{'id': '56', 'type': 'subscript', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '58', 'type': 'binary_operator', 'children': ['59', '60'], 'value': '-'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '60', 'type': 'integer', 'children': [], 'value': '1'},{'id': '61', 'type': 'subscript', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '64', 'type': 'block', 'children': ['65', '73']},{'id': '65', 'type': 'expression_statement', 'children': ['66']},{'id': '66', 'type': 'call', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'swap'},{'id': '68', 'type': 'argument_list', 'children': ['69', '72']},{'id': '69', 'type': 'binary_operator', 'children': ['70', '71'], 'value': '-'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '71', 'type': 'integer', 'children': [], 'value': '1'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '73', 'type': 'expression_statement', 'children': ['74']},{'id': '74', 'type': 'assignment', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'swapped'},{'id': '76', 'type': 'True', 'children': []},{'id': '77', 'type': 'if_statement', 'children': ['78', '81']},{'id': '78', 'type': 'comparison_operator', 'children': ['79', '80'], 'value': '=='},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'swapped'},{'id': '80', 'type': 'False', 'children': []},{'id': '81', 'type': 'block', 'children': ['82']},{'id': '82', 'type': 'return_statement', 'children': ['83']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '84', 'type': 'expression_statement', 'children': ['85']},{'id': '85', 'type': 'assignment', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'swapped'},{'id': '87', 'type': 'False', 'children': []},{'id': '88', 'type': 'for_statement', 'children': ['89', '90', '99']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '90', 'type': 'call', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '92', 'type': 'argument_list', 'children': ['93', '96', '97']},{'id': '93', 'type': 'binary_operator', 'children': ['94', '95'], 'value': '-'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'n'},{'id': '95', 'type': 'integer', 'children': [], 'value': '1'},{'id': '96', 'type': 'integer', 'children': [], 'value': '0'},{'id': '97', 'type': 'unary_operator', 'children': ['98'], 'value': '-'},{'id': '98', 'type': 'integer', 'children': [], 'value': '1'},{'id': '99', 'type': 'block', 'children': ['100']},{'id': '100', 'type': 'if_statement', 'children': ['101', '110']},{'id': '101', 'type': 'comparison_operator', 'children': ['102', '107'], 'value': '>'},{'id': '102', 'type': 'subscript', 'children': ['103', '104']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '104', 'type': 'binary_operator', 'children': ['105', '106'], 'value': '-'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '106', 'type': 'integer', 'children': [], 'value': '1'},{'id': '107', 'type': 'subscript', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '110', 'type': 'block', 'children': ['111', '119']},{'id': '111', 'type': 'expression_statement', 'children': ['112']},{'id': '112', 'type': 'call', 'children': ['113', '114']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'swap'},{'id': '114', 'type': 'argument_list', 'children': ['115', '118']},{'id': '115', 'type': 'binary_operator', 'children': ['116', '117'], 'value': '-'},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '117', 'type': 'integer', 'children': [], 'value': '1'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '119', 'type': 'expression_statement', 'children': ['120']},{'id': '120', 'type': 'assignment', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'swapped'},{'id': '122', 'type': 'True', 'children': []},{'id': '123', 'type': 'return_statement', 'children': ['124']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'arr'} | def cocktail_shaker_sort(arr):
def swap(i, j):
arr[i], arr[j] = arr[j], arr[i]
n = len(arr)
swapped = True
while swapped:
swapped = False
for i in range(1, n):
if arr[i - 1] > arr[i]:
swap(i - 1, i)
swapped = True
if swapped == False:
return arr
swapped = False
for i in range(n-1,0,-1):
if arr[i - 1] > arr[i]:
swap(i - 1, i)
swapped = True
return arr |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'max_heapify'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'end'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'simulation'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'iteration'},{'id': '8', 'type': 'block', 'children': ['9', '18', '119', '135']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'last_parent'},{'id': '12', 'type': 'binary_operator', 'children': ['13', '17'], 'value': '//'},{'id': '13', 'type': '()', 'children': ['14']},{'id': '14', 'type': 'binary_operator', 'children': ['15', '16'], 'value': '-'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'end'},{'id': '16', 'type': 'integer', 'children': [], 'value': '1'},{'id': '17', 'type': 'integer', 'children': [], 'value': '2'},{'id': '18', 'type': 'for_statement', 'children': ['19', '20', '28']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '20', 'type': 'call', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '22', 'type': 'argument_list', 'children': ['23', '24', '26']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'last_parent'},{'id': '24', 'type': 'unary_operator', 'children': ['25'], 'value': '-'},{'id': '25', 'type': 'integer', 'children': [], 'value': '1'},{'id': '26', 'type': 'unary_operator', 'children': ['27'], 'value': '-'},{'id': '27', 'type': 'integer', 'children': [], 'value': '1'},{'id': '28', 'type': 'block', 'children': ['29', '33']},{'id': '29', 'type': 'expression_statement', 'children': ['30']},{'id': '30', 'type': 'assignment', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '33', 'type': 'while_statement', 'children': ['34', '37']},{'id': '34', 'type': 'comparison_operator', 'children': ['35', '36'], 'value': '<='},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'last_parent'},{'id': '37', 'type': 'block', 'children': ['38', '46', '69']},{'id': '38', 'type': 'expression_statement', 'children': ['39']},{'id': '39', 'type': 'assignment', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '41', 'type': 'binary_operator', 'children': ['42', '45'], 'value': '+'},{'id': '42', 'type': 'binary_operator', 'children': ['43', '44'], 'value': '*'},{'id': '43', 'type': 'integer', 'children': [], 'value': '2'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '45', 'type': 'integer', 'children': [], 'value': '1'},{'id': '46', 'type': 'if_statement', 'children': ['47', '62']},{'id': '47', 'type': 'boolean_operator', 'children': ['48', '53'], 'value': 'and'},{'id': '48', 'type': 'comparison_operator', 'children': ['49', '52'], 'value': '<='},{'id': '49', 'type': 'binary_operator', 'children': ['50', '51'], 'value': '+'},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '51', 'type': 'integer', 'children': [], 'value': '1'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'end'},{'id': '53', 'type': 'comparison_operator', 'children': ['54', '57'], 'value': '<'},{'id': '54', 'type': 'subscript', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '57', 'type': 'subscript', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '59', 'type': 'binary_operator', 'children': ['60', '61'], 'value': '+'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '61', 'type': 'integer', 'children': [], 'value': '1'},{'id': '62', 'type': 'block', 'children': ['63']},{'id': '63', 'type': 'expression_statement', 'children': ['64']},{'id': '64', 'type': 'assignment', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '66', 'type': 'binary_operator', 'children': ['67', '68'], 'value': '+'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '68', 'type': 'integer', 'children': [], 'value': '1'},{'id': '69', 'type': 'if_statement', 'children': ['70', '77', '116']},{'id': '70', 'type': 'comparison_operator', 'children': ['71', '74'], 'value': '>'},{'id': '71', 'type': 'subscript', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '74', 'type': 'subscript', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '77', 'type': 'block', 'children': ['78', '94', '98']},{'id': '78', 'type': 'expression_statement', 'children': ['79']},{'id': '79', 'type': 'assignment', 'children': ['80', '87']},{'id': '80', 'type': 'pattern_list', 'children': ['81', '84']},{'id': '81', 'type': 'subscript', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '84', 'type': 'subscript', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '87', 'type': 'expression_list', 'children': ['88', '91']},{'id': '88', 'type': 'subscript', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '91', 'type': 'subscript', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '94', 'type': 'expression_statement', 'children': ['95']},{'id': '95', 'type': 'assignment', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '98', 'type': 'if_statement', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'simulation'},{'id': '100', 'type': 'block', 'children': ['101', '107']},{'id': '101', 'type': 'expression_statement', 'children': ['102']},{'id': '102', 'type': 'assignment', 'children': ['103', '104']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'iteration'},{'id': '104', 'type': 'binary_operator', 'children': ['105', '106'], 'value': '+'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'iteration'},{'id': '106', 'type': 'integer', 'children': [], 'value': '1'},{'id': '107', 'type': 'expression_statement', 'children': ['108']},{'id': '108', 'type': 'call', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'print'},{'id': '110', 'type': 'argument_list', 'children': ['111', '112', '113', '114']},{'id': '111', 'type': 'string', 'children': [], 'value': '"iteration"'},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'iteration'},{'id': '113', 'type': 'string', 'children': [], 'value': '":"'},{'id': '114', 'type': 'list_splat', 'children': ['115']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '116', 'type': 'else_clause', 'children': ['117']},{'id': '117', 'type': 'block', 'children': ['118']},{'id': '118', 'type': 'break_statement', 'children': []},{'id': '119', 'type': 'expression_statement', 'children': ['120']},{'id': '120', 'type': 'assignment', 'children': ['121', '128']},{'id': '121', 'type': 'pattern_list', 'children': ['122', '125']},{'id': '122', 'type': 'subscript', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '124', 'type': 'integer', 'children': [], 'value': '0'},{'id': '125', 'type': 'subscript', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'end'},{'id': '128', 'type': 'expression_list', 'children': ['129', '132']},{'id': '129', 'type': 'subscript', 'children': ['130', '131']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'end'},{'id': '132', 'type': 'subscript', 'children': ['133', '134']},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '134', 'type': 'integer', 'children': [], 'value': '0'},{'id': '135', 'type': 'return_statement', 'children': ['136']},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'iteration'} | def max_heapify(arr, end, simulation, iteration):
last_parent = (end - 1) // 2
for parent in range(last_parent, -1, -1):
current_parent = parent
while current_parent <= last_parent:
child = 2 * current_parent + 1
if child + 1 <= end and arr[child] < arr[child + 1]:
child = child + 1
if arr[child] > arr[current_parent]:
arr[current_parent], arr[child] = arr[child], arr[current_parent]
current_parent = child
if simulation:
iteration = iteration + 1
print("iteration",iteration,":",*arr)
else:
break
arr[0], arr[end] = arr[end], arr[0]
return iteration |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'min_heapify'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'simulation'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'iteration'},{'id': '8', 'type': 'block', 'children': ['9', '18', '29', '149']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'end'},{'id': '12', 'type': 'binary_operator', 'children': ['13', '17'], 'value': '-'},{'id': '13', 'type': 'call', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '15', 'type': 'argument_list', 'children': ['16']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '17', 'type': 'integer', 'children': [], 'value': '1'},{'id': '18', 'type': 'expression_statement', 'children': ['19']},{'id': '19', 'type': 'assignment', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'last_parent'},{'id': '21', 'type': 'binary_operator', 'children': ['22', '28'], 'value': '//'},{'id': '22', 'type': '()', 'children': ['23']},{'id': '23', 'type': 'binary_operator', 'children': ['24', '27'], 'value': '-'},{'id': '24', 'type': 'binary_operator', 'children': ['25', '26'], 'value': '-'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'end'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '27', 'type': 'integer', 'children': [], 'value': '1'},{'id': '28', 'type': 'integer', 'children': [], 'value': '2'},{'id': '29', 'type': 'for_statement', 'children': ['30', '31', '39']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '31', 'type': 'call', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '33', 'type': 'argument_list', 'children': ['34', '35', '37']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'last_parent'},{'id': '35', 'type': 'unary_operator', 'children': ['36'], 'value': '-'},{'id': '36', 'type': 'integer', 'children': [], 'value': '1'},{'id': '37', 'type': 'unary_operator', 'children': ['38'], 'value': '-'},{'id': '38', 'type': 'integer', 'children': [], 'value': '1'},{'id': '39', 'type': 'block', 'children': ['40', '44']},{'id': '40', 'type': 'expression_statement', 'children': ['41']},{'id': '41', 'type': 'assignment', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '44', 'type': 'while_statement', 'children': ['45', '48']},{'id': '45', 'type': 'comparison_operator', 'children': ['46', '47'], 'value': '<='},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'last_parent'},{'id': '48', 'type': 'block', 'children': ['49', '57', '86']},{'id': '49', 'type': 'expression_statement', 'children': ['50']},{'id': '50', 'type': 'assignment', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '52', 'type': 'binary_operator', 'children': ['53', '56'], 'value': '+'},{'id': '53', 'type': 'binary_operator', 'children': ['54', '55'], 'value': '*'},{'id': '54', 'type': 'integer', 'children': [], 'value': '2'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '56', 'type': 'integer', 'children': [], 'value': '1'},{'id': '57', 'type': 'if_statement', 'children': ['58', '79']},{'id': '58', 'type': 'boolean_operator', 'children': ['59', '66'], 'value': 'and'},{'id': '59', 'type': 'comparison_operator', 'children': ['60', '63'], 'value': '<='},{'id': '60', 'type': 'binary_operator', 'children': ['61', '62'], 'value': '+'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '62', 'type': 'integer', 'children': [], 'value': '1'},{'id': '63', 'type': 'binary_operator', 'children': ['64', '65'], 'value': '-'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'end'},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '66', 'type': 'comparison_operator', 'children': ['67', '72'], 'value': '>'},{'id': '67', 'type': 'subscript', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '69', 'type': 'binary_operator', 'children': ['70', '71'], 'value': '+'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '72', 'type': 'subscript', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '74', 'type': 'binary_operator', 'children': ['75', '78'], 'value': '+'},{'id': '75', 'type': 'binary_operator', 'children': ['76', '77'], 'value': '+'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '77', 'type': 'integer', 'children': [], 'value': '1'},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '79', 'type': 'block', 'children': ['80']},{'id': '80', 'type': 'expression_statement', 'children': ['81']},{'id': '81', 'type': 'assignment', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '83', 'type': 'binary_operator', 'children': ['84', '85'], 'value': '+'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '85', 'type': 'integer', 'children': [], 'value': '1'},{'id': '86', 'type': 'if_statement', 'children': ['87', '98', '146']},{'id': '87', 'type': 'comparison_operator', 'children': ['88', '93'], 'value': '<'},{'id': '88', 'type': 'subscript', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '90', 'type': 'binary_operator', 'children': ['91', '92'], 'value': '+'},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '93', 'type': 'subscript', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '95', 'type': 'binary_operator', 'children': ['96', '97'], 'value': '+'},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '98', 'type': 'block', 'children': ['99', '124', '128']},{'id': '99', 'type': 'expression_statement', 'children': ['100']},{'id': '100', 'type': 'assignment', 'children': ['101', '112', '113']},{'id': '101', 'type': 'pattern_list', 'children': ['102', '107']},{'id': '102', 'type': 'subscript', 'children': ['103', '104']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '104', 'type': 'binary_operator', 'children': ['105', '106'], 'value': '+'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '107', 'type': 'subscript', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '109', 'type': 'binary_operator', 'children': ['110', '111'], 'value': '+'},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '112', 'type': 'line_continuation', 'children': [], 'value': '\\'},{'id': '113', 'type': 'expression_list', 'children': ['114', '119']},{'id': '114', 'type': 'subscript', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '116', 'type': 'binary_operator', 'children': ['117', '118'], 'value': '+'},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '119', 'type': 'subscript', 'children': ['120', '121']},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '121', 'type': 'binary_operator', 'children': ['122', '123'], 'value': '+'},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '124', 'type': 'expression_statement', 'children': ['125']},{'id': '125', 'type': 'assignment', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'current_parent'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '128', 'type': 'if_statement', 'children': ['129', '130']},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'simulation'},{'id': '130', 'type': 'block', 'children': ['131', '137']},{'id': '131', 'type': 'expression_statement', 'children': ['132']},{'id': '132', 'type': 'assignment', 'children': ['133', '134']},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'iteration'},{'id': '134', 'type': 'binary_operator', 'children': ['135', '136'], 'value': '+'},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'iteration'},{'id': '136', 'type': 'integer', 'children': [], 'value': '1'},{'id': '137', 'type': 'expression_statement', 'children': ['138']},{'id': '138', 'type': 'call', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'print'},{'id': '140', 'type': 'argument_list', 'children': ['141', '142', '143', '144']},{'id': '141', 'type': 'string', 'children': [], 'value': '"iteration"'},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'iteration'},{'id': '143', 'type': 'string', 'children': [], 'value': '":"'},{'id': '144', 'type': 'list_splat', 'children': ['145']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '146', 'type': 'else_clause', 'children': ['147']},{'id': '147', 'type': 'block', 'children': ['148']},{'id': '148', 'type': 'break_statement', 'children': []},{'id': '149', 'type': 'return_statement', 'children': ['150']},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'iteration'} | def min_heapify(arr, start, simulation, iteration):
end = len(arr) - 1
last_parent = (end - start - 1) // 2
for parent in range(last_parent, -1, -1):
current_parent = parent
while current_parent <= last_parent:
child = 2 * current_parent + 1
if child + 1 <= end - start and arr[child + start] > arr[
child + 1 + start]:
child = child + 1
if arr[child + start] < arr[current_parent + start]:
arr[current_parent + start], arr[child + start] = \
arr[child + start], arr[current_parent + start]
current_parent = child
if simulation:
iteration = iteration + 1
print("iteration",iteration,":",*arr)
else:
break
return iteration |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'pancake_sort'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '5', 'type': 'block', 'children': ['6', '13', '20', '96']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'len_arr'},{'id': '9', 'type': 'call', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '11', 'type': 'argument_list', 'children': ['12']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '13', 'type': 'if_statement', 'children': ['14', '17']},{'id': '14', 'type': 'comparison_operator', 'children': ['15', '16'], 'value': '<='},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'len_arr'},{'id': '16', 'type': 'integer', 'children': [], 'value': '1'},{'id': '17', 'type': 'block', 'children': ['18']},{'id': '18', 'type': 'return_statement', 'children': ['19']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '20', 'type': 'for_statement', 'children': ['21', '22', '32']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'cur'},{'id': '22', 'type': 'call', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '24', 'type': 'argument_list', 'children': ['25', '29', '30']},{'id': '25', 'type': 'call', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '27', 'type': 'argument_list', 'children': ['28']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '29', 'type': 'integer', 'children': [], 'value': '1'},{'id': '30', 'type': 'unary_operator', 'children': ['31'], 'value': '-'},{'id': '31', 'type': 'integer', 'children': [], 'value': '1'},{'id': '32', 'type': 'block', 'children': ['33', '50']},{'id': '33', 'type': 'expression_statement', 'children': ['34']},{'id': '34', 'type': 'assignment', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'index_max'},{'id': '36', 'type': 'call', 'children': ['37', '40']},{'id': '37', 'type': 'attribute', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '40', 'type': 'argument_list', 'children': ['41']},{'id': '41', 'type': 'call', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'max'},{'id': '43', 'type': 'argument_list', 'children': ['44']},{'id': '44', 'type': 'subscript', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '46', 'type': 'slice', 'children': ['47', '48', '49']},{'id': '47', 'type': 'integer', 'children': [], 'value': '0'},{'id': '48', 'type': 'colon', 'children': []},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'cur'},{'id': '50', 'type': 'if_statement', 'children': ['51', '56']},{'id': '51', 'type': 'comparison_operator', 'children': ['52', '55'], 'value': '!='},{'id': '52', 'type': 'binary_operator', 'children': ['53', '54'], 'value': '+'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'index_max'},{'id': '54', 'type': 'integer', 'children': [], 'value': '1'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'cur'},{'id': '56', 'type': 'block', 'children': ['57', '81']},{'id': '57', 'type': 'if_statement', 'children': ['58', '61']},{'id': '58', 'type': 'comparison_operator', 'children': ['59', '60'], 'value': '!='},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'index_max'},{'id': '60', 'type': 'integer', 'children': [], 'value': '0'},{'id': '61', 'type': 'block', 'children': ['62']},{'id': '62', 'type': 'expression_statement', 'children': ['63']},{'id': '63', 'type': 'assignment', 'children': ['64', '71']},{'id': '64', 'type': 'subscript', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '66', 'type': 'slice', 'children': ['67', '68']},{'id': '67', 'type': 'colon', 'children': []},{'id': '68', 'type': 'binary_operator', 'children': ['69', '70'], 'value': '+'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'index_max'},{'id': '70', 'type': 'integer', 'children': [], 'value': '1'},{'id': '71', 'type': 'call', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'reversed'},{'id': '73', 'type': 'argument_list', 'children': ['74']},{'id': '74', 'type': 'subscript', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '76', 'type': 'slice', 'children': ['77', '78']},{'id': '77', 'type': 'colon', 'children': []},{'id': '78', 'type': 'binary_operator', 'children': ['79', '80'], 'value': '+'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'index_max'},{'id': '80', 'type': 'integer', 'children': [], 'value': '1'},{'id': '81', 'type': 'expression_statement', 'children': ['82']},{'id': '82', 'type': 'assignment', 'children': ['83', '88']},{'id': '83', 'type': 'subscript', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '85', 'type': 'slice', 'children': ['86', '87']},{'id': '86', 'type': 'colon', 'children': []},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'cur'},{'id': '88', 'type': 'call', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'reversed'},{'id': '90', 'type': 'argument_list', 'children': ['91']},{'id': '91', 'type': 'subscript', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'arr'},{'id': '93', 'type': 'slice', 'children': ['94', '95']},{'id': '94', 'type': 'colon', 'children': []},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'cur'},{'id': '96', 'type': 'return_statement', 'children': ['97']},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'arr'} | def pancake_sort(arr):
len_arr = len(arr)
if len_arr <= 1:
return arr
for cur in range(len(arr), 1, -1):
index_max = arr.index(max(arr[0:cur]))
if index_max+1 != cur:
if index_max != 0:
arr[:index_max+1] = reversed(arr[:index_max+1])
arr[:cur] = reversed(arr[:cur])
return arr |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '11']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'natural_sort'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '7', 'type': 'lambda', 'children': ['8', '10']},{'id': '8', 'type': 'lambda_parameters', 'children': ['9']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '10', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '11', 'type': 'block', 'children': ['12', '55', '62']},{'id': '12', 'type': 'function_definition', 'children': ['13', '14', '16']},{'id': '13', 'type': 'function_name', 'children': [], 'value': 'get_alphanum_key_func'},{'id': '14', 'type': 'parameters', 'children': ['15']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '16', 'type': 'block', 'children': ['17', '34']},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'assignment', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'convert'},{'id': '20', 'type': 'lambda', 'children': ['21', '23']},{'id': '21', 'type': 'lambda_parameters', 'children': ['22']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '23', 'type': 'conditional_expression', 'children': ['24', '28', '33'], 'value': 'if'},{'id': '24', 'type': 'call', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '26', 'type': 'argument_list', 'children': ['27']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '28', 'type': 'call', 'children': ['29', '32']},{'id': '29', 'type': 'attribute', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'isdigit'},{'id': '32', 'type': 'argument_list', 'children': []},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '34', 'type': 'return_statement', 'children': ['35']},{'id': '35', 'type': 'lambda', 'children': ['36', '38']},{'id': '36', 'type': 'lambda_parameters', 'children': ['37']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '38', 'type': 'list_comprehension', 'children': ['39', '43']},{'id': '39', 'type': 'call', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'convert'},{'id': '41', 'type': 'argument_list', 'children': ['42']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'c'},{'id': '43', 'type': 'for_in_clause', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'c'},{'id': '45', 'type': 'call', 'children': ['46', '49']},{'id': '46', 'type': 'attribute', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 're'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'split'},{'id': '49', 'type': 'argument_list', 'children': ['50', '51']},{'id': '50', 'type': 'string', 'children': [], 'value': "'([0-9]+)'"},{'id': '51', 'type': 'call', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '53', 'type': 'argument_list', 'children': ['54']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '55', 'type': 'expression_statement', 'children': ['56']},{'id': '56', 'type': 'assignment', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'sort_key'},{'id': '58', 'type': 'call', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'get_alphanum_key_func'},{'id': '60', 'type': 'argument_list', 'children': ['61']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '62', 'type': 'expression_statement', 'children': ['63']},{'id': '63', 'type': 'call', 'children': ['64', '67']},{'id': '64', 'type': 'attribute', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '67', 'type': 'argument_list', 'children': ['68']},{'id': '68', 'type': 'keyword_argument', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'sort_key'} | def natural_sort(list, key=lambda s:s):
def get_alphanum_key_func(key):
convert = lambda text: int(text) if text.isdigit() else text
return lambda s: [convert(c) for c in re.split('([0-9]+)', key(s))]
sort_key = get_alphanum_key_func(key)
list.sort(key=sort_key) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '7']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_build_vocab'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'vocab_path'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'vocab_size'},{'id': '7', 'type': 'block', 'children': ['8', '15', '24', '48', '61', '69']},{'id': '8', 'type': 'expression_statement', 'children': ['9']},{'id': '9', 'type': 'assignment', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '11', 'type': 'call', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': '_read_words'},{'id': '13', 'type': 'argument_list', 'children': ['14']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '15', 'type': 'expression_statement', 'children': ['16']},{'id': '16', 'type': 'assignment', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'counter'},{'id': '18', 'type': 'call', 'children': ['19', '22']},{'id': '19', 'type': 'attribute', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'collections'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'Counter'},{'id': '22', 'type': 'argument_list', 'children': ['23']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '24', 'type': 'expression_statement', 'children': ['25']},{'id': '25', 'type': 'assignment', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'count_pairs'},{'id': '27', 'type': 'call', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '29', 'type': 'argument_list', 'children': ['30', '35']},{'id': '30', 'type': 'call', 'children': ['31', '34']},{'id': '31', 'type': 'attribute', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'counter'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '34', 'type': 'argument_list', 'children': []},{'id': '35', 'type': 'keyword_argument', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '37', 'type': 'lambda', 'children': ['38', '40']},{'id': '38', 'type': 'lambda_parameters', 'children': ['39']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '40', 'type': 'tuple', 'children': ['41', '45']},{'id': '41', 'type': 'unary_operator', 'children': ['42'], 'value': '-'},{'id': '42', 'type': 'subscript', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '44', 'type': 'integer', 'children': [], 'value': '1'},{'id': '45', 'type': 'subscript', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '47', 'type': 'integer', 'children': [], 'value': '0'},{'id': '48', 'type': 'expression_statement', 'children': ['49']},{'id': '49', 'type': 'assignment', 'children': ['50', '53']},{'id': '50', 'type': 'pattern_list', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'words'},{'id': '52', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '53', 'type': 'call', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '55', 'type': 'argument_list', 'children': ['56']},{'id': '56', 'type': 'call', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'zip'},{'id': '58', 'type': 'argument_list', 'children': ['59']},{'id': '59', 'type': 'list_splat', 'children': ['60']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'count_pairs'},{'id': '61', 'type': 'expression_statement', 'children': ['62']},{'id': '62', 'type': 'assignment', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'words'},{'id': '64', 'type': 'subscript', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'words'},{'id': '66', 'type': 'slice', 'children': ['67', '68']},{'id': '67', 'type': 'colon', 'children': []},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'vocab_size'},{'id': '69', 'type': 'with_statement', 'children': ['70', '80']},{'id': '70', 'type': 'with_clause', 'children': ['71']},{'id': '71', 'type': 'with_item', 'children': ['72']},{'id': '72', 'type': 'as_pattern', 'children': ['73', '78']},{'id': '73', 'type': 'call', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'open'},{'id': '75', 'type': 'argument_list', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'vocab_path'},{'id': '77', 'type': 'string', 'children': [], 'value': '"w"'},{'id': '78', 'type': 'as_pattern_target', 'children': ['79']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '80', 'type': 'block', 'children': ['81']},{'id': '81', 'type': 'expression_statement', 'children': ['82']},{'id': '82', 'type': 'call', 'children': ['83', '86']},{'id': '83', 'type': 'attribute', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'write'},{'id': '86', 'type': 'argument_list', 'children': ['87']},{'id': '87', 'type': 'call', 'children': ['88', '91']},{'id': '88', 'type': 'attribute', 'children': ['89', '90']},{'id': '89', 'type': 'string', 'children': [], 'value': '"\\n"'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '91', 'type': 'argument_list', 'children': ['92']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'words'} | def _build_vocab(filename, vocab_path, vocab_size):
data = _read_words(filename)
counter = collections.Counter(data)
count_pairs = sorted(counter.items(), key=lambda x: (-x[1], x[0]))
words, _ = list(zip(*count_pairs))
words = words[:vocab_size]
with open(vocab_path, "w") as f:
f.write("\n".join(words)) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '11']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_read_stepfiles_list'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'path_prefix'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'path_suffix'},{'id': '7', 'type': 'string', 'children': [], 'value': '".index"'},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'min_steps'},{'id': '10', 'type': 'integer', 'children': [], 'value': '0'},{'id': '11', 'type': 'block', 'children': ['12', '16', '119']},{'id': '12', 'type': 'expression_statement', 'children': ['13']},{'id': '13', 'type': 'assignment', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'stepfiles'},{'id': '15', 'type': 'list', 'children': [], 'value': '[]'},{'id': '16', 'type': 'for_statement', 'children': ['17', '18', '26']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '18', 'type': 'call', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': '_try_twice_tf_glob'},{'id': '20', 'type': 'argument_list', 'children': ['21']},{'id': '21', 'type': 'binary_operator', 'children': ['22', '25'], 'value': '+'},{'id': '22', 'type': 'binary_operator', 'children': ['23', '24'], 'value': '+'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'path_prefix'},{'id': '24', 'type': 'string', 'children': [], 'value': '"*-[0-9]*"'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'path_suffix'},{'id': '26', 'type': 'block', 'children': ['27', '42', '63', '69', '92']},{'id': '27', 'type': 'expression_statement', 'children': ['28']},{'id': '28', 'type': 'assignment', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'basename'},{'id': '30', 'type': 'conditional_expression', 'children': ['31', '40', '41'], 'value': 'if'},{'id': '31', 'type': 'subscript', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '33', 'type': 'slice', 'children': ['34', '35']},{'id': '34', 'type': 'colon', 'children': []},{'id': '35', 'type': 'unary_operator', 'children': ['36'], 'value': '-'},{'id': '36', 'type': 'call', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '38', 'type': 'argument_list', 'children': ['39']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'path_suffix'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'path_suffix'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '42', 'type': 'try_statement', 'children': ['43', '59']},{'id': '43', 'type': 'block', 'children': ['44']},{'id': '44', 'type': 'expression_statement', 'children': ['45']},{'id': '45', 'type': 'assignment', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'steps'},{'id': '47', 'type': 'call', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '49', 'type': 'argument_list', 'children': ['50']},{'id': '50', 'type': 'subscript', 'children': ['51', '57']},{'id': '51', 'type': 'call', 'children': ['52', '55']},{'id': '52', 'type': 'attribute', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'basename'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'rsplit'},{'id': '55', 'type': 'argument_list', 'children': ['56']},{'id': '56', 'type': 'string', 'children': [], 'value': '"-"'},{'id': '57', 'type': 'unary_operator', 'children': ['58'], 'value': '-'},{'id': '58', 'type': 'integer', 'children': [], 'value': '1'},{'id': '59', 'type': 'except_clause', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '61', 'type': 'block', 'children': ['62']},{'id': '62', 'type': 'continue_statement', 'children': []},{'id': '63', 'type': 'if_statement', 'children': ['64', '67']},{'id': '64', 'type': 'comparison_operator', 'children': ['65', '66'], 'value': '<'},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'steps'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'min_steps'},{'id': '67', 'type': 'block', 'children': ['68']},{'id': '68', 'type': 'continue_statement', 'children': []},{'id': '69', 'type': 'if_statement', 'children': ['70', '79']},{'id': '70', 'type': 'not_operator', 'children': ['71']},{'id': '71', 'type': 'call', 'children': ['72', '77']},{'id': '72', 'type': 'attribute', 'children': ['73', '76']},{'id': '73', 'type': 'attribute', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'os'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'exists'},{'id': '77', 'type': 'argument_list', 'children': ['78']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '79', 'type': 'block', 'children': ['80', '91']},{'id': '80', 'type': 'expression_statement', 'children': ['81']},{'id': '81', 'type': 'call', 'children': ['82', '87']},{'id': '82', 'type': 'attribute', 'children': ['83', '86']},{'id': '83', 'type': 'attribute', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'logging'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'info'},{'id': '87', 'type': 'argument_list', 'children': ['88']},{'id': '88', 'type': 'binary_operator', 'children': ['89', '90'], 'value': '+'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '90', 'type': 'string', 'children': [], 'value': '" was deleted, so skipping it"'},{'id': '91', 'type': 'continue_statement', 'children': []},{'id': '92', 'type': 'expression_statement', 'children': ['93']},{'id': '93', 'type': 'call', 'children': ['94', '97']},{'id': '94', 'type': 'attribute', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'stepfiles'},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '97', 'type': 'argument_list', 'children': ['98']},{'id': '98', 'type': 'call', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'StepFile'},{'id': '100', 'type': 'argument_list', 'children': ['101', '102', '110', '118']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'basename'},{'id': '102', 'type': 'call', 'children': ['103', '108']},{'id': '103', 'type': 'attribute', 'children': ['104', '107']},{'id': '104', 'type': 'attribute', 'children': ['105', '106']},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'os'},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'getmtime'},{'id': '108', 'type': 'argument_list', 'children': ['109']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '110', 'type': 'call', 'children': ['111', '116']},{'id': '111', 'type': 'attribute', 'children': ['112', '115']},{'id': '112', 'type': 'attribute', 'children': ['113', '114']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'os'},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'getctime'},{'id': '116', 'type': 'argument_list', 'children': ['117']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'steps'},{'id': '119', 'type': 'return_statement', 'children': ['120']},{'id': '120', 'type': 'call', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '122', 'type': 'argument_list', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'stepfiles'},{'id': '124', 'type': 'keyword_argument', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '126', 'type': 'lambda', 'children': ['127', '129']},{'id': '127', 'type': 'lambda_parameters', 'children': ['128']},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '129', 'type': 'unary_operator', 'children': ['130'], 'value': '-'},{'id': '130', 'type': 'attribute', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'steps'} | def _read_stepfiles_list(path_prefix, path_suffix=".index", min_steps=0):
stepfiles = []
for filename in _try_twice_tf_glob(path_prefix + "*-[0-9]*" + path_suffix):
basename = filename[:-len(path_suffix)] if path_suffix else filename
try:
steps = int(basename.rsplit("-")[-1])
except ValueError:
continue
if steps < min_steps:
continue
if not os.path.exists(filename):
tf.logging.info(filename + " was deleted, so skipping it")
continue
stepfiles.append(StepFile(basename, os.path.getmtime(filename),
os.path.getctime(filename), steps))
return sorted(stepfiles, key=lambda x: -x.steps) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '14']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'to_json'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8', '11']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'separators'},{'id': '10', 'type': 'None', 'children': []},{'id': '11', 'type': 'default_parameter', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'sort_keys'},{'id': '13', 'type': 'False', 'children': []},{'id': '14', 'type': 'block', 'children': ['15', '75']},{'id': '15', 'type': 'function_definition', 'children': ['16', '17', '19']},{'id': '16', 'type': 'function_name', 'children': [], 'value': 'remove_callables'},{'id': '17', 'type': 'parameters', 'children': ['18']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '19', 'type': 'block', 'children': ['20', '73']},{'id': '20', 'type': 'if_statement', 'children': ['21', '26', '51']},{'id': '21', 'type': 'call', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '23', 'type': 'argument_list', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'dict'},{'id': '26', 'type': 'block', 'children': ['27']},{'id': '27', 'type': 'return_statement', 'children': ['28']},{'id': '28', 'type': 'dictionary_comprehension', 'children': ['29', '35', '45']},{'id': '29', 'type': 'pair', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '31', 'type': 'call', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'remove_callables'},{'id': '33', 'type': 'argument_list', 'children': ['34']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '35', 'type': 'for_in_clause', 'children': ['36', '39']},{'id': '36', 'type': 'pattern_list', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '39', 'type': 'call', 'children': ['40', '43']},{'id': '40', 'type': 'attribute', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'six'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'iteritems'},{'id': '43', 'type': 'argument_list', 'children': ['44']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '45', 'type': 'if_clause', 'children': ['46']},{'id': '46', 'type': 'not_operator', 'children': ['47']},{'id': '47', 'type': 'call', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'callable'},{'id': '49', 'type': 'argument_list', 'children': ['50']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '51', 'type': 'elif_clause', 'children': ['52', '57']},{'id': '52', 'type': 'call', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '54', 'type': 'argument_list', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '57', 'type': 'block', 'children': ['58']},{'id': '58', 'type': 'return_statement', 'children': ['59']},{'id': '59', 'type': 'list_comprehension', 'children': ['60', '64', '67']},{'id': '60', 'type': 'call', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'remove_callables'},{'id': '62', 'type': 'argument_list', 'children': ['63']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '64', 'type': 'for_in_clause', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '67', 'type': 'if_clause', 'children': ['68']},{'id': '68', 'type': 'not_operator', 'children': ['69']},{'id': '69', 'type': 'call', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'callable'},{'id': '71', 'type': 'argument_list', 'children': ['72']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '73', 'type': 'return_statement', 'children': ['74']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '75', 'type': 'return_statement', 'children': ['76']},{'id': '76', 'type': 'call', 'children': ['77', '80']},{'id': '77', 'type': 'attribute', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'json'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'dumps'},{'id': '80', 'type': 'argument_list', 'children': ['81', '89', '92', '95']},{'id': '81', 'type': 'call', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'remove_callables'},{'id': '83', 'type': 'argument_list', 'children': ['84']},{'id': '84', 'type': 'call', 'children': ['85', '88']},{'id': '85', 'type': 'attribute', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '88', 'type': 'argument_list', 'children': []},{'id': '89', 'type': 'keyword_argument', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '92', 'type': 'keyword_argument', 'children': ['93', '94']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'separators'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'separators'},{'id': '95', 'type': 'keyword_argument', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'sort_keys'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'sort_keys'} | def to_json(self, indent=None, separators=None, sort_keys=False):
def remove_callables(x):
if isinstance(x, dict):
return {k: remove_callables(v) for k, v in six.iteritems(x)
if not callable(v)}
elif isinstance(x, list):
return [remove_callables(i) for i in x if not callable(i)]
return x
return json.dumps(
remove_callables(self.values()),
indent=indent,
separators=separators,
sort_keys=sort_keys) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_create_topk_unique'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '6', 'type': 'block', 'children': ['7', '15', '23', '40', '56', '62', '78', '82', '98', '204', '228', '234', '240', '249', '261', '273', '285']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'assignment', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'height'},{'id': '10', 'type': 'subscript', 'children': ['11', '14']},{'id': '11', 'type': 'attribute', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '14', 'type': 'integer', 'children': [], 'value': '0'},{'id': '15', 'type': 'expression_statement', 'children': ['16']},{'id': '16', 'type': 'assignment', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'width'},{'id': '18', 'type': 'subscript', 'children': ['19', '22']},{'id': '19', 'type': 'attribute', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '22', 'type': 'integer', 'children': [], 'value': '1'},{'id': '23', 'type': 'expression_statement', 'children': ['24']},{'id': '24', 'type': 'assignment', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'neg_inf_r0'},{'id': '26', 'type': 'call', 'children': ['27', '30']},{'id': '27', 'type': 'attribute', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'constant'},{'id': '30', 'type': 'argument_list', 'children': ['31', '35']},{'id': '31', 'type': 'unary_operator', 'children': ['32'], 'value': '-'},{'id': '32', 'type': 'attribute', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'inf'},{'id': '35', 'type': 'keyword_argument', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '37', 'type': 'attribute', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'float32'},{'id': '40', 'type': 'expression_statement', 'children': ['41']},{'id': '41', 'type': 'assignment', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'ones'},{'id': '43', 'type': 'call', 'children': ['44', '47']},{'id': '44', 'type': 'attribute', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'ones'},{'id': '47', 'type': 'argument_list', 'children': ['48', '51']},{'id': '48', 'type': 'list', 'children': ['49', '50'], 'value': '[height, width]'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'height'},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'width'},{'id': '51', 'type': 'keyword_argument', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '53', 'type': 'attribute', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'float32'},{'id': '56', 'type': 'expression_statement', 'children': ['57']},{'id': '57', 'type': 'assignment', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'neg_inf_r2'},{'id': '59', 'type': 'binary_operator', 'children': ['60', '61'], 'value': '*'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'ones'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'neg_inf_r0'},{'id': '62', 'type': 'expression_statement', 'children': ['63']},{'id': '63', 'type': 'assignment', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '65', 'type': 'call', 'children': ['66', '69']},{'id': '66', 'type': 'attribute', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'where'},{'id': '69', 'type': 'argument_list', 'children': ['70', '76', '77']},{'id': '70', 'type': 'call', 'children': ['71', '74']},{'id': '71', 'type': 'attribute', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'is_nan'},{'id': '74', 'type': 'argument_list', 'children': ['75']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'neg_inf_r2'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '78', 'type': 'expression_statement', 'children': ['79']},{'id': '79', 'type': 'assignment', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'tmp'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '82', 'type': 'expression_statement', 'children': ['83']},{'id': '83', 'type': 'assignment', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'topk_r2'},{'id': '85', 'type': 'call', 'children': ['86', '89']},{'id': '86', 'type': 'attribute', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'zeros'},{'id': '89', 'type': 'argument_list', 'children': ['90', '93']},{'id': '90', 'type': 'list', 'children': ['91', '92'], 'value': '[height, k]'},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'height'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '93', 'type': 'keyword_argument', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '95', 'type': 'attribute', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'float32'},{'id': '98', 'type': 'for_statement', 'children': ['99', '100', '104']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '100', 'type': 'call', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '102', 'type': 'argument_list', 'children': ['103']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '104', 'type': 'block', 'children': ['105', '120', '156', '175', '193']},{'id': '105', 'type': 'expression_statement', 'children': ['106']},{'id': '106', 'type': 'assignment', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'kth_order_statistic'},{'id': '108', 'type': 'call', 'children': ['109', '112']},{'id': '109', 'type': 'attribute', 'children': ['110', '111']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'reduce_max'},{'id': '112', 'type': 'argument_list', 'children': ['113', '114', '117']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'tmp'},{'id': '114', 'type': 'keyword_argument', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '116', 'type': 'integer', 'children': [], 'value': '1'},{'id': '117', 'type': 'keyword_argument', 'children': ['118', '119']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'keepdims'},{'id': '119', 'type': 'True', 'children': []},{'id': '120', 'type': 'expression_statement', 'children': ['121']},{'id': '121', 'type': 'assignment', 'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'k_mask'},{'id': '123', 'type': 'call', 'children': ['124', '127']},{'id': '124', 'type': 'attribute', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'tile'},{'id': '127', 'type': 'argument_list', 'children': ['128', '153']},{'id': '128', 'type': 'call', 'children': ['129', '132']},{'id': '129', 'type': 'attribute', 'children': ['130', '131']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'expand_dims'},{'id': '132', 'type': 'argument_list', 'children': ['133', '152']},{'id': '133', 'type': 'call', 'children': ['134', '137']},{'id': '134', 'type': 'attribute', 'children': ['135', '136']},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'equal'},{'id': '137', 'type': 'argument_list', 'children': ['138', '144']},{'id': '138', 'type': 'call', 'children': ['139', '142']},{'id': '139', 'type': 'attribute', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '142', 'type': 'argument_list', 'children': ['143']},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '144', 'type': 'call', 'children': ['145', '148']},{'id': '145', 'type': 'attribute', 'children': ['146', '147']},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'fill'},{'id': '148', 'type': 'argument_list', 'children': ['149', '151']},{'id': '149', 'type': 'list', 'children': ['150'], 'value': '[k]'},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '152', 'type': 'integer', 'children': [], 'value': '0'},{'id': '153', 'type': 'list', 'children': ['154', '155'], 'value': '[height, 1]'},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'height'},{'id': '155', 'type': 'integer', 'children': [], 'value': '1'},{'id': '156', 'type': 'expression_statement', 'children': ['157']},{'id': '157', 'type': 'assignment', 'children': ['158', '159']},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'topk_r2'},{'id': '159', 'type': 'call', 'children': ['160', '163']},{'id': '160', 'type': 'attribute', 'children': ['161', '162']},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '162', 'type': 'identifier', 'children': [], 'value': 'where'},{'id': '163', 'type': 'argument_list', 'children': ['164', '165', '174']},{'id': '164', 'type': 'identifier', 'children': [], 'value': 'k_mask'},{'id': '165', 'type': 'call', 'children': ['166', '169']},{'id': '166', 'type': 'attribute', 'children': ['167', '168']},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'tf'},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'tile'},{'id': '169', 'type': 'argument_list', 'children': ['170', '171']},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'kth_order_statistic'},{'id': '171', 'type': 'list', 'children': ['172', '173'], 'value': '[1, k]'},{'id': '172', 'type': 'integer', 'children': [], 'value': '1'},{'id': '173', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'topk_r2'},{'id': '175', 'type': 'expression_statement', 'children': ['176']},{'id': '176', 'type': 'assignment', 'children': ['177', '178']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'ge_r2'},{'id': '178', 'type': 'call', 'children': ['179', 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'bitwise_and'},{'id': '282', 'type': 'argument_list', 'children': ['283', '284']},{'id': '283', 'type': 'identifier', 'children': [], 'value': 'topk_r2_s32'},{'id': '284', 'type': 'identifier', 'children': [], 'value': 'mask_r2'},{'id': '285', 'type': 'return_statement', 'children': ['286']},{'id': '286', 'type': 'expression_list', 'children': ['287', '288']},{'id': '287', 'type': 'identifier', 'children': [], 'value': 'topk_r2'},{'id': '288', 'type': 'identifier', 'children': [], 'value': 'topk_indices_r2'} | def _create_topk_unique(inputs, k):
height = inputs.shape[0]
width = inputs.shape[1]
neg_inf_r0 = tf.constant(-np.inf, dtype=tf.float32)
ones = tf.ones([height, width], dtype=tf.float32)
neg_inf_r2 = ones * neg_inf_r0
inputs = tf.where(tf.is_nan(inputs), neg_inf_r2, inputs)
tmp = inputs
topk_r2 = tf.zeros([height, k], dtype=tf.float32)
for i in range(k):
kth_order_statistic = tf.reduce_max(tmp, axis=1, keepdims=True)
k_mask = tf.tile(tf.expand_dims(tf.equal(tf.range(k), tf.fill([k], i)), 0),
[height, 1])
topk_r2 = tf.where(k_mask, tf.tile(kth_order_statistic, [1, k]), topk_r2)
ge_r2 = tf.greater_equal(inputs, tf.tile(kth_order_statistic, [1, width]))
tmp = tf.where(ge_r2, neg_inf_r2, inputs)
log2_ceiling = int(math.ceil(math.log(float(int(width)), 2)))
next_power_of_two = 1 << log2_ceiling
count_mask = next_power_of_two - 1
mask_r0 = tf.constant(count_mask)
mask_r2 = tf.fill([height, k], mask_r0)
topk_r2_s32 = tf.bitcast(topk_r2, tf.int32)
topk_indices_r2 = tf.bitwise.bitwise_and(topk_r2_s32, mask_r2)
return topk_r2, topk_indices_r2 |
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unique_inputs = _create_make_unique(tf.cast(inputs, tf.float32))
top_values, indices = _create_topk_unique(unique_inputs, k)
top_values = tf.cast(top_values, inputs.dtype)
return top_values, indices |
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batch, k = tf.unstack(tf.shape(indices), num=2)
indices_flat = tf.reshape(indices, [-1]) + tf.div(tf.range(batch * k), k) * n
ret_flat = tf.unsorted_segment_sum(
tf.reshape(values, [-1]), indices_flat, batch * n)
return tf.reshape(ret_flat, [batch, n]) |
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'as_pattern_target', 'children': ['31']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '32', 'type': 'block', 'children': ['33', '41', '50', '62']},{'id': '33', 'type': 'expression_statement', 'children': ['34']},{'id': '34', 'type': 'assignment', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '36', 'type': 'call', 'children': ['37', '40']},{'id': '37', 'type': 'attribute', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'read'},{'id': '40', 'type': 'argument_list', 'children': []},{'id': '41', 'type': 'expression_statement', 'children': ['42']},{'id': '42', 'type': 'assignment', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'records'},{'id': '44', 'type': 'call', 'children': ['45', '48']},{'id': '45', 'type': 'attribute', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'split'},{'id': '48', 'type': 'argument_list', 'children': ['49']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'delimiter'},{'id': '50', 'type': 'expression_statement', 'children': ['51']},{'id': '51', 'type': 'assignment', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '53', 'type': 'list_comprehension', 'children': ['54', '59']},{'id': '54', 'type': 'call', 'children': ['55', '58']},{'id': '55', 'type': 'attribute', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'record'},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'strip'},{'id': '58', 'type': 'argument_list', 'children': []},{'id': '59', 'type': 'for_in_clause', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'record'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'records'},{'id': '62', 'type': 'if_statement', 'children': ['63', '68']},{'id': '63', 'type': 'not_operator', 'children': ['64']},{'id': '64', 'type': 'subscript', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '66', 'type': 'unary_operator', 'children': ['67'], 'value': '-'},{'id': '67', 'type': 'integer', 'children': [], 'value': '1'},{'id': '68', 'type': 'block', 'children': ['69']},{'id': '69', 'type': 'expression_statement', 'children': ['70']},{'id': '70', 'type': 'call', 'children': ['71', '74']},{'id': '71', 'type': 'attribute', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'pop'},{'id': '74', 'type': 'argument_list', 'children': []},{'id': '75', 'type': 'expression_statement', 'children': ['76']},{'id': '76', 'type': 'assignment', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'input_lens'},{'id': '78', 'type': 'list_comprehension', 'children': ['79', '90']},{'id': '79', 'type': 'tuple', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '81', 'type': 'unary_operator', 'children': ['82'], 'value': '-'},{'id': '82', 'type': 'call', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '84', 'type': 'argument_list', 'children': ['85']},{'id': '85', 'type': 'call', 'children': ['86', '89']},{'id': '86', 'type': 'attribute', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'line'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'split'},{'id': '89', 'type': 'argument_list', 'children': []},{'id': '90', 'type': 'for_in_clause', 'children': ['91', '94']},{'id': '91', 'type': 'pattern_list', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'line'},{'id': '94', 'type': 'call', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'enumerate'},{'id': '96', 'type': 'argument_list', 'children': ['97']},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '98', 'type': 'expression_statement', 'children': ['99']},{'id': '99', 'type': 'assignment', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'sorted_input_lens'},{'id': '101', 'type': 'call', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '103', 'type': 'argument_list', 'children': ['104', '105']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'input_lens'},{'id': '105', 'type': 'keyword_argument', 'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '107', 'type': 'call', 'children': ['108', '111']},{'id': '108', 'type': 'attribute', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'operator'},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'itemgetter'},{'id': '111', 'type': 'argument_list', 'children': ['112']},{'id': '112', 'type': 'integer', 'children': [], 'value': '1'},{'id': '113', 'type': 'expression_statement', 'children': ['114']},{'id': '114', 'type': 'assignment', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'sorted_keys'},{'id': '116', 'type': 'dictionary', 'children': []},{'id': '117', 'type': 'expression_statement', 'children': ['118']},{'id': '118', 'type': 'assignment', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'sorted_inputs'},{'id': '120', 'type': 'list', 'children': [], 'value': '[]'},{'id': '121', 'type': 'for_statement', 'children': ['122', '127', '131']},{'id': '122', 'type': 'pattern_list', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '124', 'type': 'tuple_pattern', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '126', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '127', 'type': 'call', 'children': ['128', '129']},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'enumerate'},{'id': '129', 'type': 'argument_list', 'children': ['130']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'sorted_input_lens'},{'id': '131', 'type': 'block', 'children': ['132', '141']},{'id': '132', 'type': 'expression_statement', 'children': ['133']},{'id': '133', 'type': 'call', 'children': ['134', '137']},{'id': '134', 'type': 'attribute', 'children': ['135', '136']},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'sorted_inputs'},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '137', 'type': 'argument_list', 'children': ['138']},{'id': '138', 'type': 'subscript', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'inputs'},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '141', 'type': 'expression_statement', 'children': ['142']},{'id': '142', 'type': 'assignment', 'children': ['143', '146']},{'id': '143', 'type': 'subscript', 'children': ['144', '145']},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'sorted_keys'},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '147', 'type': 'return_statement', 'children': ['148']},{'id': '148', 'type': 'expression_list', 'children': ['149', '150']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'sorted_inputs'},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'sorted_keys'} | def _get_sorted_inputs(filename, delimiter="\n"):
tf.logging.info("Getting sorted inputs")
with tf.gfile.Open(filename) as f:
text = f.read()
records = text.split(delimiter)
inputs = [record.strip() for record in records]
if not inputs[-1]:
inputs.pop()
input_lens = [(i, -len(line.split())) for i, line in enumerate(inputs)]
sorted_input_lens = sorted(input_lens, key=operator.itemgetter(1))
sorted_keys = {}
sorted_inputs = []
for i, (index, _) in enumerate(sorted_input_lens):
sorted_inputs.append(inputs[index])
sorted_keys[index] = i
return sorted_inputs, sorted_keys |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '16']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sort_batch_by_length'},{'id': '3', 'type': 'parameters', 'children': ['4', '10']},{'id': '4', 'type': 'typed_parameter', 'children': ['5', '6']},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'tensor'},{'id': '6', 'type': 'type', 'children': ['7']},{'id': '7', 'type': 'attribute', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'torch'},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'Tensor'},{'id': '10', 'type': 'typed_parameter', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'sequence_lengths'},{'id': '12', 'type': 'type', 'children': ['13']},{'id': '13', 'type': 'attribute', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'torch'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'Tensor'},{'id': '16', 'type': 'block', 'children': ['17', '41', '55', '65', '83', '97', '107']},{'id': '17', 'type': 'if_statement', 'children': ['18', '35']},{'id': '18', 'type': 'boolean_operator', 'children': ['19', '27'], 'value': 'or'},{'id': '19', 'type': 'not_operator', 'children': ['20']},{'id': '20', 'type': 'call', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '22', 'type': 'argument_list', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'tensor'},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'torch'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'Tensor'},{'id': '27', 'type': 'not_operator', 'children': ['28']},{'id': '28', 'type': 'call', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '30', 'type': 'argument_list', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'sequence_lengths'},{'id': '32', 'type': 'attribute', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'torch'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'Tensor'},{'id': '35', 'type': 'block', 'children': ['36']},{'id': '36', 'type': 'raise_statement', 'children': ['37']},{'id': '37', 'type': 'call', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'ConfigurationError'},{'id': '39', 'type': 'argument_list', 'children': ['40']},{'id': '40', 'type': 'string', 'children': [], 'value': '"Both the tensor and sequence lengths must be torch.Tensors."'},{'id': '41', 'type': 'expression_statement', 'children': ['42']},{'id': '42', 'type': 'assignment', 'children': ['43', '46']},{'id': '43', 'type': 'pattern_list', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'sorted_sequence_lengths'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'permutation_index'},{'id': '46', 'type': 'call', 'children': ['47', '50']},{'id': '47', 'type': 'attribute', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'sequence_lengths'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '50', 'type': 'argument_list', 'children': ['51', '52']},{'id': '51', 'type': 'integer', 'children': [], 'value': '0'},{'id': '52', 'type': 'keyword_argument', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'descending'},{'id': '54', 'type': 'True', 'children': []},{'id': '55', 'type': 'expression_statement', 'children': ['56']},{'id': '56', 'type': 'assignment', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'sorted_tensor'},{'id': '58', 'type': 'call', 'children': ['59', '62']},{'id': '59', 'type': 'attribute', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'tensor'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'index_select'},{'id': '62', 'type': 'argument_list', 'children': ['63', '64']},{'id': '63', 'type': 'integer', 'children': [], 'value': '0'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'permutation_index'},{'id': '65', 'type': 'expression_statement', 'children': ['66']},{'id': '66', 'type': 'assignment', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'index_range'},{'id': '68', 'type': 'call', 'children': ['69', '72']},{'id': '69', 'type': 'attribute', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'torch'},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'arange'},{'id': '72', 'type': 'argument_list', 'children': ['73', '74', '78']},{'id': '73', 'type': 'integer', 'children': [], 'value': '0'},{'id': '74', 'type': 'call', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '76', 'type': 'argument_list', 'children': ['77']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'sequence_lengths'},{'id': '78', 'type': 'keyword_argument', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'device'},{'id': '80', 'type': 'attribute', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'sequence_lengths'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'device'},{'id': '83', 'type': 'expression_statement', 'children': ['84']},{'id': '84', 'type': 'assignment', 'children': ['85', '88']},{'id': '85', 'type': 'pattern_list', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'reverse_mapping'},{'id': '88', 'type': 'call', 'children': ['89', '92']},{'id': '89', 'type': 'attribute', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'permutation_index'},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '92', 'type': 'argument_list', 'children': ['93', '94']},{'id': '93', 'type': 'integer', 'children': [], 'value': '0'},{'id': '94', 'type': 'keyword_argument', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'descending'},{'id': '96', 'type': 'False', 'children': []},{'id': '97', 'type': 'expression_statement', 'children': ['98']},{'id': '98', 'type': 'assignment', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'restoration_indices'},{'id': '100', 'type': 'call', 'children': ['101', '104']},{'id': '101', 'type': 'attribute', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'index_range'},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'index_select'},{'id': '104', 'type': 'argument_list', 'children': ['105', '106']},{'id': '105', 'type': 'integer', 'children': [], 'value': '0'},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'reverse_mapping'},{'id': '107', 'type': 'return_statement', 'children': ['108']},{'id': '108', 'type': 'expression_list', 'children': ['109', '110', '111', '112']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'sorted_tensor'},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'sorted_sequence_lengths'},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'restoration_indices'},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'permutation_index'} | def sort_batch_by_length(tensor: torch.Tensor, sequence_lengths: torch.Tensor):
if not isinstance(tensor, torch.Tensor) or not isinstance(sequence_lengths, torch.Tensor):
raise ConfigurationError("Both the tensor and sequence lengths must be torch.Tensors.")
sorted_sequence_lengths, permutation_index = sequence_lengths.sort(0, descending=True)
sorted_tensor = tensor.index_select(0, permutation_index)
index_range = torch.arange(0, len(sequence_lengths), device=sequence_lengths.device)
_, reverse_mapping = permutation_index.sort(0, descending=False)
restoration_indices = index_range.index_select(0, reverse_mapping)
return sorted_tensor, sorted_sequence_lengths, restoration_indices, permutation_index |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '13', '15']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'render_config'},{'id': '3', 'type': 'parameters', 'children': ['4', '8']},{'id': '4', 'type': 'typed_parameter', 'children': ['5', '6']},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'config'},{'id': '6', 'type': 'type', 'children': ['7']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'Config'},{'id': '8', 'type': 'typed_default_parameter', 'children': ['9', '10', '12']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '10', 'type': 'type', 'children': ['11']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '12', 'type': 'string', 'children': [], 'value': '""'},{'id': '13', 'type': 'type', 'children': ['14']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '15', 'type': 'block', 'children': ['16', '22']},{'id': '16', 'type': 'expression_statement', 'children': ['17']},{'id': '17', 'type': 'assignment', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'new_indent'},{'id': '19', 'type': 'binary_operator', 'children': ['20', '21'], 'value': '+'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '21', 'type': 'string', 'children': [], 'value': '" "'},{'id': '22', 'type': 'return_statement', 'children': ['23']},{'id': '23', 'type': 'call', 'children': ['24', '27']},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'string', 'children': [], 'value': '""'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '27', 'type': 'argument_list', 'children': ['28']},{'id': '28', 'type': 'list', 'children': ['29', '30', '36', '51', '52'], 'value': '[\n "{\\n",\n f\'{new_indent}"type": "{config.typ3}",\\n\' if config.typ3 else \'\',\n "".join(_render(item, new_indent) for item in config.items),\n indent,\n "}\\n"\n ]'},{'id': '29', 'type': 'string', 'children': [], 'value': '"{\\n"'},{'id': '30', 'type': 'conditional_expression', 'children': ['31', '32', '35'], 'value': 'if'},{'id': '31', 'type': 'string', 'children': [], 'value': 'f\'{new_indent}"type": "{config.typ3}",\\n\''},{'id': '32', 'type': 'attribute', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'config'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'typ3'},{'id': '35', 'type': 'string', 'children': [], 'value': "''"},{'id': '36', 'type': 'call', 'children': ['37', '40']},{'id': '37', 'type': 'attribute', 'children': ['38', '39']},{'id': '38', 'type': 'string', 'children': [], 'value': '""'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '40', 'type': 'generator_expression', 'children': ['41', '46']},{'id': '41', 'type': 'call', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': '_render'},{'id': '43', 'type': 'argument_list', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'new_indent'},{'id': '46', 'type': 'for_in_clause', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '48', 'type': 'attribute', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'config'},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '52', 'type': 'string', 'children': [], 'value': '"}\\n"'} | def render_config(config: Config, indent: str = "") -> str:
new_indent = indent + " "
return "".join([
"{\n",
f'{new_indent}"type": "{config.typ3}",\n' if config.typ3 else '',
"".join(_render(item, new_indent) for item in config.items),
indent,
"}\n"
]) |
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'packed_sequence_input'},{'id': '228', 'type': 'identifier', 'children': [], 'value': 'initial_states'},{'id': '229', 'type': 'return_statement', 'children': ['230']},{'id': '230', 'type': 'expression_list', 'children': ['231', '232', '233']},{'id': '231', 'type': 'identifier', 'children': [], 'value': 'module_output'},{'id': '232', 'type': 'identifier', 'children': [], 'value': 'final_states'},{'id': '233', 'type': 'identifier', 'children': [], 'value': 'restoration_indices'} | def sort_and_run_forward(self,
module: Callable[[PackedSequence, Optional[RnnState]],
Tuple[Union[PackedSequence, torch.Tensor], RnnState]],
inputs: torch.Tensor,
mask: torch.Tensor,
hidden_state: Optional[RnnState] = None):
batch_size = mask.size(0)
num_valid = torch.sum(mask[:, 0]).int().item()
sequence_lengths = get_lengths_from_binary_sequence_mask(mask)
sorted_inputs, sorted_sequence_lengths, restoration_indices, sorting_indices =\
sort_batch_by_length(inputs, sequence_lengths)
packed_sequence_input = pack_padded_sequence(sorted_inputs[:num_valid, :, :],
sorted_sequence_lengths[:num_valid].data.tolist(),
batch_first=True)
if not self.stateful:
if hidden_state is None:
initial_states = hidden_state
elif isinstance(hidden_state, tuple):
initial_states = [state.index_select(1, sorting_indices)[:, :num_valid, :].contiguous()
for state in hidden_state]
else:
initial_states = hidden_state.index_select(1, sorting_indices)[:, :num_valid, :].contiguous()
else:
initial_states = self._get_initial_states(batch_size, num_valid, sorting_indices)
module_output, final_states = module(packed_sequence_input, initial_states)
return module_output, final_states, restoration_indices |
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'state'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'size'},{'id': '93', 'type': 'argument_list', 'children': ['94']},{'id': '94', 'type': 'integer', 'children': [], 'value': '2'},{'id': '95', 'type': 'expression_statement', 'children': ['96']},{'id': '96', 'type': 'call', 'children': ['97', '100']},{'id': '97', 'type': 'attribute', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'resized_states'},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '100', 'type': 'argument_list', 'children': ['101']},{'id': '101', 'type': 'call', 'children': ['102', '105']},{'id': '102', 'type': 'attribute', 'children': ['103', '104']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'torch'},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'cat'},{'id': '105', 'type': 'argument_list', 'children': ['106', '109']},{'id': '106', 'type': 'list', 'children': ['107', '108'], 'value': '[state, zeros]'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'zeros'},{'id': '109', 'type': 'integer', 'children': [], 'value': '1'},{'id': '110', 'type': 'expression_statement', 'children': ['111']},{'id': '111', 'type': 'assignment', 'children': ['112', '115']},{'id': '112', 'type': 'attribute', 'children': ['113', '114']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '114', 'type': 'identifier', 'children': [], 'value': '_states'},{'id': '115', 'type': 'call', 'children': ['116', '117']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'tuple'},{'id': '117', 'type': 'argument_list', 'children': ['118']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'resized_states'},{'id': '119', 'type': 'expression_statement', 'children': ['120']},{'id': '120', 'type': 'assignment', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'correctly_shaped_states'},{'id': '122', 'type': 'attribute', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '124', 'type': 'identifier', 'children': [], 'value': '_states'},{'id': '125', 'type': 'elif_clause', 'children': ['126', '138']},{'id': '126', 'type': 'comparison_operator', 'children': ['127', '128'], 'value': '<'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'batch_size'},{'id': '128', 'type': 'call', 'children': ['129', '136']},{'id': '129', 'type': 'attribute', 'children': ['130', '135']},{'id': '130', 'type': 'subscript', 'children': ['131', '134']},{'id': '131', 'type': 'attribute', 'children': ['132', '133']},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '133', 'type': 'identifier', 'children': [], 'value': '_states'},{'id': '134', 'type': 'integer', 'children': [], 'value': '0'},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'size'},{'id': '136', 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'batch_size'},{'id': '152', 'type': 'slice', 'children': ['153']},{'id': '153', 'type': 'colon', 'children': []},{'id': '154', 'type': 'for_in_clause', 'children': ['155', '156']},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '156', 'type': 'attribute', 'children': ['157', '158']},{'id': '157', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '158', 'type': 'identifier', 'children': [], 'value': '_states'},{'id': '159', 'type': 'else_clause', 'children': ['160']},{'id': '160', 'type': 'block', 'children': ['161']},{'id': '161', 'type': 'expression_statement', 'children': ['162']},{'id': '162', 'type': 'assignment', 'children': ['163', '164']},{'id': '163', 'type': 'identifier', 'children': [], 'value': 'correctly_shaped_states'},{'id': '164', 'type': 'attribute', 'children': ['165', '166']},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '166', 'type': 'identifier', 'children': [], 'value': '_states'},{'id': '167', 'type': 'if_statement', 'children': ['168', '176', '207']},{'id': '168', 'type': 'comparison_operator', 'children': ['169', '175'], 'value': '=='},{'id': '169', 'type': 'call', 'children': ['170', '171']},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '171', 'type': 'argument_list', 'children': ['172']},{'id': '172', 'type': 'attribute', 'children': ['173', '174']},{'id': '173', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '174', 'type': 'identifier', 'children': [], 'value': '_states'},{'id': '175', 'type': 'integer', 'children': [], 'value': '1'},{'id': '176', 'type': 'block', 'children': ['177', '183', '193']},{'id': '177', 'type': 'expression_statement', 'children': ['178']},{'id': '178', 'type': 'assignment', 'children': ['179', '180']},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'correctly_shaped_state'},{'id': '180', 'type': 'subscript', 'children': ['181', '182']},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'correctly_shaped_states'},{'id': '182', 'type': 'integer', 'children': [], 'value': '0'},{'id': '183', 'type': 'expression_statement', 'children': ['184']},{'id': '184', 'type': 'assignment', 'children': ['185', '186']},{'id': '185', 'type': 'identifier', 'children': [], 'value': 'sorted_state'},{'id': '186', 'type': 'call', 'children': ['187', '190']},{'id': '187', 'type': 'attribute', 'children': ['188', '189']},{'id': '188', 'type': 'identifier', 'children': [], 'value': 'correctly_shaped_state'},{'id': '189', 'type': 'identifier', 'children': [], 'value': 'index_select'},{'id': '190', 'type': 'argument_list', 'children': ['191', '192']},{'id': '191', 'type': 'integer', 'children': [], 'value': '1'},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'sorting_indices'},{'id': '193', 'type': 'return_statement', 'children': ['194']},{'id': '194', 'type': 'call', 'children': ['195', '206']},{'id': '195', 'type': 'attribute', 'children': ['196', '205']},{'id': '196', 'type': 'subscript', 'children': ['197', '198', '200', '203']},{'id': '197', 'type': 'identifier', 'children': [], 'value': 'sorted_state'},{'id': '198', 'type': 'slice', 'children': ['199']},{'id': '199', 'type': 'colon', 'children': []},{'id': '200', 'type': 'slice', 'children': ['201', '202']},{'id': '201', 'type': 'colon', 'children': []},{'id': '202', 'type': 'identifier', 'children': [], 'value': 'num_valid'},{'id': '203', 'type': 'slice', 'children': ['204']},{'id': '204', 'type': 'colon', 'children': []},{'id': '205', 'type': 'identifier', 'children': [], 'value': 'contiguous'},{'id': '206', 'type': 'argument_list', 'children': []},{'id': '207', 'type': 'else_clause', 'children': ['208']},{'id': '208', 'type': 'block', 'children': ['209', '223']},{'id': '209', 'type': 'expression_statement', 'children': ['210']},{'id': '210', 'type': 'assignment', 'children': ['211', '212']},{'id': '211', 'type': 'identifier', 'children': [], 'value': 'sorted_states'},{'id': '212', 'type': 'list_comprehension', 'children': ['213', '220']},{'id': '213', 'type': 'call', 'children': ['214', '217']},{'id': '214', 'type': 'attribute', 'children': ['215', '216']},{'id': '215', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '216', 'type': 'identifier', 'children': [], 'value': 'index_select'},{'id': '217', 'type': 'argument_list', 'children': ['218', '219']},{'id': '218', 'type': 'integer', 'children': [], 'value': '1'},{'id': '219', 'type': 'identifier', 'children': [], 'value': 'sorting_indices'},{'id': '220', 'type': 'for_in_clause', 'children': ['221', '222']},{'id': '221', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '222', 'type': 'identifier', 'children': [], 'value': 'correctly_shaped_states'},{'id': '223', 'type': 'return_statement', 'children': ['224']},{'id': '224', 'type': 'call', 'children': ['225', '226']},{'id': '225', 'type': 'identifier', 'children': [], 'value': 'tuple'},{'id': '226', 'type': 'generator_expression', 'children': ['227', '240']},{'id': '227', 'type': 'call', 'children': ['228', '239']},{'id': '228', 'type': 'attribute', 'children': ['229', '238']},{'id': '229', 'type': 'subscript', 'children': ['230', '231', '233', '236']},{'id': '230', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '231', 'type': 'slice', 'children': ['232']},{'id': '232', 'type': 'colon', 'children': []},{'id': '233', 'type': 'slice', 'children': ['234', '235']},{'id': '234', 'type': 'colon', 'children': []},{'id': '235', 'type': 'identifier', 'children': [], 'value': 'num_valid'},{'id': '236', 'type': 'slice', 'children': ['237']},{'id': '237', 'type': 'colon', 'children': []},{'id': '238', 'type': 'identifier', 'children': [], 'value': 'contiguous'},{'id': '239', 'type': 'argument_list', 'children': []},{'id': '240', 'type': 'for_in_clause', 'children': ['241', '242']},{'id': '241', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '242', 'type': 'identifier', 'children': [], 'value': 'sorted_states'} | def _get_initial_states(self,
batch_size: int,
num_valid: int,
sorting_indices: torch.LongTensor) -> Optional[RnnState]:
if self._states is None:
return None
if batch_size > self._states[0].size(1):
num_states_to_concat = batch_size - self._states[0].size(1)
resized_states = []
for state in self._states:
zeros = state.new_zeros(state.size(0),
num_states_to_concat,
state.size(2))
resized_states.append(torch.cat([state, zeros], 1))
self._states = tuple(resized_states)
correctly_shaped_states = self._states
elif batch_size < self._states[0].size(1):
correctly_shaped_states = tuple(state[:, :batch_size, :] for state in self._states)
else:
correctly_shaped_states = self._states
if len(self._states) == 1:
correctly_shaped_state = correctly_shaped_states[0]
sorted_state = correctly_shaped_state.index_select(1, sorting_indices)
return sorted_state[:, :num_valid, :].contiguous()
else:
sorted_states = [state.index_select(1, sorting_indices)
for state in correctly_shaped_states]
return tuple(state[:, :num_valid, :].contiguous() for state in sorted_states) |
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'subscript', 'children': ['61', '64']},{'id': '61', 'type': 'attribute', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '63', 'type': 'identifier', 'children': [], 'value': '_states'},{'id': '64', 'type': 'integer', 'children': [], 'value': '0'},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'size'},{'id': '66', 'type': 'argument_list', 'children': ['67']},{'id': '67', 'type': 'integer', 'children': [], 'value': '1'},{'id': '68', 'type': 'expression_statement', 'children': ['69']},{'id': '69', 'type': 'assignment', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'new_state_batch_size'},{'id': '71', 'type': 'call', 'children': ['72', '77']},{'id': '72', 'type': 'attribute', 'children': ['73', '76']},{'id': '73', 'type': 'subscript', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'final_states'},{'id': '75', 'type': 'integer', 'children': [], 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'121', 'type': 'block', 'children': ['122']},{'id': '122', 'type': 'for_statement', 'children': ['123', '127', '135']},{'id': '123', 'type': 'pattern_list', 'children': ['124', '125', '126']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'old_state'},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'new_state'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'used_mask'},{'id': '127', 'type': 'call', 'children': ['128', '129']},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'zip'},{'id': '129', 'type': 'argument_list', 'children': ['130', '133', '134']},{'id': '130', 'type': 'attribute', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '132', 'type': 'identifier', 'children': [], 'value': '_states'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'new_unsorted_states'},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'used_new_rows_mask'},{'id': '135', 'type': 'block', 'children': ['136', '153', '167']},{'id': '136', 'type': 'expression_statement', 'children': ['137']},{'id': '137', 'type': 'assignment', 'children': ['138', '139']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'masked_old_state'},{'id': '139', 'type': 'binary_operator', 'children': ['140', '149'], 'value': '*'},{'id': '140', 'type': 'subscript', 'children': ['141', '142', '144', '147']},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'old_state'},{'id': '142', 'type': 'slice', 'children': ['143']},{'id': '143', 'type': 'colon', 'children': []},{'id': '144', 'type': 'slice', 'children': ['145', '146']},{'id': '145', 'type': 'colon', 'children': []},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'new_state_batch_size'},{'id': '147', 'type': 'slice', 'children': ['148']},{'id': '148', 'type': 'colon', 'children': []},{'id': '149', 'type': '()', 'children': ['150']},{'id': '150', 'type': 'binary_operator', 'children': ['151', '152'], 'value': '-'},{'id': '151', 'type': 'integer', 'children': [], 'value': '1'},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'used_mask'},{'id': '153', 'type': 'expression_statement', 'children': ['154']},{'id': '154', 'type': 'assignment', 'children': ['155', '164']},{'id': '155', 'type': 'subscript', 'children': ['156', '157', '159', '162']},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'old_state'},{'id': '157', 'type': 'slice', 'children': ['158']},{'id': '158', 'type': 'colon', 'children': []},{'id': '159', 'type': 'slice', 'children': ['160', '161']},{'id': '160', 'type': 'colon', 'children': []},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'new_state_batch_size'},{'id': '162', 'type': 'slice', 'children': ['163']},{'id': '163', 'type': 'colon', 'children': []},{'id': '164', 'type': 'binary_operator', 'children': ['165', '166'], 'value': '+'},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'new_state'},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'masked_old_state'},{'id': '167', 'type': 'expression_statement', 'children': ['168']},{'id': '168', 'type': 'call', 'children': ['169', '172']},{'id': '169', 'type': 'attribute', 'children': ['170', '171']},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'new_states'},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '172', 'type': 'argument_list', 'children': ['173']},{'id': '173', 'type': 'call', 'children': ['174', '177']},{'id': '174', 'type': 'attribute', 'children': ['175', '176']},{'id': '175', 'type': 'identifier', 'children': [], 'value': 'old_state'},{'id': '176', 'type': 'identifier', 'children': [], 'value': 'detach'},{'id': '177', 'type': 'argument_list', 'children': []},{'id': '178', 'type': 'else_clause', 'children': ['179']},{'id': '179', 'type': 'block', 'children': ['180', '184']},{'id': '180', 'type': 'expression_statement', 'children': ['181']},{'id': '181', 'type': 'assignment', 'children': ['182', '183']},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'new_states'},{'id': '183', 'type': 'list', 'children': [], 'value': '[]'},{'id': '184', 'type': 'for_statement', 'children': ['185', '189', '197']},{'id': '185', 'type': 'pattern_list', 'children': ['186', '187', '188']},{'id': '186', 'type': 'identifier', 'children': [], 'value': 'old_state'},{'id': '187', 'type': 'identifier', 'children': [], 'value': 'new_state'},{'id': '188', 'type': 'identifier', 'children': [], 'value': 'used_mask'},{'id': '189', 'type': 'call', 'children': ['190', '191']},{'id': '190', 'type': 'identifier', 'children': [], 'value': 'zip'},{'id': '191', 'type': 'argument_list', 'children': ['192', '195', '196']},{'id': '192', 'type': 'attribute', 'children': ['193', '194']},{'id': '193', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '194', 'type': 'identifier', 'children': [], 'value': '_states'},{'id': '195', 'type': 'identifier', 'children': [], 'value': 'new_unsorted_states'},{'id': '196', 'type': 'identifier', 'children': [], 'value': 'used_new_rows_mask'},{'id': '197', 'type': 'block', 'children': ['198', '207', '211']},{'id': '198', 'type': 'expression_statement', 'children': ['199']},{'id': '199', 'type': 'assignment', 'children': ['200', '201']},{'id': '200', 'type': 'identifier', 'children': [], 'value': 'masked_old_state'},{'id': '201', 'type': 'binary_operator', 'children': ['202', '203'], 'value': '*'},{'id': '202', 'type': 'identifier', 'children': [], 'value': 'old_state'},{'id': '203', 'type': '()', 'children': ['204']},{'id': '204', 'type': 'binary_operator', 'children': ['205', '206'], 'value': '-'},{'id': '205', 'type': 'integer', 'children': [], 'value': '1'},{'id': '206', 'type': 'identifier', 'children': [], 'value': 'used_mask'},{'id': '207', 'type': 'expression_statement', 'children': ['208']},{'id': '208', 'type': 'augmented_assignment', 'children': ['209', '210'], 'value': '+='},{'id': '209', 'type': 'identifier', 'children': [], 'value': 'new_state'},{'id': '210', 'type': 'identifier', 'children': [], 'value': 'masked_old_state'},{'id': '211', 'type': 'expression_statement', 'children': ['212']},{'id': '212', 'type': 'call', 'children': ['213', '216']},{'id': '213', 'type': 'attribute', 'children': ['214', '215']},{'id': '214', 'type': 'identifier', 'children': [], 'value': 'new_states'},{'id': '215', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '216', 'type': 'argument_list', 'children': ['217']},{'id': '217', 'type': 'call', 'children': ['218', '221']},{'id': '218', 'type': 'attribute', 'children': ['219', '220']},{'id': '219', 'type': 'identifier', 'children': [], 'value': 'new_state'},{'id': '220', 'type': 'identifier', 'children': [], 'value': 'detach'},{'id': '221', 'type': 'argument_list', 'children': []},{'id': '222', 'type': 'expression_statement', 'children': ['223']},{'id': '223', 'type': 'assignment', 'children': ['224', '227']},{'id': '224', 'type': 'attribute', 'children': ['225', '226']},{'id': '225', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '226', 'type': 'identifier', 'children': [], 'value': '_states'},{'id': '227', 'type': 'call', 'children': ['228', '229']},{'id': '228', 'type': 'identifier', 'children': [], 'value': 'tuple'},{'id': '229', 'type': 'argument_list', 'children': ['230']},{'id': '230', 'type': 'identifier', 'children': [], 'value': 'new_states'} | def _update_states(self,
final_states: RnnStateStorage,
restoration_indices: torch.LongTensor) -> None:
new_unsorted_states = [state.index_select(1, restoration_indices)
for state in final_states]
if self._states is None:
self._states = tuple(state.data for state in new_unsorted_states)
else:
current_state_batch_size = self._states[0].size(1)
new_state_batch_size = final_states[0].size(1)
used_new_rows_mask = [(state[0, :, :].sum(-1)
!= 0.0).float().view(1, new_state_batch_size, 1)
for state in new_unsorted_states]
new_states = []
if current_state_batch_size > new_state_batch_size:
for old_state, new_state, used_mask in zip(self._states,
new_unsorted_states,
used_new_rows_mask):
masked_old_state = old_state[:, :new_state_batch_size, :] * (1 - used_mask)
old_state[:, :new_state_batch_size, :] = new_state + masked_old_state
new_states.append(old_state.detach())
else:
new_states = []
for old_state, new_state, used_mask in zip(self._states,
new_unsorted_states,
used_new_rows_mask):
masked_old_state = old_state * (1 - used_mask)
new_state += masked_old_state
new_states.append(new_state.detach())
self._states = tuple(new_states) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '21', '27']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_prune_beam'},{'id': '3', 'type': 'parameters', 'children': ['4', '12', '16']},{'id': '4', 'type': 'typed_parameter', 'children': ['5', '6']},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'states'},{'id': '6', 'type': 'type', 'children': ['7']},{'id': '7', 'type': 'generic_type', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'List'},{'id': '9', 'type': 'type_parameter', 'children': ['10']},{'id': '10', 'type': 'type', 'children': ['11']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'State'},{'id': '12', 'type': 'typed_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'beam_size'},{'id': '14', 'type': 'type', 'children': ['15']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '16', 'type': 'typed_default_parameter', 'children': ['17', '18', '20']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'sort_states'},{'id': '18', 'type': 'type', 'children': ['19']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'bool'},{'id': '20', 'type': 'False', 'children': []},{'id': '21', 'type': 'type', 'children': ['22']},{'id': '22', 'type': 'generic_type', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'List'},{'id': '24', 'type': 'type_parameter', 'children': ['25']},{'id': '25', 'type': 'type', 'children': ['26']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'State'},{'id': '27', 'type': 'block', 'children': ['28', '47', '77', '81', '173']},{'id': '28', 'type': 'expression_statement', 'children': ['29']},{'id': '29', 'type': 'assignment', 'children': ['30', '31', '43']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'states_by_batch_index'},{'id': '31', 'type': 'type', 'children': ['32']},{'id': '32', 'type': 'generic_type', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'Dict'},{'id': '34', 'type': 'type_parameter', 'children': ['35', '37']},{'id': '35', 'type': 'type', 'children': ['36']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '37', 'type': 'type', 'children': ['38']},{'id': '38', 'type': 'generic_type', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'List'},{'id': '40', 'type': 'type_parameter', 'children': ['41']},{'id': '41', 'type': 'type', 'children': ['42']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'State'},{'id': '43', 'type': 'call', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'defaultdict'},{'id': '45', 'type': 'argument_list', 'children': ['46']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '47', 'type': 'for_statement', 'children': ['48', '49', '50']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'states'},{'id': '50', 'type': 'block', 'children': ['51', '60', '68']},{'id': '51', 'type': 'assert_statement', 'children': ['52']},{'id': '52', 'type': 'comparison_operator', 'children': ['53', '59'], 'value': '=='},{'id': '53', 'type': 'call', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '55', 'type': 'argument_list', 'children': ['56']},{'id': '56', 'type': 'attribute', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'batch_indices'},{'id': '59', 'type': 'integer', 'children': [], 'value': '1'},{'id': '60', 'type': 'expression_statement', 'children': ['61']},{'id': '61', 'type': 'assignment', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'batch_index'},{'id': '63', 'type': 'subscript', 'children': ['64', '67']},{'id': '64', 'type': 'attribute', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'batch_indices'},{'id': '67', 'type': 'integer', 'children': [], 'value': '0'},{'id': '68', 'type': 'expression_statement', 'children': ['69']},{'id': '69', 'type': 'call', 'children': ['70', '75']},{'id': '70', 'type': 'attribute', 'children': ['71', '74']},{'id': '71', 'type': 'subscript', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'states_by_batch_index'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'batch_index'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '75', 'type': 'argument_list', 'children': ['76']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '77', 'type': 'expression_statement', 'children': ['78']},{'id': '78', 'type': 'assignment', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'pruned_states'},{'id': '80', 'type': 'list', 'children': [], 'value': '[]'},{'id': '81', 'type': 'for_statement', 'children': ['82', '85', '90']},{'id': '82', 'type': 'pattern_list', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'instance_states'},{'id': '85', 'type': 'call', 'children': ['86', '89']},{'id': '86', 'type': 'attribute', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'states_by_batch_index'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '89', 'type': 'argument_list', 'children': []},{'id': '90', 'type': 'block', 'children': ['91', '158']},{'id': '91', 'type': 'if_statement', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'sort_states'},{'id': '93', 'type': 'block', 'children': ['94', '117', '132', '154']},{'id': '94', 'type': 'expression_statement', 'children': ['95']},{'id': '95', 'type': 'assignment', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'scores'},{'id': '97', 'type': 'call', 'children': ['98', '101']},{'id': '98', 'type': 'attribute', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'torch'},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'cat'},{'id': '101', 'type': 'argument_list', 'children': ['102']},{'id': '102', 'type': 'list_comprehension', 'children': ['103', '114']},{'id': '103', 'type': 'call', 'children': ['104', '111']},{'id': '104', 'type': 'attribute', 'children': ['105', '110']},{'id': '105', 'type': 'subscript', 'children': ['106', '109']},{'id': '106', 'type': 'attribute', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'score'},{'id': '109', 'type': 'integer', 'children': [], 'value': '0'},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'view'},{'id': '111', 'type': 'argument_list', 'children': ['112']},{'id': '112', 'type': 'unary_operator', 'children': ['113'], 'value': '-'},{'id': '113', 'type': 'integer', 'children': [], 'value': '1'},{'id': '114', 'type': 'for_in_clause', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'instance_states'},{'id': '117', 'type': 'expression_statement', 'children': ['118']},{'id': '118', 'type': 'assignment', 'children': ['119', '122']},{'id': '119', 'type': 'pattern_list', 'children': ['120', '121']},{'id': '120', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'sorted_indices'},{'id': '122', 'type': 'call', 'children': ['123', '126']},{'id': '123', 'type': 'attribute', 'children': ['124', '125']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'scores'},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '126', 'type': 'argument_list', 'children': ['127', '129']},{'id': '127', 'type': 'unary_operator', 'children': ['128'], 'value': '-'},{'id': '128', 'type': 'integer', 'children': [], 'value': '1'},{'id': '129', 'type': 'keyword_argument', 'children': ['130', '131']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'descending'},{'id': '131', 'type': 'True', 'children': []},{'id': '132', 'type': 'expression_statement', 'children': ['133']},{'id': '133', 'type': 'assignment', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'sorted_states'},{'id': '135', 'type': 'list_comprehension', 'children': ['136', '139']},{'id': '136', 'type': 'subscript', 'children': ['137', '138']},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'instance_states'},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '139', 'type': 'for_in_clause', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '141', 'type': 'call', 'children': ['142', '153']},{'id': '142', 'type': 'attribute', 'children': ['143', '152']},{'id': '143', 'type': 'call', 'children': ['144', '151']},{'id': '144', 'type': 'attribute', 'children': ['145', '150']},{'id': '145', 'type': 'call', 'children': ['146', '149']},{'id': '146', 'type': 'attribute', 'children': ['147', '148']},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'sorted_indices'},{'id': '148', 'type': 'identifier', 'children': [], 'value': 'detach'},{'id': '149', 'type': 'argument_list', 'children': []},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'cpu'},{'id': '151', 'type': 'argument_list', 'children': []},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'numpy'},{'id': '153', 'type': 'argument_list', 'children': []},{'id': '154', 'type': 'expression_statement', 'children': ['155']},{'id': '155', 'type': 'assignment', 'children': ['156', '157']},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'instance_states'},{'id': '157', 'type': 'identifier', 'children': [], 'value': 'sorted_states'},{'id': '158', 'type': 'for_statement', 'children': ['159', '160', '165']},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '160', 'type': 'subscript', 'children': ['161', '162']},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'instance_states'},{'id': '162', 'type': 'slice', 'children': ['163', '164']},{'id': '163', 'type': 'colon', 'children': []},{'id': '164', 'type': 'identifier', 'children': [], 'value': 'beam_size'},{'id': '165', 'type': 'block', 'children': ['166']},{'id': '166', 'type': 'expression_statement', 'children': ['167']},{'id': '167', 'type': 'call', 'children': ['168', '171']},{'id': '168', 'type': 'attribute', 'children': ['169', '170']},{'id': '169', 'type': 'identifier', 'children': [], 'value': 'pruned_states'},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '171', 'type': 'argument_list', 'children': ['172']},{'id': '172', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '173', 'type': 'return_statement', 'children': ['174']},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'pruned_states'} | def _prune_beam(states: List[State],
beam_size: int,
sort_states: bool = False) -> List[State]:
states_by_batch_index: Dict[int, List[State]] = defaultdict(list)
for state in states:
assert len(state.batch_indices) == 1
batch_index = state.batch_indices[0]
states_by_batch_index[batch_index].append(state)
pruned_states = []
for _, instance_states in states_by_batch_index.items():
if sort_states:
scores = torch.cat([state.score[0].view(-1) for state in instance_states])
_, sorted_indices = scores.sort(-1, descending=True)
sorted_states = [instance_states[i] for i in sorted_indices.detach().cpu().numpy()]
instance_states = sorted_states
for state in instance_states[:beam_size]:
pruned_states.append(state)
return pruned_states |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '23', '29']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'take_step'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '9', '14']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'typed_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'state'},{'id': '7', 'type': 'type', 'children': ['8']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'StateType'},{'id': '9', 'type': 'typed_default_parameter', 'children': ['10', '11', '13']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'max_actions'},{'id': '11', 'type': 'type', 'children': ['12']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '13', 'type': 'None', 'children': []},{'id': '14', 'type': 'typed_default_parameter', 'children': ['15', '16', '22']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'allowed_actions'},{'id': '16', 'type': 'type', 'children': ['17']},{'id': '17', 'type': 'generic_type', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'List'},{'id': '19', 'type': 'type_parameter', 'children': ['20']},{'id': '20', 'type': 'type', 'children': ['21']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'Set'},{'id': '22', 'type': 'None', 'children': []},{'id': '23', 'type': 'type', 'children': ['24']},{'id': '24', 'type': 'generic_type', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'List'},{'id': '26', 'type': 'type_parameter', 'children': ['27']},{'id': '27', 'type': 'type', 'children': ['28']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'StateType'},{'id': '29', 'type': 'block', 'children': ['30']},{'id': '30', 'type': 'raise_statement', 'children': ['31']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'NotImplementedError'} | def take_step(self,
state: StateType,
max_actions: int = None,
allowed_actions: List[Set] = None) -> List[StateType]:
raise NotImplementedError |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '15']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'row_sparse_pull'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '8', 'type': 'None', 'children': []},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'priority'},{'id': '11', 'type': 'integer', 'children': [], 'value': '0'},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'row_ids'},{'id': '14', 'type': 'None', 'children': []},{'id': '15', 'type': 'block', 'children': ['16', '21', '26', '38', '46', '50', '54', '79', '90', '101', '113', '174']},{'id': '16', 'type': 'assert_statement', 'children': ['17']},{'id': '17', 'type': '()', 'children': ['18']},{'id': '18', 'type': 'comparison_operator', 'children': ['19', '20'], 'value': 'is'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '20', 'type': 'None', 'children': []},{'id': '21', 'type': 'assert_statement', 'children': ['22']},{'id': '22', 'type': '()', 'children': ['23']},{'id': '23', 'type': 'comparison_operator', 'children': ['24', '25'], 'value': 'is'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'row_ids'},{'id': '25', 'type': 'None', 'children': []},{'id': '26', 'type': 'if_statement', 'children': ['27', '32']},{'id': '27', 'type': 'call', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '29', 'type': 'argument_list', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'row_ids'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'NDArray'},{'id': '32', 'type': 'block', 'children': ['33']},{'id': '33', 'type': 'expression_statement', 'children': ['34']},{'id': '34', 'type': 'assignment', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'row_ids'},{'id': '36', 'type': 'list', 'children': ['37'], 'value': '[row_ids]'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'row_ids'},{'id': '38', 'type': 'assert_statement', 'children': ['39', '45']},{'id': '39', 'type': '()', 'children': ['40']},{'id': '40', 'type': 'call', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '42', 'type': 'argument_list', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'row_ids'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '45', 'type': 'string', 'children': [], 'value': '"row_ids should be NDArray or list of NDArray"'},{'id': '46', 'type': 'expression_statement', 'children': ['47']},{'id': '47', 'type': 'assignment', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'first_out'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '50', 'type': 'expression_statement', 'children': ['51']},{'id': '51', 'type': 'assignment', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'single_rowid'},{'id': '53', 'type': 'False', 'children': []},{'id': '54', 'type': 'if_statement', 'children': ['55', '67']},{'id': '55', 'type': 'boolean_operator', 'children': ['56', '62'], 'value': 'and'},{'id': '56', 'type': 'comparison_operator', 'children': ['57', '61'], 'value': '=='},{'id': '57', 'type': 'call', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '59', 'type': 'argument_list', 'children': ['60']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'row_ids'},{'id': '61', 'type': 'integer', 'children': [], 'value': '1'},{'id': '62', 'type': 'call', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '64', 'type': 'argument_list', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '67', 'type': 'block', 'children': ['68', '72']},{'id': '68', 'type': 'expression_statement', 'children': ['69']},{'id': '69', 'type': 'assignment', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'single_rowid'},{'id': '71', 'type': 'True', 'children': []},{'id': '72', 'type': 'expression_statement', 'children': ['73']},{'id': '73', 'type': 'assignment', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'first_out'},{'id': '75', 'type': 'list', 'children': ['76'], 'value': '[out[0]]'},{'id': '76', 'type': 'subscript', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '78', 'type': 'integer', 'children': [], 'value': '0'},{'id': '79', 'type': 'expression_statement', 'children': ['80']},{'id': '80', 'type': 'assignment', 'children': ['81', '85']},{'id': '81', 'type': 'pattern_list', 'children': ['82', '83', '84']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'ckeys'},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'cvals'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'use_str_keys'},{'id': '85', 'type': 'call', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': '_ctype_key_value'},{'id': '87', 'type': 'argument_list', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'first_out'},{'id': '90', 'type': 'expression_statement', 'children': ['91']},{'id': '91', 'type': 'assignment', 'children': ['92', '96']},{'id': '92', 'type': 'pattern_list', 'children': ['93', '94', '95']},{'id': '93', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'crow_ids'},{'id': '95', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '96', 'type': 'call', 'children': ['97', '98']},{'id': '97', 'type': 'identifier', 'children': [], 'value': '_ctype_key_value'},{'id': '98', 'type': 'argument_list', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'row_ids'},{'id': '101', 'type': 'assert_statement', 'children': ['102', '112']},{'id': '102', 'type': '()', 'children': ['103']},{'id': '103', 'type': 'comparison_operator', 'children': ['104', '108'], 'value': '=='},{'id': '104', 'type': 'call', 'children': ['105', '106']},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '106', 'type': 'argument_list', 'children': ['107']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'crow_ids'},{'id': '108', 'type': 'call', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '110', 'type': 'argument_list', 'children': ['111']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'cvals'},{'id': '112', 'type': 'string', 'children': [], 'value': '"the number of row_ids doesn\'t match the number of values"'},{'id': '113', 'type': 'if_statement', 'children': ['114', '115', '144']},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'use_str_keys'},{'id': '115', 'type': 'block', 'children': ['116']},{'id': '116', 'type': 'expression_statement', 'children': ['117']},{'id': '117', 'type': 'call', 'children': ['118', '119']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'check_call'},{'id': '119', 'type': 'argument_list', 'children': ['120']},{'id': '120', 'type': 'call', 'children': ['121', '124']},{'id': '121', 'type': 'attribute', 'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': '_LIB'},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'MXKVStorePullRowSparseEx'},{'id': '124', 'type': 'argument_list', 'children': ['125', '128', '135', '136', '137', '138']},{'id': '125', 'type': 'attribute', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'handle'},{'id': '128', 'type': 'call', 'children': ['129', '130']},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'mx_uint'},{'id': '130', 'type': 'argument_list', 'children': ['131']},{'id': '131', 'type': 'call', 'children': ['132', '133']},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '133', 'type': 'argument_list', 'children': ['134']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'ckeys'},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'ckeys'},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'cvals'},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'crow_ids'},{'id': '138', 'type': 'call', 'children': ['139', '142']},{'id': '139', 'type': 'attribute', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'ctypes'},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'c_int'},{'id': '142', 'type': 'argument_list', 'children': ['143']},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'priority'},{'id': '144', 'type': 'else_clause', 'children': ['145']},{'id': '145', 'type': 'block', 'children': ['146']},{'id': '146', 'type': 'expression_statement', 'children': ['147']},{'id': '147', 'type': 'call', 'children': ['148', '149']},{'id': '148', 'type': 'identifier', 'children': [], 'value': 'check_call'},{'id': '149', 'type': 'argument_list', 'children': ['150']},{'id': '150', 'type': 'call', 'children': ['151', '154']},{'id': '151', 'type': 'attribute', 'children': ['152', '153']},{'id': '152', 'type': 'identifier', 'children': [], 'value': '_LIB'},{'id': '153', 'type': 'identifier', 'children': [], 'value': 'MXKVStorePullRowSparse'},{'id': '154', 'type': 'argument_list', 'children': ['155', '158', '165', '166', '167', '168']},{'id': '155', 'type': 'attribute', 'children': ['156', '157']},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '157', 'type': 'identifier', 'children': [], 'value': 'handle'},{'id': '158', 'type': 'call', 'children': ['159', '160']},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'mx_uint'},{'id': '160', 'type': 'argument_list', 'children': ['161']},{'id': '161', 'type': 'call', 'children': ['162', '163']},{'id': '162', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '163', 'type': 'argument_list', 'children': ['164']},{'id': '164', 'type': 'identifier', 'children': [], 'value': 'ckeys'},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'ckeys'},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'cvals'},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'crow_ids'},{'id': '168', 'type': 'call', 'children': ['169', '172']},{'id': '169', 'type': 'attribute', 'children': ['170', '171']},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'ctypes'},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'c_int'},{'id': '172', 'type': 'argument_list', 'children': ['173']},{'id': '173', 'type': 'identifier', 'children': [], 'value': 'priority'},{'id': '174', 'type': 'if_statement', 'children': ['175', '176']},{'id': '175', 'type': 'identifier', 'children': [], 'value': 'single_rowid'},{'id': '176', 'type': 'block', 'children': ['177']},{'id': '177', 'type': 'for_statement', 'children': ['178', '179', '184']},{'id': '178', 'type': 'identifier', 'children': [], 'value': 'out_i'},{'id': '179', 'type': 'subscript', 'children': ['180', '181']},{'id': '180', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '181', 'type': 'slice', 'children': ['182', '183']},{'id': '182', 'type': 'integer', 'children': [], 'value': '1'},{'id': '183', 'type': 'colon', 'children': []},{'id': '184', 'type': 'block', 'children': ['185']},{'id': '185', 'type': 'expression_statement', 'children': ['186']},{'id': '186', 'type': 'call', 'children': ['187', '192']},{'id': '187', 'type': 'attribute', 'children': ['188', '191']},{'id': '188', 'type': 'subscript', 'children': ['189', '190']},{'id': '189', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '190', 'type': 'integer', 'children': [], 'value': '0'},{'id': '191', 'type': 'identifier', 'children': [], 'value': 'copyto'},{'id': '192', 'type': 'argument_list', 'children': ['193']},{'id': '193', 'type': 'identifier', 'children': [], 'value': 'out_i'} | def row_sparse_pull(self, key, out=None, priority=0, row_ids=None):
assert(out is not None)
assert(row_ids is not None)
if isinstance(row_ids, NDArray):
row_ids = [row_ids]
assert(isinstance(row_ids, list)), \
"row_ids should be NDArray or list of NDArray"
first_out = out
single_rowid = False
if len(row_ids) == 1 and isinstance(out, list):
single_rowid = True
first_out = [out[0]]
ckeys, cvals, use_str_keys = _ctype_key_value(key, first_out)
_, crow_ids, _ = _ctype_key_value(key, row_ids)
assert(len(crow_ids) == len(cvals)), \
"the number of row_ids doesn't match the number of values"
if use_str_keys:
check_call(_LIB.MXKVStorePullRowSparseEx(
self.handle, mx_uint(len(ckeys)), ckeys, cvals, crow_ids, ctypes.c_int(priority)))
else:
check_call(_LIB.MXKVStorePullRowSparse(
self.handle, mx_uint(len(ckeys)), ckeys, cvals, crow_ids, ctypes.c_int(priority)))
if single_rowid:
for out_i in out[1:]:
out[0].copyto(out_i) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '14']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'row_sparse_array'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8', '11']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '10', 'type': 'None', 'children': []},{'id': '11', 'type': 'default_parameter', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '13', 'type': 'None', 'children': []},{'id': '14', 'type': 'block', 'children': ['15']},{'id': '15', 'type': 'if_statement', 'children': ['16', '21', '125']},{'id': '16', 'type': 'call', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '18', 'type': 'argument_list', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'tuple'},{'id': '21', 'type': 'block', 'children': ['22', '29']},{'id': '22', 'type': 'expression_statement', 'children': ['23']},{'id': '23', 'type': 'assignment', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'arg_len'},{'id': '25', 'type': 'call', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '27', 'type': 'argument_list', 'children': ['28']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '29', 'type': 'if_statement', 'children': ['30', '33', '44', '67']},{'id': '30', 'type': 'comparison_operator', 'children': ['31', '32'], 'value': '<'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'arg_len'},{'id': '32', 'type': 'integer', 'children': [], 'value': '2'},{'id': '33', 'type': 'block', 'children': ['34']},{'id': '34', 'type': 'raise_statement', 'children': ['35']},{'id': '35', 'type': 'call', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '37', 'type': 'argument_list', 'children': ['38']},{'id': '38', 'type': 'binary_operator', 'children': ['39', '40'], 'value': '+'},{'id': '39', 'type': 'string', 'children': [], 'value': '"Unexpected length of input tuple: "'},{'id': '40', 'type': 'call', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '42', 'type': 'argument_list', 'children': ['43']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'arg_len'},{'id': '44', 'type': 'elif_clause', 'children': ['45', '48']},{'id': '45', 'type': 'comparison_operator', 'children': ['46', '47'], 'value': '>'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'arg_len'},{'id': '47', 'type': 'integer', 'children': [], 'value': '2'},{'id': '48', 'type': 'block', 'children': ['49', '55']},{'id': '49', 'type': 'expression_statement', 'children': ['50']},{'id': '50', 'type': 'call', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': '_check_shape'},{'id': '52', 'type': 'argument_list', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '55', 'type': 'return_statement', 'children': ['56']},{'id': '56', 'type': 'call', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'empty'},{'id': '58', 'type': 'argument_list', 'children': ['59', '60', '61', '64']},{'id': '59', 'type': 'string', 'children': [], 'value': "'row_sparse'"},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '61', 'type': 'keyword_argument', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '64', 'type': 'keyword_argument', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '67', 'type': 'else_clause', 'children': ['68']},{'id': '68', 'type': 'block', 'children': ['69']},{'id': '69', 'type': 'if_statement', 'children': ['70', '85', '104']},{'id': '70', 'type': 'boolean_operator', 'children': ['71', '78'], 'value': 'and'},{'id': '71', 'type': 'call', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '73', 'type': 'argument_list', 'children': ['74', '77']},{'id': '74', 'type': 'subscript', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '76', 'type': 'integer', 'children': [], 'value': '0'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'integer_types'},{'id': '78', 'type': 'call', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '80', 'type': 'argument_list', 'children': ['81', '84']},{'id': '81', 'type': 'subscript', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '83', 'type': 'integer', 'children': [], 'value': '1'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'integer_types'},{'id': '85', 'type': 'block', 'children': ['86', '92']},{'id': '86', 'type': 'expression_statement', 'children': ['87']},{'id': '87', 'type': 'call', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': '_check_shape'},{'id': '89', 'type': 'argument_list', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '92', 'type': 'return_statement', 'children': ['93']},{'id': '93', 'type': 'call', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'empty'},{'id': '95', 'type': 'argument_list', 'children': ['96', '97', '98', '101']},{'id': '96', 'type': 'string', 'children': [], 'value': "'row_sparse'"},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '98', 'type': 'keyword_argument', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '101', 'type': 'keyword_argument', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '104', 'type': 'else_clause', 'children': ['105']},{'id': '105', 'type': 'block', 'children': ['106']},{'id': '106', 'type': 'return_statement', 'children': ['107']},{'id': '107', 'type': 'call', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': '_row_sparse_ndarray_from_definition'},{'id': '109', 'type': 'argument_list', 'children': ['110', '113', '116', '119', '122']},{'id': '110', 'type': 'subscript', 'children': ['111', '112']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '112', 'type': 'integer', 'children': [], 'value': '0'},{'id': '113', 'type': 'subscript', 'children': ['114', '115']},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '115', 'type': 'integer', 'children': [], 'value': '1'},{'id': '116', 'type': 'keyword_argument', 'children': ['117', '118']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '119', 'type': 'keyword_argument', 'children': ['120', '121']},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '122', 'type': 'keyword_argument', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '125', 'type': 'else_clause', 'children': ['126']},{'id': '126', 'type': 'block', 'children': ['127']},{'id': '127', 'type': 'if_statement', 'children': ['128', '133', '153', '165']},{'id': '128', 'type': 'call', 'children': ['129', '130']},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '130', 'type': 'argument_list', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'RowSparseNDArray'},{'id': '133', 'type': 'block', 'children': ['134', '142']},{'id': '134', 'type': 'expression_statement', 'children': ['135']},{'id': '135', 'type': 'call', 'children': ['136', '137']},{'id': '136', 'type': 'identifier', 'children': [], 'value': '_check_shape'},{'id': '137', 'type': 'argument_list', 'children': ['138', '141']},{'id': '138', 'type': 'attribute', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '142', 'type': 'return_statement', 'children': ['143']},{'id': '143', 'type': 'call', 'children': ['144', '145']},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'array'},{'id': '145', 'type': 'argument_list', 'children': ['146', '147', '150']},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '147', 'type': 'keyword_argument', 'children': ['148', '149']},{'id': '148', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '150', 'type': 'keyword_argument', 'children': ['151', '152']},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '153', 'type': 'elif_clause', 'children': ['154', '159']},{'id': '154', 'type': 'call', 'children': ['155', '156']},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '156', 'type': 'argument_list', 'children': ['157', '158']},{'id': '157', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'CSRNDArray'},{'id': '159', 'type': 'block', 'children': ['160']},{'id': '160', 'type': 'raise_statement', 'children': ['161']},{'id': '161', 'type': 'call', 'children': ['162', '163']},{'id': '162', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '163', 'type': 'argument_list', 'children': ['164']},{'id': '164', 'type': 'string', 'children': [], 'value': '"Unexpected input type: CSRNDArray"'},{'id': '165', 'type': 'else_clause', 'children': ['166']},{'id': '166', 'type': 'block', 'children': ['167', '175', '185', '205', '213']},{'id': '167', 'type': 'expression_statement', 'children': ['168']},{'id': '168', 'type': 'assignment', 'children': ['169', '170']},{'id': '169', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '170', 'type': 'call', 'children': ['171', '172']},{'id': '171', 'type': 'identifier', 'children': [], 'value': '_prepare_default_dtype'},{'id': '172', 'type': 'argument_list', 'children': ['173', '174']},{'id': '173', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '175', 'type': 'expression_statement', 'children': ['176']},{'id': '176', 'type': 'assignment', 'children': ['177', '178']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'dns'},{'id': '178', 'type': 'call', 'children': ['179', '180']},{'id': '179', 'type': 'identifier', 'children': [], 'value': '_array'},{'id': '180', 'type': 'argument_list', 'children': ['181', '182']},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'arg1'},{'id': '182', 'type': 'keyword_argument', 'children': ['183', '184']},{'id': '183', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '185', 'type': 'if_statement', 'children': ['186', '195']},{'id': '186', 'type': 'boolean_operator', 'children': ['187', '190'], 'value': 'and'},{'id': '187', 'type': 'comparison_operator', 'children': ['188', '189'], 'value': 'is'},{'id': '188', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '189', 'type': 'None', 'children': []},{'id': '190', 'type': 'comparison_operator', 'children': ['191', '194'], 'value': '!='},{'id': '191', 'type': 'attribute', 'children': ['192', '193']},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'dns'},{'id': '193', 'type': 'identifier', 'children': [], 'value': 'context'},{'id': '194', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '195', 'type': 'block', 'children': ['196']},{'id': '196', 'type': 'expression_statement', 'children': ['197']},{'id': '197', 'type': 'assignment', 'children': ['198', '199']},{'id': '198', 'type': 'identifier', 'children': [], 'value': 'dns'},{'id': '199', 'type': 'call', 'children': ['200', '203']},{'id': '200', 'type': 'attribute', 'children': ['201', '202']},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'dns'},{'id': '202', 'type': 'identifier', 'children': [], 'value': 'as_in_context'},{'id': '203', 'type': 'argument_list', 'children': ['204']},{'id': '204', 'type': 'identifier', 'children': [], 'value': 'ctx'},{'id': '205', 'type': 'expression_statement', 'children': ['206']},{'id': '206', 'type': 'call', 'children': ['207', '208']},{'id': '207', 'type': 'identifier', 'children': [], 'value': '_check_shape'},{'id': '208', 'type': 'argument_list', 'children': ['209', '212']},{'id': '209', 'type': 'attribute', 'children': ['210', '211']},{'id': '210', 'type': 'identifier', 'children': [], 'value': 'dns'},{'id': '211', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '212', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '213', 'type': 'return_statement', 'children': ['214']},{'id': '214', 'type': 'call', 'children': ['215', '218']},{'id': '215', 'type': 'attribute', 'children': ['216', '217']},{'id': '216', 'type': 'identifier', 'children': [], 'value': 'dns'},{'id': '217', 'type': 'identifier', 'children': [], 'value': 'tostype'},{'id': '218', 'type': 'argument_list', 'children': ['219']},{'id': '219', 'type': 'string', 'children': [], 'value': "'row_sparse'"} | def row_sparse_array(arg1, shape=None, ctx=None, dtype=None):
if isinstance(arg1, tuple):
arg_len = len(arg1)
if arg_len < 2:
raise ValueError("Unexpected length of input tuple: " + str(arg_len))
elif arg_len > 2:
_check_shape(arg1, shape)
return empty('row_sparse', arg1, ctx=ctx, dtype=dtype)
else:
if isinstance(arg1[0], integer_types) and isinstance(arg1[1], integer_types):
_check_shape(arg1, shape)
return empty('row_sparse', arg1, ctx=ctx, dtype=dtype)
else:
return _row_sparse_ndarray_from_definition(arg1[0], arg1[1], shape=shape,
ctx=ctx, dtype=dtype)
else:
if isinstance(arg1, RowSparseNDArray):
_check_shape(arg1.shape, shape)
return array(arg1, ctx=ctx, dtype=dtype)
elif isinstance(arg1, CSRNDArray):
raise ValueError("Unexpected input type: CSRNDArray")
else:
dtype = _prepare_default_dtype(arg1, dtype)
dns = _array(arg1, dtype=dtype)
if ctx is not None and dns.context != ctx:
dns = dns.as_in_context(ctx)
_check_shape(dns.shape, shape)
return dns.tostype('row_sparse') |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sort'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'block', 'children': ['6', '22', '44']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'beams'},{'id': '9', 'type': 'list_comprehension', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '11', 'type': 'for_in_clause', 'children': ['12', '15']},{'id': '12', 'type': 'tuple_pattern', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '15', 'type': 'call', 'children': ['16', '21']},{'id': '16', 'type': 'attribute', 'children': ['17', '20']},{'id': '17', 'type': 'attribute', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'entries'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '21', 'type': 'argument_list', 'children': []},{'id': '22', 'type': 'expression_statement', 'children': ['23']},{'id': '23', 'type': 'assignment', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'sortedBeams'},{'id': '25', 'type': 'call', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '27', 'type': 'argument_list', 'children': ['28', '29', '32']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'beams'},{'id': '29', 'type': 'keyword_argument', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '31', 'type': 'True', 'children': []},{'id': '32', 'type': 'keyword_argument', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '34', 'type': 'lambda', 'children': ['35', '37']},{'id': '35', 'type': 'lambda_parameters', 'children': ['36']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '37', 'type': 'binary_operator', 'children': ['38', '41'], 'value': '*'},{'id': '38', 'type': 'attribute', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'prTotal'},{'id': '41', 'type': 'attribute', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'prText'},{'id': '44', 'type': 'return_statement', 'children': ['45']},{'id': '45', 'type': 'list_comprehension', 'children': ['46', '49']},{'id': '46', 'type': 'attribute', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'labeling'},{'id': '49', 'type': 'for_in_clause', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'sortedBeams'} | def sort(self):
beams = [v for (_, v) in self.entries.items()]
sortedBeams = sorted(beams, reverse=True, key=lambda x: x.prTotal*x.prText)
return [x.labeling for x in sortedBeams] |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'runtime'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'X'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'y'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'model_generator'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'method_name'},{'id': '8', 'type': 'block', 'children': ['9', '19', '28', '32', '144', '153']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'old_seed'},{'id': '12', 'type': 'call', 'children': ['13', '18']},{'id': '13', 'type': 'attribute', 'children': ['14', '17']},{'id': '14', 'type': 'attribute', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'random'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'seed'},{'id': '18', 'type': 'argument_list', 'children': []},{'id': '19', 'type': 'expression_statement', 'children': ['20']},{'id': '20', 'type': 'call', 'children': ['21', '26']},{'id': '21', 'type': 'attribute', 'children': ['22', '25']},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'random'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'seed'},{'id': '26', 'type': 'argument_list', 'children': ['27']},{'id': '27', 'type': 'integer', 'children': [], 'value': '3293'},{'id': '28', 'type': 'expression_statement', 'children': ['29']},{'id': '29', 'type': 'assignment', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'method_reps'},{'id': '31', 'type': 'list', 'children': [], 'value': '[]'},{'id': '32', 'type': 'for_statement', 'children': ['33', '34', '38']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '34', 'type': 'call', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '36', 'type': 'argument_list', 'children': ['37']},{'id': '37', 'type': 'integer', 'children': [], 'value': '1'},{'id': '38', 'type': 'block', 'children': ['39', '60', '66', '74', '82', '94', '104', '112', '117', '127']},{'id': '39', 'type': 'expression_statement', 'children': ['40']},{'id': '40', 'type': 'assignment', 'children': ['41', '46']},{'id': '41', 'type': 'pattern_list', 'children': ['42', '43', '44', '45']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'X_train'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'X_test'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'y_train'},{'id': '45', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '46', 'type': 'call', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'train_test_split'},{'id': '48', 'type': 'argument_list', 'children': ['49', '53', '54', '57']},{'id': '49', 'type': 'call', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': '__toarray'},{'id': '51', 'type': 'argument_list', 'children': ['52']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'X'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'y'},{'id': '54', 'type': 'keyword_argument', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'test_size'},{'id': '56', 'type': 'integer', 'children': [], 'value': '100'},{'id': '57', 'type': 'keyword_argument', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'random_state'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '60', 'type': 'expression_statement', 'children': ['61']},{'id': '61', 'type': 'assignment', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'model'},{'id': '63', 'type': 'call', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'model_generator'},{'id': '65', 'type': 'argument_list', 'children': []},{'id': '66', 'type': 'expression_statement', 'children': ['67']},{'id': '67', 'type': 'call', 'children': ['68', '71']},{'id': '68', 'type': 'attribute', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'model'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'fit'},{'id': '71', 'type': 'argument_list', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'X_train'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'y_train'},{'id': '74', 'type': 'expression_statement', 'children': ['75']},{'id': '75', 'type': 'assignment', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '77', 'type': 'call', 'children': ['78', '81']},{'id': '78', 'type': 'attribute', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'time'},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'time'},{'id': '81', 'type': 'argument_list', 'children': []},{'id': '82', 'type': 'expression_statement', 'children': ['83']},{'id': '83', 'type': 'assignment', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'explainer'},{'id': '85', 'type': 'call', 'children': ['86', '91']},{'id': '86', 'type': 'call', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'getattr'},{'id': '88', 'type': 'argument_list', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'methods'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'method_name'},{'id': '91', 'type': 'argument_list', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'model'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'X_train'},{'id': '94', 'type': 'expression_statement', 'children': ['95']},{'id': '95', 'type': 'assignment', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'build_time'},{'id': '97', 'type': 'binary_operator', 'children': ['98', '103'], 'value': '-'},{'id': '98', 'type': 'call', 'children': ['99', '102']},{'id': '99', 'type': 'attribute', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'time'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'time'},{'id': '102', 'type': 'argument_list', 'children': []},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '104', 'type': 'expression_statement', 'children': ['105']},{'id': '105', 'type': 'assignment', 'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '107', 'type': 'call', 'children': ['108', '111']},{'id': '108', 'type': 'attribute', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'time'},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'time'},{'id': '111', 'type': 'argument_list', 'children': []},{'id': '112', 'type': 'expression_statement', 'children': ['113']},{'id': '113', 'type': 'call', 'children': ['114', '115']},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'explainer'},{'id': '115', 'type': 'argument_list', 'children': ['116']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'X_test'},{'id': '117', 'type': 'expression_statement', 'children': ['118']},{'id': '118', 'type': 'assignment', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'explain_time'},{'id': '120', 'type': 'binary_operator', 'children': ['121', '126'], 'value': '-'},{'id': '121', 'type': 'call', 'children': ['122', '125']},{'id': '122', 'type': 'attribute', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'time'},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'time'},{'id': '125', 'type': 'argument_list', 'children': []},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '127', 'type': 'expression_statement', 'children': ['128']},{'id': '128', 'type': 'call', 'children': ['129', '132']},{'id': '129', 'type': 'attribute', 'children': ['130', '131']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'method_reps'},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '132', 'type': 'argument_list', 'children': ['133']},{'id': '133', 'type': 'binary_operator', 'children': ['134', '135'], 'value': '+'},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'build_time'},{'id': '135', 'type': 'binary_operator', 'children': ['136', '139'], 'value': '/'},{'id': '136', 'type': 'binary_operator', 'children': ['137', '138'], 'value': '*'},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'explain_time'},{'id': '138', 'type': 'float', 'children': [], 'value': '1000.0'},{'id': '139', 'type': 'subscript', 'children': ['140', '143']},{'id': '140', 'type': 'attribute', 'children': ['141', '142']},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'X_test'},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'shape'},{'id': '143', 'type': 'integer', 'children': [], 'value': '0'},{'id': '144', 'type': 'expression_statement', 'children': ['145']},{'id': '145', 'type': 'call', 'children': ['146', '151']},{'id': '146', 'type': 'attribute', 'children': ['147', '150']},{'id': '147', 'type': 'attribute', 'children': ['148', '149']},{'id': '148', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'random'},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'seed'},{'id': '151', 'type': 'argument_list', 'children': ['152']},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'old_seed'},{'id': '153', 'type': 'return_statement', 'children': ['154']},{'id': '154', 'type': 'expression_list', 'children': ['155', '156']},{'id': '155', 'type': 'None', 'children': []},{'id': '156', 'type': 'call', 'children': ['157', '160']},{'id': '157', 'type': 'attribute', 'children': ['158', '159']},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'mean'},{'id': '160', 'type': 'argument_list', 'children': ['161']},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'method_reps'} | def runtime(X, y, model_generator, method_name):
old_seed = np.random.seed()
np.random.seed(3293)
method_reps = []
for i in range(1):
X_train, X_test, y_train, _ = train_test_split(__toarray(X), y, test_size=100, random_state=i)
model = model_generator()
model.fit(X_train, y_train)
start = time.time()
explainer = getattr(methods, method_name)(model, X_train)
build_time = time.time() - start
start = time.time()
explainer(X_test)
explain_time = time.time() - start
method_reps.append(build_time + explain_time * 1000.0 / X_test.shape[0])
np.random.seed(old_seed)
return None, np.mean(method_reps) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'local_accuracy'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'X'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'y'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'model_generator'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'method_name'},{'id': '8', 'type': 'block', 'children': ['9', '100', '128']},{'id': '9', 'type': 'function_definition', 'children': ['10', '11', '14']},{'id': '10', 'type': 'function_name', 'children': [], 'value': 'score_map'},{'id': '11', 'type': 'parameters', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'true'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'pred'},{'id': '14', 'type': 'block', 'children': ['15', '40']},{'id': '15', 'type': 'expression_statement', 'children': ['16']},{'id': '16', 'type': 'assignment', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '18', 'type': 'call', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'min'},{'id': '20', 'type': 'argument_list', 'children': ['21', '22']},{'id': '21', 'type': 'float', 'children': [], 'value': '1.0'},{'id': '22', 'type': 'binary_operator', 'children': ['23', '31'], 'value': '/'},{'id': '23', 'type': 'call', 'children': ['24', '27']},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'std'},{'id': '27', 'type': 'argument_list', 'children': ['28']},{'id': '28', 'type': 'binary_operator', 'children': ['29', '30'], 'value': '-'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'pred'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'true'},{'id': '31', 'type': '()', 'children': ['32']},{'id': '32', 'type': 'binary_operator', 'children': ['33', '39'], 'value': '+'},{'id': '33', 'type': 'call', 'children': ['34', '37']},{'id': '34', 'type': 'attribute', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'std'},{'id': '37', 'type': 'argument_list', 'children': ['38']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'true'},{'id': '39', 'type': 'float', 'children': [], 'value': '1e-8'},{'id': '40', 'type': 'if_statement', 'children': ['41', '44', '47', '54', '61', '68', '75', '82', '89', '96']},{'id': '41', 'type': 'comparison_operator', 'children': ['42', '43'], 'value': '<'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '43', 'type': 'float', 'children': [], 'value': '1e-6'},{'id': '44', 'type': 'block', 'children': ['45']},{'id': '45', 'type': 'return_statement', 'children': ['46']},{'id': '46', 'type': 'float', 'children': [], 'value': '1.0'},{'id': '47', 'type': 'elif_clause', 'children': ['48', '51']},{'id': '48', 'type': 'comparison_operator', 'children': ['49', '50'], 'value': '<'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '50', 'type': 'float', 'children': [], 'value': '0.01'},{'id': '51', 'type': 'block', 'children': ['52']},{'id': '52', 'type': 'return_statement', 'children': ['53']},{'id': '53', 'type': 'float', 'children': [], 'value': '0.9'},{'id': '54', 'type': 'elif_clause', 'children': ['55', '58']},{'id': '55', 'type': 'comparison_operator', 'children': ['56', '57'], 'value': '<'},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '57', 'type': 'float', 'children': [], 'value': '0.05'},{'id': '58', 'type': 'block', 'children': ['59']},{'id': '59', 'type': 'return_statement', 'children': ['60']},{'id': '60', 'type': 'float', 'children': [], 'value': '0.75'},{'id': '61', 'type': 'elif_clause', 'children': ['62', '65']},{'id': '62', 'type': 'comparison_operator', 'children': ['63', '64'], 'value': '<'},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '64', 'type': 'float', 'children': [], 'value': '0.1'},{'id': '65', 'type': 'block', 'children': ['66']},{'id': '66', 'type': 'return_statement', 'children': ['67']},{'id': '67', 'type': 'float', 'children': [], 'value': '0.6'},{'id': '68', 'type': 'elif_clause', 'children': ['69', '72']},{'id': '69', 'type': 'comparison_operator', 'children': ['70', '71'], 'value': '<'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '71', 'type': 'float', 'children': [], 'value': '0.2'},{'id': '72', 'type': 'block', 'children': ['73']},{'id': '73', 'type': 'return_statement', 'children': ['74']},{'id': '74', 'type': 'float', 'children': [], 'value': '0.4'},{'id': '75', 'type': 'elif_clause', 'children': ['76', '79']},{'id': '76', 'type': 'comparison_operator', 'children': ['77', '78'], 'value': '<'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '78', 'type': 'float', 'children': [], 'value': '0.3'},{'id': '79', 'type': 'block', 'children': ['80']},{'id': '80', 'type': 'return_statement', 'children': ['81']},{'id': '81', 'type': 'float', 'children': [], 'value': '0.3'},{'id': '82', 'type': 'elif_clause', 'children': ['83', '86']},{'id': '83', 'type': 'comparison_operator', 'children': ['84', '85'], 'value': '<'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '85', 'type': 'float', 'children': [], 'value': '0.5'},{'id': '86', 'type': 'block', 'children': ['87']},{'id': '87', 'type': 'return_statement', 'children': ['88']},{'id': '88', 'type': 'float', 'children': [], 'value': '0.2'},{'id': '89', 'type': 'elif_clause', 'children': ['90', '93']},{'id': '90', 'type': 'comparison_operator', 'children': ['91', '92'], 'value': '<'},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '92', 'type': 'float', 'children': [], 'value': '0.7'},{'id': '93', 'type': 'block', 'children': ['94']},{'id': '94', 'type': 'return_statement', 'children': ['95']},{'id': '95', 'type': 'float', 'children': [], 'value': '0.1'},{'id': '96', 'type': 'else_clause', 'children': ['97']},{'id': '97', 'type': 'block', 'children': ['98']},{'id': '98', 'type': 'return_statement', 'children': ['99']},{'id': '99', 'type': 'float', 'children': [], 'value': '0.0'},{'id': '100', 'type': 'function_definition', 'children': ['101', '102', '110']},{'id': '101', 'type': 'function_name', 'children': [], 'value': 'score_function'},{'id': '102', 'type': 'parameters', 'children': ['103', '104', '105', '106', '107', '108', '109']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'X_train'},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'X_test'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'y_train'},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'y_test'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'attr_function'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'trained_model'},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'random_state'},{'id': '110', 'type': 'block', 'children': ['111']},{'id': '111', 'type': 'return_statement', 'children': ['112']},{'id': '112', 'type': 'call', 'children': ['113', '116']},{'id': '113', 'type': 'attribute', 'children': ['114', '115']},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'measures'},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'local_accuracy'},{'id': '116', 'type': 'argument_list', 'children': ['117', '118', '119', '120', '121', '125', '126', '127']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'X_train'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'y_train'},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'X_test'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'y_test'},{'id': '121', 'type': 'call', 'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'attr_function'},{'id': '123', 'type': 'argument_list', 'children': ['124']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'X_test'},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'model_generator'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'score_map'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'trained_model'},{'id': '128', 'type': 'return_statement', 'children': ['129']},{'id': '129', 'type': 'expression_list', 'children': ['130', '131']},{'id': '130', 'type': 'None', 'children': []},{'id': '131', 'type': 'call', 'children': ['132', '133']},{'id': '132', 'type': 'identifier', 'children': [], 'value': '__score_method'},{'id': '133', 'type': 'argument_list', 'children': ['134', '135', '136', '137', '138', '139']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'X'},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'y'},{'id': '136', 'type': 'None', 'children': []},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'model_generator'},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'score_function'},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'method_name'} | def local_accuracy(X, y, model_generator, method_name):
def score_map(true, pred):
v = min(1.0, np.std(pred - true) / (np.std(true) + 1e-8))
if v < 1e-6:
return 1.0
elif v < 0.01:
return 0.9
elif v < 0.05:
return 0.75
elif v < 0.1:
return 0.6
elif v < 0.2:
return 0.4
elif v < 0.3:
return 0.3
elif v < 0.5:
return 0.2
elif v < 0.7:
return 0.1
else:
return 0.0
def score_function(X_train, X_test, y_train, y_test, attr_function, trained_model, random_state):
return measures.local_accuracy(
X_train, y_train, X_test, y_test, attr_function(X_test),
model_generator, score_map, trained_model
)
return None, __score_method(X, y, None, model_generator, score_function, method_name) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_checkpoints_for_actor'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'actor_id'},{'id': '5', 'type': 'block', 'children': ['6', '19', '26', '48']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'checkpoint_info'},{'id': '9', 'type': 'call', 'children': ['10', '17']},{'id': '10', 'type': 'attribute', 'children': ['11', '16']},{'id': '11', 'type': 'attribute', 'children': ['12', '15']},{'id': '12', 'type': 'attribute', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'ray'},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'worker'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'global_state'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'actor_checkpoint_info'},{'id': '17', 'type': 'argument_list', 'children': ['18']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'actor_id'},{'id': '19', 'type': 'if_statement', 'children': ['20', '23']},{'id': '20', 'type': 'comparison_operator', 'children': ['21', '22'], 'value': 'is'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'checkpoint_info'},{'id': '22', 'type': 'None', 'children': []},{'id': '23', 'type': 'block', 'children': ['24']},{'id': '24', 'type': 'return_statement', 'children': ['25']},{'id': '25', 'type': 'list', 'children': [], 'value': '[]'},{'id': '26', 'type': 'expression_statement', 'children': ['27']},{'id': '27', 'type': 'assignment', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'checkpoints'},{'id': '29', 'type': 'list_comprehension', 'children': ['30', '35']},{'id': '30', 'type': 'call', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'Checkpoint'},{'id': '32', 'type': 'argument_list', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'checkpoint_id'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'timestamp'},{'id': '35', 'type': 'for_in_clause', 'children': ['36', '39']},{'id': '36', 'type': 'pattern_list', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'checkpoint_id'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'timestamp'},{'id': '39', 'type': 'call', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'zip'},{'id': '41', 'type': 'argument_list', 'children': ['42', '45']},{'id': '42', 'type': 'subscript', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'checkpoint_info'},{'id': '44', 'type': 'string', 'children': [], 'value': '"CheckpointIds"'},{'id': '45', 'type': 'subscript', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'checkpoint_info'},{'id': '47', 'type': 'string', 'children': [], 'value': '"Timestamps"'},{'id': '48', 'type': 'return_statement', 'children': ['49']},{'id': '49', 'type': 'call', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '51', 'type': 'argument_list', 'children': ['52', '53', '61']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'checkpoints'},{'id': '53', 'type': 'keyword_argument', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '55', 'type': 'lambda', 'children': ['56', '58']},{'id': '56', 'type': 'lambda_parameters', 'children': ['57']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'checkpoint'},{'id': '58', 'type': 'attribute', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'checkpoint'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'timestamp'},{'id': '61', 'type': 'keyword_argument', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '63', 'type': 'True', 'children': []} | def get_checkpoints_for_actor(actor_id):
checkpoint_info = ray.worker.global_state.actor_checkpoint_info(actor_id)
if checkpoint_info is None:
return []
checkpoints = [
Checkpoint(checkpoint_id, timestamp) for checkpoint_id, timestamp in
zip(checkpoint_info["CheckpointIds"], checkpoint_info["Timestamps"])
]
return sorted(
checkpoints,
key=lambda checkpoint: checkpoint.timestamp,
reverse=True,
) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_naturalize'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'string'},{'id': '5', 'type': 'block', 'children': ['6', '16']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'splits'},{'id': '9', 'type': 'call', 'children': ['10', '13']},{'id': '10', 'type': 'attribute', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 're'},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'split'},{'id': '13', 'type': 'argument_list', 'children': ['14', '15']},{'id': '14', 'type': 'string', 'children': [], 'value': '"([0-9]+)"'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'string'},{'id': '16', 'type': 'return_statement', 'children': ['17']},{'id': '17', 'type': 'list_comprehension', 'children': ['18', '33']},{'id': '18', 'type': 'conditional_expression', 'children': ['19', '23', '28'], 'value': 'if'},{'id': '19', 'type': 'call', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '21', 'type': 'argument_list', 'children': ['22']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '23', 'type': 'call', 'children': ['24', '27']},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'isdigit'},{'id': '27', 'type': 'argument_list', 'children': []},{'id': '28', 'type': 'call', 'children': ['29', '32']},{'id': '29', 'type': 'attribute', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'lower'},{'id': '32', 'type': 'argument_list', 'children': []},{'id': '33', 'type': 'for_in_clause', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'splits'} | def _naturalize(string):
splits = re.split("([0-9]+)", string)
return [int(text) if text.isdigit() else text.lower() for text in splits] |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '7']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'mount'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'prefix'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'adapter'},{'id': '7', 'type': 'block', 'children': ['8', '16', '36']},{'id': '8', 'type': 'expression_statement', 'children': ['9']},{'id': '9', 'type': 'assignment', 'children': ['10', '15']},{'id': '10', 'type': 'subscript', 'children': ['11', '14']},{'id': '11', 'type': 'attribute', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'adapters'},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'prefix'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'adapter'},{'id': '16', 'type': 'expression_statement', 'children': ['17']},{'id': '17', 'type': 'assignment', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'keys_to_move'},{'id': '19', 'type': 'list_comprehension', 'children': ['20', '21', '26']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '21', 'type': 'for_in_clause', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '23', 'type': 'attribute', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'adapters'},{'id': '26', 'type': 'if_clause', 'children': ['27']},{'id': '27', 'type': 'comparison_operator', 'children': ['28', '32'], 'value': '<'},{'id': '28', 'type': 'call', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '30', 'type': 'argument_list', 'children': ['31']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '32', 'type': 'call', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '34', 'type': 'argument_list', 'children': ['35']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'prefix'},{'id': '36', 'type': 'for_statement', 'children': ['37', '38', '39']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'keys_to_move'},{'id': '39', 'type': 'block', 'children': ['40']},{'id': '40', 'type': 'expression_statement', 'children': ['41']},{'id': '41', 'type': 'assignment', 'children': ['42', '47']},{'id': '42', 'type': 'subscript', 'children': ['43', '46']},{'id': '43', 'type': 'attribute', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'adapters'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '47', 'type': 'call', 'children': ['48', '53']},{'id': '48', 'type': 'attribute', 'children': ['49', '52']},{'id': '49', 'type': 'attribute', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'adapters'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'pop'},{'id': '53', 'type': 'argument_list', 'children': ['54']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'key'} | def mount(self, prefix, adapter):
self.adapters[prefix] = adapter
keys_to_move = [k for k in self.adapters if len(k) < len(prefix)]
for key in keys_to_move:
self.adapters[key] = self.adapters.pop(key) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sorted_outrows'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'outrows'},{'id': '5', 'type': 'block', 'children': ['6']},{'id': '6', 'type': 'return_statement', 'children': ['7']},{'id': '7', 'type': 'call', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '9', 'type': 'argument_list', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'outrows'},{'id': '11', 'type': 'keyword_argument', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '13', 'type': 'lambda', 'children': ['14', '16']},{'id': '14', 'type': 'lambda_parameters', 'children': ['15']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'row'},{'id': '16', 'type': 'call', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'tuple'},{'id': '18', 'type': 'generator_expression', 'children': ['19', '23']},{'id': '19', 'type': 'call', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '21', 'type': 'argument_list', 'children': ['22']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '23', 'type': 'for_in_clause', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'row'} | def sorted_outrows(outrows):
return sorted(outrows, key=lambda row: tuple(str(x) for x in row)) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'traceParseAction'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '5', 'type': 'block', 'children': ['6', '13', '123', '137']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '9', 'type': 'call', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': '_trim_arity'},{'id': '11', 'type': 'argument_list', 'children': ['12']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '13', 'type': 'function_definition', 'children': ['14', '15', '18']},{'id': '14', 'type': 'function_name', 'children': [], 'value': 'z'},{'id': '15', 'type': 'parameters', 'children': ['16']},{'id': '16', 'type': 'list_splat_pattern', 'children': ['17']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'paArgs'},{'id': '18', 'type': 'block', 'children': ['19', '25', '37', '59', '78', '108', '121']},{'id': '19', 'type': 'expression_statement', 'children': ['20']},{'id': '20', 'type': 'assignment', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'thisFunc'},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '24', 'type': 'identifier', 'children': [], 'value': '__name__'},{'id': '25', 'type': 'expression_statement', 'children': ['26']},{'id': '26', 'type': 'assignment', 'children': ['27', '31']},{'id': '27', 'type': 'pattern_list', 'children': ['28', '29', '30']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 't'},{'id': '31', 'type': 'subscript', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'paArgs'},{'id': '33', 'type': 'slice', 'children': ['34', '36']},{'id': '34', 'type': 'unary_operator', 'children': ['35'], 'value': '-'},{'id': '35', 'type': 'integer', 'children': [], 'value': '3'},{'id': '36', 'type': 'colon', 'children': []},{'id': '37', 'type': 'if_statement', 'children': ['38', '44']},{'id': '38', 'type': 'comparison_operator', 'children': ['39', '43'], 'value': '>'},{'id': '39', 'type': 'call', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '41', 'type': 'argument_list', 'children': ['42']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'paArgs'},{'id': '43', 'type': 'integer', 'children': [], 'value': '3'},{'id': '44', 'type': 'block', 'children': ['45']},{'id': '45', 'type': 'expression_statement', 'children': ['46']},{'id': '46', 'type': 'assignment', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'thisFunc'},{'id': '48', 'type': 'binary_operator', 'children': ['49', '58'], 'value': '+'},{'id': '49', 'type': 'binary_operator', 'children': ['50', '57'], 'value': '+'},{'id': '50', 'type': 'attribute', 'children': ['51', '56']},{'id': '51', 'type': 'attribute', 'children': ['52', '55']},{'id': '52', 'type': 'subscript', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'paArgs'},{'id': '54', 'type': 'integer', 'children': [], 'value': '0'},{'id': '55', 'type': 'identifier', 'children': [], 'value': '__class__'},{'id': '56', 'type': 'identifier', 'children': [], 'value': '__name__'},{'id': '57', 'type': 'string', 'children': [], 'value': "'.'"},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'thisFunc'},{'id': '59', 'type': 'expression_statement', 'children': ['60']},{'id': '60', 'type': 'call', 'children': ['61', '66']},{'id': '61', 'type': 'attribute', 'children': ['62', '65']},{'id': '62', 'type': 'attribute', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'sys'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'stderr'},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'write'},{'id': '66', 'type': 'argument_list', 'children': ['67']},{'id': '67', 'type': 'binary_operator', 'children': ['68', '69'], 'value': '%'},{'id': '68', 'type': 'string', 'children': [], 'value': '">>entering %s(line: \'%s\', %d, %r)\\n"'},{'id': '69', 'type': 'tuple', 'children': ['70', '71', '76', '77']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'thisFunc'},{'id': '71', 'type': 'call', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'line'},{'id': '73', 'type': 'argument_list', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 't'},{'id': '78', 'type': 'try_statement', 'children': ['79', '88']},{'id': '79', 'type': 'block', 'children': ['80']},{'id': '80', 'type': 'expression_statement', 'children': ['81']},{'id': '81', 'type': 'assignment', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'ret'},{'id': '83', 'type': 'call', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '85', 'type': 'argument_list', 'children': ['86']},{'id': '86', 'type': 'list_splat', 'children': ['87']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'paArgs'},{'id': '88', 'type': 'except_clause', 'children': ['89', '93']},{'id': '89', 'type': 'as_pattern', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'Exception'},{'id': '91', 'type': 'as_pattern_target', 'children': ['92']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'exc'},{'id': '93', 'type': 'block', 'children': ['94', '107']},{'id': '94', 'type': 'expression_statement', 'children': ['95']},{'id': '95', 'type': 'call', 'children': ['96', '101']},{'id': '96', 'type': 'attribute', 'children': ['97', '100']},{'id': '97', 'type': 'attribute', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'sys'},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'stderr'},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'write'},{'id': '101', 'type': 'argument_list', 'children': ['102']},{'id': '102', 'type': 'binary_operator', 'children': ['103', '104'], 'value': '%'},{'id': '103', 'type': 'string', 'children': [], 'value': '"<<leaving %s (exception: %s)\\n"'},{'id': '104', 'type': 'tuple', 'children': ['105', '106']},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'thisFunc'},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'exc'},{'id': '107', 'type': 'raise_statement', 'children': []},{'id': '108', 'type': 'expression_statement', 'children': ['109']},{'id': '109', 'type': 'call', 'children': ['110', '115']},{'id': '110', 'type': 'attribute', 'children': ['111', '114']},{'id': '111', 'type': 'attribute', 'children': ['112', '113']},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'sys'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'stderr'},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'write'},{'id': '115', 'type': 'argument_list', 'children': ['116']},{'id': '116', 'type': 'binary_operator', 'children': ['117', '118'], 'value': '%'},{'id': '117', 'type': 'string', 'children': [], 'value': '"<<leaving %s (ret: %r)\\n"'},{'id': '118', 'type': 'tuple', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'thisFunc'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'ret'},{'id': '121', 'type': 'return_statement', 'children': ['122']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'ret'},{'id': '123', 'type': 'try_statement', 'children': ['124', '133']},{'id': '124', 'type': 'block', 'children': ['125']},{'id': '125', 'type': 'expression_statement', 'children': ['126']},{'id': '126', 'type': 'assignment', 'children': ['127', '130']},{'id': '127', 'type': 'attribute', 'children': ['128', '129']},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'z'},{'id': '129', 'type': 'identifier', 'children': [], 'value': '__name__'},{'id': '130', 'type': 'attribute', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '132', 'type': 'identifier', 'children': [], 'value': '__name__'},{'id': '133', 'type': 'except_clause', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'AttributeError'},{'id': '135', 'type': 'block', 'children': ['136']},{'id': '136', 'type': 'pass_statement', 'children': []},{'id': '137', 'type': 'return_statement', 'children': ['138']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'z'} | def traceParseAction(f):
f = _trim_arity(f)
def z(*paArgs):
thisFunc = f.__name__
s,l,t = paArgs[-3:]
if len(paArgs)>3:
thisFunc = paArgs[0].__class__.__name__ + '.' + thisFunc
sys.stderr.write( ">>entering %s(line: '%s', %d, %r)\n" % (thisFunc,line(l,s),l,t) )
try:
ret = f(*paArgs)
except Exception as exc:
sys.stderr.write( "<<leaving %s (exception: %s)\n" % (thisFunc,exc) )
raise
sys.stderr.write( "<<leaving %s (ret: %r)\n" % (thisFunc,ret) )
return ret
try:
z.__name__ = f.__name__
except AttributeError:
pass
return z |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sorted_tree'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'tree'},{'id': '5', 'type': 'block', 'children': ['6']},{'id': '6', 'type': 'return_statement', 'children': ['7']},{'id': '7', 'type': 'call', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'OrderedDict'},{'id': '9', 'type': 'argument_list', 'children': ['10']},{'id': '10', 'type': 'call', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '12', 'type': 'argument_list', 'children': ['13', '35']},{'id': '13', 'type': 'list_comprehension', 'children': ['14', '26']},{'id': '14', 'type': 'tuple', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '16', 'type': 'call', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '18', 'type': 'argument_list', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '20', 'type': 'keyword_argument', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '22', 'type': 'call', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'attrgetter'},{'id': '24', 'type': 'argument_list', 'children': ['25']},{'id': '25', 'type': 'string', 'children': [], 'value': "'key'"},{'id': '26', 'type': 'for_in_clause', 'children': ['27', '30']},{'id': '27', 'type': 'pattern_list', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '30', 'type': 'call', 'children': ['31', '34']},{'id': '31', 'type': 'attribute', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'tree'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '34', 'type': 'argument_list', 'children': []},{'id': '35', 'type': 'keyword_argument', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '37', 'type': 'lambda', 'children': ['38', '40']},{'id': '38', 'type': 'lambda_parameters', 'children': ['39']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'kv'},{'id': '40', 'type': 'attribute', 'children': ['41', '44']},{'id': '41', 'type': 'subscript', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'kv'},{'id': '43', 'type': 'integer', 'children': [], 'value': '0'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'key'} | def sorted_tree(tree):
return OrderedDict(sorted([(k, sorted(v, key=attrgetter('key')))
for k, v in tree.items()],
key=lambda kv: kv[0].key)) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '15']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'do_sort'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'environment'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'value'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '8', 'type': 'False', 'children': []},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'case_sensitive'},{'id': '11', 'type': 'False', 'children': []},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'attribute'},{'id': '14', 'type': 'None', 'children': []},{'id': '15', 'type': 'block', 'children': ['16', '31']},{'id': '16', 'type': 'expression_statement', 'children': ['17']},{'id': '17', 'type': 'assignment', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'key_func'},{'id': '19', 'type': 'call', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'make_attrgetter'},{'id': '21', 'type': 'argument_list', 'children': ['22', '23', '24']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'environment'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'attribute'},{'id': '24', 'type': 'keyword_argument', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'postprocess'},{'id': '26', 'type': 'conditional_expression', 'children': ['27', '28', '30'], 'value': 'if'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'ignore_case'},{'id': '28', 'type': 'not_operator', 'children': ['29']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'case_sensitive'},{'id': '30', 'type': 'None', 'children': []},{'id': '31', 'type': 'return_statement', 'children': ['32']},{'id': '32', 'type': 'call', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '34', 'type': 'argument_list', 'children': ['35', '36', '39']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'value'},{'id': '36', 'type': 'keyword_argument', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'key_func'},{'id': '39', 'type': 'keyword_argument', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'reverse'} | def do_sort(
environment, value, reverse=False, case_sensitive=False, attribute=None
):
key_func = make_attrgetter(
environment, attribute,
postprocess=ignore_case if not case_sensitive else None
)
return sorted(value, key=key_func, reverse=reverse) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sorted'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'wantdirs'},{'id': '7', 'type': 'False', 'children': []},{'id': '8', 'type': 'block', 'children': ['9', '62', '71', '101']},{'id': '9', 'type': 'function_definition', 'children': ['10', '11', '14']},{'id': '10', 'type': 'function_name', 'children': [], 'value': 'add_dir'},{'id': '11', 'type': 'parameters', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'dirs'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '14', 'type': 'block', 'children': ['15', '22', '30']},{'id': '15', 'type': 'expression_statement', 'children': ['16']},{'id': '16', 'type': 'call', 'children': ['17', '20']},{'id': '17', 'type': 'attribute', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'dirs'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'add'},{'id': '20', 'type': 'argument_list', 'children': ['21']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '22', 'type': 'expression_statement', 'children': ['23']},{'id': '23', 'type': 'call', 'children': ['24', '27']},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'logger'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'debug'},{'id': '27', 'type': 'argument_list', 'children': ['28', '29']},{'id': '28', 'type': 'string', 'children': [], 'value': "'add_dir added %s'"},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '30', 'type': 'if_statement', 'children': ['31', '36']},{'id': '31', 'type': 'comparison_operator', 'children': ['32', '33'], 'value': '!='},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '33', 'type': 'attribute', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'base'},{'id': '36', 'type': 'block', 'children': ['37', '50', '56']},{'id': '37', 'type': 'expression_statement', 'children': ['38']},{'id': '38', 'type': 'assignment', 'children': ['39', '42']},{'id': '39', 'type': 'pattern_list', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '41', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '42', 'type': 'call', 'children': ['43', '48']},{'id': '43', 'type': 'attribute', 'children': ['44', '47']},{'id': '44', 'type': 'attribute', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'os'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'split'},{'id': '48', 'type': 'argument_list', 'children': ['49']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '50', 'type': 'assert_statement', 'children': ['51']},{'id': '51', 'type': 'comparison_operator', 'children': ['52', '53'], 'value': 'not'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '53', 'type': 'tuple', 'children': ['54', '55']},{'id': '54', 'type': 'string', 'children': [], 'value': "''"},{'id': '55', 'type': 'string', 'children': [], 'value': "'/'"},{'id': '56', 'type': 'expression_statement', 'children': ['57']},{'id': '57', 'type': 'call', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'add_dir'},{'id': '59', 'type': 'argument_list', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'dirs'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '62', 'type': 'expression_statement', 'children': ['63']},{'id': '63', 'type': 'assignment', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '65', 'type': 'call', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'set'},{'id': '67', 'type': 'argument_list', 'children': ['68']},{'id': '68', 'type': 'attribute', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'files'},{'id': '71', 'type': 'if_statement', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'wantdirs'},{'id': '73', 'type': 'block', 'children': ['74', '80', '97']},{'id': '74', 'type': 'expression_statement', 'children': ['75']},{'id': '75', 'type': 'assignment', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'dirs'},{'id': '77', 'type': 'call', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'set'},{'id': '79', 'type': 'argument_list', 'children': []},{'id': '80', 'type': 'for_statement', 'children': ['81', '82', '83']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '83', 'type': 'block', 'children': ['84']},{'id': '84', 'type': 'expression_statement', 'children': ['85']},{'id': '85', 'type': 'call', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'add_dir'},{'id': '87', 'type': 'argument_list', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'dirs'},{'id': '89', 'type': 'call', 'children': ['90', '95']},{'id': '90', 'type': 'attribute', 'children': ['91', '94']},{'id': '91', 'type': 'attribute', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'os'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'dirname'},{'id': '95', 'type': 'argument_list', 'children': ['96']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '97', 'type': 'expression_statement', 'children': ['98']},{'id': '98', 'type': 'augmented_assignment', 'children': ['99', '100'], 'value': '|='},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'result'},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'dirs'},{'id': '101', 'type': 'return_statement', 'children': ['102']},{'id': '102', 'type': 'list_comprehension', 'children': ['103', '112']},{'id': '103', 'type': 'call', 'children': ['104', '109']},{'id': '104', 'type': 'attribute', 'children': ['105', '108']},{'id': '105', 'type': 'attribute', 'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'os'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '109', 'type': 'argument_list', 'children': ['110']},{'id': '110', 'type': 'list_splat', 'children': ['111']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'path_tuple'},{'id': '112', 'type': 'for_in_clause', 'children': ['113', '114']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'path_tuple'},{'id': '114', 'type': 'call', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '116', 'type': 'generator_expression', 'children': ['117', '125']},{'id': '117', 'type': 'call', 'children': ['118', '123']},{'id': '118', 'type': 'attribute', 'children': ['119', '122']},{'id': '119', 'type': 'attribute', 'children': ['120', '121']},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'os'},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'split'},{'id': '123', 'type': 'argument_list', 'children': ['124']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '125', 'type': 'for_in_clause', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'result'} | def sorted(self, wantdirs=False):
def add_dir(dirs, d):
dirs.add(d)
logger.debug('add_dir added %s', d)
if d != self.base:
parent, _ = os.path.split(d)
assert parent not in ('', '/')
add_dir(dirs, parent)
result = set(self.files)
if wantdirs:
dirs = set()
for f in result:
add_dir(dirs, os.path.dirname(f))
result |= dirs
return [os.path.join(*path_tuple) for path_tuple in
sorted(os.path.split(path) for path in result)] |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '10']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'next_event_indexer'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '8', '9']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'all_dates'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'all_sids'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'event_dates'},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'event_timestamps'},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'event_sids'},{'id': '10', 'type': 'block', 'children': ['11', '18', '42', '51', '63', '75', '115']},{'id': '11', 'type': 'expression_statement', 'children': ['12']},{'id': '12', 'type': 'call', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'validate_event_metadata'},{'id': '14', 'type': 'argument_list', 'children': ['15', '16', '17']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'event_dates'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'event_timestamps'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'event_sids'},{'id': '18', 'type': 'expression_statement', 'children': ['19']},{'id': '19', 'type': 'assignment', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '21', 'type': 'call', 'children': ['22', '25']},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'full'},{'id': '25', 'type': 'argument_list', 'children': ['26', '35', '37']},{'id': '26', 'type': 'tuple', 'children': ['27', '31']},{'id': '27', 'type': 'call', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '29', 'type': 'argument_list', 'children': ['30']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'all_dates'},{'id': '31', 'type': 'call', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '33', 'type': 'argument_list', 'children': ['34']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'all_sids'},{'id': '35', 'type': 'unary_operator', 'children': ['36'], 'value': '-'},{'id': '36', 'type': 'integer', 'children': [], 'value': '1'},{'id': '37', 'type': 'keyword_argument', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '39', 'type': 'attribute', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'int64'},{'id': '42', 'type': 'expression_statement', 'children': ['43']},{'id': '43', 'type': 'assignment', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'sid_ixs'},{'id': '45', 'type': 'call', 'children': ['46', '49']},{'id': '46', 'type': 'attribute', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'all_sids'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'searchsorted'},{'id': '49', 'type': 'argument_list', 'children': ['50']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'event_sids'},{'id': '51', 'type': 'expression_statement', 'children': ['52']},{'id': '52', 'type': 'assignment', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'dt_ixs'},{'id': '54', 'type': 'call', 'children': ['55', '58']},{'id': '55', 'type': 'attribute', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'all_dates'},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'searchsorted'},{'id': '58', 'type': 'argument_list', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'event_dates'},{'id': '60', 'type': 'keyword_argument', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'side'},{'id': '62', 'type': 'string', 'children': [], 'value': "'right'"},{'id': '63', 'type': 'expression_statement', 'children': ['64']},{'id': '64', 'type': 'assignment', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'ts_ixs'},{'id': '66', 'type': 'call', 'children': ['67', '70']},{'id': '67', 'type': 'attribute', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'searchsorted'},{'id': '70', 'type': 'argument_list', 'children': ['71', '72']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'event_timestamps'},{'id': '72', 'type': 'keyword_argument', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'side'},{'id': '74', 'type': 'string', 'children': [], 'value': "'right'"},{'id': '75', 'type': 'for_statement', 'children': ['76', '77', '90']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '77', 'type': 'call', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '79', 'type': 'argument_list', 'children': ['80', '86', '88']},{'id': '80', 'type': 'binary_operator', 'children': ['81', '85'], 'value': '-'},{'id': '81', 'type': 'call', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '83', 'type': 'argument_list', 'children': ['84']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'event_sids'},{'id': '85', 'type': 'integer', 'children': [], 'value': '1'},{'id': '86', 'type': 'unary_operator', 'children': ['87'], 'value': '-'},{'id': '87', 'type': 'integer', 'children': [], 'value': '1'},{'id': '88', 'type': 'unary_operator', 'children': ['89'], 'value': '-'},{'id': '89', 'type': 'integer', 'children': [], 'value': '1'},{'id': '90', 'type': 'block', 'children': ['91', '97', '103']},{'id': '91', 'type': 'expression_statement', 'children': ['92']},{'id': '92', 'type': 'assignment', 'children': ['93', '94']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'start_ix'},{'id': '94', 'type': 'subscript', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'ts_ixs'},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '97', 'type': 'expression_statement', 'children': ['98']},{'id': '98', 'type': 'assignment', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'end_ix'},{'id': '100', 'type': 'subscript', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'dt_ixs'},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '103', 'type': 'expression_statement', 'children': ['104']},{'id': '104', 'type': 'assignment', 'children': ['105', '114']},{'id': '105', 'type': 'subscript', 'children': ['106', '107', '111']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '107', 'type': 'slice', 'children': ['108', '109', '110']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'start_ix'},{'id': '109', 'type': 'colon', 'children': []},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'end_ix'},{'id': '111', 'type': 'subscript', 'children': ['112', '113']},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'sid_ixs'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '115', 'type': 'return_statement', 'children': ['116']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'out'} | def next_event_indexer(all_dates,
data_query_cutoff,
all_sids,
event_dates,
event_timestamps,
event_sids):
validate_event_metadata(event_dates, event_timestamps, event_sids)
out = np.full((len(all_dates), len(all_sids)), -1, dtype=np.int64)
sid_ixs = all_sids.searchsorted(event_sids)
dt_ixs = all_dates.searchsorted(event_dates, side='right')
ts_ixs = data_query_cutoff.searchsorted(event_timestamps, side='right')
for i in range(len(event_sids) - 1, -1, -1):
start_ix = ts_ixs[i]
end_ix = dt_ixs[i]
out[start_ix:end_ix, sid_ixs[i]] = i
return out |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'previous_event_indexer'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '8']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff_times'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'all_sids'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'event_dates'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'event_timestamps'},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'event_sids'},{'id': '9', 'type': 'block', 'children': ['10', '17', '41', '51', '60', '72', '76', '126']},{'id': '10', 'type': 'expression_statement', 'children': ['11']},{'id': '11', 'type': 'call', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'validate_event_metadata'},{'id': '13', 'type': 'argument_list', 'children': ['14', '15', '16']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'event_dates'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'event_timestamps'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'event_sids'},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'assignment', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '20', 'type': 'call', 'children': ['21', '24']},{'id': '21', 'type': 'attribute', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'full'},{'id': '24', 'type': 'argument_list', 'children': ['25', '34', '36']},{'id': '25', 'type': 'tuple', 'children': ['26', '30']},{'id': '26', 'type': 'call', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '28', 'type': 'argument_list', 'children': ['29']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff_times'},{'id': '30', 'type': 'call', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '32', 'type': 'argument_list', 'children': ['33']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'all_sids'},{'id': '34', 'type': 'unary_operator', 'children': ['35'], 'value': '-'},{'id': '35', 'type': 'integer', 'children': [], 'value': '1'},{'id': '36', 'type': 'keyword_argument', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '38', 'type': 'attribute', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'int64'},{'id': '41', 'type': 'expression_statement', 'children': ['42']},{'id': '42', 'type': 'assignment', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'eff_dts'},{'id': '44', 'type': 'call', 'children': ['45', '48']},{'id': '45', 'type': 'attribute', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'maximum'},{'id': '48', 'type': 'argument_list', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'event_dates'},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'event_timestamps'},{'id': '51', 'type': 'expression_statement', 'children': ['52']},{'id': '52', 'type': 'assignment', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'sid_ixs'},{'id': '54', 'type': 'call', 'children': ['55', '58']},{'id': '55', 'type': 'attribute', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'all_sids'},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'searchsorted'},{'id': '58', 'type': 'argument_list', 'children': ['59']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'event_sids'},{'id': '60', 'type': 'expression_statement', 'children': ['61']},{'id': '61', 'type': 'assignment', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'dt_ixs'},{'id': '63', 'type': 'call', 'children': ['64', '67']},{'id': '64', 'type': 'attribute', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff_times'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'searchsorted'},{'id': '67', 'type': 'argument_list', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'eff_dts'},{'id': '69', 'type': 'keyword_argument', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'side'},{'id': '71', 'type': 'string', 'children': [], 'value': "'right'"},{'id': '72', 'type': 'expression_statement', 'children': ['73']},{'id': '73', 'type': 'assignment', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'last_written'},{'id': '75', 'type': 'dictionary', 'children': []},{'id': '76', 'type': 'for_statement', 'children': ['77', '78', '91']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '78', 'type': 'call', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '80', 'type': 'argument_list', 'children': ['81', '87', '89']},{'id': '81', 'type': 'binary_operator', 'children': ['82', '86'], 'value': '-'},{'id': '82', 'type': 'call', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '84', 'type': 'argument_list', 'children': ['85']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'event_dates'},{'id': '86', 'type': 'integer', 'children': [], 'value': '1'},{'id': '87', 'type': 'unary_operator', 'children': ['88'], 'value': '-'},{'id': '88', 'type': 'integer', 'children': [], 'value': '1'},{'id': '89', 'type': 'unary_operator', 'children': ['90'], 'value': '-'},{'id': '90', 'type': 'integer', 'children': [], 'value': '1'},{'id': '91', 'type': 'block', 'children': ['92', '98', '104', '120']},{'id': '92', 'type': 'expression_statement', 'children': ['93']},{'id': '93', 'type': 'assignment', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'sid_ix'},{'id': '95', 'type': 'subscript', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'sid_ixs'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '98', 'type': 'expression_statement', 'children': ['99']},{'id': '99', 'type': 'assignment', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'dt_ix'},{'id': '101', 'type': 'subscript', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'dt_ixs'},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '104', 'type': 'expression_statement', 'children': ['105']},{'id': '105', 'type': 'assignment', 'children': ['106', '119']},{'id': '106', 'type': 'subscript', 'children': ['107', '108', '118']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '108', 'type': 'slice', 'children': ['109', '110', '111']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'dt_ix'},{'id': '110', 'type': 'colon', 'children': []},{'id': '111', 'type': 'call', 'children': ['112', '115']},{'id': '112', 'type': 'attribute', 'children': ['113', '114']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'last_written'},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '115', 'type': 'argument_list', 'children': ['116', '117']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'sid_ix'},{'id': '117', 'type': 'None', 'children': []},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'sid_ix'},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '120', 'type': 'expression_statement', 'children': ['121']},{'id': '121', 'type': 'assignment', 'children': ['122', '125']},{'id': '122', 'type': 'subscript', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'last_written'},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'sid_ix'},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'dt_ix'},{'id': '126', 'type': 'return_statement', 'children': ['127']},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'out'} | def previous_event_indexer(data_query_cutoff_times,
all_sids,
event_dates,
event_timestamps,
event_sids):
validate_event_metadata(event_dates, event_timestamps, event_sids)
out = np.full(
(len(data_query_cutoff_times), len(all_sids)),
-1,
dtype=np.int64,
)
eff_dts = np.maximum(event_dates, event_timestamps)
sid_ixs = all_sids.searchsorted(event_sids)
dt_ixs = data_query_cutoff_times.searchsorted(eff_dts, side='right')
last_written = {}
for i in range(len(event_dates) - 1, -1, -1):
sid_ix = sid_ixs[i]
dt_ix = dt_ixs[i]
out[dt_ix:last_written.get(sid_ix, None), sid_ix] = i
last_written[sid_ix] = dt_ix
return out |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '16']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'last_in_date_group'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '10', '13']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff_times'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'assets'},{'id': '7', 'type': 'default_parameter', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'reindex'},{'id': '9', 'type': 'True', 'children': []},{'id': '10', 'type': 'default_parameter', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'have_sids'},{'id': '12', 'type': 'True', 'children': []},{'id': '13', 'type': 'default_parameter', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'extra_groupers'},{'id': '15', 'type': 'None', 'children': []},{'id': '16', 'type': 'block', 'children': ['17', '33', '41', '50', '54', '78', '100', '167']},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'assignment', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'idx'},{'id': '20', 'type': 'list', 'children': ['21'], 'value': '[data_query_cutoff_times[data_query_cutoff_times.searchsorted(\n df[TS_FIELD_NAME].values,\n )]]'},{'id': '21', 'type': 'subscript', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff_times'},{'id': '23', 'type': 'call', 'children': ['24', '27']},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff_times'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'searchsorted'},{'id': '27', 'type': 'argument_list', 'children': ['28']},{'id': '28', 'type': 'attribute', 'children': ['29', '32']},{'id': '29', 'type': 'subscript', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'TS_FIELD_NAME'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '33', 'type': 'if_statement', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'have_sids'},{'id': '35', 'type': 'block', 'children': ['36']},{'id': '36', 'type': 'expression_statement', 'children': ['37']},{'id': '37', 'type': 'augmented_assignment', 'children': ['38', '39'], 'value': '+='},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'idx'},{'id': '39', 'type': 'list', 'children': ['40'], 'value': '[SID_FIELD_NAME]'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'SID_FIELD_NAME'},{'id': '41', 'type': 'if_statement', 'children': ['42', '45']},{'id': '42', 'type': 'comparison_operator', 'children': ['43', '44'], 'value': 'is'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'extra_groupers'},{'id': '44', 'type': 'None', 'children': []},{'id': '45', 'type': 'block', 'children': ['46']},{'id': '46', 'type': 'expression_statement', 'children': ['47']},{'id': '47', 'type': 'assignment', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'extra_groupers'},{'id': '49', 'type': 'list', 'children': [], 'value': '[]'},{'id': '50', 'type': 'expression_statement', 'children': ['51']},{'id': '51', 'type': 'augmented_assignment', 'children': ['52', '53'], 'value': '+='},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'idx'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'extra_groupers'},{'id': '54', 'type': 'expression_statement', 'children': ['55']},{'id': '55', 'type': 'assignment', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'last_in_group'},{'id': '57', 'type': 'call', 'children': ['58', '77']},{'id': '58', 'type': 'attribute', 'children': ['59', '76']},{'id': '59', 'type': 'call', 'children': ['60', '71']},{'id': '60', 'type': 'attribute', 'children': ['61', '70']},{'id': '61', 'type': 'call', 'children': ['62', '65']},{'id': '62', 'type': 'attribute', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'drop'},{'id': '65', 'type': 'argument_list', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'TS_FIELD_NAME'},{'id': '67', 'type': 'keyword_argument', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '69', 'type': 'integer', 'children': [], 'value': '1'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'groupby'},{'id': '71', 'type': 'argument_list', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'idx'},{'id': '73', 'type': 'keyword_argument', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '75', 'type': 'False', 'children': []},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'last'},{'id': '77', 'type': 'argument_list', 'children': []},{'id': '78', 'type': 'for_statement', 'children': ['79', '80', '89']},{'id': '79', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '80', 'type': 'call', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '82', 'type': 'argument_list', 'children': ['83']},{'id': '83', 'type': 'binary_operator', 'children': ['84', '88'], 'value': '-'},{'id': '84', 'type': 'call', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '86', 'type': 'argument_list', 'children': ['87']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'idx'},{'id': '88', 'type': 'integer', 'children': [], 'value': '1'},{'id': '89', 'type': 'block', 'children': ['90']},{'id': '90', 'type': 'expression_statement', 'children': ['91']},{'id': '91', 'type': 'assignment', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'last_in_group'},{'id': '93', 'type': 'call', 'children': ['94', '97']},{'id': '94', 'type': 'attribute', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'last_in_group'},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'unstack'},{'id': '97', 'type': 'argument_list', 'children': ['98']},{'id': '98', 'type': 'unary_operator', 'children': ['99'], 'value': '-'},{'id': '99', 'type': 'integer', 'children': [], 'value': '1'},{'id': '100', 'type': 'if_statement', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'reindex'},{'id': '102', 'type': 'block', 'children': ['103']},{'id': '103', 'type': 'if_statement', 'children': ['104', '105', '156']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'have_sids'},{'id': '105', 'type': 'block', 'children': ['106', '112']},{'id': '106', 'type': 'expression_statement', 'children': ['107']},{'id': '107', 'type': 'assignment', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'cols'},{'id': '109', 'type': 'attribute', 'children': ['110', '111']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'last_in_group'},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '112', 'type': 'expression_statement', 'children': ['113']},{'id': '113', 'type': 'assignment', 'children': ['114', '115']},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'last_in_group'},{'id': '115', 'type': 'call', 'children': ['116', '119']},{'id': '116', 'type': 'attribute', 'children': ['117', '118']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'last_in_group'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'reindex'},{'id': '119', 'type': 'argument_list', 'children': ['120', '123']},{'id': '120', 'type': 'keyword_argument', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff_times'},{'id': '123', 'type': 'keyword_argument', 'children': ['124', '125']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '125', 'type': 'call', 'children': ['126', '131']},{'id': '126', 'type': 'attribute', 'children': ['127', '130']},{'id': '127', 'type': 'attribute', 'children': ['128', '129']},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'pd'},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'MultiIndex'},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'from_product'},{'id': '131', 'type': 'argument_list', 'children': ['132', '151']},{'id': '132', 'type': 'binary_operator', 'children': ['133', '149'], 'value': '+'},{'id': '133', 'type': 'call', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'tuple'},{'id': '135', 'type': 'argument_list', 'children': ['136']},{'id': '136', 'type': 'subscript', 'children': ['137', '140']},{'id': '137', 'type': 'attribute', 'children': ['138', '139']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'cols'},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'levels'},{'id': '140', 'type': 'slice', 'children': ['141', '142', '143']},{'id': '141', 'type': 'integer', 'children': [], 'value': '0'},{'id': '142', 'type': 'colon', 'children': []},{'id': '143', 'type': 'binary_operator', 'children': ['144', '148'], 'value': '+'},{'id': '144', 'type': 'call', 'children': ['145', '146']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '146', 'type': 'argument_list', 'children': ['147']},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'extra_groupers'},{'id': '148', 'type': 'integer', 'children': [], 'value': '1'},{'id': '149', 'type': 'tuple', 'children': ['150']},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'assets'},{'id': '151', 'type': 'keyword_argument', 'children': ['152', '153']},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'names'},{'id': '153', 'type': 'attribute', 'children': ['154', '155']},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'cols'},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'names'},{'id': '156', 'type': 'else_clause', 'children': ['157']},{'id': '157', 'type': 'block', 'children': ['158']},{'id': '158', 'type': 'expression_statement', 'children': ['159']},{'id': '159', 'type': 'assignment', 'children': ['160', '161']},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'last_in_group'},{'id': '161', 'type': 'call', 'children': ['162', '165']},{'id': '162', 'type': 'attribute', 'children': ['163', '164']},{'id': '163', 'type': 'identifier', 'children': [], 'value': 'last_in_group'},{'id': '164', 'type': 'identifier', 'children': [], 'value': 'reindex'},{'id': '165', 'type': 'argument_list', 'children': ['166']},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff_times'},{'id': '167', 'type': 'return_statement', 'children': ['168']},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'last_in_group'} | def last_in_date_group(df,
data_query_cutoff_times,
assets,
reindex=True,
have_sids=True,
extra_groupers=None):
idx = [data_query_cutoff_times[data_query_cutoff_times.searchsorted(
df[TS_FIELD_NAME].values,
)]]
if have_sids:
idx += [SID_FIELD_NAME]
if extra_groupers is None:
extra_groupers = []
idx += extra_groupers
last_in_group = df.drop(TS_FIELD_NAME, axis=1).groupby(
idx,
sort=False,
).last()
for _ in range(len(idx) - 1):
last_in_group = last_in_group.unstack(-1)
if reindex:
if have_sids:
cols = last_in_group.columns
last_in_group = last_in_group.reindex(
index=data_query_cutoff_times,
columns=pd.MultiIndex.from_product(
tuple(cols.levels[0:len(extra_groupers) + 1]) + (assets,),
names=cols.names,
),
)
else:
last_in_group = last_in_group.reindex(data_query_cutoff_times)
return last_in_group |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '10']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'risk_metric_period'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '8', '9']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'start_session'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'end_session'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'benchmark_returns'},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'algorithm_leverages'},{'id': '10', 'type': 'block', 'children': ['11', '29', '52', '66', '80', '96', '105', '117', '138', '213']},{'id': '11', 'type': 'expression_statement', 'children': ['12']},{'id': '12', 'type': 'assignment', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '14', 'type': 'subscript', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '16', 'type': 'binary_operator', 'children': ['17', '23'], 'value': '&'},{'id': '17', 'type': '()', 'children': ['18']},{'id': '18', 'type': 'comparison_operator', 'children': ['19', '22'], 'value': '>='},{'id': '19', 'type': 'attribute', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'start_session'},{'id': '23', 'type': '()', 'children': ['24']},{'id': '24', 'type': 'comparison_operator', 'children': ['25', '28'], 'value': '<='},{'id': '25', 'type': 'attribute', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'end_session'},{'id': '29', 'type': 'expression_statement', 'children': ['30']},{'id': '30', 'type': 'assignment', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'benchmark_returns'},{'id': '32', 'type': 'subscript', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'benchmark_returns'},{'id': '34', 'type': 'binary_operator', 'children': ['35', '41'], 'value': '&'},{'id': '35', 'type': '()', 'children': ['36']},{'id': '36', 'type': 'comparison_operator', 'children': ['37', '40'], 'value': '>='},{'id': '37', 'type': 'attribute', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'benchmark_returns'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'start_session'},{'id': '41', 'type': '()', 'children': ['42']},{'id': '42', 'type': 'comparison_operator', 'children': ['43', '46'], 'value': '<='},{'id': '43', 'type': 'attribute', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'benchmark_returns'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '46', 'type': 'subscript', 'children': ['47', '50']},{'id': '47', 'type': 'attribute', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '50', 'type': 'unary_operator', 'children': ['51'], 'value': '-'},{'id': '51', 'type': 'integer', 'children': [], 'value': '1'},{'id': '52', 'type': 'expression_statement', 'children': ['53']},{'id': '53', 'type': 'assignment', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'benchmark_period_returns'},{'id': '55', 'type': 'subscript', 'children': ['56', '64']},{'id': '56', 'type': 'attribute', 'children': ['57', '63']},{'id': '57', 'type': 'call', 'children': ['58', '61']},{'id': '58', 'type': 'attribute', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'ep'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'cum_returns'},{'id': '61', 'type': 'argument_list', 'children': ['62']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'benchmark_returns'},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'iloc'},{'id': '64', 'type': 'unary_operator', 'children': ['65'], 'value': '-'},{'id': '65', 'type': 'integer', 'children': [], 'value': '1'},{'id': '66', 'type': 'expression_statement', 'children': ['67']},{'id': '67', 'type': 'assignment', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'algorithm_period_returns'},{'id': '69', 'type': 'subscript', 'children': ['70', '78']},{'id': '70', 'type': 'attribute', 'children': ['71', '77']},{'id': '71', 'type': 'call', 'children': ['72', '75']},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'ep'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'cum_returns'},{'id': '75', 'type': 'argument_list', 'children': ['76']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'iloc'},{'id': '78', 'type': 'unary_operator', 'children': ['79'], 'value': '-'},{'id': '79', 'type': 'integer', 'children': [], 'value': '1'},{'id': '80', 'type': 'expression_statement', 'children': ['81']},{'id': '81', 'type': 'assignment', 'children': ['82', '85']},{'id': '82', 'type': 'pattern_list', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'alpha'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'beta'},{'id': '85', 'type': 'call', 'children': ['86', '89']},{'id': '86', 'type': 'attribute', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'ep'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'alpha_beta_aligned'},{'id': '89', 'type': 'argument_list', 'children': ['90', '93']},{'id': '90', 'type': 'attribute', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '93', 'type': 'attribute', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'benchmark_returns'},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '96', 'type': 'expression_statement', 'children': ['97']},{'id': '97', 'type': 'assignment', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'sharpe'},{'id': '99', 'type': 'call', 'children': ['100', '103']},{'id': '100', 'type': 'attribute', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'ep'},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'sharpe_ratio'},{'id': '103', 'type': 'argument_list', 'children': ['104']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '105', 'type': 'if_statement', 'children': ['106', '112']},{'id': '106', 'type': 'call', 'children': ['107', '110']},{'id': '107', 'type': 'attribute', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'pd'},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'isnull'},{'id': '110', 'type': 'argument_list', 'children': ['111']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'sharpe'},{'id': '112', 'type': 'block', 'children': ['113']},{'id': '113', 'type': 'expression_statement', 'children': ['114']},{'id': '114', 'type': 'assignment', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'sharpe'},{'id': '116', 'type': 'float', 'children': [], 'value': '0.0'},{'id': '117', 'type': 'expression_statement', 'children': ['118']},{'id': '118', 'type': 'assignment', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'sortino'},{'id': '120', 'type': 'call', 'children': ['121', '124']},{'id': '121', 'type': 'attribute', 'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'ep'},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'sortino_ratio'},{'id': '124', 'type': 'argument_list', 'children': ['125', '128']},{'id': '125', 'type': 'attribute', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '128', 'type': 'keyword_argument', 'children': ['129', '130']},{'id': '129', 'type': 'identifier', 'children': [], 'value': '_downside_risk'},{'id': '130', 'type': 'call', 'children': ['131', '134']},{'id': '131', 'type': 'attribute', 'children': ['132', '133']},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'ep'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'downside_risk'},{'id': '134', 'type': 'argument_list', 'children': ['135']},{'id': '135', 'type': 'attribute', 'children': ['136', '137']},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '138', 'type': 'expression_statement', 'children': ['139']},{'id': '139', 'type': 'assignment', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'rval'},{'id': '141', 'type': 'dictionary', 'children': ['142', '145', '148', '151', '154', '157', '160', '163', '166', '174', '180', '188', '196', '206']},{'id': '142', 'type': 'pair', 'children': ['143', '144']},{'id': '143', 'type': 'string', 'children': [], 'value': "'algorithm_period_return'"},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'algorithm_period_returns'},{'id': '145', 'type': 'pair', 'children': ['146', '147']},{'id': '146', 'type': 'string', 'children': [], 'value': "'benchmark_period_return'"},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'benchmark_period_returns'},{'id': '148', 'type': 'pair', 'children': ['149', '150']},{'id': '149', 'type': 'string', 'children': [], 'value': "'treasury_period_return'"},{'id': '150', 'type': 'integer', 'children': [], 'value': '0'},{'id': '151', 'type': 'pair', 'children': ['152', '153']},{'id': '152', 'type': 'string', 'children': [], 'value': "'excess_return'"},{'id': '153', 'type': 'identifier', 'children': [], 'value': 'algorithm_period_returns'},{'id': '154', 'type': 'pair', 'children': ['155', '156']},{'id': '155', 'type': 'string', 'children': [], 'value': "'alpha'"},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'alpha'},{'id': '157', 'type': 'pair', 'children': ['158', '159']},{'id': '158', 'type': 'string', 'children': [], 'value': "'beta'"},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'beta'},{'id': '160', 'type': 'pair', 'children': ['161', '162']},{'id': '161', 'type': 'string', 'children': [], 'value': "'sharpe'"},{'id': '162', 'type': 'identifier', 'children': [], 'value': 'sharpe'},{'id': '163', 'type': 'pair', 'children': ['164', '165']},{'id': '164', 'type': 'string', 'children': [], 'value': "'sortino'"},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'sortino'},{'id': '166', 'type': 'pair', 'children': ['167', '168']},{'id': '167', 'type': 'string', 'children': [], 'value': "'period_label'"},{'id': '168', 'type': 'call', 'children': ['169', '172']},{'id': '169', 'type': 'attribute', 'children': ['170', '171']},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'end_session'},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'strftime'},{'id': '172', 'type': 'argument_list', 'children': ['173']},{'id': '173', 'type': 'string', 'children': [], 'value': '"%Y-%m"'},{'id': '174', 'type': 'pair', 'children': ['175', '176']},{'id': '175', 'type': 'string', 'children': [], 'value': "'trading_days'"},{'id': '176', 'type': 'call', 'children': ['177', '178']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '178', 'type': 'argument_list', 'children': ['179']},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'benchmark_returns'},{'id': '180', 'type': 'pair', 'children': ['181', '182']},{'id': '181', 'type': 'string', 'children': [], 'value': "'algo_volatility'"},{'id': '182', 'type': 'call', 'children': ['183', '186']},{'id': '183', 'type': 'attribute', 'children': ['184', '185']},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'ep'},{'id': '185', 'type': 'identifier', 'children': [], 'value': 'annual_volatility'},{'id': '186', 'type': 'argument_list', 'children': ['187']},{'id': '187', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '188', 'type': 'pair', 'children': ['189', '190']},{'id': '189', 'type': 'string', 'children': [], 'value': "'benchmark_volatility'"},{'id': '190', 'type': 'call', 'children': ['191', '194']},{'id': '191', 'type': 'attribute', 'children': ['192', '193']},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'ep'},{'id': '193', 'type': 'identifier', 'children': [], 'value': 'annual_volatility'},{'id': '194', 'type': 'argument_list', 'children': ['195']},{'id': '195', 'type': 'identifier', 'children': [], 'value': 'benchmark_returns'},{'id': '196', 'type': 'pair', 'children': ['197', '198']},{'id': '197', 'type': 'string', 'children': [], 'value': "'max_drawdown'"},{'id': '198', 'type': 'call', 'children': ['199', '202']},{'id': '199', 'type': 'attribute', 'children': ['200', '201']},{'id': '200', 'type': 'identifier', 'children': [], 'value': 'ep'},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'max_drawdown'},{'id': '202', 'type': 'argument_list', 'children': ['203']},{'id': '203', 'type': 'attribute', 'children': ['204', '205']},{'id': '204', 'type': 'identifier', 'children': [], 'value': 'algorithm_returns'},{'id': '205', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '206', 'type': 'pair', 'children': ['207', '208']},{'id': '207', 'type': 'string', 'children': [], 'value': "'max_leverage'"},{'id': '208', 'type': 'call', 'children': ['209', '212']},{'id': '209', 'type': 'attribute', 'children': ['210', '211']},{'id': '210', 'type': 'identifier', 'children': [], 'value': 'algorithm_leverages'},{'id': '211', 'type': 'identifier', 'children': [], 'value': 'max'},{'id': '212', 'type': 'argument_list', 'children': []},{'id': '213', 'type': 'return_statement', 'children': ['214']},{'id': '214', 'type': 'dictionary_comprehension', 'children': ['215', '232']},{'id': '215', 'type': 'pair', 'children': ['216', '217']},{'id': '216', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '217', 'type': '()', 'children': ['218']},{'id': '218', 'type': 'conditional_expression', 'children': ['219', '220', '231'], 'value': 'if'},{'id': '219', 'type': 'None', 'children': []},{'id': '220', 'type': 'boolean_operator', 'children': ['221', '224'], 'value': 'and'},{'id': '221', 'type': 'comparison_operator', 'children': ['222', '223'], 'value': '!='},{'id': '222', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '223', 'type': 'string', 'children': [], 'value': "'period_label'"},{'id': '224', 'type': 'not_operator', 'children': ['225']},{'id': '225', 'type': 'call', 'children': ['226', '229']},{'id': '226', 'type': 'attribute', 'children': ['227', '228']},{'id': '227', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '228', 'type': 'identifier', 'children': [], 'value': 'isfinite'},{'id': '229', 'type': 'argument_list', 'children': ['230']},{'id': '230', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '231', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '232', 'type': 'for_in_clause', 'children': ['233', '236']},{'id': '233', 'type': 'pattern_list', 'children': ['234', '235']},{'id': '234', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '235', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '236', 'type': 'call', 'children': ['237', '238']},{'id': '237', 'type': 'identifier', 'children': [], 'value': 'iteritems'},{'id': '238', 'type': 'argument_list', 'children': ['239']},{'id': '239', 'type': 'identifier', 'children': [], 'value': 'rval'} | def risk_metric_period(cls,
start_session,
end_session,
algorithm_returns,
benchmark_returns,
algorithm_leverages):
algorithm_returns = algorithm_returns[
(algorithm_returns.index >= start_session) &
(algorithm_returns.index <= end_session)
]
benchmark_returns = benchmark_returns[
(benchmark_returns.index >= start_session) &
(benchmark_returns.index <= algorithm_returns.index[-1])
]
benchmark_period_returns = ep.cum_returns(benchmark_returns).iloc[-1]
algorithm_period_returns = ep.cum_returns(algorithm_returns).iloc[-1]
alpha, beta = ep.alpha_beta_aligned(
algorithm_returns.values,
benchmark_returns.values,
)
sharpe = ep.sharpe_ratio(algorithm_returns)
if pd.isnull(sharpe):
sharpe = 0.0
sortino = ep.sortino_ratio(
algorithm_returns.values,
_downside_risk=ep.downside_risk(algorithm_returns.values),
)
rval = {
'algorithm_period_return': algorithm_period_returns,
'benchmark_period_return': benchmark_period_returns,
'treasury_period_return': 0,
'excess_return': algorithm_period_returns,
'alpha': alpha,
'beta': beta,
'sharpe': sharpe,
'sortino': sortino,
'period_label': end_session.strftime("%Y-%m"),
'trading_days': len(benchmark_returns),
'algo_volatility': ep.annual_volatility(algorithm_returns),
'benchmark_volatility': ep.annual_volatility(benchmark_returns),
'max_drawdown': ep.max_drawdown(algorithm_returns.values),
'max_leverage': algorithm_leverages.max(),
}
return {
k: (
None
if k != 'period_label' and not np.isfinite(v) else
v
)
for k, v in iteritems(rval)
} |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_last_data_per_qtr'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '8']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'assets_with_data'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'dates'},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff_times'},{'id': '9', 'type': 'block', 'children': ['10', '28', '34', '43', '54', '69', '78', '91']},{'id': '10', 'type': 'expression_statement', 'children': ['11']},{'id': '11', 'type': 'assignment', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'last_per_qtr'},{'id': '13', 'type': 'call', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'last_in_date_group'},{'id': '15', 'type': 'argument_list', 'children': ['16', '19', '20', '21', '24']},{'id': '16', 'type': 'attribute', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'estimates'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'data_query_cutoff_times'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'assets_with_data'},{'id': '21', 'type': 'keyword_argument', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'reindex'},{'id': '23', 'type': 'True', 'children': []},{'id': '24', 'type': 'keyword_argument', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'extra_groupers'},{'id': '26', 'type': 'list', 'children': ['27'], 'value': '[NORMALIZED_QUARTERS]'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'NORMALIZED_QUARTERS'},{'id': '28', 'type': 'expression_statement', 'children': ['29']},{'id': '29', 'type': 'assignment', 'children': ['30', '33']},{'id': '30', 'type': 'attribute', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'last_per_qtr'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'dates'},{'id': '34', 'type': 'expression_statement', 'children': ['35']},{'id': '35', 'type': 'call', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'ffill_across_cols'},{'id': '37', 'type': 'argument_list', 'children': ['38', '39', '40']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'last_per_qtr'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '40', 'type': 'attribute', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'name_map'},{'id': '43', 'type': 'expression_statement', 'children': ['44']},{'id': '44', 'type': 'assignment', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'stacked_last_per_qtr'},{'id': '46', 'type': 'call', 'children': ['47', '50']},{'id': '47', 'type': 'attribute', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'last_per_qtr'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'stack'},{'id': '50', 'type': 'argument_list', 'children': ['51']},{'id': '51', 'type': 'list', 'children': ['52', '53'], 'value': '[SID_FIELD_NAME, NORMALIZED_QUARTERS]'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'SID_FIELD_NAME'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'NORMALIZED_QUARTERS'},{'id': '54', 'type': 'expression_statement', 'children': ['55']},{'id': '55', 'type': 'call', 'children': ['56', '61']},{'id': '56', 'type': 'attribute', 'children': ['57', '60']},{'id': '57', 'type': 'attribute', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'stacked_last_per_qtr'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'set_names'},{'id': '61', 'type': 'argument_list', 'children': ['62', '63', '66']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'SIMULATION_DATES'},{'id': '63', 'type': 'keyword_argument', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'level'},{'id': '65', 'type': 'integer', 'children': [], 'value': '0'},{'id': '66', 'type': 'keyword_argument', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'inplace'},{'id': '68', 'type': 'True', 'children': []},{'id': '69', 'type': 'expression_statement', 'children': ['70']},{'id': '70', 'type': 'assignment', 'children': ['71', '72']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'stacked_last_per_qtr'},{'id': '72', 'type': 'call', 'children': ['73', '76']},{'id': '73', 'type': 'attribute', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'stacked_last_per_qtr'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'sort_values'},{'id': '76', 'type': 'argument_list', 'children': ['77']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'EVENT_DATE_FIELD_NAME'},{'id': '78', 'type': 'expression_statement', 'children': ['79']},{'id': '79', 'type': 'assignment', 'children': ['80', '83']},{'id': '80', 'type': 'subscript', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'stacked_last_per_qtr'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'EVENT_DATE_FIELD_NAME'},{'id': '83', 'type': 'call', 'children': ['84', '87']},{'id': '84', 'type': 'attribute', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'pd'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'to_datetime'},{'id': '87', 'type': 'argument_list', 'children': ['88']},{'id': '88', 'type': 'subscript', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'stacked_last_per_qtr'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'EVENT_DATE_FIELD_NAME'},{'id': '91', 'type': 'return_statement', 'children': ['92']},{'id': '92', 'type': 'expression_list', 'children': ['93', '94']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'last_per_qtr'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'stacked_last_per_qtr'} | def get_last_data_per_qtr(self,
assets_with_data,
columns,
dates,
data_query_cutoff_times):
last_per_qtr = last_in_date_group(
self.estimates,
data_query_cutoff_times,
assets_with_data,
reindex=True,
extra_groupers=[NORMALIZED_QUARTERS],
)
last_per_qtr.index = dates
ffill_across_cols(last_per_qtr, columns, self.name_map)
stacked_last_per_qtr = last_per_qtr.stack(
[SID_FIELD_NAME, NORMALIZED_QUARTERS],
)
stacked_last_per_qtr.index.set_names(
SIMULATION_DATES,
level=0,
inplace=True,
)
stacked_last_per_qtr = stacked_last_per_qtr.sort_values(
EVENT_DATE_FIELD_NAME,
)
stacked_last_per_qtr[EVENT_DATE_FIELD_NAME] = pd.to_datetime(
stacked_last_per_qtr[EVENT_DATE_FIELD_NAME]
)
return last_per_qtr, stacked_last_per_qtr |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_zeroth_quarter_idx'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'stacked_last_per_qtr'},{'id': '6', 'type': 'block', 'children': ['7', '44']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'assignment', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'previous_releases_per_date'},{'id': '10', 'type': 'call', 'children': ['11', '41']},{'id': '11', 'type': 'attribute', 'children': ['12', '40']},{'id': '12', 'type': 'call', 'children': ['13', '31']},{'id': '13', 'type': 'attribute', 'children': ['14', '30']},{'id': '14', 'type': 'subscript', 'children': ['15', '18']},{'id': '15', 'type': 'attribute', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'stacked_last_per_qtr'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'loc'},{'id': '18', 'type': 'comparison_operator', 'children': ['19', '22'], 'value': '<='},{'id': '19', 'type': 'subscript', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'stacked_last_per_qtr'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'EVENT_DATE_FIELD_NAME'},{'id': '22', 'type': 'call', 'children': ['23', '28']},{'id': '23', 'type': 'attribute', 'children': ['24', '27']},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'stacked_last_per_qtr'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'get_level_values'},{'id': '28', 'type': 'argument_list', 'children': ['29']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'SIMULATION_DATES'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'groupby'},{'id': '31', 'type': 'argument_list', 'children': ['32', '37']},{'id': '32', 'type': 'keyword_argument', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'level'},{'id': '34', 'type': 'list', 'children': ['35', '36'], 'value': '[SIMULATION_DATES, SID_FIELD_NAME]'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'SIMULATION_DATES'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'SID_FIELD_NAME'},{'id': '37', 'type': 'keyword_argument', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'as_index'},{'id': '39', 'type': 'False', 'children': []},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'nth'},{'id': '41', 'type': 'argument_list', 'children': ['42']},{'id': '42', 'type': 'unary_operator', 'children': ['43'], 'value': '-'},{'id': '43', 'type': 'integer', 'children': [], 'value': '1'},{'id': '44', 'type': 'return_statement', 'children': ['45']},{'id': '45', 'type': 'attribute', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'previous_releases_per_date'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'index'} | def get_zeroth_quarter_idx(self, stacked_last_per_qtr):
previous_releases_per_date = stacked_last_per_qtr.loc[
stacked_last_per_qtr[EVENT_DATE_FIELD_NAME] <=
stacked_last_per_qtr.index.get_level_values(SIMULATION_DATES)
].groupby(
level=[SIMULATION_DATES, SID_FIELD_NAME],
as_index=False,
).nth(-1)
return previous_releases_per_date.index |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '17']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'rank'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8', '11', '14']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '7', 'type': 'string', 'children': [], 'value': "'ordinal'"},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '10', 'type': 'True', 'children': []},{'id': '11', 'type': 'default_parameter', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'NotSpecified'},{'id': '14', 'type': 'default_parameter', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'groupby'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'NotSpecified'},{'id': '17', 'type': 'block', 'children': ['18', '37']},{'id': '18', 'type': 'if_statement', 'children': ['19', '22']},{'id': '19', 'type': 'comparison_operator', 'children': ['20', '21'], 'value': 'is'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'groupby'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'NotSpecified'},{'id': '22', 'type': 'block', 'children': ['23']},{'id': '23', 'type': 'return_statement', 'children': ['24']},{'id': '24', 'type': 'call', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'Rank'},{'id': '26', 'type': 'argument_list', 'children': ['27', '28', '31', '34']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '28', 'type': 'keyword_argument', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '31', 'type': 'keyword_argument', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '34', 'type': 'keyword_argument', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '37', 'type': 'return_statement', 'children': ['38']},{'id': '38', 'type': 'call', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'GroupedRowTransform'},{'id': '40', 'type': 'argument_list', 'children': ['41', '47', '51', '54', '57', '60', '63', '66']},{'id': '41', 'type': 'keyword_argument', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'transform'},{'id': '43', 'type': 'conditional_expression', 'children': ['44', '45', '46'], 'value': 'if'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'rankdata'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'rankdata_1d_descending'},{'id': '47', 'type': 'keyword_argument', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'transform_args'},{'id': '49', 'type': 'tuple', 'children': ['50']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '51', 'type': 'keyword_argument', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'factor'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '54', 'type': 'keyword_argument', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'groupby'},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'groupby'},{'id': '57', 'type': 'keyword_argument', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'float64_dtype'},{'id': '60', 'type': 'keyword_argument', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'missing_value'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'nan'},{'id': '63', 'type': 'keyword_argument', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '66', 'type': 'keyword_argument', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'window_safe'},{'id': '68', 'type': 'True', 'children': []} | def rank(self,
method='ordinal',
ascending=True,
mask=NotSpecified,
groupby=NotSpecified):
if groupby is NotSpecified:
return Rank(self, method=method, ascending=ascending, mask=mask)
return GroupedRowTransform(
transform=rankdata if ascending else rankdata_1d_descending,
transform_args=(method,),
factor=self,
groupby=groupby,
dtype=float64_dtype,
missing_value=nan,
mask=mask,
window_safe=True,
) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'find_in_sorted_index'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'dt'},{'id': '6', 'type': 'block', 'children': ['7', '16', '45']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'assignment', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'ix'},{'id': '10', 'type': 'call', 'children': ['11', '14']},{'id': '11', 'type': 'attribute', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'searchsorted'},{'id': '14', 'type': 'argument_list', 'children': ['15']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'dt'},{'id': '16', 'type': 'if_statement', 'children': ['17', '29']},{'id': '17', 'type': 'boolean_operator', 'children': ['18', '24'], 'value': 'or'},{'id': '18', 'type': 'comparison_operator', 'children': ['19', '20'], 'value': '=='},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'ix'},{'id': '20', 'type': 'call', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '22', 'type': 'argument_list', 'children': ['23']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '24', 'type': 'comparison_operator', 'children': ['25', '28'], 'value': '!='},{'id': '25', 'type': 'subscript', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'ix'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'dt'},{'id': '29', 'type': 'block', 'children': ['30']},{'id': '30', 'type': 'raise_statement', 'children': ['31']},{'id': '31', 'type': 'call', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'LookupError'},{'id': '33', 'type': 'argument_list', 'children': ['34']},{'id': '34', 'type': 'call', 'children': ['35', '38']},{'id': '35', 'type': 'attribute', 'children': ['36', '37']},{'id': '36', 'type': 'string', 'children': [], 'value': '"{dt} is not in {dts}"'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '38', 'type': 'argument_list', 'children': ['39', '42']},{'id': '39', 'type': 'keyword_argument', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'dt'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'dt'},{'id': '42', 'type': 'keyword_argument', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '45', 'type': 'return_statement', 'children': ['46']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'ix'} | def find_in_sorted_index(dts, dt):
ix = dts.searchsorted(dt)
if ix == len(dts) or dts[ix] != dt:
raise LookupError("{dt} is not in {dts}".format(dt=dt, dts=dts))
return ix |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'nearest_unequal_elements'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'dt'},{'id': '6', 'type': 'block', 'children': ['7', '18', '29', '40', '52', '70', '114', '125', '139']},{'id': '7', 'type': 'if_statement', 'children': ['8', '12']},{'id': '8', 'type': 'not_operator', 'children': ['9']},{'id': '9', 'type': 'attribute', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'is_unique'},{'id': '12', 'type': 'block', 'children': ['13']},{'id': '13', 'type': 'raise_statement', 'children': ['14']},{'id': '14', 'type': 'call', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '16', 'type': 'argument_list', 'children': ['17']},{'id': '17', 'type': 'string', 'children': [], 'value': '"dts must be unique"'},{'id': '18', 'type': 'if_statement', 'children': ['19', '23']},{'id': '19', 'type': 'not_operator', 'children': ['20']},{'id': '20', 'type': 'attribute', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'is_monotonic_increasing'},{'id': '23', 'type': 'block', 'children': ['24']},{'id': '24', 'type': 'raise_statement', 'children': ['25']},{'id': '25', 'type': 'call', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '27', 'type': 'argument_list', 'children': ['28']},{'id': '28', 'type': 'string', 'children': [], 'value': '"dts must be sorted in increasing order"'},{'id': '29', 'type': 'if_statement', 'children': ['30', '35']},{'id': '30', 'type': 'not_operator', 'children': ['31']},{'id': '31', 'type': 'call', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '33', 'type': 'argument_list', 'children': ['34']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '35', 'type': 'block', 'children': ['36']},{'id': '36', 'type': 'return_statement', 'children': ['37']},{'id': '37', 'type': 'expression_list', 'children': ['38', '39']},{'id': '38', 'type': 'None', 'children': []},{'id': '39', 'type': 'None', 'children': []},{'id': '40', 'type': 'expression_statement', 'children': ['41']},{'id': '41', 'type': 'assignment', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'sortpos'},{'id': '43', 'type': 'call', 'children': ['44', '47']},{'id': '44', 'type': 'attribute', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'searchsorted'},{'id': '47', 'type': 'argument_list', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'dt'},{'id': '49', 'type': 'keyword_argument', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'side'},{'id': '51', 'type': 'string', 'children': [], 'value': "'left'"},{'id': '52', 'type': 'try_statement', 'children': ['53', '60']},{'id': '53', 'type': 'block', 'children': ['54']},{'id': '54', 'type': 'expression_statement', 'children': ['55']},{'id': '55', 'type': 'assignment', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'sortval'},{'id': '57', 'type': 'subscript', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'sortpos'},{'id': '60', 'type': 'except_clause', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'IndexError'},{'id': '62', 'type': 'block', 'children': ['63']},{'id': '63', 'type': 'return_statement', 'children': ['64']},{'id': '64', 'type': 'expression_list', 'children': ['65', '69']},{'id': '65', 'type': 'subscript', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '67', 'type': 'unary_operator', 'children': ['68'], 'value': '-'},{'id': '68', 'type': 'integer', 'children': [], 'value': '1'},{'id': '69', 'type': 'None', 'children': []},{'id': '70', 'type': 'if_statement', 'children': ['71', '74', '85', '102']},{'id': '71', 'type': 'comparison_operator', 'children': ['72', '73'], 'value': '<'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'dt'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'sortval'},{'id': '74', 'type': 'block', 'children': ['75', '81']},{'id': '75', 'type': 'expression_statement', 'children': ['76']},{'id': '76', 'type': 'assignment', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'lower_ix'},{'id': '78', 'type': 'binary_operator', 'children': ['79', '80'], 'value': '-'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'sortpos'},{'id': '80', 'type': 'integer', 'children': [], 'value': '1'},{'id': '81', 'type': 'expression_statement', 'children': ['82']},{'id': '82', 'type': 'assignment', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'upper_ix'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'sortpos'},{'id': '85', 'type': 'elif_clause', 'children': ['86', '89']},{'id': '86', 'type': 'comparison_operator', 'children': ['87', '88'], 'value': '=='},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'dt'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'sortval'},{'id': '89', 'type': 'block', 'children': ['90', '96']},{'id': '90', 'type': 'expression_statement', 'children': ['91']},{'id': '91', 'type': 'assignment', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'lower_ix'},{'id': '93', 'type': 'binary_operator', 'children': ['94', '95'], 'value': '-'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'sortpos'},{'id': '95', 'type': 'integer', 'children': [], 'value': '1'},{'id': '96', 'type': 'expression_statement', 'children': ['97']},{'id': '97', 'type': 'assignment', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'upper_ix'},{'id': '99', 'type': 'binary_operator', 'children': ['100', '101'], 'value': '+'},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'sortpos'},{'id': '101', 'type': 'integer', 'children': [], 'value': '1'},{'id': '102', 'type': 'else_clause', 'children': ['103']},{'id': '103', 'type': 'block', 'children': ['104', '108']},{'id': '104', 'type': 'expression_statement', 'children': ['105']},{'id': '105', 'type': 'assignment', 'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'lower_ix'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'sortpos'},{'id': '108', 'type': 'expression_statement', 'children': ['109']},{'id': '109', 'type': 'assignment', 'children': ['110', '111']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'upper_ix'},{'id': '111', 'type': 'binary_operator', 'children': ['112', '113'], 'value': '+'},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'sortpos'},{'id': '113', 'type': 'integer', 'children': [], 'value': '1'},{'id': '114', 'type': 'expression_statement', 'children': ['115']},{'id': '115', 'type': 'assignment', 'children': ['116', '117']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'lower_value'},{'id': '117', 'type': 'conditional_expression', 'children': ['118', '121', '124'], 'value': 'if'},{'id': '118', 'type': 'subscript', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'lower_ix'},{'id': '121', 'type': 'comparison_operator', 'children': ['122', '123'], 'value': '>='},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'lower_ix'},{'id': '123', 'type': 'integer', 'children': [], 'value': '0'},{'id': '124', 'type': 'None', 'children': []},{'id': '125', 'type': 'expression_statement', 'children': ['126']},{'id': '126', 'type': 'assignment', 'children': ['127', '128']},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'upper_value'},{'id': '128', 'type': 'conditional_expression', 'children': ['129', '132', '138'], 'value': 'if'},{'id': '129', 'type': 'subscript', 'children': ['130', '131']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'upper_ix'},{'id': '132', 'type': 'comparison_operator', 'children': ['133', '134'], 'value': '<'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'upper_ix'},{'id': '134', 'type': 'call', 'children': ['135', '136']},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '136', 'type': 'argument_list', 'children': ['137']},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'dts'},{'id': '138', 'type': 'None', 'children': []},{'id': '139', 'type': 'return_statement', 'children': ['140']},{'id': '140', 'type': 'expression_list', 'children': ['141', '142']},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'lower_value'},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'upper_value'} | def nearest_unequal_elements(dts, dt):
if not dts.is_unique:
raise ValueError("dts must be unique")
if not dts.is_monotonic_increasing:
raise ValueError("dts must be sorted in increasing order")
if not len(dts):
return None, None
sortpos = dts.searchsorted(dt, side='left')
try:
sortval = dts[sortpos]
except IndexError:
return dts[-1], None
if dt < sortval:
lower_ix = sortpos - 1
upper_ix = sortpos
elif dt == sortval:
lower_ix = sortpos - 1
upper_ix = sortpos + 1
else:
lower_ix = sortpos
upper_ix = sortpos + 1
lower_value = dts[lower_ix] if lower_ix >= 0 else None
upper_value = dts[upper_ix] if upper_ix < len(dts) else None
return lower_value, upper_value |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'date_sorted_sources'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'list_splat_pattern', 'children': ['5']},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'sources'},{'id': '6', 'type': 'block', 'children': ['7', '24']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'assignment', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'sorted_stream'},{'id': '10', 'type': 'call', 'children': ['11', '14']},{'id': '11', 'type': 'attribute', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'heapq'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'merge'},{'id': '14', 'type': 'argument_list', 'children': ['15']},{'id': '15', 'type': 'list_splat', 'children': ['16']},{'id': '16', 'type': 'generator_expression', 'children': ['17', '21']},{'id': '17', 'type': 'call', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': '_decorate_source'},{'id': '19', 'type': 'argument_list', 'children': ['20']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '21', 'type': 'for_in_clause', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'sources'},{'id': '24', 'type': 'for_statement', 'children': ['25', '28', '29']},{'id': '25', 'type': 'pattern_list', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'message'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'sorted_stream'},{'id': '29', 'type': 'block', 'children': ['30']},{'id': '30', 'type': 'expression_statement', 'children': ['31']},{'id': '31', 'type': 'yield', 'children': ['32']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'message'} | def date_sorted_sources(*sources):
sorted_stream = heapq.merge(*(_decorate_source(s) for s in sources))
for _, message in sorted_stream:
yield message |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'execution_order'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'refcounts'},{'id': '6', 'type': 'block', 'children': ['7']},{'id': '7', 'type': 'return_statement', 'children': ['8']},{'id': '8', 'type': 'call', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'iter'},{'id': '10', 'type': 'argument_list', 'children': ['11']},{'id': '11', 'type': 'call', 'children': ['12', '15']},{'id': '12', 'type': 'attribute', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'nx'},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'topological_sort'},{'id': '15', 'type': 'argument_list', 'children': ['16']},{'id': '16', 'type': 'call', 'children': ['17', '22']},{'id': '17', 'type': 'attribute', 'children': ['18', '21']},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'graph'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'subgraph'},{'id': '22', 'type': 'argument_list', 'children': ['23']},{'id': '23', 'type': 'set_comprehension', 'children': ['24', '25', '34']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'term'},{'id': '25', 'type': 'for_in_clause', 'children': ['26', '29']},{'id': '26', 'type': 'pattern_list', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'term'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'refcount'},{'id': '29', 'type': 'call', 'children': ['30', '33']},{'id': '30', 'type': 'attribute', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'refcounts'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '33', 'type': 'argument_list', 'children': []},{'id': '34', 'type': 'if_clause', 'children': ['35']},{'id': '35', 'type': 'comparison_operator', 'children': ['36', '37'], 'value': '>'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'refcount'},{'id': '37', 'type': 'integer', 'children': [], 'value': '0'} | def execution_order(self, refcounts):
return iter(nx.topological_sort(
self.graph.subgraph(
{term for term, refcount in refcounts.items() if refcount > 0},
),
)) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9', '11']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'parse'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '5', 'type': 'typed_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'headers'},{'id': '7', 'type': 'type', 'children': ['8']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '9', 'type': 'type', 'children': ['10']},{'id': '10', 'type': 'string', 'children': [], 'value': '"HTTPHeaders"'},{'id': '11', 'type': 'block', 'children': ['12', '18', '37']},{'id': '12', 'type': 'expression_statement', 'children': ['13']},{'id': '13', 'type': 'assignment', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'h'},{'id': '15', 'type': 'call', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '17', 'type': 'argument_list', 'children': []},{'id': '18', 'type': 'for_statement', 'children': ['19', '20', '26']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'line'},{'id': '20', 'type': 'call', 'children': ['21', '24']},{'id': '21', 'type': 'attribute', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': '_CRLF_RE'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'split'},{'id': '24', 'type': 'argument_list', 'children': ['25']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'headers'},{'id': '26', 'type': 'block', 'children': ['27']},{'id': '27', 'type': 'if_statement', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'line'},{'id': '29', 'type': 'block', 'children': ['30']},{'id': '30', 'type': 'expression_statement', 'children': ['31']},{'id': '31', 'type': 'call', 'children': ['32', '35']},{'id': '32', 'type': 'attribute', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'h'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'parse_line'},{'id': '35', 'type': 'argument_list', 'children': ['36']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'line'},{'id': '37', 'type': 'return_statement', 'children': ['38']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'h'} | def parse(cls, headers: str) -> "HTTPHeaders":
h = cls()
for line in _CRLF_RE.split(headers):
if line:
h.parse_line(line)
return h |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'lovasz_grad'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'gt_sorted'},{'id': '5', 'type': 'block', 'children': ['6', '13', '21', '36', '54', '62', '89']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '9', 'type': 'call', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '11', 'type': 'argument_list', 'children': ['12']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'gt_sorted'},{'id': '13', 'type': 'expression_statement', 'children': ['14']},{'id': '14', 'type': 'assignment', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'gts'},{'id': '16', 'type': 'call', 'children': ['17', '20']},{'id': '17', 'type': 'attribute', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'gt_sorted'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'sum'},{'id': '20', 'type': 'argument_list', 'children': []},{'id': '21', 'type': 'expression_statement', 'children': ['22']},{'id': '22', 'type': 'assignment', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'intersection'},{'id': '24', 'type': 'binary_operator', 'children': ['25', '26'], 'value': '-'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'gts'},{'id': '26', 'type': 'call', 'children': ['27', '34']},{'id': '27', 'type': 'attribute', 'children': ['28', '33']},{'id': '28', 'type': 'call', 'children': ['29', '32']},{'id': '29', 'type': 'attribute', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'gt_sorted'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'float'},{'id': '32', 'type': 'argument_list', 'children': []},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'cumsum'},{'id': '34', 'type': 'argument_list', 'children': ['35']},{'id': '35', 'type': 'integer', 'children': [], 'value': '0'},{'id': '36', 'type': 'expression_statement', 'children': ['37']},{'id': '37', 'type': 'assignment', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'union'},{'id': '39', 'type': 'binary_operator', 'children': ['40', '41'], 'value': '+'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'gts'},{'id': '41', 'type': 'call', 'children': ['42', '52']},{'id': '42', 'type': 'attribute', 'children': ['43', '51']},{'id': '43', 'type': 'call', 'children': ['44', '50']},{'id': '44', 'type': 'attribute', 'children': ['45', '49']},{'id': '45', 'type': '()', 'children': ['46']},{'id': '46', 'type': 'binary_operator', 'children': ['47', '48'], 'value': '-'},{'id': '47', 'type': 'integer', 'children': [], 'value': '1'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'gt_sorted'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'float'},{'id': '50', 'type': 'argument_list', 'children': []},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'cumsum'},{'id': '52', 'type': 'argument_list', 'children': ['53']},{'id': '53', 'type': 'integer', 'children': [], 'value': '0'},{'id': '54', 'type': 'expression_statement', 'children': ['55']},{'id': '55', 'type': 'assignment', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'jaccard'},{'id': '57', 'type': 'binary_operator', 'children': ['58', '59'], 'value': '-'},{'id': '58', 'type': 'float', 'children': [], 'value': '1.'},{'id': '59', 'type': 'binary_operator', 'children': ['60', '61'], 'value': '/'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'intersection'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'union'},{'id': '62', 'type': 'if_statement', 'children': ['63', '66']},{'id': '63', 'type': 'comparison_operator', 'children': ['64', '65'], 'value': '>'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '65', 'type': 'integer', 'children': [], 'value': '1'},{'id': '66', 'type': 'block', 'children': ['67']},{'id': '67', 'type': 'expression_statement', 'children': ['68']},{'id': '68', 'type': 'assignment', 'children': ['69', '75']},{'id': '69', 'type': 'subscript', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'jaccard'},{'id': '71', 'type': 'slice', 'children': ['72', '73', '74']},{'id': '72', 'type': 'integer', 'children': [], 'value': '1'},{'id': '73', 'type': 'colon', 'children': []},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '75', 'type': 'binary_operator', 'children': ['76', '82'], 'value': '-'},{'id': '76', 'type': 'subscript', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'jaccard'},{'id': '78', 'type': 'slice', 'children': ['79', '80', '81']},{'id': '79', 'type': 'integer', 'children': [], 'value': '1'},{'id': '80', 'type': 'colon', 'children': []},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '82', 'type': 'subscript', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'jaccard'},{'id': '84', 'type': 'slice', 'children': ['85', '86', '87']},{'id': '85', 'type': 'integer', 'children': [], 'value': '0'},{'id': '86', 'type': 'colon', 'children': []},{'id': '87', 'type': 'unary_operator', 'children': ['88'], 'value': '-'},{'id': '88', 'type': 'integer', 'children': [], 'value': '1'},{'id': '89', 'type': 'return_statement', 'children': ['90']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'jaccard'} | def lovasz_grad(gt_sorted):
p = len(gt_sorted)
gts = gt_sorted.sum()
intersection = gts - gt_sorted.float().cumsum(0)
union = gts + (1 - gt_sorted).float().cumsum(0)
jaccard = 1. - intersection / union
if p > 1:
jaccard[1:p] = jaccard[1:p] - jaccard[0:-1]
return jaccard |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '41']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'merge'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12', '15', '18', '21', '24', '27', '32', '35', '38']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'left'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'right'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'how'},{'id': '8', 'type': 'string', 'children': [], 'value': '"inner"'},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'on'},{'id': '11', 'type': 'None', 'children': []},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'left_on'},{'id': '14', 'type': 'None', 'children': []},{'id': '15', 'type': 'default_parameter', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'right_on'},{'id': '17', 'type': 'None', 'children': []},{'id': '18', 'type': 'default_parameter', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'left_index'},{'id': '20', 'type': 'False', 'children': []},{'id': '21', 'type': 'default_parameter', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'right_index'},{'id': '23', 'type': 'False', 'children': []},{'id': '24', 'type': 'default_parameter', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '26', 'type': 'False', 'children': []},{'id': '27', 'type': 'default_parameter', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'suffixes'},{'id': '29', 'type': 'tuple', 'children': ['30', '31']},{'id': '30', 'type': 'string', 'children': [], 'value': '"_x"'},{'id': '31', 'type': 'string', 'children': [], 'value': '"_y"'},{'id': '32', 'type': 'default_parameter', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'copy'},{'id': '34', 'type': 'True', 'children': []},{'id': '35', 'type': 'default_parameter', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'indicator'},{'id': '37', 'type': 'False', 'children': []},{'id': '38', 'type': 'default_parameter', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'validate'},{'id': '40', 'type': 'None', 'children': []},{'id': '41', 'type': 'block', 'children': ['42', '63']},{'id': '42', 'type': 'if_statement', 'children': ['43', '49']},{'id': '43', 'type': 'not_operator', 'children': ['44']},{'id': '44', 'type': 'call', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '46', 'type': 'argument_list', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'left'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'DataFrame'},{'id': '49', 'type': 'block', 'children': ['50']},{'id': '50', 'type': 'raise_statement', 'children': ['51']},{'id': '51', 'type': 'call', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '53', 'type': 'argument_list', 'children': ['54']},{'id': '54', 'type': 'call', 'children': ['55', '58']},{'id': '55', 'type': 'attribute', 'children': ['56', '57']},{'id': '56', 'type': 'string', 'children': [], 'value': '"can not merge DataFrame with instance of type {}"'},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '58', 'type': 'argument_list', 'children': ['59']},{'id': '59', 'type': 'call', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'type'},{'id': '61', 'type': 'argument_list', 'children': ['62']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'right'},{'id': '63', 'type': 'return_statement', 'children': ['64']},{'id': '64', 'type': 'call', 'children': ['65', '68']},{'id': '65', 'type': 'attribute', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'left'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'merge'},{'id': '68', 'type': 'argument_list', 'children': ['69', '70', '73', '76', '79', '82', '85', '88', '91', '94', '97', '100']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'right'},{'id': '70', 'type': 'keyword_argument', 'children': ['71', '72']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'how'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'how'},{'id': '73', 'type': 'keyword_argument', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'on'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'on'},{'id': '76', 'type': 'keyword_argument', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'left_on'},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'left_on'},{'id': '79', 'type': 'keyword_argument', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'right_on'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'right_on'},{'id': '82', 'type': 'keyword_argument', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'left_index'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'left_index'},{'id': '85', 'type': 'keyword_argument', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'right_index'},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'right_index'},{'id': '88', 'type': 'keyword_argument', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '91', 'type': 'keyword_argument', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'suffixes'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'suffixes'},{'id': '94', 'type': 'keyword_argument', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'copy'},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'copy'},{'id': '97', 'type': 'keyword_argument', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'indicator'},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'indicator'},{'id': '100', 'type': 'keyword_argument', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'validate'},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'validate'} | def merge(
left,
right,
how="inner",
on=None,
left_on=None,
right_on=None,
left_index=False,
right_index=False,
sort=False,
suffixes=("_x", "_y"),
copy=True,
indicator=False,
validate=None,
):
if not isinstance(left, DataFrame):
raise ValueError(
"can not merge DataFrame with instance of type {}".format(type(right))
)
return left.merge(
right,
how=how,
on=on,
left_on=left_on,
right_on=right_on,
left_index=left_index,
right_index=right_index,
sort=sort,
suffixes=suffixes,
copy=copy,
indicator=indicator,
validate=validate,
) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '12']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'copartition'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '8', '9']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'how_to_join'},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'force_repartition'},{'id': '11', 'type': 'False', 'children': []},{'id': '12', 'type': 'block', 'children': ['13', '28', '50', '66', '79', '83', '89', '93', '180', '284']},{'id': '13', 'type': 'if_statement', 'children': ['14', '22']},{'id': '14', 'type': 'call', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '16', 'type': 'argument_list', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '18', 'type': 'call', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'type'},{'id': '20', 'type': 'argument_list', 'children': ['21']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '22', 'type': 'block', 'children': ['23']},{'id': '23', 'type': 'expression_statement', 'children': ['24']},{'id': '24', 'type': 'assignment', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '26', 'type': 'list', 'children': ['27'], 'value': '[other]'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '28', 'type': 'expression_statement', 'children': ['29']},{'id': '29', 'type': 'assignment', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'index_obj'},{'id': '31', 'type': '()', 'children': ['32']},{'id': '32', 'type': 'conditional_expression', 'children': ['33', '40', '43'], 'value': 'if'},{'id': '33', 'type': 'list_comprehension', 'children': ['34', '37']},{'id': '34', 'type': 'attribute', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'o'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '37', 'type': 'for_in_clause', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'o'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '40', 'type': 'comparison_operator', 'children': ['41', '42'], 'value': '=='},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '42', 'type': 'integer', 'children': [], 'value': '0'},{'id': '43', 'type': 'list_comprehension', 'children': ['44', '47']},{'id': '44', 'type': 'attribute', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'o'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '47', 'type': 'for_in_clause', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'o'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '50', 'type': 'expression_statement', 'children': ['51']},{'id': '51', 'type': 'assignment', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'joined_index'},{'id': '53', 'type': 'call', 'children': ['54', '57']},{'id': '54', 'type': 'attribute', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '56', 'type': 'identifier', 'children': [], 'value': '_join_index_objects'},{'id': '57', 'type': 'argument_list', 'children': ['58', '61', '62', '63']},{'id': '58', 'type': 'binary_operator', 'children': ['59', '60'], 'value': '^'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '60', 'type': 'integer', 'children': [], 'value': '1'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'index_obj'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'how_to_join'},{'id': '63', 'type': 'keyword_argument', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '66', 'type': 'expression_statement', 'children': ['67']},{'id': '67', 'type': 'assignment', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'left_old_idx'},{'id': '69', 'type': 'conditional_expression', 'children': ['70', '73', '76'], 'value': 'if'},{'id': '70', 'type': 'attribute', 'children': ['71', '72']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '73', 'type': 'comparison_operator', 'children': ['74', '75'], 'value': '=='},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '75', 'type': 'integer', 'children': [], 'value': '0'},{'id': '76', 'type': 'attribute', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '79', 'type': 'expression_statement', 'children': ['80']},{'id': '80', 'type': 'assignment', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'right_old_idxes'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'index_obj'},{'id': '83', 'type': 'expression_statement', 'children': ['84']},{'id': '84', 'type': 'assignment', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'reindexed_self'},{'id': '86', 'type': 'attribute', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '89', 'type': 'expression_statement', 'children': ['90']},{'id': '90', 'type': 'assignment', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'reindexed_other_list'},{'id': '92', 'type': 'list', 'children': [], 'value': '[]'},{'id': '93', 'type': 'function_definition', 'children': ['94', '95', '97']},{'id': '94', 'type': 'function_name', 'children': [], 'value': 'compute_reindex'},{'id': '95', 'type': 'parameters', 'children': ['96']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'old_idx'},{'id': '97', 'type': 'block', 'children': ['98', '178']},{'id': '98', 'type': 'function_definition', 'children': ['99', '100', '102']},{'id': '99', 'type': 'function_name', 'children': [], 'value': 'reindex_partition'},{'id': '100', 'type': 'parameters', 'children': ['101']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '102', 'type': 'block', 'children': ['103', '176']},{'id': '103', 'type': 'if_statement', 'children': ['104', '107', '141']},{'id': '104', 'type': 'comparison_operator', 'children': ['105', '106'], 'value': '=='},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '106', 'type': 'integer', 'children': [], 'value': '0'},{'id': '107', 'type': 'block', 'children': ['108', '114', '125']},{'id': '108', 'type': 'expression_statement', 'children': ['109']},{'id': '109', 'type': 'assignment', 'children': ['110', '113']},{'id': '110', 'type': 'attribute', 'children': ['111', '112']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'old_idx'},{'id': '114', 'type': 'expression_statement', 'children': ['115']},{'id': '115', 'type': 'assignment', 'children': ['116', '117']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'new_df'},{'id': '117', 'type': 'call', 'children': ['118', '121']},{'id': '118', 'type': 'attribute', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'reindex'},{'id': '121', 'type': 'argument_list', 'children': ['122']},{'id': '122', 'type': 'keyword_argument', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'joined_index'},{'id': '125', 'type': 'expression_statement', 'children': ['126']},{'id': '126', 'type': 'assignment', 'children': ['127', '130']},{'id': '127', 'type': 'attribute', 'children': ['128', '129']},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'new_df'},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '130', 'type': 'call', 'children': ['131', '134']},{'id': '131', 'type': 'attribute', 'children': ['132', '133']},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'pandas'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'RangeIndex'},{'id': '134', 'type': 'argument_list', 'children': ['135']},{'id': '135', 'type': 'call', 'children': ['136', '137']},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '137', 'type': 'argument_list', 'children': ['138']},{'id': '138', 'type': 'attribute', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'new_df'},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '141', 'type': 'else_clause', 'children': ['142']},{'id': '142', 'type': 'block', 'children': ['143', '149', '160']},{'id': '143', 'type': 'expression_statement', 'children': ['144']},{'id': '144', 'type': 'assignment', 'children': ['145', '148']},{'id': '145', 'type': 'attribute', 'children': ['146', '147']},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '148', 'type': 'identifier', 'children': [], 'value': 'old_idx'},{'id': '149', 'type': 'expression_statement', 'children': ['150']},{'id': '150', 'type': 'assignment', 'children': ['151', '152']},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'new_df'},{'id': '152', 'type': 'call', 'children': ['153', '156']},{'id': '153', 'type': 'attribute', 'children': ['154', '155']},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'reindex'},{'id': '156', 'type': 'argument_list', 'children': ['157']},{'id': '157', 'type': 'keyword_argument', 'children': ['158', '159']},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'joined_index'},{'id': '160', 'type': 'expression_statement', 'children': ['161']},{'id': '161', 'type': 'assignment', 'children': ['162', '165']},{'id': '162', 'type': 'attribute', 'children': ['163', '164']},{'id': '163', 'type': 'identifier', 'children': [], 'value': 'new_df'},{'id': '164', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '165', 'type': 'call', 'children': ['166', '169']},{'id': '166', 'type': 'attribute', 'children': ['167', '168']},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'pandas'},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'RangeIndex'},{'id': '169', 'type': 'argument_list', 'children': ['170']},{'id': '170', 'type': 'call', 'children': ['171', '172']},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '172', 'type': 'argument_list', 'children': ['173']},{'id': '173', 'type': 'attribute', 'children': ['174', '175']},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'new_df'},{'id': '175', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '176', 'type': 'return_statement', 'children': ['177']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'new_df'},{'id': '178', 'type': 'return_statement', 'children': ['179']},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'reindex_partition'},{'id': '180', 'type': 'for_statement', 'children': ['181', '182', '189']},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '182', 'type': 'call', 'children': ['183', '184']},{'id': '183', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '184', 'type': 'argument_list', 'children': ['185']},{'id': '185', 'type': 'call', 'children': ['186', '187']},{'id': '186', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '187', 'type': 'argument_list', 'children': ['188']},{'id': '188', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '189', 'type': 'block', 'children': ['190', '224', '259', '277']},{'id': '190', 'type': 'if_statement', 'children': ['191', '205', '210']},{'id': '191', 'type': 'boolean_operator', 'children': ['192', '195'], 'value': 'or'},{'id': '192', 'type': 'comparison_operator', 'children': ['193', '194'], 'value': '!='},{'id': '193', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '194', 'type': 'integer', 'children': [], 'value': '0'},{'id': '195', 'type': '()', 'children': ['196']},{'id': '196', 'type': 'boolean_operator', 'children': ['197', '203'], 'value': 'and'},{'id': '197', 'type': 'call', 'children': ['198', '201']},{'id': '198', 'type': 'attribute', 'children': ['199', '200']},{'id': '199', 'type': 'identifier', 'children': [], 'value': 'left_old_idx'},{'id': '200', 'type': 'identifier', 'children': [], 'value': 'equals'},{'id': '201', 'type': 'argument_list', 'children': ['202']},{'id': '202', 'type': 'identifier', 'children': [], 'value': 'joined_index'},{'id': '203', 'type': 'not_operator', 'children': ['204']},{'id': '204', 'type': 'identifier', 'children': [], 'value': 'force_repartition'},{'id': '205', 'type': 'block', 'children': ['206']},{'id': '206', 'type': 'expression_statement', 'children': ['207']},{'id': '207', 'type': 'assignment', 'children': ['208', '209']},{'id': '208', 'type': 'identifier', 'children': [], 'value': 'reindex_left'},{'id': '209', 'type': 'None', 'children': []},{'id': '210', 'type': 'else_clause', 'children': ['211']},{'id': '211', 'type': 'block', 'children': ['212']},{'id': '212', 'type': 'expression_statement', 'children': ['213']},{'id': '213', 'type': 'assignment', 'children': ['214', '215']},{'id': '214', 'type': 'identifier', 'children': [], 'value': 'reindex_left'},{'id': '215', 'type': 'call', 'children': ['216', '219']},{'id': '216', 'type': 'attribute', 'children': ['217', '218']},{'id': '217', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '218', 'type': 'identifier', 'children': [], 'value': '_prepare_method'},{'id': '219', 'type': 'argument_list', 'children': ['220']},{'id': '220', 'type': 'call', 'children': ['221', '222']},{'id': '221', 'type': 'identifier', 'children': [], 'value': 'compute_reindex'},{'id': '222', 'type': 'argument_list', 'children': ['223']},{'id': '223', 'type': 'identifier', 'children': [], 'value': 'left_old_idx'},{'id': '224', 'type': 'if_statement', 'children': ['225', '236', '241']},{'id': '225', 'type': 'boolean_operator', 'children': ['226', '234'], 'value': 'and'},{'id': '226', 'type': 'call', 'children': ['227', '232']},{'id': '227', 'type': 'attribute', 'children': ['228', '231']},{'id': '228', 'type': 'subscript', 'children': ['229', '230']},{'id': '229', 'type': 'identifier', 'children': [], 'value': 'right_old_idxes'},{'id': '230', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '231', 'type': 'identifier', 'children': [], 'value': 'equals'},{'id': '232', 'type': 'argument_list', 'children': ['233']},{'id': '233', 'type': 'identifier', 'children': [], 'value': 'joined_index'},{'id': '234', 'type': 'not_operator', 'children': ['235']},{'id': '235', 'type': 'identifier', 'children': [], 'value': 'force_repartition'},{'id': '236', 'type': 'block', 'children': ['237']},{'id': '237', 'type': 'expression_statement', 'children': ['238']},{'id': '238', 'type': 'assignment', 'children': ['239', '240']},{'id': '239', 'type': 'identifier', 'children': [], 'value': 'reindex_right'},{'id': '240', 'type': 'None', 'children': []},{'id': '241', 'type': 'else_clause', 'children': ['242']},{'id': '242', 'type': 'block', 'children': ['243']},{'id': '243', 'type': 'expression_statement', 'children': ['244']},{'id': '244', 'type': 'assignment', 'children': ['245', '246']},{'id': '245', 'type': 'identifier', 'children': [], 'value': 'reindex_right'},{'id': '246', 'type': 'call', 'children': ['247', '252']},{'id': '247', 'type': 'attribute', 'children': ['248', '251']},{'id': '248', 'type': 'subscript', 'children': ['249', '250']},{'id': '249', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '250', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '251', 'type': 'identifier', 'children': [], 'value': '_prepare_method'},{'id': '252', 'type': 'argument_list', 'children': ['253']},{'id': '253', 'type': 'call', 'children': ['254', '255']},{'id': '254', 'type': 'identifier', 'children': [], 'value': 'compute_reindex'},{'id': '255', 'type': 'argument_list', 'children': ['256']},{'id': '256', 'type': 'subscript', 'children': ['257', '258']},{'id': '257', 'type': 'identifier', 'children': [], 'value': 'right_old_idxes'},{'id': '258', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '259', 'type': 'expression_statement', 'children': ['260']},{'id': '260', 'type': 'assignment', 'children': ['261', '264']},{'id': '261', 'type': 'pattern_list', 'children': ['262', '263']},{'id': '262', 'type': 'identifier', 'children': [], 'value': 'reindexed_self'},{'id': '263', 'type': 'identifier', 'children': [], 'value': 'reindexed_other'},{'id': '264', 'type': 'call', 'children': ['265', '268']},{'id': '265', 'type': 'attribute', 'children': ['266', '267']},{'id': '266', 'type': 'identifier', 'children': [], 'value': 'reindexed_self'},{'id': '267', 'type': 'identifier', 'children': [], 'value': 'copartition_datasets'},{'id': '268', 'type': 'argument_list', 'children': ['269', '270', '275', '276']},{'id': '269', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '270', 'type': 'attribute', 'children': ['271', '274']},{'id': '271', 'type': 'subscript', 'children': ['272', '273']},{'id': '272', 'type': 'identifier', 'children': [], 'value': 'other'},{'id': '273', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '274', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '275', 'type': 'identifier', 'children': [], 'value': 'reindex_left'},{'id': '276', 'type': 'identifier', 'children': [], 'value': 'reindex_right'},{'id': '277', 'type': 'expression_statement', 'children': ['278']},{'id': '278', 'type': 'call', 'children': ['279', '282']},{'id': '279', 'type': 'attribute', 'children': ['280', '281']},{'id': '280', 'type': 'identifier', 'children': [], 'value': 'reindexed_other_list'},{'id': '281', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '282', 'type': 'argument_list', 'children': ['283']},{'id': '283', 'type': 'identifier', 'children': [], 'value': 'reindexed_other'},{'id': '284', 'type': 'return_statement', 'children': ['285']},{'id': '285', 'type': 'expression_list', 'children': ['286', '287', '288']},{'id': '286', 'type': 'identifier', 'children': [], 'value': 'reindexed_self'},{'id': '287', 'type': 'identifier', 'children': [], 'value': 'reindexed_other_list'},{'id': '288', 'type': 'identifier', 'children': [], 'value': 'joined_index'} | def copartition(self, axis, other, how_to_join, sort, force_repartition=False):
if isinstance(other, type(self)):
other = [other]
index_obj = (
[o.index for o in other] if axis == 0 else [o.columns for o in other]
)
joined_index = self._join_index_objects(
axis ^ 1, index_obj, how_to_join, sort=sort
)
left_old_idx = self.index if axis == 0 else self.columns
right_old_idxes = index_obj
reindexed_self = self.data
reindexed_other_list = []
def compute_reindex(old_idx):
def reindex_partition(df):
if axis == 0:
df.index = old_idx
new_df = df.reindex(index=joined_index)
new_df.index = pandas.RangeIndex(len(new_df.index))
else:
df.columns = old_idx
new_df = df.reindex(columns=joined_index)
new_df.columns = pandas.RangeIndex(len(new_df.columns))
return new_df
return reindex_partition
for i in range(len(other)):
if i != 0 or (left_old_idx.equals(joined_index) and not force_repartition):
reindex_left = None
else:
reindex_left = self._prepare_method(compute_reindex(left_old_idx))
if right_old_idxes[i].equals(joined_index) and not force_repartition:
reindex_right = None
else:
reindex_right = other[i]._prepare_method(
compute_reindex(right_old_idxes[i])
)
reindexed_self, reindexed_other = reindexed_self.copartition_datasets(
axis, other[i].data, reindex_left, reindex_right
)
reindexed_other_list.append(reindexed_other)
return reindexed_self, reindexed_other_list, joined_index |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '7']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sort_index'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'dictionary_splat_pattern', 'children': ['6']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '7', 'type': 'block', 'children': ['8', '18', '29', '39', '48', '54', '89', '100', '110', '161']},{'id': '8', 'type': 'expression_statement', 'children': ['9']},{'id': '9', 'type': 'assignment', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '11', 'type': 'call', 'children': ['12', '15']},{'id': '12', 'type': 'attribute', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'pop'},{'id': '15', 'type': 'argument_list', 'children': ['16', '17']},{'id': '16', 'type': 'string', 'children': [], 'value': '"axis"'},{'id': '17', 'type': 'integer', 'children': [], 'value': '0'},{'id': '18', 'type': 'expression_statement', 'children': ['19']},{'id': '19', 'type': 'assignment', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '21', 'type': 'conditional_expression', 'children': ['22', '25', '26'], 'value': 'if'},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '26', 'type': 'attribute', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '29', 'type': 'expression_statement', 'children': ['30']},{'id': '30', 'type': 'assignment', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '32', 'type': 'call', 'children': ['33', '36']},{'id': '33', 'type': 'attribute', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'pop'},{'id': '36', 'type': 'argument_list', 'children': ['37', '38']},{'id': '37', 'type': 'string', 'children': [], 'value': '"ascending"'},{'id': '38', 'type': 'True', 'children': []},{'id': '39', 'type': 'if_statement', 'children': ['40', '43']},{'id': '40', 'type': 'comparison_operator', 'children': ['41', '42'], 'value': 'is'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '42', 'type': 'None', 'children': []},{'id': '43', 'type': 'block', 'children': ['44']},{'id': '44', 'type': 'expression_statement', 'children': ['45']},{'id': '45', 'type': 'assignment', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '47', 'type': 'False', 'children': []},{'id': '48', 'type': 'expression_statement', 'children': ['49']},{'id': '49', 'type': 'assignment', 'children': ['50', '53']},{'id': '50', 'type': 'subscript', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '52', 'type': 'string', 'children': [], 'value': '"ascending"'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '54', 'type': 'function_definition', 'children': ['55', '56', '60']},{'id': '55', 'type': 'function_name', 'children': [], 'value': 'sort_index_builder'},{'id': '56', 'type': 'parameters', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '58', 'type': 'dictionary_splat_pattern', 'children': ['59']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '60', 'type': 'block', 'children': ['61', '78']},{'id': '61', 'type': 'if_statement', 'children': ['62', '63', '70']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '63', 'type': 'block', 'children': ['64']},{'id': '64', 'type': 'expression_statement', 'children': ['65']},{'id': '65', 'type': 'assignment', 'children': ['66', '69']},{'id': '66', 'type': 'attribute', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '70', 'type': 'else_clause', 'children': ['71']},{'id': '71', 'type': 'block', 'children': ['72']},{'id': '72', 'type': 'expression_statement', 'children': ['73']},{'id': '73', 'type': 'assignment', 'children': ['74', '77']},{'id': '74', 'type': 'attribute', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '78', 'type': 'return_statement', 'children': ['79']},{'id': '79', 'type': 'call', 'children': ['80', '83']},{'id': '80', 'type': 'attribute', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'df'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'sort_index'},{'id': '83', 'type': 'argument_list', 'children': ['84', '87']},{'id': '84', 'type': 'keyword_argument', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '87', 'type': 'dictionary_splat', 'children': ['88']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '89', 'type': 'expression_statement', 'children': ['90']},{'id': '90', 'type': 'assignment', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'func'},{'id': '92', 'type': 'call', 'children': ['93', '96']},{'id': '93', 'type': 'attribute', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '95', 'type': 'identifier', 'children': [], 'value': '_prepare_method'},{'id': '96', 'type': 'argument_list', 'children': ['97', '98']},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'sort_index_builder'},{'id': '98', 'type': 'dictionary_splat', 'children': ['99']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '100', 'type': 'expression_statement', 'children': ['101']},{'id': '101', 'type': 'assignment', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'new_data'},{'id': '103', 'type': 'call', 'children': ['104', '107']},{'id': '104', 'type': 'attribute', 'children': ['105', '106']},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '106', 'type': 'identifier', 'children': [], 'value': '_map_across_full_axis'},{'id': '107', 'type': 'argument_list', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'func'},{'id': '110', 'type': 'if_statement', 'children': ['111', '112', '136']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'axis'},{'id': '112', 'type': 'block', 'children': ['113', '130']},{'id': '113', 'type': 'expression_statement', 'children': ['114']},{'id': '114', 'type': 'assignment', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'new_columns'},{'id': '116', 'type': 'call', 'children': ['117', '127']},{'id': '117', 'type': 'attribute', 'children': ['118', '126']},{'id': '118', 'type': 'call', 'children': ['119', '122']},{'id': '119', 'type': 'attribute', 'children': ['120', '121']},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'pandas'},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'Series'},{'id': '122', 'type': 'argument_list', 'children': ['123']},{'id': '123', 'type': 'attribute', 'children': ['124', '125']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'sort_values'},{'id': '127', 'type': 'argument_list', 'children': ['128']},{'id': '128', 'type': 'dictionary_splat', 'children': ['129']},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '130', 'type': 'expression_statement', 'children': ['131']},{'id': '131', 'type': 'assignment', 'children': ['132', '133']},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'new_index'},{'id': '133', 'type': 'attribute', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '136', 'type': 'else_clause', 'children': ['137']},{'id': '137', 'type': 'block', 'children': ['138', '155']},{'id': '138', 'type': 'expression_statement', 'children': ['139']},{'id': '139', 'type': 'assignment', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'new_index'},{'id': '141', 'type': 'call', 'children': ['142', '152']},{'id': '142', 'type': 'attribute', 'children': ['143', '151']},{'id': '143', 'type': 'call', 'children': ['144', '147']},{'id': '144', 'type': 'attribute', 'children': ['145', '146']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'pandas'},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'Series'},{'id': '147', 'type': 'argument_list', 'children': ['148']},{'id': '148', 'type': 'attribute', 'children': ['149', '150']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'sort_values'},{'id': '152', 'type': 'argument_list', 'children': ['153']},{'id': '153', 'type': 'dictionary_splat', 'children': ['154']},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '155', 'type': 'expression_statement', 'children': ['156']},{'id': '156', 'type': 'assignment', 'children': ['157', '158']},{'id': '157', 'type': 'identifier', 'children': [], 'value': 'new_columns'},{'id': '158', 'type': 'attribute', 'children': ['159', '160']},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '161', 'type': 'return_statement', 'children': ['162']},{'id': '162', 'type': 'call', 'children': ['163', '166']},{'id': '163', 'type': 'attribute', 'children': ['164', '165']},{'id': '164', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '165', 'type': 'identifier', 'children': [], 'value': '__constructor__'},{'id': '166', 'type': 'argument_list', 'children': ['167', '168', '169', '170']},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'new_data'},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'new_index'},{'id': '169', 'type': 'identifier', 'children': [], 'value': 'new_columns'},{'id': '170', 'type': 'call', 'children': ['171', '176']},{'id': '171', 'type': 'attribute', 'children': ['172', '175']},{'id': '172', 'type': 'attribute', 'children': ['173', '174']},{'id': '173', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'dtypes'},{'id': '175', 'type': 'identifier', 'children': [], 'value': 'copy'},{'id': '176', 'type': 'argument_list', 'children': []} | def sort_index(self, **kwargs):
axis = kwargs.pop("axis", 0)
index = self.columns if axis else self.index
ascending = kwargs.pop("ascending", True)
if ascending is None:
ascending = False
kwargs["ascending"] = ascending
def sort_index_builder(df, **kwargs):
if axis:
df.columns = index
else:
df.index = index
return df.sort_index(axis=axis, **kwargs)
func = self._prepare_method(sort_index_builder, **kwargs)
new_data = self._map_across_full_axis(axis, func)
if axis:
new_columns = pandas.Series(self.columns).sort_values(**kwargs)
new_index = self.index
else:
new_index = pandas.Series(self.index).sort_values(**kwargs)
new_columns = self.columns
return self.__constructor__(
new_data, new_index, new_columns, self.dtypes.copy()
) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sample_row_keys'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'block', 'children': ['6', '16', '32']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'data_client'},{'id': '9', 'type': 'attribute', 'children': ['10', '15']},{'id': '10', 'type': 'attribute', 'children': ['11', '14']},{'id': '11', 'type': 'attribute', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '13', 'type': 'identifier', 'children': [], 'value': '_instance'},{'id': '14', 'type': 'identifier', 'children': [], 'value': '_client'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'table_data_client'},{'id': '16', 'type': 'expression_statement', 'children': ['17']},{'id': '17', 'type': 'assignment', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'response_iterator'},{'id': '19', 'type': 'call', 'children': ['20', '23']},{'id': '20', 'type': 'attribute', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'data_client'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'sample_row_keys'},{'id': '23', 'type': 'argument_list', 'children': ['24', '27']},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '27', 'type': 'keyword_argument', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'app_profile_id'},{'id': '29', 'type': 'attribute', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '31', 'type': 'identifier', 'children': [], 'value': '_app_profile_id'},{'id': '32', 'type': 'return_statement', 'children': ['33']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'response_iterator'} | def sample_row_keys(self):
data_client = self._instance._client.table_data_client
response_iterator = data_client.sample_row_keys(
self.name, app_profile_id=self._app_profile_id
)
return response_iterator |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '53']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'search_profiles'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '10', '13', '16', '19', '22', '25', '28', '39', '50']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'request_metadata'},{'id': '7', 'type': 'default_parameter', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'profile_query'},{'id': '9', 'type': 'None', 'children': []},{'id': '10', 'type': 'default_parameter', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '12', 'type': 'None', 'children': []},{'id': '13', 'type': 'default_parameter', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'offset'},{'id': '15', 'type': 'None', 'children': []},{'id': '16', 'type': 'default_parameter', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'disable_spell_check'},{'id': '18', 'type': 'None', 'children': []},{'id': '19', 'type': 'default_parameter', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '21', 'type': 'None', 'children': []},{'id': '22', 'type': 'default_parameter', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'case_sensitive_sort'},{'id': '24', 'type': 'None', 'children': []},{'id': '25', 'type': 'default_parameter', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'histogram_queries'},{'id': '27', 'type': 'None', 'children': []},{'id': '28', 'type': 'default_parameter', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '30', 'type': 'attribute', 'children': ['31', '38']},{'id': '31', 'type': 'attribute', 'children': ['32', '37']},{'id': '32', 'type': 'attribute', 'children': ['33', '36']},{'id': '33', 'type': 'attribute', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '39', 'type': 'default_parameter', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '41', 'type': 'attribute', 'children': ['42', '49']},{'id': '42', 'type': 'attribute', 'children': ['43', '48']},{'id': '43', 'type': 'attribute', 'children': ['44', '47']},{'id': '44', 'type': 'attribute', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '50', 'type': 'default_parameter', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '52', 'type': 'None', 'children': []},{'id': '53', 'type': 'block', 'children': ['54', '107', '142', '190']},{'id': '54', 'type': 'if_statement', 'children': ['55', '60']},{'id': '55', 'type': 'comparison_operator', 'children': ['56', '57'], 'value': 'not'},{'id': '56', 'type': 'string', 'children': [], 'value': '"search_profiles"'},{'id': '57', 'type': 'attribute', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '59', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '60', 'type': 'block', 'children': ['61']},{'id': '61', 'type': 'expression_statement', 'children': ['62']},{'id': '62', 'type': 'assignment', 'children': ['63', '68']},{'id': '63', 'type': 'subscript', 'children': ['64', '67']},{'id': '64', 'type': 'attribute', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '66', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '67', 'type': 'string', 'children': [], 'value': '"search_profiles"'},{'id': '68', 'type': 'call', 'children': ['69', '78']},{'id': '69', 'type': 'attribute', 'children': ['70', '77']},{'id': '70', 'type': 'attribute', 'children': ['71', '76']},{'id': '71', 'type': 'attribute', 'children': ['72', '75']},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'wrap_method'},{'id': '78', 'type': 'argument_list', 'children': ['79', '84', '93', '102']},{'id': '79', 'type': 'attribute', 'children': ['80', '83']},{'id': '80', 'type': 'attribute', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'transport'},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'search_profiles'},{'id': '84', 'type': 'keyword_argument', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'default_retry'},{'id': '86', 'type': 'attribute', 'children': ['87', '92']},{'id': '87', 'type': 'subscript', 'children': ['88', '91']},{'id': '88', 'type': 'attribute', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '90', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '91', 'type': 'string', 'children': [], 'value': '"SearchProfiles"'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '93', 'type': 'keyword_argument', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'default_timeout'},{'id': '95', 'type': 'attribute', 'children': ['96', '101']},{'id': '96', 'type': 'subscript', 'children': ['97', '100']},{'id': '97', 'type': 'attribute', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '99', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '100', 'type': 'string', 'children': [], 'value': '"SearchProfiles"'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '102', 'type': 'keyword_argument', 'children': ['103', '104']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'client_info'},{'id': '104', 'type': 'attribute', 'children': ['105', '106']},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '106', 'type': 'identifier', 'children': [], 'value': '_client_info'},{'id': '107', 'type': 'expression_statement', 'children': ['108']},{'id': '108', 'type': 'assignment', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '110', 'type': 'call', 'children': ['111', '114']},{'id': '111', 'type': 'attribute', 'children': ['112', '113']},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'profile_service_pb2'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'SearchProfilesRequest'},{'id': '114', 'type': 'argument_list', 'children': ['115', '118', '121', '124', '127', '130', '133', '136', '139']},{'id': '115', 'type': 'keyword_argument', 'children': ['116', '117']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '118', 'type': 'keyword_argument', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'request_metadata'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'request_metadata'},{'id': '121', 'type': 'keyword_argument', 'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'profile_query'},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'profile_query'},{'id': '124', 'type': 'keyword_argument', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '127', 'type': 'keyword_argument', 'children': ['128', '129']},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'offset'},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'offset'},{'id': '130', 'type': 'keyword_argument', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'disable_spell_check'},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'disable_spell_check'},{'id': '133', 'type': 'keyword_argument', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '136', 'type': 'keyword_argument', 'children': ['137', '138']},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'case_sensitive_sort'},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'case_sensitive_sort'},{'id': '139', 'type': 'keyword_argument', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'histogram_queries'},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'histogram_queries'},{'id': '142', 'type': 'expression_statement', 'children': ['143']},{'id': '143', 'type': 'assignment', 'children': ['144', '145']},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'iterator'},{'id': '145', 'type': 'call', 'children': ['146', '153']},{'id': '146', 'type': 'attribute', 'children': ['147', '152']},{'id': '147', 'type': 'attribute', 'children': ['148', '151']},{'id': '148', 'type': 'attribute', 'children': ['149', '150']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'page_iterator'},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'GRPCIterator'},{'id': '153', 'type': 'argument_list', 'children': ['154', '157', '178', '181', '184', '187']},{'id': '154', 'type': 'keyword_argument', 'children': ['155', '156']},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'client'},{'id': '156', 'type': 'None', 'children': []},{'id': '157', 'type': 'keyword_argument', 'children': ['158', '159']},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '159', 'type': 'call', 'children': ['160', '163']},{'id': '160', 'type': 'attribute', 'children': ['161', '162']},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'functools'},{'id': '162', 'type': 'identifier', 'children': [], 'value': 'partial'},{'id': '163', 'type': 'argument_list', 'children': ['164', '169', '172', '175']},{'id': '164', 'type': 'subscript', 'children': ['165', '168']},{'id': '165', 'type': 'attribute', 'children': ['166', '167']},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '167', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '168', 'type': 'string', 'children': [], 'value': '"search_profiles"'},{'id': '169', 'type': 'keyword_argument', 'children': ['170', '171']},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '172', 'type': 'keyword_argument', 'children': ['173', '174']},{'id': '173', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '175', 'type': 'keyword_argument', 'children': ['176', '177']},{'id': '176', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '178', 'type': 'keyword_argument', 'children': ['179', '180']},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '180', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '181', 'type': 'keyword_argument', 'children': ['182', '183']},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'items_field'},{'id': '183', 'type': 'string', 'children': [], 'value': '"histogram_query_results"'},{'id': '184', 'type': 'keyword_argument', 'children': ['185', '186']},{'id': '185', 'type': 'identifier', 'children': [], 'value': 'request_token_field'},{'id': '186', 'type': 'string', 'children': [], 'value': '"page_token"'},{'id': '187', 'type': 'keyword_argument', 'children': ['188', '189']},{'id': '188', 'type': 'identifier', 'children': [], 'value': 'response_token_field'},{'id': '189', 'type': 'string', 'children': [], 'value': '"next_page_token"'},{'id': '190', 'type': 'return_statement', 'children': ['191']},{'id': '191', 'type': 'identifier', 'children': [], 'value': 'iterator'} | def search_profiles(
self,
parent,
request_metadata,
profile_query=None,
page_size=None,
offset=None,
disable_spell_check=None,
order_by=None,
case_sensitive_sort=None,
histogram_queries=None,
retry=google.api_core.gapic_v1.method.DEFAULT,
timeout=google.api_core.gapic_v1.method.DEFAULT,
metadata=None,
):
if "search_profiles" not in self._inner_api_calls:
self._inner_api_calls[
"search_profiles"
] = google.api_core.gapic_v1.method.wrap_method(
self.transport.search_profiles,
default_retry=self._method_configs["SearchProfiles"].retry,
default_timeout=self._method_configs["SearchProfiles"].timeout,
client_info=self._client_info,
)
request = profile_service_pb2.SearchProfilesRequest(
parent=parent,
request_metadata=request_metadata,
profile_query=profile_query,
page_size=page_size,
offset=offset,
disable_spell_check=disable_spell_check,
order_by=order_by,
case_sensitive_sort=case_sensitive_sort,
histogram_queries=histogram_queries,
)
iterator = google.api_core.page_iterator.GRPCIterator(
client=None,
method=functools.partial(
self._inner_api_calls["search_profiles"],
retry=retry,
timeout=timeout,
metadata=metadata,
),
request=request,
items_field="histogram_query_results",
request_token_field="page_token",
response_token_field="next_page_token",
)
return iterator |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '68']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'search_jobs'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '10', '13', '16', '19', '22', '25', '28', '31', '34', '37', '40', '43', '54', '65']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'request_metadata'},{'id': '7', 'type': 'default_parameter', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'search_mode'},{'id': '9', 'type': 'None', 'children': []},{'id': '10', 'type': 'default_parameter', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'job_query'},{'id': '12', 'type': 'None', 'children': []},{'id': '13', 'type': 'default_parameter', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'enable_broadening'},{'id': '15', 'type': 'None', 'children': []},{'id': '16', 'type': 'default_parameter', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'require_precise_result_size'},{'id': '18', 'type': 'None', 'children': []},{'id': '19', 'type': 'default_parameter', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'histogram_queries'},{'id': '21', 'type': 'None', 'children': []},{'id': '22', 'type': 'default_parameter', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'job_view'},{'id': '24', 'type': 'None', 'children': []},{'id': '25', 'type': 'default_parameter', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'offset'},{'id': '27', 'type': 'None', 'children': []},{'id': '28', 'type': 'default_parameter', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '30', 'type': 'None', 'children': []},{'id': '31', 'type': 'default_parameter', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '33', 'type': 'None', 'children': []},{'id': '34', 'type': 'default_parameter', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'diversification_level'},{'id': '36', 'type': 'None', 'children': []},{'id': '37', 'type': 'default_parameter', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'custom_ranking_info'},{'id': '39', 'type': 'None', 'children': []},{'id': '40', 'type': 'default_parameter', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'disable_keyword_match'},{'id': '42', 'type': 'None', 'children': []},{'id': '43', 'type': 'default_parameter', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '45', 'type': 'attribute', 'children': ['46', '53']},{'id': '46', 'type': 'attribute', 'children': ['47', '52']},{'id': '47', 'type': 'attribute', 'children': ['48', '51']},{'id': '48', 'type': 'attribute', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '54', 'type': 'default_parameter', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '56', 'type': 'attribute', 'children': ['57', '64']},{'id': '57', 'type': 'attribute', 'children': ['58', '63']},{'id': '58', 'type': 'attribute', 'children': ['59', '62']},{'id': '59', 'type': 'attribute', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '65', 'type': 'default_parameter', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '67', 'type': 'None', 'children': []},{'id': '68', 'type': 'block', 'children': ['69', '122', '172', '220']},{'id': '69', 'type': 'if_statement', 'children': ['70', '75']},{'id': '70', 'type': 'comparison_operator', 'children': ['71', '72'], 'value': 'not'},{'id': '71', 'type': 'string', 'children': [], 'value': '"search_jobs"'},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '74', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '75', 'type': 'block', 'children': ['76']},{'id': '76', 'type': 'expression_statement', 'children': ['77']},{'id': '77', 'type': 'assignment', 'children': ['78', '83']},{'id': '78', 'type': 'subscript', 'children': ['79', '82']},{'id': '79', 'type': 'attribute', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '81', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '82', 'type': 'string', 'children': [], 'value': '"search_jobs"'},{'id': '83', 'type': 'call', 'children': ['84', '93']},{'id': '84', 'type': 'attribute', 'children': ['85', '92']},{'id': '85', 'type': 'attribute', 'children': ['86', '91']},{'id': '86', 'type': 'attribute', 'children': ['87', '90']},{'id': '87', 'type': 'attribute', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'wrap_method'},{'id': '93', 'type': 'argument_list', 'children': ['94', '99', '108', '117']},{'id': '94', 'type': 'attribute', 'children': ['95', '98']},{'id': '95', 'type': 'attribute', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'transport'},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'search_jobs'},{'id': '99', 'type': 'keyword_argument', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'default_retry'},{'id': '101', 'type': 'attribute', 'children': ['102', '107']},{'id': '102', 'type': 'subscript', 'children': ['103', '106']},{'id': '103', 'type': 'attribute', 'children': ['104', '105']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '105', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '106', 'type': 'string', 'children': [], 'value': '"SearchJobs"'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '108', 'type': 'keyword_argument', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'default_timeout'},{'id': '110', 'type': 'attribute', 'children': ['111', '116']},{'id': '111', 'type': 'subscript', 'children': ['112', '115']},{'id': '112', 'type': 'attribute', 'children': ['113', '114']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '114', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '115', 'type': 'string', 'children': [], 'value': '"SearchJobs"'},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '117', 'type': 'keyword_argument', 'children': ['118', '119']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'client_info'},{'id': '119', 'type': 'attribute', 'children': ['120', '121']},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '121', 'type': 'identifier', 'children': [], 'value': '_client_info'},{'id': '122', 'type': 'expression_statement', 'children': ['123']},{'id': '123', 'type': 'assignment', 'children': ['124', '125']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '125', 'type': 'call', 'children': ['126', '129']},{'id': '126', 'type': 'attribute', 'children': ['127', '128']},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'job_service_pb2'},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'SearchJobsRequest'},{'id': '129', 'type': 'argument_list', 'children': ['130', '133', '136', '139', '142', '145', '148', '151', '154', '157', '160', '163', '166', '169']},{'id': '130', 'type': 'keyword_argument', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '133', 'type': 'keyword_argument', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'request_metadata'},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'request_metadata'},{'id': '136', 'type': 'keyword_argument', 'children': ['137', '138']},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'search_mode'},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'search_mode'},{'id': '139', 'type': 'keyword_argument', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'job_query'},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'job_query'},{'id': '142', 'type': 'keyword_argument', 'children': ['143', '144']},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'enable_broadening'},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'enable_broadening'},{'id': '145', 'type': 'keyword_argument', 'children': ['146', '147']},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'require_precise_result_size'},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'require_precise_result_size'},{'id': '148', 'type': 'keyword_argument', 'children': ['149', '150']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'histogram_queries'},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'histogram_queries'},{'id': '151', 'type': 'keyword_argument', 'children': ['152', '153']},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'job_view'},{'id': '153', 'type': 'identifier', 'children': [], 'value': 'job_view'},{'id': '154', 'type': 'keyword_argument', 'children': ['155', '156']},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'offset'},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'offset'},{'id': '157', 'type': 'keyword_argument', 'children': ['158', '159']},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '160', 'type': 'keyword_argument', 'children': ['161', '162']},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '162', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '163', 'type': 'keyword_argument', 'children': ['164', '165']},{'id': '164', 'type': 'identifier', 'children': [], 'value': 'diversification_level'},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'diversification_level'},{'id': '166', 'type': 'keyword_argument', 'children': ['167', '168']},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'custom_ranking_info'},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'custom_ranking_info'},{'id': '169', 'type': 'keyword_argument', 'children': ['170', '171']},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'disable_keyword_match'},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'disable_keyword_match'},{'id': '172', 'type': 'expression_statement', 'children': ['173']},{'id': '173', 'type': 'assignment', 'children': ['174', '175']},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'iterator'},{'id': '175', 'type': 'call', 'children': ['176', '183']},{'id': '176', 'type': 'attribute', 'children': ['177', '182']},{'id': '177', 'type': 'attribute', 'children': ['178', '181']},{'id': '178', 'type': 'attribute', 'children': ['179', '180']},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '180', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'page_iterator'},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'GRPCIterator'},{'id': '183', 'type': 'argument_list', 'children': ['184', '187', '208', '211', '214', '217']},{'id': '184', 'type': 'keyword_argument', 'children': ['185', '186']},{'id': '185', 'type': 'identifier', 'children': [], 'value': 'client'},{'id': '186', 'type': 'None', 'children': []},{'id': '187', 'type': 'keyword_argument', 'children': ['188', '189']},{'id': '188', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '189', 'type': 'call', 'children': ['190', '193']},{'id': '190', 'type': 'attribute', 'children': ['191', '192']},{'id': '191', 'type': 'identifier', 'children': [], 'value': 'functools'},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'partial'},{'id': '193', 'type': 'argument_list', 'children': ['194', '199', '202', '205']},{'id': '194', 'type': 'subscript', 'children': ['195', '198']},{'id': '195', 'type': 'attribute', 'children': ['196', '197']},{'id': '196', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '197', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '198', 'type': 'string', 'children': [], 'value': '"search_jobs"'},{'id': '199', 'type': 'keyword_argument', 'children': ['200', '201']},{'id': '200', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '202', 'type': 'keyword_argument', 'children': ['203', '204']},{'id': '203', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '204', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '205', 'type': 'keyword_argument', 'children': ['206', '207']},{'id': '206', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '207', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '208', 'type': 'keyword_argument', 'children': ['209', '210']},{'id': '209', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '210', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '211', 'type': 'keyword_argument', 'children': ['212', '213']},{'id': '212', 'type': 'identifier', 'children': [], 'value': 'items_field'},{'id': '213', 'type': 'string', 'children': [], 'value': '"matching_jobs"'},{'id': '214', 'type': 'keyword_argument', 'children': ['215', '216']},{'id': '215', 'type': 'identifier', 'children': [], 'value': 'request_token_field'},{'id': '216', 'type': 'string', 'children': [], 'value': '"page_token"'},{'id': '217', 'type': 'keyword_argument', 'children': ['218', '219']},{'id': '218', 'type': 'identifier', 'children': [], 'value': 'response_token_field'},{'id': '219', 'type': 'string', 'children': [], 'value': '"next_page_token"'},{'id': '220', 'type': 'return_statement', 'children': ['221']},{'id': '221', 'type': 'identifier', 'children': [], 'value': 'iterator'} | def search_jobs(
self,
parent,
request_metadata,
search_mode=None,
job_query=None,
enable_broadening=None,
require_precise_result_size=None,
histogram_queries=None,
job_view=None,
offset=None,
page_size=None,
order_by=None,
diversification_level=None,
custom_ranking_info=None,
disable_keyword_match=None,
retry=google.api_core.gapic_v1.method.DEFAULT,
timeout=google.api_core.gapic_v1.method.DEFAULT,
metadata=None,
):
if "search_jobs" not in self._inner_api_calls:
self._inner_api_calls[
"search_jobs"
] = google.api_core.gapic_v1.method.wrap_method(
self.transport.search_jobs,
default_retry=self._method_configs["SearchJobs"].retry,
default_timeout=self._method_configs["SearchJobs"].timeout,
client_info=self._client_info,
)
request = job_service_pb2.SearchJobsRequest(
parent=parent,
request_metadata=request_metadata,
search_mode=search_mode,
job_query=job_query,
enable_broadening=enable_broadening,
require_precise_result_size=require_precise_result_size,
histogram_queries=histogram_queries,
job_view=job_view,
offset=offset,
page_size=page_size,
order_by=order_by,
diversification_level=diversification_level,
custom_ranking_info=custom_ranking_info,
disable_keyword_match=disable_keyword_match,
)
iterator = google.api_core.page_iterator.GRPCIterator(
client=None,
method=functools.partial(
self._inner_api_calls["search_jobs"],
retry=retry,
timeout=timeout,
metadata=metadata,
),
request=request,
items_field="matching_jobs",
request_token_field="page_token",
response_token_field="next_page_token",
)
return iterator |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '46']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'list_findings'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12', '15', '18', '21', '32', '43']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'filter_'},{'id': '8', 'type': 'None', 'children': []},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '11', 'type': 'None', 'children': []},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'read_time'},{'id': '14', 'type': 'None', 'children': []},{'id': '15', 'type': 'default_parameter', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'field_mask'},{'id': '17', 'type': 'None', 'children': []},{'id': '18', 'type': 'default_parameter', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '20', 'type': 'None', 'children': []},{'id': '21', 'type': 'default_parameter', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '23', 'type': 'attribute', 'children': ['24', '31']},{'id': '24', 'type': 'attribute', 'children': ['25', '30']},{'id': '25', 'type': 'attribute', 'children': ['26', '29']},{'id': '26', 'type': 'attribute', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '32', 'type': 'default_parameter', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '34', 'type': 'attribute', 'children': ['35', '42']},{'id': '35', 'type': 'attribute', 'children': ['36', '41']},{'id': '36', 'type': 'attribute', 'children': ['37', '40']},{'id': '37', 'type': 'attribute', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '43', 'type': 'default_parameter', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '45', 'type': 'None', 'children': []},{'id': '46', 'type': 'block', 'children': ['47', '100', '126', '135', '142', '179', '227']},{'id': '47', 'type': 'if_statement', 'children': ['48', '53']},{'id': '48', 'type': 'comparison_operator', 'children': ['49', '50'], 'value': 'not'},{'id': '49', 'type': 'string', 'children': [], 'value': '"list_findings"'},{'id': '50', 'type': 'attribute', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '52', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '53', 'type': 'block', 'children': ['54']},{'id': '54', 'type': 'expression_statement', 'children': ['55']},{'id': '55', 'type': 'assignment', 'children': ['56', '61']},{'id': '56', 'type': 'subscript', 'children': ['57', '60']},{'id': '57', 'type': 'attribute', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '59', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '60', 'type': 'string', 'children': [], 'value': '"list_findings"'},{'id': '61', 'type': 'call', 'children': ['62', '71']},{'id': '62', 'type': 'attribute', 'children': ['63', '70']},{'id': '63', 'type': 'attribute', 'children': ['64', '69']},{'id': '64', 'type': 'attribute', 'children': ['65', '68']},{'id': '65', 'type': 'attribute', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'wrap_method'},{'id': '71', 'type': 'argument_list', 'children': ['72', '77', '86', '95']},{'id': '72', 'type': 'attribute', 'children': ['73', '76']},{'id': '73', 'type': 'attribute', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'transport'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'list_findings'},{'id': '77', 'type': 'keyword_argument', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'default_retry'},{'id': '79', 'type': 'attribute', 'children': ['80', '85']},{'id': '80', 'type': 'subscript', 'children': ['81', '84']},{'id': '81', 'type': 'attribute', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '83', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '84', 'type': 'string', 'children': [], 'value': '"ListFindings"'},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '86', 'type': 'keyword_argument', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'default_timeout'},{'id': '88', 'type': 'attribute', 'children': ['89', '94']},{'id': '89', 'type': 'subscript', 'children': ['90', '93']},{'id': '90', 'type': 'attribute', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '92', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '93', 'type': 'string', 'children': [], 'value': '"ListFindings"'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '95', 'type': 'keyword_argument', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'client_info'},{'id': '97', 'type': 'attribute', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '99', 'type': 'identifier', 'children': [], 'value': '_client_info'},{'id': '100', 'type': 'expression_statement', 'children': ['101']},{'id': '101', 'type': 'assignment', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '103', 'type': 'call', 'children': ['104', '107']},{'id': '104', 'type': 'attribute', 'children': ['105', '106']},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'securitycenter_service_pb2'},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'ListFindingsRequest'},{'id': '107', 'type': 'argument_list', 'children': ['108', '111', '114', '117', '120', '123']},{'id': '108', 'type': 'keyword_argument', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '111', 'type': 'keyword_argument', 'children': ['112', '113']},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'filter'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'filter_'},{'id': '114', 'type': 'keyword_argument', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '117', 'type': 'keyword_argument', 'children': ['118', '119']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'read_time'},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'read_time'},{'id': '120', 'type': 'keyword_argument', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'field_mask'},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'field_mask'},{'id': '123', 'type': 'keyword_argument', 'children': ['124', '125']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '126', 'type': 'if_statement', 'children': ['127', '130']},{'id': '127', 'type': 'comparison_operator', 'children': ['128', '129'], 'value': 'is'},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '129', 'type': 'None', 'children': []},{'id': '130', 'type': 'block', 'children': ['131']},{'id': '131', 'type': 'expression_statement', 'children': ['132']},{'id': '132', 'type': 'assignment', 'children': ['133', '134']},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '134', 'type': 'list', 'children': [], 'value': '[]'},{'id': '135', 'type': 'expression_statement', 'children': ['136']},{'id': '136', 'type': 'assignment', 'children': ['137', '138']},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '138', 'type': 'call', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '140', 'type': 'argument_list', 'children': ['141']},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '142', 'type': 'try_statement', 'children': ['143', '151', '155']},{'id': '143', 'type': 'block', 'children': ['144']},{'id': '144', 'type': 'expression_statement', 'children': ['145']},{'id': '145', 'type': 'assignment', 'children': ['146', '147']},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'routing_header'},{'id': '147', 'type': 'list', 'children': ['148'], 'value': '[("parent", parent)]'},{'id': '148', 'type': 'tuple', 'children': ['149', '150']},{'id': '149', 'type': 'string', 'children': [], 'value': '"parent"'},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '151', 'type': 'except_clause', 'children': ['152', '153']},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'AttributeError'},{'id': '153', 'type': 'block', 'children': ['154']},{'id': '154', 'type': 'pass_statement', 'children': []},{'id': '155', 'type': 'else_clause', 'children': ['156']},{'id': '156', 'type': 'block', 'children': ['157', '172']},{'id': '157', 'type': 'expression_statement', 'children': ['158']},{'id': '158', 'type': 'assignment', 'children': ['159', '160']},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'routing_metadata'},{'id': '160', 'type': 'call', 'children': ['161', '170']},{'id': '161', 'type': 'attribute', 'children': ['162', '169']},{'id': '162', 'type': 'attribute', 'children': ['163', '168']},{'id': '163', 'type': 'attribute', 'children': ['164', '167']},{'id': '164', 'type': 'attribute', 'children': ['165', '166']},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'routing_header'},{'id': '169', 'type': 'identifier', 'children': [], 'value': 'to_grpc_metadata'},{'id': '170', 'type': 'argument_list', 'children': ['171']},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'routing_header'},{'id': '172', 'type': 'expression_statement', 'children': ['173']},{'id': '173', 'type': 'call', 'children': ['174', '177']},{'id': '174', 'type': 'attribute', 'children': ['175', '176']},{'id': '175', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '176', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '177', 'type': 'argument_list', 'children': ['178']},{'id': '178', 'type': 'identifier', 'children': [], 'value': 'routing_metadata'},{'id': '179', 'type': 'expression_statement', 'children': ['180']},{'id': '180', 'type': 'assignment', 'children': ['181', '182']},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'iterator'},{'id': '182', 'type': 'call', 'children': ['183', '190']},{'id': '183', 'type': 'attribute', 'children': ['184', '189']},{'id': '184', 'type': 'attribute', 'children': ['185', '188']},{'id': '185', 'type': 'attribute', 'children': ['186', '187']},{'id': '186', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '187', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '188', 'type': 'identifier', 'children': [], 'value': 'page_iterator'},{'id': '189', 'type': 'identifier', 'children': [], 'value': 'GRPCIterator'},{'id': '190', 'type': 'argument_list', 'children': ['191', '194', '215', '218', '221', '224']},{'id': '191', 'type': 'keyword_argument', 'children': ['192', '193']},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'client'},{'id': '193', 'type': 'None', 'children': []},{'id': '194', 'type': 'keyword_argument', 'children': ['195', '196']},{'id': '195', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '196', 'type': 'call', 'children': ['197', '200']},{'id': '197', 'type': 'attribute', 'children': ['198', '199']},{'id': '198', 'type': 'identifier', 'children': [], 'value': 'functools'},{'id': '199', 'type': 'identifier', 'children': [], 'value': 'partial'},{'id': '200', 'type': 'argument_list', 'children': ['201', '206', '209', '212']},{'id': '201', 'type': 'subscript', 'children': ['202', '205']},{'id': '202', 'type': 'attribute', 'children': ['203', '204']},{'id': '203', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '204', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '205', 'type': 'string', 'children': [], 'value': '"list_findings"'},{'id': '206', 'type': 'keyword_argument', 'children': ['207', '208']},{'id': '207', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '208', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '209', 'type': 'keyword_argument', 'children': ['210', '211']},{'id': '210', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '211', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '212', 'type': 'keyword_argument', 'children': ['213', '214']},{'id': '213', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '214', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '215', 'type': 'keyword_argument', 'children': ['216', '217']},{'id': '216', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '217', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '218', 'type': 'keyword_argument', 'children': ['219', '220']},{'id': '219', 'type': 'identifier', 'children': [], 'value': 'items_field'},{'id': '220', 'type': 'string', 'children': [], 'value': '"findings"'},{'id': '221', 'type': 'keyword_argument', 'children': ['222', '223']},{'id': '222', 'type': 'identifier', 'children': [], 'value': 'request_token_field'},{'id': '223', 'type': 'string', 'children': [], 'value': '"page_token"'},{'id': '224', 'type': 'keyword_argument', 'children': ['225', '226']},{'id': '225', 'type': 'identifier', 'children': [], 'value': 'response_token_field'},{'id': '226', 'type': 'string', 'children': [], 'value': '"next_page_token"'},{'id': '227', 'type': 'return_statement', 'children': ['228']},{'id': '228', 'type': 'identifier', 'children': [], 'value': 'iterator'} | def list_findings(
self,
parent,
filter_=None,
order_by=None,
read_time=None,
field_mask=None,
page_size=None,
retry=google.api_core.gapic_v1.method.DEFAULT,
timeout=google.api_core.gapic_v1.method.DEFAULT,
metadata=None,
):
if "list_findings" not in self._inner_api_calls:
self._inner_api_calls[
"list_findings"
] = google.api_core.gapic_v1.method.wrap_method(
self.transport.list_findings,
default_retry=self._method_configs["ListFindings"].retry,
default_timeout=self._method_configs["ListFindings"].timeout,
client_info=self._client_info,
)
request = securitycenter_service_pb2.ListFindingsRequest(
parent=parent,
filter=filter_,
order_by=order_by,
read_time=read_time,
field_mask=field_mask,
page_size=page_size,
)
if metadata is None:
metadata = []
metadata = list(metadata)
try:
routing_header = [("parent", parent)]
except AttributeError:
pass
else:
routing_metadata = google.api_core.gapic_v1.routing_header.to_grpc_metadata(
routing_header
)
metadata.append(routing_metadata)
iterator = google.api_core.page_iterator.GRPCIterator(
client=None,
method=functools.partial(
self._inner_api_calls["list_findings"],
retry=retry,
timeout=timeout,
metadata=metadata,
),
request=request,
items_field="findings",
request_token_field="page_token",
response_token_field="next_page_token",
)
return iterator |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '49']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'list_traces'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12', '15', '18', '21', '24', '35', '46']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'project_id'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'view'},{'id': '8', 'type': 'None', 'children': []},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '11', 'type': 'None', 'children': []},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'start_time'},{'id': '14', 'type': 'None', 'children': []},{'id': '15', 'type': 'default_parameter', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'end_time'},{'id': '17', 'type': 'None', 'children': []},{'id': '18', 'type': 'default_parameter', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'filter_'},{'id': '20', 'type': 'None', 'children': []},{'id': '21', 'type': 'default_parameter', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '23', 'type': 'None', 'children': []},{'id': '24', 'type': 'default_parameter', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '26', 'type': 'attribute', 'children': ['27', '34']},{'id': '27', 'type': 'attribute', 'children': ['28', '33']},{'id': '28', 'type': 'attribute', 'children': ['29', '32']},{'id': '29', 'type': 'attribute', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '35', 'type': 'default_parameter', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '37', 'type': 'attribute', 'children': ['38', '45']},{'id': '38', 'type': 'attribute', 'children': ['39', '44']},{'id': '39', 'type': 'attribute', 'children': ['40', '43']},{'id': '40', 'type': 'attribute', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '46', 'type': 'default_parameter', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '48', 'type': 'None', 'children': []},{'id': '49', 'type': 'block', 'children': ['50', '103', '132', '141', '148', '185', '233']},{'id': '50', 'type': 'if_statement', 'children': ['51', '56']},{'id': '51', 'type': 'comparison_operator', 'children': ['52', '53'], 'value': 'not'},{'id': '52', 'type': 'string', 'children': [], 'value': '"list_traces"'},{'id': '53', 'type': 'attribute', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '55', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '56', 'type': 'block', 'children': ['57']},{'id': '57', 'type': 'expression_statement', 'children': ['58']},{'id': '58', 'type': 'assignment', 'children': ['59', '64']},{'id': '59', 'type': 'subscript', 'children': ['60', '63']},{'id': '60', 'type': 'attribute', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '62', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '63', 'type': 'string', 'children': [], 'value': '"list_traces"'},{'id': '64', 'type': 'call', 'children': ['65', '74']},{'id': '65', 'type': 'attribute', 'children': ['66', '73']},{'id': '66', 'type': 'attribute', 'children': ['67', '72']},{'id': '67', 'type': 'attribute', 'children': ['68', '71']},{'id': '68', 'type': 'attribute', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'wrap_method'},{'id': '74', 'type': 'argument_list', 'children': ['75', '80', '89', '98']},{'id': '75', 'type': 'attribute', 'children': ['76', '79']},{'id': '76', 'type': 'attribute', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'transport'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'list_traces'},{'id': '80', 'type': 'keyword_argument', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'default_retry'},{'id': '82', 'type': 'attribute', 'children': ['83', '88']},{'id': '83', 'type': 'subscript', 'children': ['84', '87']},{'id': '84', 'type': 'attribute', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '86', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '87', 'type': 'string', 'children': [], 'value': '"ListTraces"'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '89', 'type': 'keyword_argument', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'default_timeout'},{'id': '91', 'type': 'attribute', 'children': ['92', '97']},{'id': '92', 'type': 'subscript', 'children': ['93', '96']},{'id': '93', 'type': 'attribute', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '95', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '96', 'type': 'string', 'children': [], 'value': '"ListTraces"'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '98', 'type': 'keyword_argument', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'client_info'},{'id': '100', 'type': 'attribute', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '102', 'type': 'identifier', 'children': [], 'value': '_client_info'},{'id': '103', 'type': 'expression_statement', 'children': ['104']},{'id': '104', 'type': 'assignment', 'children': ['105', '106']},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '106', 'type': 'call', 'children': ['107', '110']},{'id': '107', 'type': 'attribute', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'trace_pb2'},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'ListTracesRequest'},{'id': '110', 'type': 'argument_list', 'children': ['111', '114', '117', '120', '123', '126', '129']},{'id': '111', 'type': 'keyword_argument', 'children': ['112', '113']},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'project_id'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'project_id'},{'id': '114', 'type': 'keyword_argument', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'view'},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'view'},{'id': '117', 'type': 'keyword_argument', 'children': ['118', '119']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '120', 'type': 'keyword_argument', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'start_time'},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'start_time'},{'id': '123', 'type': 'keyword_argument', 'children': ['124', '125']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'end_time'},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'end_time'},{'id': '126', 'type': 'keyword_argument', 'children': ['127', '128']},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'filter'},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'filter_'},{'id': '129', 'type': 'keyword_argument', 'children': ['130', '131']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '132', 'type': 'if_statement', 'children': ['133', '136']},{'id': '133', 'type': 'comparison_operator', 'children': ['134', '135'], 'value': 'is'},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '135', 'type': 'None', 'children': []},{'id': '136', 'type': 'block', 'children': ['137']},{'id': '137', 'type': 'expression_statement', 'children': ['138']},{'id': '138', 'type': 'assignment', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '140', 'type': 'list', 'children': [], 'value': '[]'},{'id': '141', 'type': 'expression_statement', 'children': ['142']},{'id': '142', 'type': 'assignment', 'children': ['143', '144']},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '144', 'type': 'call', 'children': ['145', '146']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '146', 'type': 'argument_list', 'children': ['147']},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '148', 'type': 'try_statement', 'children': ['149', '157', '161']},{'id': '149', 'type': 'block', 'children': ['150']},{'id': '150', 'type': 'expression_statement', 'children': ['151']},{'id': '151', 'type': 'assignment', 'children': ['152', '153']},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'routing_header'},{'id': '153', 'type': 'list', 'children': ['154'], 'value': '[("project_id", project_id)]'},{'id': '154', 'type': 'tuple', 'children': ['155', '156']},{'id': '155', 'type': 'string', 'children': [], 'value': '"project_id"'},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'project_id'},{'id': '157', 'type': 'except_clause', 'children': ['158', '159']},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'AttributeError'},{'id': '159', 'type': 'block', 'children': ['160']},{'id': '160', 'type': 'pass_statement', 'children': []},{'id': '161', 'type': 'else_clause', 'children': ['162']},{'id': '162', 'type': 'block', 'children': ['163', '178']},{'id': '163', 'type': 'expression_statement', 'children': ['164']},{'id': '164', 'type': 'assignment', 'children': ['165', '166']},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'routing_metadata'},{'id': '166', 'type': 'call', 'children': ['167', '176']},{'id': '167', 'type': 'attribute', 'children': ['168', '175']},{'id': '168', 'type': 'attribute', 'children': ['169', '174']},{'id': '169', 'type': 'attribute', 'children': ['170', '173']},{'id': '170', 'type': 'attribute', 'children': ['171', '172']},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '172', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '173', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'routing_header'},{'id': '175', 'type': 'identifier', 'children': [], 'value': 'to_grpc_metadata'},{'id': '176', 'type': 'argument_list', 'children': ['177']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'routing_header'},{'id': '178', 'type': 'expression_statement', 'children': ['179']},{'id': '179', 'type': 'call', 'children': ['180', '183']},{'id': '180', 'type': 'attribute', 'children': ['181', '182']},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '183', 'type': 'argument_list', 'children': ['184']},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'routing_metadata'},{'id': '185', 'type': 'expression_statement', 'children': ['186']},{'id': '186', 'type': 'assignment', 'children': ['187', '188']},{'id': '187', 'type': 'identifier', 'children': [], 'value': 'iterator'},{'id': '188', 'type': 'call', 'children': ['189', '196']},{'id': '189', 'type': 'attribute', 'children': ['190', '195']},{'id': '190', 'type': 'attribute', 'children': ['191', '194']},{'id': '191', 'type': 'attribute', 'children': ['192', '193']},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '193', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '194', 'type': 'identifier', 'children': [], 'value': 'page_iterator'},{'id': '195', 'type': 'identifier', 'children': [], 'value': 'GRPCIterator'},{'id': '196', 'type': 'argument_list', 'children': ['197', '200', '221', '224', '227', '230']},{'id': '197', 'type': 'keyword_argument', 'children': ['198', '199']},{'id': '198', 'type': 'identifier', 'children': [], 'value': 'client'},{'id': '199', 'type': 'None', 'children': []},{'id': '200', 'type': 'keyword_argument', 'children': ['201', '202']},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '202', 'type': 'call', 'children': ['203', '206']},{'id': '203', 'type': 'attribute', 'children': ['204', '205']},{'id': '204', 'type': 'identifier', 'children': [], 'value': 'functools'},{'id': '205', 'type': 'identifier', 'children': [], 'value': 'partial'},{'id': '206', 'type': 'argument_list', 'children': ['207', '212', '215', '218']},{'id': '207', 'type': 'subscript', 'children': ['208', '211']},{'id': '208', 'type': 'attribute', 'children': ['209', '210']},{'id': '209', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '210', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '211', 'type': 'string', 'children': [], 'value': '"list_traces"'},{'id': '212', 'type': 'keyword_argument', 'children': ['213', '214']},{'id': '213', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '214', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '215', 'type': 'keyword_argument', 'children': ['216', '217']},{'id': '216', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '217', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '218', 'type': 'keyword_argument', 'children': ['219', '220']},{'id': '219', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '220', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '221', 'type': 'keyword_argument', 'children': ['222', '223']},{'id': '222', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '223', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '224', 'type': 'keyword_argument', 'children': ['225', '226']},{'id': '225', 'type': 'identifier', 'children': [], 'value': 'items_field'},{'id': '226', 'type': 'string', 'children': [], 'value': '"traces"'},{'id': '227', 'type': 'keyword_argument', 'children': ['228', '229']},{'id': '228', 'type': 'identifier', 'children': [], 'value': 'request_token_field'},{'id': '229', 'type': 'string', 'children': [], 'value': '"page_token"'},{'id': '230', 'type': 'keyword_argument', 'children': ['231', '232']},{'id': '231', 'type': 'identifier', 'children': [], 'value': 'response_token_field'},{'id': '232', 'type': 'string', 'children': [], 'value': '"next_page_token"'},{'id': '233', 'type': 'return_statement', 'children': ['234']},{'id': '234', 'type': 'identifier', 'children': [], 'value': 'iterator'} | def list_traces(
self,
project_id,
view=None,
page_size=None,
start_time=None,
end_time=None,
filter_=None,
order_by=None,
retry=google.api_core.gapic_v1.method.DEFAULT,
timeout=google.api_core.gapic_v1.method.DEFAULT,
metadata=None,
):
if "list_traces" not in self._inner_api_calls:
self._inner_api_calls[
"list_traces"
] = google.api_core.gapic_v1.method.wrap_method(
self.transport.list_traces,
default_retry=self._method_configs["ListTraces"].retry,
default_timeout=self._method_configs["ListTraces"].timeout,
client_info=self._client_info,
)
request = trace_pb2.ListTracesRequest(
project_id=project_id,
view=view,
page_size=page_size,
start_time=start_time,
end_time=end_time,
filter=filter_,
order_by=order_by,
)
if metadata is None:
metadata = []
metadata = list(metadata)
try:
routing_header = [("project_id", project_id)]
except AttributeError:
pass
else:
routing_metadata = google.api_core.gapic_v1.routing_header.to_grpc_metadata(
routing_header
)
metadata.append(routing_metadata)
iterator = google.api_core.page_iterator.GRPCIterator(
client=None,
method=functools.partial(
self._inner_api_calls["list_traces"],
retry=retry,
timeout=timeout,
metadata=metadata,
),
request=request,
items_field="traces",
request_token_field="page_token",
response_token_field="next_page_token",
)
return iterator |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'order'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'value'},{'id': '6', 'type': 'block', 'children': ['7', '19']},{'id': '7', 'type': 'if_statement', 'children': ['8', '13']},{'id': '8', 'type': 'call', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '10', 'type': 'argument_list', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'value'},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '13', 'type': 'block', 'children': ['14']},{'id': '14', 'type': 'expression_statement', 'children': ['15']},{'id': '15', 'type': 'assignment', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'value'},{'id': '17', 'type': 'list', 'children': ['18'], 'value': '[value]'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'value'},{'id': '19', 'type': 'expression_statement', 'children': ['20']},{'id': '20', 'type': 'assignment', 'children': ['21', '27']},{'id': '21', 'type': 'subscript', 'children': ['22', '25']},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '24', 'type': 'identifier', 'children': [], 'value': '_order'},{'id': '25', 'type': 'slice', 'children': ['26']},{'id': '26', 'type': 'colon', 'children': []},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'value'} | def order(self, value):
if isinstance(value, str):
value = [value]
self._order[:] = value |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_canonical_headers'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'headers'},{'id': '5', 'type': 'block', 'children': ['6', '33', '41', '50', '91', '114', '128']},{'id': '6', 'type': 'if_statement', 'children': ['7', '10', '15']},{'id': '7', 'type': 'comparison_operator', 'children': ['8', '9'], 'value': 'is'},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'headers'},{'id': '9', 'type': 'None', 'children': []},{'id': '10', 'type': 'block', 'children': ['11']},{'id': '11', 'type': 'expression_statement', 'children': ['12']},{'id': '12', 'type': 'assignment', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'headers'},{'id': '14', 'type': 'list', 'children': [], 'value': '[]'},{'id': '15', 'type': 'elif_clause', 'children': ['16', '21']},{'id': '16', 'type': 'call', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '18', 'type': 'argument_list', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'headers'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'dict'},{'id': '21', 'type': 'block', 'children': ['22']},{'id': '22', 'type': 'expression_statement', 'children': ['23']},{'id': '23', 'type': 'assignment', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'headers'},{'id': '25', 'type': 'call', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '27', 'type': 'argument_list', 'children': ['28']},{'id': '28', 'type': 'call', 'children': ['29', '32']},{'id': '29', 'type': 'attribute', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'headers'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '32', 'type': 'argument_list', 'children': []},{'id': '33', 'type': 'if_statement', 'children': ['34', '36']},{'id': '34', 'type': 'not_operator', 'children': ['35']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'headers'},{'id': '36', 'type': 'block', 'children': ['37']},{'id': '37', 'type': 'return_statement', 'children': ['38']},{'id': '38', 'type': 'expression_list', 'children': ['39', '40']},{'id': '39', 'type': 'list', 'children': [], 'value': '[]'},{'id': '40', 'type': 'list', 'children': [], 'value': '[]'},{'id': '41', 'type': 'expression_statement', 'children': ['42']},{'id': '42', 'type': 'assignment', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'normalized'},{'id': '44', 'type': 'call', 'children': ['45', '48']},{'id': '45', 'type': 'attribute', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'collections'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'defaultdict'},{'id': '48', 'type': 'argument_list', 'children': ['49']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '50', 'type': 'for_statement', 'children': ['51', '54', '55']},{'id': '51', 'type': 'pattern_list', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'val'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'headers'},{'id': '55', 'type': 'block', 'children': ['56', '68', '82']},{'id': '56', 'type': 'expression_statement', 'children': ['57']},{'id': '57', 'type': 'assignment', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '59', 'type': 'call', 'children': ['60', '67']},{'id': '60', 'type': 'attribute', 'children': ['61', '66']},{'id': '61', 'type': 'call', 'children': ['62', '65']},{'id': '62', 'type': 'attribute', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'lower'},{'id': '65', 'type': 'argument_list', 'children': []},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'strip'},{'id': '67', 'type': 'argument_list', 'children': []},{'id': '68', 'type': 'expression_statement', 'children': ['69']},{'id': '69', 'type': 'assignment', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'val'},{'id': '71', 'type': 'call', 'children': ['72', '75']},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'MULTIPLE_SPACES'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'sub'},{'id': '75', 'type': 'argument_list', 'children': ['76', '77']},{'id': '76', 'type': 'string', 'children': [], 'value': '" "'},{'id': '77', 'type': 'call', 'children': ['78', '81']},{'id': '78', 'type': 'attribute', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'val'},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'strip'},{'id': '81', 'type': 'argument_list', 'children': []},{'id': '82', 'type': 'expression_statement', 'children': ['83']},{'id': '83', 'type': 'call', 'children': ['84', '89']},{'id': '84', 'type': 'attribute', 'children': ['85', '88']},{'id': '85', 'type': 'subscript', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'normalized'},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '89', 'type': 'argument_list', 'children': ['90']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'val'},{'id': '91', 'type': 'expression_statement', 'children': ['92']},{'id': '92', 'type': 'assignment', 'children': ['93', '94']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'ordered_headers'},{'id': '94', 'type': 'call', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '96', 'type': 'generator_expression', 'children': ['97', '105']},{'id': '97', 'type': 'tuple', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '99', 'type': 'call', 'children': ['100', '103']},{'id': '100', 'type': 'attribute', 'children': ['101', '102']},{'id': '101', 'type': 'string', 'children': [], 'value': '","'},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '103', 'type': 'argument_list', 'children': ['104']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'val'},{'id': '105', 'type': 'for_in_clause', 'children': ['106', '109']},{'id': '106', 'type': 'pattern_list', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'val'},{'id': '109', 'type': 'call', 'children': ['110', '113']},{'id': '110', 'type': 'attribute', 'children': ['111', '112']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'normalized'},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '113', 'type': 'argument_list', 'children': []},{'id': '114', 'type': 'expression_statement', 'children': ['115']},{'id': '115', 'type': 'assignment', 'children': ['116', '117']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'canonical_headers'},{'id': '117', 'type': 'list_comprehension', 'children': ['118', '125']},{'id': '118', 'type': 'call', 'children': ['119', '122']},{'id': '119', 'type': 'attribute', 'children': ['120', '121']},{'id': '120', 'type': 'string', 'children': [], 'value': '"{}:{}"'},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '122', 'type': 'argument_list', 'children': ['123']},{'id': '123', 'type': 'list_splat', 'children': ['124']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '125', 'type': 'for_in_clause', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'ordered_headers'},{'id': '128', 'type': 'return_statement', 'children': ['129']},{'id': '129', 'type': 'expression_list', 'children': ['130', '131']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'canonical_headers'},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'ordered_headers'} | def get_canonical_headers(headers):
if headers is None:
headers = []
elif isinstance(headers, dict):
headers = list(headers.items())
if not headers:
return [], []
normalized = collections.defaultdict(list)
for key, val in headers:
key = key.lower().strip()
val = MULTIPLE_SPACES.sub(" ", val.strip())
normalized[key].append(val)
ordered_headers = sorted((key, ",".join(val)) for key, val in normalized.items())
canonical_headers = ["{}:{}".format(*item) for item in ordered_headers]
return canonical_headers, ordered_headers |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_sorted_resource_labels'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'labels'},{'id': '5', 'type': 'block', 'children': ['6', '18', '32']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'head'},{'id': '9', 'type': 'list_comprehension', 'children': ['10', '11', '14']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '11', 'type': 'for_in_clause', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'TOP_RESOURCE_LABELS'},{'id': '14', 'type': 'if_clause', 'children': ['15']},{'id': '15', 'type': 'comparison_operator', 'children': ['16', '17'], 'value': 'in'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'labels'},{'id': '18', 'type': 'expression_statement', 'children': ['19']},{'id': '19', 'type': 'assignment', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'tail'},{'id': '21', 'type': 'call', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '23', 'type': 'generator_expression', 'children': ['24', '25', '28']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '25', 'type': 'for_in_clause', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'labels'},{'id': '28', 'type': 'if_clause', 'children': ['29']},{'id': '29', 'type': 'comparison_operator', 'children': ['30', '31'], 'value': 'not'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'TOP_RESOURCE_LABELS'},{'id': '32', 'type': 'return_statement', 'children': ['33']},{'id': '33', 'type': 'binary_operator', 'children': ['34', '35'], 'value': '+'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'head'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'tail'} | def _sorted_resource_labels(labels):
head = [label for label in TOP_RESOURCE_LABELS if label in labels]
tail = sorted(label for label in labels if label not in TOP_RESOURCE_LABELS)
return head + tail |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '45']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'partition_read'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '8', '11', '14', '17', '20', '31', '42']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'session'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'table'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'key_set'},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'transaction'},{'id': '10', 'type': 'None', 'children': []},{'id': '11', 'type': 'default_parameter', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '13', 'type': 'None', 'children': []},{'id': '14', 'type': 'default_parameter', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '16', 'type': 'None', 'children': []},{'id': '17', 'type': 'default_parameter', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'partition_options'},{'id': '19', 'type': 'None', 'children': []},{'id': '20', 'type': 'default_parameter', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '22', 'type': 'attribute', 'children': ['23', '30']},{'id': '23', 'type': 'attribute', 'children': ['24', '29']},{'id': '24', 'type': 'attribute', 'children': ['25', '28']},{'id': '25', 'type': 'attribute', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '31', 'type': 'default_parameter', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '33', 'type': 'attribute', 'children': ['34', '41']},{'id': '34', 'type': 'attribute', 'children': ['35', '40']},{'id': '35', 'type': 'attribute', 'children': ['36', '39']},{'id': '36', 'type': 'attribute', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '42', 'type': 'default_parameter', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '44', 'type': 'None', 'children': []},{'id': '45', 'type': 'block', 'children': ['46', '99', '128', '137', '144', '181']},{'id': '46', 'type': 'if_statement', 'children': ['47', '52']},{'id': '47', 'type': 'comparison_operator', 'children': ['48', '49'], 'value': 'not'},{'id': '48', 'type': 'string', 'children': [], 'value': '"partition_read"'},{'id': '49', 'type': 'attribute', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '51', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '52', 'type': 'block', 'children': ['53']},{'id': '53', 'type': 'expression_statement', 'children': ['54']},{'id': '54', 'type': 'assignment', 'children': ['55', '60']},{'id': '55', 'type': 'subscript', 'children': ['56', '59']},{'id': '56', 'type': 'attribute', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '58', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '59', 'type': 'string', 'children': [], 'value': '"partition_read"'},{'id': '60', 'type': 'call', 'children': ['61', '70']},{'id': '61', 'type': 'attribute', 'children': ['62', '69']},{'id': '62', 'type': 'attribute', 'children': ['63', '68']},{'id': '63', 'type': 'attribute', 'children': ['64', '67']},{'id': '64', 'type': 'attribute', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'wrap_method'},{'id': '70', 'type': 'argument_list', 'children': ['71', '76', '85', '94']},{'id': '71', 'type': 'attribute', 'children': ['72', '75']},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'transport'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'partition_read'},{'id': '76', 'type': 'keyword_argument', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'default_retry'},{'id': '78', 'type': 'attribute', 'children': ['79', '84']},{'id': '79', 'type': 'subscript', 'children': ['80', '83']},{'id': '80', 'type': 'attribute', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '82', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '83', 'type': 'string', 'children': [], 'value': '"PartitionRead"'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '85', 'type': 'keyword_argument', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'default_timeout'},{'id': '87', 'type': 'attribute', 'children': ['88', '93']},{'id': '88', 'type': 'subscript', 'children': ['89', '92']},{'id': '89', 'type': 'attribute', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '91', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '92', 'type': 'string', 'children': [], 'value': '"PartitionRead"'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '94', 'type': 'keyword_argument', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'client_info'},{'id': '96', 'type': 'attribute', 'children': ['97', '98']},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '98', 'type': 'identifier', 'children': [], 'value': '_client_info'},{'id': '99', 'type': 'expression_statement', 'children': ['100']},{'id': '100', 'type': 'assignment', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '102', 'type': 'call', 'children': ['103', '106']},{'id': '103', 'type': 'attribute', 'children': ['104', '105']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'spanner_pb2'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'PartitionReadRequest'},{'id': '106', 'type': 'argument_list', 'children': ['107', '110', '113', '116', '119', '122', '125']},{'id': '107', 'type': 'keyword_argument', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'session'},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'session'},{'id': '110', 'type': 'keyword_argument', 'children': ['111', '112']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'table'},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'table'},{'id': '113', 'type': 'keyword_argument', 'children': ['114', '115']},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'key_set'},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'key_set'},{'id': '116', 'type': 'keyword_argument', 'children': ['117', '118']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'transaction'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'transaction'},{'id': '119', 'type': 'keyword_argument', 'children': ['120', '121']},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '122', 'type': 'keyword_argument', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'columns'},{'id': '125', 'type': 'keyword_argument', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'partition_options'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'partition_options'},{'id': '128', 'type': 'if_statement', 'children': ['129', '132']},{'id': '129', 'type': 'comparison_operator', 'children': ['130', '131'], 'value': 'is'},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '131', 'type': 'None', 'children': []},{'id': '132', 'type': 'block', 'children': ['133']},{'id': '133', 'type': 'expression_statement', 'children': ['134']},{'id': '134', 'type': 'assignment', 'children': ['135', '136']},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '136', 'type': 'list', 'children': [], 'value': '[]'},{'id': '137', 'type': 'expression_statement', 'children': ['138']},{'id': '138', 'type': 'assignment', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '140', 'type': 'call', 'children': ['141', '142']},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '142', 'type': 'argument_list', 'children': ['143']},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '144', 'type': 'try_statement', 'children': ['145', '153', '157']},{'id': '145', 'type': 'block', 'children': ['146']},{'id': '146', 'type': 'expression_statement', 'children': ['147']},{'id': '147', 'type': 'assignment', 'children': ['148', '149']},{'id': '148', 'type': 'identifier', 'children': [], 'value': 'routing_header'},{'id': '149', 'type': 'list', 'children': ['150'], 'value': '[("session", session)]'},{'id': '150', 'type': 'tuple', 'children': ['151', '152']},{'id': '151', 'type': 'string', 'children': [], 'value': '"session"'},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'session'},{'id': '153', 'type': 'except_clause', 'children': ['154', '155']},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'AttributeError'},{'id': '155', 'type': 'block', 'children': ['156']},{'id': '156', 'type': 'pass_statement', 'children': []},{'id': '157', 'type': 'else_clause', 'children': ['158']},{'id': '158', 'type': 'block', 'children': ['159', '174']},{'id': '159', 'type': 'expression_statement', 'children': ['160']},{'id': '160', 'type': 'assignment', 'children': ['161', '162']},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'routing_metadata'},{'id': '162', 'type': 'call', 'children': ['163', '172']},{'id': '163', 'type': 'attribute', 'children': ['164', '171']},{'id': '164', 'type': 'attribute', 'children': ['165', '170']},{'id': '165', 'type': 'attribute', 'children': ['166', '169']},{'id': '166', 'type': 'attribute', 'children': ['167', '168']},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '169', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'routing_header'},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'to_grpc_metadata'},{'id': '172', 'type': 'argument_list', 'children': ['173']},{'id': '173', 'type': 'identifier', 'children': [], 'value': 'routing_header'},{'id': '174', 'type': 'expression_statement', 'children': ['175']},{'id': '175', 'type': 'call', 'children': ['176', '179']},{'id': '176', 'type': 'attribute', 'children': ['177', '178']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '178', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '179', 'type': 'argument_list', 'children': ['180']},{'id': '180', 'type': 'identifier', 'children': [], 'value': 'routing_metadata'},{'id': '181', 'type': 'return_statement', 'children': ['182']},{'id': '182', 'type': 'call', 'children': ['183', '188']},{'id': '183', 'type': 'subscript', 'children': ['184', '187']},{'id': '184', 'type': 'attribute', 'children': ['185', '186']},{'id': '185', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '186', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '187', 'type': 'string', 'children': [], 'value': '"partition_read"'},{'id': '188', 'type': 'argument_list', 'children': ['189', '190', '193', '196']},{'id': '189', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '190', 'type': 'keyword_argument', 'children': ['191', '192']},{'id': '191', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '193', 'type': 'keyword_argument', 'children': ['194', '195']},{'id': '194', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '195', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '196', 'type': 'keyword_argument', 'children': ['197', '198']},{'id': '197', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '198', 'type': 'identifier', 'children': [], 'value': 'metadata'} | def partition_read(
self,
session,
table,
key_set,
transaction=None,
index=None,
columns=None,
partition_options=None,
retry=google.api_core.gapic_v1.method.DEFAULT,
timeout=google.api_core.gapic_v1.method.DEFAULT,
metadata=None,
):
if "partition_read" not in self._inner_api_calls:
self._inner_api_calls[
"partition_read"
] = google.api_core.gapic_v1.method.wrap_method(
self.transport.partition_read,
default_retry=self._method_configs["PartitionRead"].retry,
default_timeout=self._method_configs["PartitionRead"].timeout,
client_info=self._client_info,
)
request = spanner_pb2.PartitionReadRequest(
session=session,
table=table,
key_set=key_set,
transaction=transaction,
index=index,
columns=columns,
partition_options=partition_options,
)
if metadata is None:
metadata = []
metadata = list(metadata)
try:
routing_header = [("session", session)]
except AttributeError:
pass
else:
routing_metadata = google.api_core.gapic_v1.routing_header.to_grpc_metadata(
routing_header
)
metadata.append(routing_metadata)
return self._inner_api_calls["partition_read"](
request, retry=retry, timeout=timeout, metadata=metadata
) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '50']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'list_documents'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '10', '13', '16', '19', '22', '25', '36', '47']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'collection_id'},{'id': '7', 'type': 'default_parameter', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '9', 'type': 'None', 'children': []},{'id': '10', 'type': 'default_parameter', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '12', 'type': 'None', 'children': []},{'id': '13', 'type': 'default_parameter', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '15', 'type': 'None', 'children': []},{'id': '16', 'type': 'default_parameter', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'transaction'},{'id': '18', 'type': 'None', 'children': []},{'id': '19', 'type': 'default_parameter', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'read_time'},{'id': '21', 'type': 'None', 'children': []},{'id': '22', 'type': 'default_parameter', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'show_missing'},{'id': '24', 'type': 'None', 'children': []},{'id': '25', 'type': 'default_parameter', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '27', 'type': 'attribute', 'children': ['28', '35']},{'id': '28', 'type': 'attribute', 'children': ['29', '34']},{'id': '29', 'type': 'attribute', 'children': ['30', '33']},{'id': '30', 'type': 'attribute', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '36', 'type': 'default_parameter', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '38', 'type': 'attribute', 'children': ['39', '46']},{'id': '39', 'type': 'attribute', 'children': ['40', '45']},{'id': '40', 'type': 'attribute', 'children': ['41', '44']},{'id': '41', 'type': 'attribute', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'DEFAULT'},{'id': '47', 'type': 'default_parameter', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '49', 'type': 'None', 'children': []},{'id': '50', 'type': 'block', 'children': ['51', '104', '120', '152', '200']},{'id': '51', 'type': 'if_statement', 'children': ['52', '57']},{'id': '52', 'type': 'comparison_operator', 'children': ['53', '54'], 'value': 'not'},{'id': '53', 'type': 'string', 'children': [], 'value': '"list_documents"'},{'id': '54', 'type': 'attribute', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '56', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '57', 'type': 'block', 'children': ['58']},{'id': '58', 'type': 'expression_statement', 'children': ['59']},{'id': '59', 'type': 'assignment', 'children': ['60', '65']},{'id': '60', 'type': 'subscript', 'children': ['61', '64']},{'id': '61', 'type': 'attribute', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '63', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '64', 'type': 'string', 'children': [], 'value': '"list_documents"'},{'id': '65', 'type': 'call', 'children': ['66', '75']},{'id': '66', 'type': 'attribute', 'children': ['67', '74']},{'id': '67', 'type': 'attribute', 'children': ['68', '73']},{'id': '68', 'type': 'attribute', 'children': ['69', '72']},{'id': '69', 'type': 'attribute', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'gapic_v1'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'wrap_method'},{'id': '75', 'type': 'argument_list', 'children': ['76', '81', '90', '99']},{'id': '76', 'type': 'attribute', 'children': ['77', '80']},{'id': '77', 'type': 'attribute', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'transport'},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'list_documents'},{'id': '81', 'type': 'keyword_argument', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'default_retry'},{'id': '83', 'type': 'attribute', 'children': ['84', '89']},{'id': '84', 'type': 'subscript', 'children': ['85', '88']},{'id': '85', 'type': 'attribute', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '87', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '88', 'type': 'string', 'children': [], 'value': '"ListDocuments"'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '90', 'type': 'keyword_argument', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'default_timeout'},{'id': '92', 'type': 'attribute', 'children': ['93', '98']},{'id': '93', 'type': 'subscript', 'children': ['94', '97']},{'id': '94', 'type': 'attribute', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '96', 'type': 'identifier', 'children': [], 'value': '_method_configs'},{'id': '97', 'type': 'string', 'children': [], 'value': '"ListDocuments"'},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '99', 'type': 'keyword_argument', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'client_info'},{'id': '101', 'type': 'attribute', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '103', 'type': 'identifier', 'children': [], 'value': '_client_info'},{'id': '104', 'type': 'expression_statement', 'children': ['105']},{'id': '105', 'type': 'call', 'children': ['106', '113']},{'id': '106', 'type': 'attribute', 'children': ['107', '112']},{'id': '107', 'type': 'attribute', 'children': ['108', '111']},{'id': '108', 'type': 'attribute', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'protobuf_helpers'},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'check_oneof'},{'id': '113', 'type': 'argument_list', 'children': ['114', '117']},{'id': '114', 'type': 'keyword_argument', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'transaction'},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'transaction'},{'id': '117', 'type': 'keyword_argument', 'children': ['118', '119']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'read_time'},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'read_time'},{'id': '120', 'type': 'expression_statement', 'children': ['121']},{'id': '121', 'type': 'assignment', 'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '123', 'type': 'call', 'children': ['124', '127']},{'id': '124', 'type': 'attribute', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'firestore_pb2'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'ListDocumentsRequest'},{'id': '127', 'type': 'argument_list', 'children': ['128', '131', '134', '137', '140', '143', '146', '149']},{'id': '128', 'type': 'keyword_argument', 'children': ['129', '130']},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'parent'},{'id': '131', 'type': 'keyword_argument', 'children': ['132', '133']},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'collection_id'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'collection_id'},{'id': '134', 'type': 'keyword_argument', 'children': ['135', '136']},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'page_size'},{'id': '137', 'type': 'keyword_argument', 'children': ['138', '139']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '140', 'type': 'keyword_argument', 'children': ['141', '142']},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '143', 'type': 'keyword_argument', 'children': ['144', '145']},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'transaction'},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'transaction'},{'id': '146', 'type': 'keyword_argument', 'children': ['147', '148']},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'read_time'},{'id': '148', 'type': 'identifier', 'children': [], 'value': 'read_time'},{'id': '149', 'type': 'keyword_argument', 'children': ['150', '151']},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'show_missing'},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'show_missing'},{'id': '152', 'type': 'expression_statement', 'children': ['153']},{'id': '153', 'type': 'assignment', 'children': ['154', '155']},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'iterator'},{'id': '155', 'type': 'call', 'children': ['156', '163']},{'id': '156', 'type': 'attribute', 'children': ['157', '162']},{'id': '157', 'type': 'attribute', 'children': ['158', '161']},{'id': '158', 'type': 'attribute', 'children': ['159', '160']},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'google'},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'api_core'},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'page_iterator'},{'id': '162', 'type': 'identifier', 'children': [], 'value': 'GRPCIterator'},{'id': '163', 'type': 'argument_list', 'children': ['164', '167', '188', '191', '194', '197']},{'id': '164', 'type': 'keyword_argument', 'children': ['165', '166']},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'client'},{'id': '166', 'type': 'None', 'children': []},{'id': '167', 'type': 'keyword_argument', 'children': ['168', '169']},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '169', 'type': 'call', 'children': ['170', '173']},{'id': '170', 'type': 'attribute', 'children': ['171', '172']},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'functools'},{'id': '172', 'type': 'identifier', 'children': [], 'value': 'partial'},{'id': '173', 'type': 'argument_list', 'children': ['174', '179', '182', '185']},{'id': '174', 'type': 'subscript', 'children': ['175', '178']},{'id': '175', 'type': 'attribute', 'children': ['176', '177']},{'id': '176', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '177', 'type': 'identifier', 'children': [], 'value': '_inner_api_calls'},{'id': '178', 'type': 'string', 'children': [], 'value': '"list_documents"'},{'id': '179', 'type': 'keyword_argument', 'children': ['180', '181']},{'id': '180', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'retry'},{'id': '182', 'type': 'keyword_argument', 'children': ['183', '184']},{'id': '183', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '185', 'type': 'keyword_argument', 'children': ['186', '187']},{'id': '186', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '187', 'type': 'identifier', 'children': [], 'value': 'metadata'},{'id': '188', 'type': 'keyword_argument', 'children': ['189', '190']},{'id': '189', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '190', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '191', 'type': 'keyword_argument', 'children': ['192', '193']},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'items_field'},{'id': '193', 'type': 'string', 'children': [], 'value': '"documents"'},{'id': '194', 'type': 'keyword_argument', 'children': ['195', '196']},{'id': '195', 'type': 'identifier', 'children': [], 'value': 'request_token_field'},{'id': '196', 'type': 'string', 'children': [], 'value': '"page_token"'},{'id': '197', 'type': 'keyword_argument', 'children': ['198', '199']},{'id': '198', 'type': 'identifier', 'children': [], 'value': 'response_token_field'},{'id': '199', 'type': 'string', 'children': [], 'value': '"next_page_token"'},{'id': '200', 'type': 'return_statement', 'children': ['201']},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'iterator'} | def list_documents(
self,
parent,
collection_id,
page_size=None,
order_by=None,
mask=None,
transaction=None,
read_time=None,
show_missing=None,
retry=google.api_core.gapic_v1.method.DEFAULT,
timeout=google.api_core.gapic_v1.method.DEFAULT,
metadata=None,
):
if "list_documents" not in self._inner_api_calls:
self._inner_api_calls[
"list_documents"
] = google.api_core.gapic_v1.method.wrap_method(
self.transport.list_documents,
default_retry=self._method_configs["ListDocuments"].retry,
default_timeout=self._method_configs["ListDocuments"].timeout,
client_info=self._client_info,
)
google.api_core.protobuf_helpers.check_oneof(
transaction=transaction, read_time=read_time
)
request = firestore_pb2.ListDocumentsRequest(
parent=parent,
collection_id=collection_id,
page_size=page_size,
order_by=order_by,
mask=mask,
transaction=transaction,
read_time=read_time,
show_missing=show_missing,
)
iterator = google.api_core.page_iterator.GRPCIterator(
client=None,
method=functools.partial(
self._inner_api_calls["list_documents"],
retry=retry,
timeout=timeout,
metadata=metadata,
),
request=request,
items_field="documents",
request_token_field="page_token",
response_token_field="next_page_token",
)
return iterator |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '12']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'predict'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'dataset'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'output_type'},{'id': '8', 'type': 'string', 'children': [], 'value': "'class'"},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'missing_value_action'},{'id': '11', 'type': 'string', 'children': [], 'value': "'auto'"},{'id': '12', 'type': 'block', 'children': ['13', '24']},{'id': '13', 'type': 'expression_statement', 'children': ['14']},{'id': '14', 'type': 'call', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': '_check_categorical_option_type'},{'id': '16', 'type': 'argument_list', 'children': ['17', '18', '19']},{'id': '17', 'type': 'string', 'children': [], 'value': "'output_type'"},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'output_type'},{'id': '19', 'type': 'list', 'children': ['20', '21', '22', '23'], 'value': "['class', 'margin', 'probability', 'probability_vector']"},{'id': '20', 'type': 'string', 'children': [], 'value': "'class'"},{'id': '21', 'type': 'string', 'children': [], 'value': "'margin'"},{'id': '22', 'type': 'string', 'children': [], 'value': "'probability'"},{'id': '23', 'type': 'string', 'children': [], 'value': "'probability_vector'"},{'id': '24', 'type': 'return_statement', 'children': ['25']},{'id': '25', 'type': 'call', 'children': ['26', '33']},{'id': '26', 'type': 'attribute', 'children': ['27', '32']},{'id': '27', 'type': 'call', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'super'},{'id': '29', 'type': 'argument_list', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': '_Classifier'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'predict'},{'id': '33', 'type': 'argument_list', 'children': ['34', '35', '38']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'dataset'},{'id': '35', 'type': 'keyword_argument', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'output_type'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'output_type'},{'id': '38', 'type': 'keyword_argument', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'missing_value_action'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'missing_value_action'} | def predict(self, dataset, output_type='class', missing_value_action='auto'):
_check_categorical_option_type('output_type', output_type,
['class', 'margin', 'probability', 'probability_vector'])
return super(_Classifier, self).predict(dataset,
output_type=output_type,
missing_value_action=missing_value_action) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_sort_topk_votes'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '6', 'type': 'block', 'children': ['7', '33']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'assignment', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'y'},{'id': '10', 'type': 'subscript', 'children': ['11', '30']},{'id': '11', 'type': 'call', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '13', 'type': 'argument_list', 'children': ['14', '19', '27']},{'id': '14', 'type': 'call', 'children': ['15', '18']},{'id': '15', 'type': 'attribute', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '18', 'type': 'argument_list', 'children': []},{'id': '19', 'type': 'keyword_argument', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '21', 'type': 'lambda', 'children': ['22', '24']},{'id': '22', 'type': 'lambda_parameters', 'children': ['23']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '24', 'type': 'subscript', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '26', 'type': 'integer', 'children': [], 'value': '1'},{'id': '27', 'type': 'keyword_argument', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '29', 'type': 'True', 'children': []},{'id': '30', 'type': 'slice', 'children': ['31', '32']},{'id': '31', 'type': 'colon', 'children': []},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '33', 'type': 'return_statement', 'children': ['34']},{'id': '34', 'type': 'list_comprehension', 'children': ['35', '46']},{'id': '35', 'type': 'dictionary', 'children': ['36', '41']},{'id': '36', 'type': 'pair', 'children': ['37', '38']},{'id': '37', 'type': 'string', 'children': [], 'value': "'class'"},{'id': '38', 'type': 'subscript', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '40', 'type': 'integer', 'children': [], 'value': '0'},{'id': '41', 'type': 'pair', 'children': ['42', '43']},{'id': '42', 'type': 'string', 'children': [], 'value': "'votes'"},{'id': '43', 'type': 'subscript', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '45', 'type': 'integer', 'children': [], 'value': '1'},{'id': '46', 'type': 'for_in_clause', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'y'} | def _sort_topk_votes(x, k):
y = sorted(x.items(), key=lambda x: x[1], reverse=True)[:k]
return [{'class': i[0], 'votes': i[1]} for i in y] |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sort'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'key_column_names'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '8', 'type': 'True', 'children': []},{'id': '9', 'type': 'block', 'children': ['10', '14', '18', '141', '158', '169', '226']},{'id': '10', 'type': 'expression_statement', 'children': ['11']},{'id': '11', 'type': 'assignment', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'sort_column_names'},{'id': '13', 'type': 'list', 'children': [], 'value': '[]'},{'id': '14', 'type': 'expression_statement', 'children': ['15']},{'id': '15', 'type': 'assignment', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'sort_column_orders'},{'id': '17', 'type': 'list', 'children': [], 'value': '[]'},{'id': '18', 'type': 'if_statement', 'children': ['19', '26', '32', '134']},{'id': '19', 'type': '()', 'children': ['20']},{'id': '20', 'type': 'comparison_operator', 'children': ['21', '25'], 'value': '=='},{'id': '21', 'type': 'call', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'type'},{'id': '23', 'type': 'argument_list', 'children': ['24']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'key_column_names'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '26', 'type': 'block', 'children': ['27']},{'id': '27', 'type': 'expression_statement', 'children': ['28']},{'id': '28', 'type': 'assignment', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'sort_column_names'},{'id': '30', 'type': 'list', 'children': ['31'], 'value': '[key_column_names]'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'key_column_names'},{'id': '32', 'type': 'elif_clause', 'children': ['33', '40']},{'id': '33', 'type': '()', 'children': ['34']},{'id': '34', 'type': 'comparison_operator', 'children': ['35', '39'], 'value': '=='},{'id': '35', 'type': 'call', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'type'},{'id': '37', 'type': 'argument_list', 'children': ['38']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'key_column_names'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '40', 'type': 'block', 'children': ['41', '55', '69', '83', '91']},{'id': '41', 'type': 'if_statement', 'children': ['42', '49']},{'id': '42', 'type': '()', 'children': ['43']},{'id': '43', 'type': 'comparison_operator', 'children': ['44', '48'], 'value': '=='},{'id': '44', 'type': 'call', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '46', 'type': 'argument_list', 'children': ['47']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'key_column_names'},{'id': '48', 'type': 'integer', 'children': [], 'value': '0'},{'id': '49', 'type': 'block', 'children': ['50']},{'id': '50', 'type': 'raise_statement', 'children': ['51']},{'id': '51', 'type': 'call', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '53', 'type': 'argument_list', 'children': ['54']},{'id': '54', 'type': 'string', 'children': [], 'value': '"Please provide at least one column to sort"'},{'id': '55', 'type': 'expression_statement', 'children': ['56']},{'id': '56', 'type': 'assignment', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'first_param_types'},{'id': '58', 'type': 'call', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'set'},{'id': '60', 'type': 'argument_list', 'children': ['61']},{'id': '61', 'type': 'list_comprehension', 'children': ['62', '66']},{'id': '62', 'type': 'call', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'type'},{'id': '64', 'type': 'argument_list', 'children': ['65']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '66', 'type': 'for_in_clause', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'key_column_names'},{'id': '69', 'type': 'if_statement', 'children': ['70', '77']},{'id': '70', 'type': '()', 'children': ['71']},{'id': '71', 'type': 'comparison_operator', 'children': ['72', '76'], 'value': '!='},{'id': '72', 'type': 'call', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '74', 'type': 'argument_list', 'children': ['75']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'first_param_types'},{'id': '76', 'type': 'integer', 'children': [], 'value': '1'},{'id': '77', 'type': 'block', 'children': ['78']},{'id': '78', 'type': 'raise_statement', 'children': ['79']},{'id': '79', 'type': 'call', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '81', 'type': 'argument_list', 'children': ['82']},{'id': '82', 'type': 'string', 'children': [], 'value': '"key_column_names element are not of the same type"'},{'id': '83', 'type': 'expression_statement', 'children': ['84']},{'id': '84', 'type': 'assignment', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'first_param_type'},{'id': '86', 'type': 'call', 'children': ['87', '90']},{'id': '87', 'type': 'attribute', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'first_param_types'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'pop'},{'id': '90', 'type': 'argument_list', 'children': []},{'id': '91', 'type': 'if_statement', 'children': ['92', '96', '117', '127']},{'id': '92', 'type': '()', 'children': ['93']},{'id': '93', 'type': 'comparison_operator', 'children': ['94', '95'], 'value': '=='},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'first_param_type'},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'tuple'},{'id': '96', 'type': 'block', 'children': ['97', '107']},{'id': '97', 'type': 'expression_statement', 'children': ['98']},{'id': '98', 'type': 'assignment', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'sort_column_names'},{'id': '100', 'type': 'list_comprehension', 'children': ['101', '104']},{'id': '101', 'type': 'subscript', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '103', 'type': 'integer', 'children': [], 'value': '0'},{'id': '104', 'type': 'for_in_clause', 'children': ['105', '106']},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'key_column_names'},{'id': '107', 'type': 'expression_statement', 'children': ['108']},{'id': '108', 'type': 'assignment', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'sort_column_orders'},{'id': '110', 'type': 'list_comprehension', 'children': ['111', '114']},{'id': '111', 'type': 'subscript', 'children': ['112', '113']},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '113', 'type': 'integer', 'children': [], 'value': '1'},{'id': '114', 'type': 'for_in_clause', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'key_column_names'},{'id': '117', 'type': 'elif_clause', 'children': ['118', '122']},{'id': '118', 'type': '()', 'children': ['119']},{'id': '119', 'type': 'comparison_operator', 'children': ['120', '121'], 'value': '=='},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'first_param_type'},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '122', 'type': 'block', 'children': ['123']},{'id': '123', 'type': 'expression_statement', 'children': ['124']},{'id': '124', 'type': 'assignment', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'sort_column_names'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'key_column_names'},{'id': '127', 'type': 'else_clause', 'children': ['128']},{'id': '128', 'type': 'block', 'children': ['129']},{'id': '129', 'type': 'raise_statement', 'children': ['130']},{'id': '130', 'type': 'call', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'TypeError'},{'id': '132', 'type': 'argument_list', 'children': ['133']},{'id': '133', 'type': 'string', 'children': [], 'value': '"key_column_names type is not supported"'},{'id': '134', 'type': 'else_clause', 'children': ['135']},{'id': '135', 'type': 'block', 'children': ['136']},{'id': '136', 'type': 'raise_statement', 'children': ['137']},{'id': '137', 'type': 'call', 'children': ['138', '139']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'TypeError'},{'id': '139', 'type': 'argument_list', 'children': ['140']},{'id': '140', 'type': 'string', 'children': [], 'value': '"key_column_names type is not correct. Supported types are str, list of str or list of (str,bool) pair."'},{'id': '141', 'type': 'if_statement', 'children': ['142', '149']},{'id': '142', 'type': '()', 'children': ['143']},{'id': '143', 'type': 'comparison_operator', 'children': ['144', '148'], 'value': '=='},{'id': '144', 'type': 'call', 'children': ['145', '146']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '146', 'type': 'argument_list', 'children': ['147']},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'sort_column_orders'},{'id': '148', 'type': 'integer', 'children': [], 'value': '0'},{'id': '149', 'type': 'block', 'children': ['150']},{'id': '150', 'type': 'expression_statement', 'children': ['151']},{'id': '151', 'type': 'assignment', 'children': ['152', '153']},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'sort_column_orders'},{'id': '153', 'type': 'list_comprehension', 'children': ['154', '155']},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '155', 'type': 'for_in_clause', 'children': ['156', '157']},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '157', 'type': 'identifier', 'children': [], 'value': 'sort_column_names'},{'id': '158', 'type': 'expression_statement', 'children': ['159']},{'id': '159', 'type': 'assignment', 'children': ['160', '161']},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'my_column_names'},{'id': '161', 'type': 'call', 'children': ['162', '163']},{'id': '162', 'type': 'identifier', 'children': [], 'value': 'set'},{'id': '163', 'type': 'argument_list', 'children': ['164']},{'id': '164', 'type': 'call', 'children': ['165', '168']},{'id': '165', 'type': 'attribute', 'children': ['166', '167']},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'column_names'},{'id': '168', 'type': 'argument_list', 'children': []},{'id': '169', 'type': 'for_statement', 'children': ['170', '171', '172']},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'sort_column_names'},{'id': '172', 'type': 'block', 'children': ['173', '187', '205']},{'id': '173', 'type': 'if_statement', 'children': ['174', '181']},{'id': '174', 'type': '()', 'children': ['175']},{'id': '175', 'type': 'comparison_operator', 'children': ['176', '180'], 'value': '!='},{'id': '176', 'type': 'call', 'children': ['177', '178']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'type'},{'id': '178', 'type': 'argument_list', 'children': ['179']},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '180', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '181', 'type': 'block', 'children': ['182']},{'id': '182', 'type': 'raise_statement', 'children': ['183']},{'id': '183', 'type': 'call', 'children': ['184', '185']},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'TypeError'},{'id': '185', 'type': 'argument_list', 'children': ['186']},{'id': '186', 'type': 'string', 'children': [], 'value': '"Only string parameter can be passed in as column names"'},{'id': '187', 'type': 'if_statement', 'children': ['188', '192']},{'id': '188', 'type': '()', 'children': ['189']},{'id': '189', 'type': 'comparison_operator', 'children': ['190', '191'], 'value': 'not'},{'id': '190', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '191', 'type': 'identifier', 'children': [], 'value': 'my_column_names'},{'id': '192', 'type': 'block', 'children': ['193']},{'id': '193', 'type': 'raise_statement', 'children': ['194']},{'id': '194', 'type': 'call', 'children': ['195', '196']},{'id': '195', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '196', 'type': 'argument_list', 'children': ['197']},{'id': '197', 'type': 'binary_operator', 'children': ['198', '204'], 'value': '+'},{'id': '198', 'type': 'binary_operator', 'children': ['199', '200'], 'value': '+'},{'id': '199', 'type': 'string', 'children': [], 'value': '"SFrame has no column named: \'"'},{'id': '200', 'type': 'call', 'children': ['201', '202']},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '202', 'type': 'argument_list', 'children': ['203']},{'id': '203', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '204', 'type': 'string', 'children': [], 'value': '"\'"'},{'id': '205', 'type': 'if_statement', 'children': ['206', '220']},{'id': '206', 'type': '()', 'children': ['207']},{'id': '207', 'type': 'comparison_operator', 'children': ['208', '213'], 'value': 'not'},{'id': '208', 'type': 'attribute', 'children': ['209', '212']},{'id': '209', 'type': 'subscript', 'children': ['210', '211']},{'id': '210', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '211', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '212', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '213', 'type': 'tuple', 'children': ['214', '215', '216', '217']},{'id': '214', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '215', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '216', 'type': 'identifier', 'children': [], 'value': 'float'},{'id': '217', 'type': 'attribute', 'children': ['218', '219']},{'id': '218', 'type': 'identifier', 'children': [], 'value': 'datetime'},{'id': '219', 'type': 'identifier', 'children': [], 'value': 'datetime'},{'id': '220', 'type': 'block', 'children': ['221']},{'id': '221', 'type': 'raise_statement', 'children': ['222']},{'id': '222', 'type': 'call', 'children': ['223', '224']},{'id': '223', 'type': 'identifier', 'children': [], 'value': 'TypeError'},{'id': '224', 'type': 'argument_list', 'children': ['225']},{'id': '225', 'type': 'string', 'children': [], 'value': '"Only columns of type (str, int, float) can be sorted"'},{'id': '226', 'type': 'with_statement', 'children': ['227', '232']},{'id': '227', 'type': 'with_clause', 'children': ['228']},{'id': '228', 'type': 'with_item', 'children': ['229']},{'id': '229', 'type': 'call', 'children': ['230', '231']},{'id': '230', 'type': 'identifier', 'children': [], 'value': 'cython_context'},{'id': '231', 'type': 'argument_list', 'children': []},{'id': '232', 'type': 'block', 'children': ['233']},{'id': '233', 'type': 'return_statement', 'children': ['234']},{'id': '234', 'type': 'call', 'children': ['235', '236']},{'id': '235', 'type': 'identifier', 'children': [], 'value': 'SFrame'},{'id': '236', 'type': 'argument_list', 'children': ['237']},{'id': '237', 'type': 'keyword_argument', 'children': ['238', '239']},{'id': '238', 'type': 'identifier', 'children': [], 'value': '_proxy'},{'id': '239', 'type': 'call', 'children': ['240', '245']},{'id': '240', 'type': 'attribute', 'children': ['241', '244']},{'id': '241', 'type': 'attribute', 'children': ['242', '243']},{'id': '242', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '243', 'type': 'identifier', 'children': [], 'value': '__proxy__'},{'id': '244', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '245', 'type': 'argument_list', 'children': ['246', '247']},{'id': '246', 'type': 'identifier', 'children': [], 'value': 'sort_column_names'},{'id': '247', 'type': 'identifier', 'children': [], 'value': 'sort_column_orders'} | def sort(self, key_column_names, ascending=True):
sort_column_names = []
sort_column_orders = []
if (type(key_column_names) == str):
sort_column_names = [key_column_names]
elif (type(key_column_names) == list):
if (len(key_column_names) == 0):
raise ValueError("Please provide at least one column to sort")
first_param_types = set([type(i) for i in key_column_names])
if (len(first_param_types) != 1):
raise ValueError("key_column_names element are not of the same type")
first_param_type = first_param_types.pop()
if (first_param_type == tuple):
sort_column_names = [i[0] for i in key_column_names]
sort_column_orders = [i[1] for i in key_column_names]
elif(first_param_type == str):
sort_column_names = key_column_names
else:
raise TypeError("key_column_names type is not supported")
else:
raise TypeError("key_column_names type is not correct. Supported types are str, list of str or list of (str,bool) pair.")
if (len(sort_column_orders) == 0):
sort_column_orders = [ascending for i in sort_column_names]
my_column_names = set(self.column_names())
for column in sort_column_names:
if (type(column) != str):
raise TypeError("Only string parameter can be passed in as column names")
if (column not in my_column_names):
raise ValueError("SFrame has no column named: '" + str(column) + "'")
if (self[column].dtype not in (str, int, float,datetime.datetime)):
raise TypeError("Only columns of type (str, int, float) can be sorted")
with cython_context():
return SFrame(_proxy=self.__proxy__.sort(sort_column_names, sort_column_orders)) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '11']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'MakeSimpleProtoClass'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'fields'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'full_name'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'pool'},{'id': '10', 'type': 'None', 'children': []},{'id': '11', 'type': 'block', 'children': ['12', '23', '44', '52', '67', '75', '108', '118', '150', '164']},{'id': '12', 'type': 'expression_statement', 'children': ['13']},{'id': '13', 'type': 'assignment', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'factory'},{'id': '15', 'type': 'call', 'children': ['16', '19']},{'id': '16', 'type': 'attribute', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'message_factory'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'MessageFactory'},{'id': '19', 'type': 'argument_list', 'children': ['20']},{'id': '20', 'type': 'keyword_argument', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'pool'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'pool'},{'id': '23', 'type': 'if_statement', 'children': ['24', '27']},{'id': '24', 'type': 'comparison_operator', 'children': ['25', '26'], 'value': 'is'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'full_name'},{'id': '26', 'type': 'None', 'children': []},{'id': '27', 'type': 'block', 'children': ['28']},{'id': '28', 'type': 'try_statement', 'children': ['29', '40']},{'id': '29', 'type': 'block', 'children': ['30', '38']},{'id': '30', 'type': 'expression_statement', 'children': ['31']},{'id': '31', 'type': 'assignment', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'proto_cls'},{'id': '33', 'type': 'call', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': '_GetMessageFromFactory'},{'id': '35', 'type': 'argument_list', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'factory'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'full_name'},{'id': '38', 'type': 'return_statement', 'children': ['39']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'proto_cls'},{'id': '40', 'type': 'except_clause', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'KeyError'},{'id': '42', 'type': 'block', 'children': ['43']},{'id': '43', 'type': 'pass_statement', 'children': []},{'id': '44', 'type': 'expression_statement', 'children': ['45']},{'id': '45', 'type': 'assignment', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'field_items'},{'id': '47', 'type': 'call', 'children': ['48', '51']},{'id': '48', 'type': 'attribute', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'fields'},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '51', 'type': 'argument_list', 'children': []},{'id': '52', 'type': 'if_statement', 'children': ['53', '59']},{'id': '53', 'type': 'not_operator', 'children': ['54']},{'id': '54', 'type': 'call', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '56', 'type': 'argument_list', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'fields'},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'OrderedDict'},{'id': '59', 'type': 'block', 'children': ['60']},{'id': '60', 'type': 'expression_statement', 'children': ['61']},{'id': '61', 'type': 'assignment', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'field_items'},{'id': '63', 'type': 'call', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '65', 'type': 'argument_list', 'children': ['66']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'field_items'},{'id': '67', 'type': 'expression_statement', 'children': ['68']},{'id': '68', 'type': 'assignment', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'fields_hash'},{'id': '70', 'type': 'call', 'children': ['71', '74']},{'id': '71', 'type': 'attribute', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'hashlib'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'sha1'},{'id': '74', 'type': 'argument_list', 'children': []},{'id': '75', 'type': 'for_statement', 'children': ['76', '79', '80']},{'id': '76', 'type': 'pattern_list', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'f_name'},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'f_type'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'field_items'},{'id': '80', 'type': 'block', 'children': ['81', '93']},{'id': '81', 'type': 'expression_statement', 'children': ['82']},{'id': '82', 'type': 'call', 'children': ['83', '86']},{'id': '83', 'type': 'attribute', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'fields_hash'},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'update'},{'id': '86', 'type': 'argument_list', 'children': ['87']},{'id': '87', 'type': 'call', 'children': ['88', '91']},{'id': '88', 'type': 'attribute', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'f_name'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'encode'},{'id': '91', 'type': 'argument_list', 'children': ['92']},{'id': '92', 'type': 'string', 'children': [], 'value': "'utf-8'"},{'id': '93', 'type': 'expression_statement', 'children': ['94']},{'id': '94', 'type': 'call', 'children': ['95', '98']},{'id': '95', 'type': 'attribute', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'fields_hash'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'update'},{'id': '98', 'type': 'argument_list', 'children': ['99']},{'id': '99', 'type': 'call', 'children': ['100', '106']},{'id': '100', 'type': 'attribute', 'children': ['101', '105']},{'id': '101', 'type': 'call', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '103', 'type': 'argument_list', 'children': ['104']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'f_type'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'encode'},{'id': '106', 'type': 'argument_list', 'children': ['107']},{'id': '107', 'type': 'string', 'children': [], 'value': "'utf-8'"},{'id': '108', 'type': 'expression_statement', 'children': ['109']},{'id': '109', 'type': 'assignment', 'children': ['110', '111']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'proto_file_name'},{'id': '111', 'type': 'binary_operator', 'children': ['112', '117'], 'value': '+'},{'id': '112', 'type': 'call', 'children': ['113', '116']},{'id': '113', 'type': 'attribute', 'children': ['114', '115']},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'fields_hash'},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'hexdigest'},{'id': '116', 'type': 'argument_list', 'children': []},{'id': '117', 'type': 'string', 'children': [], 'value': "'.proto'"},{'id': '118', 'type': 'if_statement', 'children': ['119', '122']},{'id': '119', 'type': 'comparison_operator', 'children': ['120', '121'], 'value': 'is'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'full_name'},{'id': '121', 'type': 'None', 'children': []},{'id': '122', 'type': 'block', 'children': ['123', '134']},{'id': '123', 'type': 'expression_statement', 'children': ['124']},{'id': '124', 'type': 'assignment', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'full_name'},{'id': '126', 'type': '()', 'children': ['127']},{'id': '127', 'type': 'binary_operator', 'children': ['128', '129'], 'value': '+'},{'id': '128', 'type': 'string', 'children': [], 'value': "'net.proto2.python.public.proto_builder.AnonymousProto_'"},{'id': '129', 'type': 'call', 'children': ['130', '133']},{'id': '130', 'type': 'attribute', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'fields_hash'},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'hexdigest'},{'id': '133', 'type': 'argument_list', 'children': []},{'id': '134', 'type': 'try_statement', 'children': ['135', '146']},{'id': '135', 'type': 'block', 'children': ['136', '144']},{'id': '136', 'type': 'expression_statement', 'children': ['137']},{'id': '137', 'type': 'assignment', 'children': ['138', '139']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'proto_cls'},{'id': '139', 'type': 'call', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': '_GetMessageFromFactory'},{'id': '141', 'type': 'argument_list', 'children': ['142', '143']},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'factory'},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'full_name'},{'id': '144', 'type': 'return_statement', 'children': ['145']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'proto_cls'},{'id': '146', 'type': 'except_clause', 'children': ['147', '148']},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'KeyError'},{'id': '148', 'type': 'block', 'children': ['149']},{'id': '149', 'type': 'pass_statement', 'children': []},{'id': '150', 'type': 'expression_statement', 'children': ['151']},{'id': '151', 'type': 'call', 'children': ['152', '157']},{'id': '152', 'type': 'attribute', 'children': ['153', '156']},{'id': '153', 'type': 'attribute', 'children': ['154', '155']},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'factory'},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'pool'},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'Add'},{'id': '157', 'type': 'argument_list', 'children': ['158']},{'id': '158', 'type': 'call', 'children': ['159', '160']},{'id': '159', 'type': 'identifier', 'children': [], 'value': '_MakeFileDescriptorProto'},{'id': '160', 'type': 'argument_list', 'children': ['161', '162', '163']},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'proto_file_name'},{'id': '162', 'type': 'identifier', 'children': [], 'value': 'full_name'},{'id': '163', 'type': 'identifier', 'children': [], 'value': 'field_items'},{'id': '164', 'type': 'return_statement', 'children': ['165']},{'id': '165', 'type': 'call', 'children': ['166', '167']},{'id': '166', 'type': 'identifier', 'children': [], 'value': '_GetMessageFromFactory'},{'id': '167', 'type': 'argument_list', 'children': ['168', '169']},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'factory'},{'id': '169', 'type': 'identifier', 'children': [], 'value': 'full_name'} | def MakeSimpleProtoClass(fields, full_name=None, pool=None):
factory = message_factory.MessageFactory(pool=pool)
if full_name is not None:
try:
proto_cls = _GetMessageFromFactory(factory, full_name)
return proto_cls
except KeyError:
pass
field_items = fields.items()
if not isinstance(fields, OrderedDict):
field_items = sorted(field_items)
fields_hash = hashlib.sha1()
for f_name, f_type in field_items:
fields_hash.update(f_name.encode('utf-8'))
fields_hash.update(str(f_type).encode('utf-8'))
proto_file_name = fields_hash.hexdigest() + '.proto'
if full_name is None:
full_name = ('net.proto2.python.public.proto_builder.AnonymousProto_' +
fields_hash.hexdigest())
try:
proto_cls = _GetMessageFromFactory(factory, full_name)
return proto_cls
except KeyError:
pass
factory.pool.Add(
_MakeFileDescriptorProto(proto_file_name, full_name, field_items))
return _GetMessageFromFactory(factory, full_name) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'value_counts'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'block', 'children': ['6', '15']},{'id': '6', 'type': 'import_from_statement', 'children': ['7', '11']},{'id': '7', 'type': 'relative_import', 'children': ['8', '9']},{'id': '8', 'type': 'import_prefix', 'children': []},{'id': '9', 'type': 'dotted_name', 'children': ['10']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'sframe'},{'id': '11', 'type': 'aliased_import', 'children': ['12', '14']},{'id': '12', 'type': 'dotted_name', 'children': ['13']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'SFrame'},{'id': '14', 'type': 'identifier', 'children': [], 'value': '_SFrame'},{'id': '15', 'type': 'return_statement', 'children': ['16']},{'id': '16', 'type': 'call', 'children': ['17', '37']},{'id': '17', 'type': 'attribute', 'children': ['18', '36']},{'id': '18', 'type': 'call', 'children': ['19', '28']},{'id': '19', 'type': 'attribute', 'children': ['20', '27']},{'id': '20', 'type': 'call', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': '_SFrame'},{'id': '22', 'type': 'argument_list', 'children': ['23']},{'id': '23', 'type': 'dictionary', 'children': ['24']},{'id': '24', 'type': 'pair', 'children': ['25', '26']},{'id': '25', 'type': 'string', 'children': [], 'value': "'value'"},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'groupby'},{'id': '28', 'type': 'argument_list', 'children': ['29', '30']},{'id': '29', 'type': 'string', 'children': [], 'value': "'value'"},{'id': '30', 'type': 'dictionary', 'children': ['31']},{'id': '31', 'type': 'pair', 'children': ['32', '33']},{'id': '32', 'type': 'string', 'children': [], 'value': "'count'"},{'id': '33', 'type': 'attribute', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': '_aggregate'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'COUNT'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '37', 'type': 'argument_list', 'children': ['38', '39']},{'id': '38', 'type': 'string', 'children': [], 'value': "'count'"},{'id': '39', 'type': 'keyword_argument', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '41', 'type': 'False', 'children': []} | def value_counts(self):
from .sframe import SFrame as _SFrame
return _SFrame({'value':self}).groupby('value', {'count':_aggregate.COUNT}).sort('count', ascending=False) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sort'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '7', 'type': 'True', 'children': []},{'id': '8', 'type': 'block', 'children': ['9', '18', '36', '42', '48']},{'id': '9', 'type': 'import_from_statement', 'children': ['10', '14']},{'id': '10', 'type': 'relative_import', 'children': ['11', '12']},{'id': '11', 'type': 'import_prefix', 'children': []},{'id': '12', 'type': 'dotted_name', 'children': ['13']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'sframe'},{'id': '14', 'type': 'aliased_import', 'children': ['15', '17']},{'id': '15', 'type': 'dotted_name', 'children': ['16']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'SFrame'},{'id': '17', 'type': 'identifier', 'children': [], 'value': '_SFrame'},{'id': '18', 'type': 'if_statement', 'children': ['19', '30']},{'id': '19', 'type': 'comparison_operator', 'children': ['20', '23'], 'value': 'not'},{'id': '20', 'type': 'attribute', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'dtype'},{'id': '23', 'type': 'tuple', 'children': ['24', '25', '26', '27']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'float'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '27', 'type': 'attribute', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'datetime'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'datetime'},{'id': '30', 'type': 'block', 'children': ['31']},{'id': '31', 'type': 'raise_statement', 'children': ['32']},{'id': '32', 'type': 'call', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'TypeError'},{'id': '34', 'type': 'argument_list', 'children': ['35']},{'id': '35', 'type': 'string', 'children': [], 'value': '"Only sarray with type (int, float, str, datetime.datetime) can be sorted"'},{'id': '36', 'type': 'expression_statement', 'children': ['37']},{'id': '37', 'type': 'assignment', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'sf'},{'id': '39', 'type': 'call', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': '_SFrame'},{'id': '41', 'type': 'argument_list', 'children': []},{'id': '42', 'type': 'expression_statement', 'children': ['43']},{'id': '43', 'type': 'assignment', 'children': ['44', '47']},{'id': '44', 'type': 'subscript', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'sf'},{'id': '46', 'type': 'string', 'children': [], 'value': "'a'"},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '48', 'type': 'return_statement', 'children': ['49']},{'id': '49', 'type': 'subscript', 'children': ['50', '57']},{'id': '50', 'type': 'call', 'children': ['51', '54']},{'id': '51', 'type': 'attribute', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'sf'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '54', 'type': 'argument_list', 'children': ['55', '56']},{'id': '55', 'type': 'string', 'children': [], 'value': "'a'"},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '57', 'type': 'string', 'children': [], 'value': "'a'"} | def sort(self, ascending=True):
from .sframe import SFrame as _SFrame
if self.dtype not in (int, float, str, datetime.datetime):
raise TypeError("Only sarray with type (int, float, str, datetime.datetime) can be sorted")
sf = _SFrame()
sf['a'] = self
return sf.sort('a', ascending)['a'] |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'predict'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'dataset'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'output_type'},{'id': '8', 'type': 'string', 'children': [], 'value': "'class'"},{'id': '9', 'type': 'block', 'children': ['10', '18', '26', '30']},{'id': '10', 'type': 'expression_statement', 'children': ['11']},{'id': '11', 'type': 'assignment', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'm'},{'id': '13', 'type': 'subscript', 'children': ['14', '17']},{'id': '14', 'type': 'attribute', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '16', 'type': 'identifier', 'children': [], 'value': '__proxy__'},{'id': '17', 'type': 'string', 'children': [], 'value': "'classifier'"},{'id': '18', 'type': 'expression_statement', 'children': ['19']},{'id': '19', 'type': 'assignment', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'target'},{'id': '21', 'type': 'subscript', 'children': ['22', '25']},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '24', 'type': 'identifier', 'children': [], 'value': '__proxy__'},{'id': '25', 'type': 'string', 'children': [], 'value': "'target'"},{'id': '26', 'type': 'expression_statement', 'children': ['27']},{'id': '27', 'type': 'assignment', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '29', 'type': 'identifier', 'children': [], 'value': '_BOW_FEATURE_EXTRACTOR'},{'id': '30', 'type': 'return_statement', 'children': ['31']},{'id': '31', 'type': 'call', 'children': ['32', '35']},{'id': '32', 'type': 'attribute', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'm'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'predict'},{'id': '35', 'type': 'argument_list', 'children': ['36', '41']},{'id': '36', 'type': 'call', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '38', 'type': 'argument_list', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'dataset'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'target'},{'id': '41', 'type': 'keyword_argument', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'output_type'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'output_type'} | def predict(self, dataset, output_type='class'):
m = self.__proxy__['classifier']
target = self.__proxy__['target']
f = _BOW_FEATURE_EXTRACTOR
return m.predict(f(dataset, target), output_type=output_type) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'format_json'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'event'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'colored'},{'id': '6', 'type': 'block', 'children': ['7', '48']},{'id': '7', 'type': 'try_statement', 'children': ['8', '44']},{'id': '8', 'type': 'block', 'children': ['9']},{'id': '9', 'type': 'if_statement', 'children': ['10', '18']},{'id': '10', 'type': 'call', 'children': ['11', '16']},{'id': '11', 'type': 'attribute', 'children': ['12', '15']},{'id': '12', 'type': 'attribute', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'event'},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'message'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'startswith'},{'id': '16', 'type': 'argument_list', 'children': ['17']},{'id': '17', 'type': 'string', 'children': [], 'value': '"{"'},{'id': '18', 'type': 'block', 'children': ['19', '30']},{'id': '19', 'type': 'expression_statement', 'children': ['20']},{'id': '20', 'type': 'assignment', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'msg_dict'},{'id': '22', 'type': 'call', 'children': ['23', '26']},{'id': '23', 'type': 'attribute', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'json'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'loads'},{'id': '26', 'type': 'argument_list', 'children': ['27']},{'id': '27', 'type': 'attribute', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'event'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'message'},{'id': '30', 'type': 'expression_statement', 'children': ['31']},{'id': '31', 'type': 'assignment', 'children': ['32', '35']},{'id': '32', 'type': 'attribute', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'event'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'message'},{'id': '35', 'type': 'call', 'children': ['36', '39']},{'id': '36', 'type': 'attribute', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'json'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'dumps'},{'id': '39', 'type': 'argument_list', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'msg_dict'},{'id': '41', 'type': 'keyword_argument', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '43', 'type': 'integer', 'children': [], 'value': '2'},{'id': '44', 'type': 'except_clause', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'Exception'},{'id': '46', 'type': 'block', 'children': ['47']},{'id': '47', 'type': 'pass_statement', 'children': []},{'id': '48', 'type': 'return_statement', 'children': ['49']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'event'} | def format_json(event, colored):
try:
if event.message.startswith("{"):
msg_dict = json.loads(event.message)
event.message = json.dumps(msg_dict, indent=2)
except Exception:
pass
return event |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '16']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'explain_instance_with_data'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '8', '9', '10', '13']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'neighborhood_data'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'neighborhood_labels'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'distances'},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'num_features'},{'id': '10', 'type': 'default_parameter', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'feature_selection'},{'id': '12', 'type': 'string', 'children': [], 'value': "'auto'"},{'id': '13', 'type': 'default_parameter', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'model_regressor'},{'id': '15', 'type': 'None', 'children': []},{'id': '16', 'type': 'block', 'children': ['17', '26', '34', '47', '69', '73', '88', '105', '124', '152']},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'assignment', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'weights'},{'id': '20', 'type': 'call', 'children': ['21', '24']},{'id': '21', 'type': 'attribute', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'kernel_fn'},{'id': '24', 'type': 'argument_list', 'children': ['25']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'distances'},{'id': '26', 'type': 'expression_statement', 'children': ['27']},{'id': '27', 'type': 'assignment', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'labels_column'},{'id': '29', 'type': 'subscript', 'children': ['30', '31', '33']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'neighborhood_labels'},{'id': '31', 'type': 'slice', 'children': ['32']},{'id': '32', 'type': 'colon', 'children': []},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '34', 'type': 'expression_statement', 'children': ['35']},{'id': '35', 'type': 'assignment', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'used_features'},{'id': '37', 'type': 'call', 'children': ['38', '41']},{'id': '38', 'type': 'attribute', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'feature_selection'},{'id': '41', 'type': 'argument_list', 'children': ['42', '43', '44', '45', '46']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'neighborhood_data'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'labels_column'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'weights'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'num_features'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'feature_selection'},{'id': '47', 'type': 'if_statement', 'children': ['48', '51']},{'id': '48', 'type': 'comparison_operator', 'children': ['49', '50'], 'value': 'is'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'model_regressor'},{'id': '50', 'type': 'None', 'children': []},{'id': '51', 'type': 'block', 'children': ['52']},{'id': '52', 'type': 'expression_statement', 'children': ['53']},{'id': '53', 'type': 'assignment', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'model_regressor'},{'id': '55', 'type': 'call', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'Ridge'},{'id': '57', 'type': 'argument_list', 'children': ['58', '61', '64']},{'id': '58', 'type': 'keyword_argument', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'alpha'},{'id': '60', 'type': 'integer', 'children': [], 'value': '1'},{'id': '61', 'type': 'keyword_argument', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'fit_intercept'},{'id': '63', 'type': 'True', 'children': []},{'id': '64', 'type': 'keyword_argument', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'random_state'},{'id': '66', 'type': 'attribute', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'random_state'},{'id': '69', 'type': 'expression_statement', 'children': ['70']},{'id': '70', 'type': 'assignment', 'children': ['71', '72']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'easy_model'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'model_regressor'},{'id': '73', 'type': 'expression_statement', 'children': ['74']},{'id': '74', 'type': 'call', 'children': ['75', '78']},{'id': '75', 'type': 'attribute', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'easy_model'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'fit'},{'id': '78', 'type': 'argument_list', 'children': ['79', '84', '85']},{'id': '79', 'type': 'subscript', 'children': ['80', '81', '83']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'neighborhood_data'},{'id': '81', 'type': 'slice', 'children': ['82']},{'id': '82', 'type': 'colon', 'children': []},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'used_features'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'labels_column'},{'id': '85', 'type': 'keyword_argument', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'sample_weight'},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'weights'},{'id': '88', 'type': 'expression_statement', 'children': ['89']},{'id': '89', 'type': 'assignment', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'prediction_score'},{'id': '91', 'type': 'call', 'children': ['92', '95']},{'id': '92', 'type': 'attribute', 'children': ['93', '94']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'easy_model'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'score'},{'id': '95', 'type': 'argument_list', 'children': ['96', '101', '102']},{'id': '96', 'type': 'subscript', 'children': ['97', '98', '100']},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'neighborhood_data'},{'id': '98', 'type': 'slice', 'children': ['99']},{'id': '99', 'type': 'colon', 'children': []},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'used_features'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'labels_column'},{'id': '102', 'type': 'keyword_argument', 'children': ['103', '104']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'sample_weight'},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'weights'},{'id': '105', 'type': 'expression_statement', 'children': ['106']},{'id': '106', 'type': 'assignment', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'local_pred'},{'id': '108', 'type': 'call', 'children': ['109', '112']},{'id': '109', 'type': 'attribute', 'children': ['110', '111']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'easy_model'},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'predict'},{'id': '112', 'type': 'argument_list', 'children': ['113']},{'id': '113', 'type': 'call', 'children': ['114', '120']},{'id': '114', 'type': 'attribute', 'children': ['115', '119']},{'id': '115', 'type': 'subscript', 'children': ['116', '117', '118']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'neighborhood_data'},{'id': '117', 'type': 'integer', 'children': [], 'value': '0'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'used_features'},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'reshape'},{'id': '120', 'type': 'argument_list', 'children': ['121', '122']},{'id': '121', 'type': 'integer', 'children': [], 'value': '1'},{'id': '122', 'type': 'unary_operator', 'children': ['123'], 'value': '-'},{'id': '123', 'type': 'integer', 'children': [], 'value': '1'},{'id': '124', 'type': 'if_statement', 'children': ['125', '128']},{'id': '125', 'type': 'attribute', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'verbose'},{'id': '128', 'type': 'block', 'children': ['129', '137', '143']},{'id': '129', 'type': 'expression_statement', 'children': ['130']},{'id': '130', 'type': 'call', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'print'},{'id': '132', 'type': 'argument_list', 'children': ['133', '134']},{'id': '133', 'type': 'string', 'children': [], 'value': "'Intercept'"},{'id': '134', 'type': 'attribute', 'children': ['135', '136']},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'easy_model'},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'intercept_'},{'id': '137', 'type': 'expression_statement', 'children': ['138']},{'id': '138', 'type': 'call', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'print'},{'id': '140', 'type': 'argument_list', 'children': ['141', '142']},{'id': '141', 'type': 'string', 'children': [], 'value': "'Prediction_local'"},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'local_pred'},{'id': '143', 'type': 'expression_statement', 'children': ['144']},{'id': '144', 'type': 'call', 'children': ['145', '146']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'print'},{'id': '146', 'type': 'argument_list', 'children': ['147', '148']},{'id': '147', 'type': 'string', 'children': [], 'value': "'Right:'"},{'id': '148', 'type': 'subscript', 'children': ['149', '150', '151']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'neighborhood_labels'},{'id': '150', 'type': 'integer', 'children': [], 'value': '0'},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '152', 'type': 'return_statement', 'children': ['153']},{'id': '153', 'type': 'tuple', 'children': ['154', '157', '183', '184']},{'id': '154', 'type': 'attribute', 'children': ['155', '156']},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'easy_model'},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'intercept_'},{'id': '157', 'type': 'call', 'children': ['158', '159']},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '159', 'type': 'argument_list', 'children': ['160', '167', '180']},{'id': '160', 'type': 'call', 'children': ['161', '162']},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'zip'},{'id': '162', 'type': 'argument_list', 'children': ['163', '164']},{'id': '163', 'type': 'identifier', 'children': [], 'value': 'used_features'},{'id': '164', 'type': 'attribute', 'children': ['165', '166']},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'easy_model'},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'coef_'},{'id': '167', 'type': 'keyword_argument', 'children': ['168', '169']},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '169', 'type': 'lambda', 'children': ['170', '172']},{'id': '170', 'type': 'lambda_parameters', 'children': ['171']},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '172', 'type': 'call', 'children': ['173', '176']},{'id': '173', 'type': 'attribute', 'children': ['174', '175']},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '175', 'type': 'identifier', 'children': [], 'value': 'abs'},{'id': '176', 'type': 'argument_list', 'children': ['177']},{'id': '177', 'type': 'subscript', 'children': ['178', '179']},{'id': '178', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '179', 'type': 'integer', 'children': [], 'value': '1'},{'id': '180', 'type': 'keyword_argument', 'children': ['181', '182']},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '182', 'type': 'True', 'children': []},{'id': '183', 'type': 'identifier', 'children': [], 'value': 'prediction_score'},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'local_pred'} | def explain_instance_with_data(self,
neighborhood_data,
neighborhood_labels,
distances,
label,
num_features,
feature_selection='auto',
model_regressor=None):
weights = self.kernel_fn(distances)
labels_column = neighborhood_labels[:, label]
used_features = self.feature_selection(neighborhood_data,
labels_column,
weights,
num_features,
feature_selection)
if model_regressor is None:
model_regressor = Ridge(alpha=1, fit_intercept=True,
random_state=self.random_state)
easy_model = model_regressor
easy_model.fit(neighborhood_data[:, used_features],
labels_column, sample_weight=weights)
prediction_score = easy_model.score(
neighborhood_data[:, used_features],
labels_column, sample_weight=weights)
local_pred = easy_model.predict(neighborhood_data[0, used_features].reshape(1, -1))
if self.verbose:
print('Intercept', easy_model.intercept_)
print('Prediction_local', local_pred,)
print('Right:', neighborhood_labels[0, label])
return (easy_model.intercept_,
sorted(zip(used_features, easy_model.coef_),
key=lambda x: np.abs(x[1]), reverse=True),
prediction_score, local_pred) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '13']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'serialize_json'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8', '11']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'obj'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'pretty'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '10', 'type': 'None', 'children': []},{'id': '11', 'type': 'dictionary_splat_pattern', 'children': ['12']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '13', 'type': 'block', 'children': ['14', '16', '35', '49', '66', '77']},{'id': '14', 'type': 'expression_statement', 'children': ['15']},{'id': '15', 'type': 'string', 'children': [], 'value': '\'\'\' Return a serialized JSON representation of objects, suitable to\n send to BokehJS.\n This function is typically used to serialize single python objects in\n the manner expected by BokehJS. In particular, many datetime values are\n automatically normalized to an expected format. Some Bokeh objects can\n also be passed, but note that Bokeh models are typically properly\n serialized in the context of an entire Bokeh document.\n The resulting JSON always has sorted keys. By default. the output is\n as compact as possible unless pretty output or indentation is requested.\n Args:\n obj (obj) : the object to serialize to JSON format\n pretty (bool, optional) :\n Whether to generate prettified output. If ``True``, spaces are\n added after added after separators, and indentation and newlines\n are applied. (default: False)\n Pretty output can also be enabled with the environment variable\n ``BOKEH_PRETTY``, which overrides this argument, if set.\n indent (int or None, optional) :\n Amount of indentation to use in generated JSON output. If ``None``\n then no indentation is used, unless pretty output is enabled,\n in which case two spaces are used. (default: None)\n Any additional keyword arguments are passed to ``json.dumps``, except for\n some that are computed internally, and cannot be overridden:\n * allow_nan\n * indent\n * separators\n * sort_keys\n Examples:\n .. code-block:: python\n >>> data = dict(b=np.datetime64(\'2017-01-01\'), a = np.arange(3))\n >>>print(serialize_json(data))\n {"a":[0,1,2],"b":1483228800000.0}\n >>> print(serialize_json(data, pretty=True))\n {\n "a": [\n 0,\n 1,\n 2\n ],\n "b": 1483228800000.0\n }\n \'\'\''},{'id': '16', 'type': 'for_statement', 'children': ['17', '18', '22']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '18', 'type': 'list', 'children': ['19', '20', '21'], 'value': "['allow_nan', 'separators', 'sort_keys']"},{'id': '19', 'type': 'string', 'children': [], 'value': "'allow_nan'"},{'id': '20', 'type': 'string', 'children': [], 'value': "'separators'"},{'id': '21', 'type': 'string', 'children': [], 'value': "'sort_keys'"},{'id': '22', 'type': 'block', 'children': ['23']},{'id': '23', 'type': 'if_statement', 'children': ['24', '27']},{'id': '24', 'type': 'comparison_operator', 'children': ['25', '26'], 'value': 'in'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '27', 'type': 'block', 'children': ['28']},{'id': '28', 'type': 'raise_statement', 'children': ['29']},{'id': '29', 'type': 'call', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '31', 'type': 'argument_list', 'children': ['32']},{'id': '32', 'type': 'binary_operator', 'children': ['33', '34'], 'value': '%'},{'id': '33', 'type': 'string', 'children': [], 'value': '"The value of %r is computed internally, overriding is not permissable."'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '35', 'type': 'if_statement', 'children': ['36', '39']},{'id': '36', 'type': 'comparison_operator', 'children': ['37', '38'], 'value': 'is'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'pretty'},{'id': '38', 'type': 'None', 'children': []},{'id': '39', 'type': 'block', 'children': ['40']},{'id': '40', 'type': 'expression_statement', 'children': ['41']},{'id': '41', 'type': 'assignment', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'pretty'},{'id': '43', 'type': 'call', 'children': ['44', '47']},{'id': '44', 'type': 'attribute', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'settings'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'pretty'},{'id': '47', 'type': 'argument_list', 'children': ['48']},{'id': '48', 'type': 'False', 'children': []},{'id': '49', 'type': 'if_statement', 'children': ['50', '51', '58']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'pretty'},{'id': '51', 'type': 'block', 'children': ['52']},{'id': '52', 'type': 'expression_statement', 'children': ['53']},{'id': '53', 'type': 'assignment', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'separators'},{'id': '55', 'type': 'tuple', 'children': ['56', '57']},{'id': '56', 'type': 'string', 'children': [], 'value': '","'},{'id': '57', 'type': 'string', 'children': [], 'value': '": "'},{'id': '58', 'type': 'else_clause', 'children': ['59']},{'id': '59', 'type': 'block', 'children': ['60']},{'id': '60', 'type': 'expression_statement', 'children': ['61']},{'id': '61', 'type': 'assignment', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'separators'},{'id': '63', 'type': 'tuple', 'children': ['64', '65']},{'id': '64', 'type': 'string', 'children': [], 'value': '","'},{'id': '65', 'type': 'string', 'children': [], 'value': '":"'},{'id': '66', 'type': 'if_statement', 'children': ['67', '72']},{'id': '67', 'type': 'boolean_operator', 'children': ['68', '69'], 'value': 'and'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'pretty'},{'id': '69', 'type': 'comparison_operator', 'children': ['70', '71'], 'value': 'is'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '71', 'type': 'None', 'children': []},{'id': '72', 'type': 'block', 'children': ['73']},{'id': '73', 'type': 'expression_statement', 'children': ['74']},{'id': '74', 'type': 'assignment', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '76', 'type': 'integer', 'children': [], 'value': '2'},{'id': '77', 'type': 'return_statement', 'children': ['78']},{'id': '78', 'type': 'call', 'children': ['79', '82']},{'id': '79', 'type': 'attribute', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'json'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'dumps'},{'id': '82', 'type': 'argument_list', 'children': ['83', '84', '87', '90', '93', '96', '99']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'obj'},{'id': '84', 'type': 'keyword_argument', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'BokehJSONEncoder'},{'id': '87', 'type': 'keyword_argument', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'allow_nan'},{'id': '89', 'type': 'False', 'children': []},{'id': '90', 'type': 'keyword_argument', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'indent'},{'id': '93', 'type': 'keyword_argument', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'separators'},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'separators'},{'id': '96', 'type': 'keyword_argument', 'children': ['97', '98']},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'sort_keys'},{'id': '98', 'type': 'True', 'children': []},{'id': '99', 'type': 'dictionary_splat', 'children': ['100']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'kwargs'} | def serialize_json(obj, pretty=None, indent=None, **kwargs):
''' Return a serialized JSON representation of objects, suitable to
send to BokehJS.
This function is typically used to serialize single python objects in
the manner expected by BokehJS. In particular, many datetime values are
automatically normalized to an expected format. Some Bokeh objects can
also be passed, but note that Bokeh models are typically properly
serialized in the context of an entire Bokeh document.
The resulting JSON always has sorted keys. By default. the output is
as compact as possible unless pretty output or indentation is requested.
Args:
obj (obj) : the object to serialize to JSON format
pretty (bool, optional) :
Whether to generate prettified output. If ``True``, spaces are
added after added after separators, and indentation and newlines
are applied. (default: False)
Pretty output can also be enabled with the environment variable
``BOKEH_PRETTY``, which overrides this argument, if set.
indent (int or None, optional) :
Amount of indentation to use in generated JSON output. If ``None``
then no indentation is used, unless pretty output is enabled,
in which case two spaces are used. (default: None)
Any additional keyword arguments are passed to ``json.dumps``, except for
some that are computed internally, and cannot be overridden:
* allow_nan
* indent
* separators
* sort_keys
Examples:
.. code-block:: python
>>> data = dict(b=np.datetime64('2017-01-01'), a = np.arange(3))
>>>print(serialize_json(data))
{"a":[0,1,2],"b":1483228800000.0}
>>> print(serialize_json(data, pretty=True))
{
"a": [
0,
1,
2
],
"b": 1483228800000.0
}
'''
for name in ['allow_nan', 'separators', 'sort_keys']:
if name in kwargs:
raise ValueError("The value of %r is computed internally, overriding is not permissable." % name)
if pretty is None:
pretty = settings.pretty(False)
if pretty:
separators=(",", ": ")
else:
separators=(",", ":")
if pretty and indent is None:
indent = 2
return json.dumps(obj, cls=BokehJSONEncoder, allow_nan=False, indent=indent, separators=separators, sort_keys=True, **kwargs) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_item_children'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '5', 'type': 'block', 'children': ['6', '26', '49']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'children'},{'id': '9', 'type': 'list_comprehension', 'children': ['10', '16']},{'id': '10', 'type': 'call', 'children': ['11', '14']},{'id': '11', 'type': 'attribute', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '14', 'type': 'argument_list', 'children': ['15']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '16', 'type': 'for_in_clause', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '18', 'type': 'call', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '20', 'type': 'argument_list', 'children': ['21']},{'id': '21', 'type': 'call', 'children': ['22', '25']},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'childCount'},{'id': '25', 'type': 'argument_list', 'children': []},{'id': '26', 'type': 'for_statement', 'children': ['27', '28', '32']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '28', 'type': 'subscript', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'children'},{'id': '30', 'type': 'slice', 'children': ['31']},{'id': '31', 'type': 'colon', 'children': []},{'id': '32', 'type': 'block', 'children': ['33', '40']},{'id': '33', 'type': 'expression_statement', 'children': ['34']},{'id': '34', 'type': 'assignment', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'others'},{'id': '36', 'type': 'call', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'get_item_children'},{'id': '38', 'type': 'argument_list', 'children': ['39']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '40', 'type': 'if_statement', 'children': ['41', '44']},{'id': '41', 'type': 'comparison_operator', 'children': ['42', '43'], 'value': 'is'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'others'},{'id': '43', 'type': 'None', 'children': []},{'id': '44', 'type': 'block', 'children': ['45']},{'id': '45', 'type': 'expression_statement', 'children': ['46']},{'id': '46', 'type': 'augmented_assignment', 'children': ['47', '48'], 'value': '+='},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'children'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'others'},{'id': '49', 'type': 'return_statement', 'children': ['50']},{'id': '50', 'type': 'call', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '52', 'type': 'argument_list', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'children'},{'id': '54', 'type': 'keyword_argument', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '56', 'type': 'lambda', 'children': ['57', '59']},{'id': '57', 'type': 'lambda_parameters', 'children': ['58']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '59', 'type': 'attribute', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'child'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'line'} | def get_item_children(item):
children = [item.child(index) for index in range(item.childCount())]
for child in children[:]:
others = get_item_children(child)
if others is not None:
children += others
return sorted(children, key=lambda child: child.line) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '__sort_toplevel_items'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'block', 'children': ['6', '14', '34', '93']},{'id': '6', 'type': 'if_statement', 'children': ['7', '12']},{'id': '7', 'type': 'comparison_operator', 'children': ['8', '11'], 'value': 'is'},{'id': '8', 'type': 'attribute', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'show_all_files'},{'id': '11', 'type': 'False', 'children': []},{'id': '12', 'type': 'block', 'children': ['13']},{'id': '13', 'type': 'return_statement', 'children': []},{'id': '14', 'type': 'expression_statement', 'children': ['15']},{'id': '15', 'type': 'assignment', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'current_ordered_items'},{'id': '17', 'type': 'list_comprehension', 'children': ['18', '24']},{'id': '18', 'type': 'call', 'children': ['19', '22']},{'id': '19', 'type': 'attribute', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'topLevelItem'},{'id': '22', 'type': 'argument_list', 'children': ['23']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '24', 'type': 'for_in_clause', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '26', 'type': 'call', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '28', 'type': 'argument_list', 'children': ['29']},{'id': '29', 'type': 'call', 'children': ['30', '33']},{'id': '30', 'type': 'attribute', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'topLevelItemCount'},{'id': '33', 'type': 'argument_list', 'children': []},{'id': '34', 'type': 'if_statement', 'children': ['35', '38', '63']},{'id': '35', 'type': 'attribute', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'sort_files_alphabetically'},{'id': '38', 'type': 'block', 'children': ['39']},{'id': '39', 'type': 'expression_statement', 'children': ['40']},{'id': '40', 'type': 'assignment', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'new_ordered_items'},{'id': '42', 'type': 'call', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '44', 'type': 'argument_list', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'current_ordered_items'},{'id': '46', 'type': 'keyword_argument', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '48', 'type': 'lambda', 'children': ['49', '51']},{'id': '49', 'type': 'lambda_parameters', 'children': ['50']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '51', 'type': 'call', 'children': ['52', '55']},{'id': '52', 'type': 'attribute', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'osp'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'basename'},{'id': '55', 'type': 'argument_list', 'children': ['56']},{'id': '56', 'type': 'call', 'children': ['57', '62']},{'id': '57', 'type': 'attribute', 'children': ['58', '61']},{'id': '58', 'type': 'attribute', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'lower'},{'id': '62', 'type': 'argument_list', 'children': []},{'id': '63', 'type': 'else_clause', 'children': ['64']},{'id': '64', 'type': 'block', 'children': ['65']},{'id': '65', 'type': 'expression_statement', 'children': ['66']},{'id': '66', 'type': 'assignment', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'new_ordered_items'},{'id': '68', 'type': 'list_comprehension', 'children': ['69', '77', '82']},{'id': '69', 'type': 'call', 'children': ['70', '75']},{'id': '70', 'type': 'attribute', 'children': ['71', '74']},{'id': '71', 'type': 'attribute', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'editor_items'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '75', 'type': 'argument_list', 'children': ['76']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'e_id'},{'id': '77', 'type': 'for_in_clause', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'e_id'},{'id': '79', 'type': 'attribute', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'ordered_editor_ids'},{'id': '82', 'type': 'if_clause', 'children': ['83']},{'id': '83', 'type': 'comparison_operator', 'children': ['84', '92'], 'value': 'is'},{'id': '84', 'type': 'call', 'children': ['85', '90']},{'id': '85', 'type': 'attribute', 'children': ['86', '89']},{'id': '86', 'type': 'attribute', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'editor_items'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '90', 'type': 'argument_list', 'children': ['91']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'e_id'},{'id': '92', 'type': 'None', 'children': []},{'id': '93', 'type': 'if_statement', 'children': ['94', '97']},{'id': '94', 'type': 'comparison_operator', 'children': ['95', '96'], 'value': '!='},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'current_ordered_items'},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'new_ordered_items'},{'id': '97', 'type': 'block', 'children': ['98', '106', '112', '130', '147', '153', '159']},{'id': '98', 'type': 'expression_statement', 'children': ['99']},{'id': '99', 'type': 'assignment', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'selected_items'},{'id': '101', 'type': 'call', 'children': ['102', '105']},{'id': '102', 'type': 'attribute', 'children': ['103', '104']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'selectedItems'},{'id': '105', 'type': 'argument_list', 'children': []},{'id': '106', 'type': 'expression_statement', 'children': ['107']},{'id': '107', 'type': 'call', 'children': ['108', '111']},{'id': '108', 'type': 'attribute', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'save_expanded_state'},{'id': '111', 'type': 'argument_list', 'children': []},{'id': '112', 'type': 'for_statement', 'children': ['113', '114', '122']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '114', 'type': 'call', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '116', 'type': 'argument_list', 'children': ['117']},{'id': '117', 'type': 'call', 'children': ['118', '121']},{'id': '118', 'type': 'attribute', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'topLevelItemCount'},{'id': '121', 'type': 'argument_list', 'children': []},{'id': '122', 'type': 'block', 'children': ['123']},{'id': '123', 'type': 'expression_statement', 'children': ['124']},{'id': '124', 'type': 'call', 'children': ['125', '128']},{'id': '125', 'type': 'attribute', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'takeTopLevelItem'},{'id': '128', 'type': 'argument_list', 'children': ['129']},{'id': '129', 'type': 'integer', 'children': [], 'value': '0'},{'id': '130', 'type': 'for_statement', 'children': ['131', '134', '138']},{'id': '131', 'type': 'pattern_list', 'children': ['132', '133']},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '134', 'type': 'call', 'children': ['135', '136']},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'enumerate'},{'id': '136', 'type': 'argument_list', 'children': ['137']},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'new_ordered_items'},{'id': '138', 'type': 'block', 'children': ['139']},{'id': '139', 'type': 'expression_statement', 'children': ['140']},{'id': '140', 'type': 'call', 'children': ['141', '144']},{'id': '141', 'type': 'attribute', 'children': ['142', '143']},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'insertTopLevelItem'},{'id': '144', 'type': 'argument_list', 'children': ['145', '146']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '147', 'type': 'expression_statement', 'children': ['148']},{'id': '148', 'type': 'call', 'children': ['149', '152']},{'id': '149', 'type': 'attribute', 'children': ['150', '151']},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'restore_expanded_state'},{'id': '152', 'type': 'argument_list', 'children': []},{'id': '153', 'type': 'expression_statement', 'children': ['154']},{'id': '154', 'type': 'call', 'children': ['155', '158']},{'id': '155', 'type': 'attribute', 'children': ['156', '157']},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '157', 'type': 'identifier', 'children': [], 'value': 'clearSelection'},{'id': '158', 'type': 'argument_list', 'children': []},{'id': '159', 'type': 'if_statement', 'children': ['160', '161']},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'selected_items'},{'id': '161', 'type': 'block', 'children': ['162']},{'id': '162', 'type': 'expression_statement', 'children': ['163']},{'id': '163', 'type': 'call', 'children': ['164', '170']},{'id': '164', 'type': 'attribute', 'children': ['165', '169']},{'id': '165', 'type': 'subscript', 'children': ['166', '167']},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'selected_items'},{'id': '167', 'type': 'unary_operator', 'children': ['168'], 'value': '-'},{'id': '168', 'type': 'integer', 'children': [], 'value': '1'},{'id': '169', 'type': 'identifier', 'children': [], 'value': 'setSelected'},{'id': '170', 'type': 'argument_list', 'children': ['171']},{'id': '171', 'type': 'True', 'children': []} | def __sort_toplevel_items(self):
if self.show_all_files is False:
return
current_ordered_items = [self.topLevelItem(index) for index in
range(self.topLevelItemCount())]
if self.sort_files_alphabetically:
new_ordered_items = sorted(
current_ordered_items,
key=lambda item: osp.basename(item.path.lower()))
else:
new_ordered_items = [
self.editor_items.get(e_id) for e_id in
self.ordered_editor_ids if
self.editor_items.get(e_id) is not None]
if current_ordered_items != new_ordered_items:
selected_items = self.selectedItems()
self.save_expanded_state()
for index in range(self.topLevelItemCount()):
self.takeTopLevelItem(0)
for index, item in enumerate(new_ordered_items):
self.insertTopLevelItem(index, item)
self.restore_expanded_state()
self.clearSelection()
if selected_items:
selected_items[-1].setSelected(True) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sortByColumn'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '6', 'type': 'block', 'children': ['7', '24', '34', '42', '96']},{'id': '7', 'type': 'if_statement', 'children': ['8', '14']},{'id': '8', 'type': 'comparison_operator', 'children': ['9', '12'], 'value': '=='},{'id': '9', 'type': 'attribute', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'sort_old'},{'id': '12', 'type': 'list', 'children': ['13'], 'value': '[None]'},{'id': '13', 'type': 'None', 'children': []},{'id': '14', 'type': 'block', 'children': ['15']},{'id': '15', 'type': 'expression_statement', 'children': ['16']},{'id': '16', 'type': 'call', 'children': ['17', '22']},{'id': '17', 'type': 'attribute', 'children': ['18', '21']},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'header_class'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'setSortIndicatorShown'},{'id': '22', 'type': 'argument_list', 'children': ['23']},{'id': '23', 'type': 'True', 'children': []},{'id': '24', 'type': 'expression_statement', 'children': ['25']},{'id': '25', 'type': 'assignment', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'sort_order'},{'id': '27', 'type': 'call', 'children': ['28', '33']},{'id': '28', 'type': 'attribute', 'children': ['29', '32']},{'id': '29', 'type': 'attribute', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'header_class'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'sortIndicatorOrder'},{'id': '33', 'type': 'argument_list', 'children': []},{'id': '34', 'type': 'expression_statement', 'children': ['35']},{'id': '35', 'type': 'call', 'children': ['36', '41']},{'id': '36', 'type': 'attribute', 'children': ['37', '40']},{'id': '37', 'type': 'attribute', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'sig_sort_by_column'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'emit'},{'id': '41', 'type': 'argument_list', 'children': []},{'id': '42', 'type': 'if_statement', 'children': ['43', '55']},{'id': '43', 'type': 'not_operator', 'children': ['44']},{'id': '44', 'type': 'call', 'children': ['45', '52']},{'id': '45', 'type': 'attribute', 'children': ['46', '51']},{'id': '46', 'type': 'call', 'children': ['47', '50']},{'id': '47', 'type': 'attribute', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'model'},{'id': '50', 'type': 'argument_list', 'children': []},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '52', 'type': 'argument_list', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'sort_order'},{'id': '55', 'type': 'block', 'children': ['56', '95']},{'id': '56', 'type': 'if_statement', 'children': ['57', '65', '75']},{'id': '57', 'type': 'comparison_operator', 'children': ['58', '64'], 'value': '!='},{'id': '58', 'type': 'call', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '60', 'type': 'argument_list', 'children': ['61']},{'id': '61', 'type': 'attribute', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'sort_old'},{'id': '64', 'type': 'integer', 'children': [], 'value': '2'},{'id': '65', 'type': 'block', 'children': ['66']},{'id': '66', 'type': 'expression_statement', 'children': ['67']},{'id': '67', 'type': 'call', 'children': ['68', '73']},{'id': '68', 'type': 'attribute', 'children': ['69', '72']},{'id': '69', 'type': 'attribute', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'header_class'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'setSortIndicatorShown'},{'id': '73', 'type': 'argument_list', 'children': ['74']},{'id': '74', 'type': 'False', 'children': []},{'id': '75', 'type': 'else_clause', 'children': ['76']},{'id': '76', 'type': 'block', 'children': ['77']},{'id': '77', 'type': 'expression_statement', 'children': ['78']},{'id': '78', 'type': 'call', 'children': ['79', '84']},{'id': '79', 'type': 'attribute', 'children': ['80', '83']},{'id': '80', 'type': 'attribute', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'header_class'},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'setSortIndicator'},{'id': '84', 'type': 'argument_list', 'children': ['85', '90']},{'id': '85', 'type': 'subscript', 'children': ['86', '89']},{'id': '86', 'type': 'attribute', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'sort_old'},{'id': '89', 'type': 'integer', 'children': [], 'value': '0'},{'id': '90', 'type': 'subscript', 'children': ['91', '94']},{'id': '91', 'type': 'attribute', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'sort_old'},{'id': '94', 'type': 'integer', 'children': [], 'value': '1'},{'id': '95', 'type': 'return_statement', 'children': []},{'id': '96', 'type': 'expression_statement', 'children': ['97']},{'id': '97', 'type': 'assignment', 'children': ['98', '101']},{'id': '98', 'type': 'attribute', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'sort_old'},{'id': '101', 'type': 'list', 'children': ['102', '103'], 'value': '[index, self.header_class.sortIndicatorOrder()]'},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '103', 'type': 'call', 'children': ['104', '109']},{'id': '104', 'type': 'attribute', 'children': ['105', '108']},{'id': '105', 'type': 'attribute', 'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'header_class'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'sortIndicatorOrder'},{'id': '109', 'type': 'argument_list', 'children': []} | def sortByColumn(self, index):
if self.sort_old == [None]:
self.header_class.setSortIndicatorShown(True)
sort_order = self.header_class.sortIndicatorOrder()
self.sig_sort_by_column.emit()
if not self.model().sort(index, sort_order):
if len(self.sort_old) != 2:
self.header_class.setSortIndicatorShown(False)
else:
self.header_class.setSortIndicator(self.sort_old[0],
self.sort_old[1])
return
self.sort_old = [index, self.header_class.sortIndicatorOrder()] |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '11']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sort'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'order'},{'id': '8', 'type': 'attribute', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'Qt'},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'AscendingOrder'},{'id': '11', 'type': 'block', 'children': ['12', '20', '34']},{'id': '12', 'type': 'expression_statement', 'children': ['13']},{'id': '13', 'type': 'assignment', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '15', 'type': 'comparison_operator', 'children': ['16', '17'], 'value': '=='},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'order'},{'id': '17', 'type': 'attribute', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'Qt'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'AscendingOrder'},{'id': '20', 'type': 'expression_statement', 'children': ['21']},{'id': '21', 'type': 'call', 'children': ['22', '27']},{'id': '22', 'type': 'attribute', 'children': ['23', '26']},{'id': '23', 'type': 'attribute', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'model'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '27', 'type': 'argument_list', 'children': ['28', '31']},{'id': '28', 'type': 'attribute', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'COLUMN_INDEX'},{'id': '31', 'type': 'keyword_argument', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'order'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '34', 'type': 'return_statement', 'children': ['35']},{'id': '35', 'type': 'True', 'children': []} | def sort(self, column, order=Qt.AscendingOrder):
ascending = order == Qt.AscendingOrder
self.model.sort(self.COLUMN_INDEX, order=ascending)
return True |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sortByIndex'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '6', 'type': 'block', 'children': ['7', '20', '34', '48']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'call', 'children': ['9', '18']},{'id': '9', 'type': 'attribute', 'children': ['10', '17']},{'id': '10', 'type': 'call', 'children': ['11', '16']},{'id': '11', 'type': 'attribute', 'children': ['12', '15']},{'id': '12', 'type': 'attribute', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'table_level'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'horizontalHeader'},{'id': '16', 'type': 'argument_list', 'children': []},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'setSortIndicatorShown'},{'id': '18', 'type': 'argument_list', 'children': ['19']},{'id': '19', 'type': 'True', 'children': []},{'id': '20', 'type': 'expression_statement', 'children': ['21']},{'id': '21', 'type': 'assignment', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'sort_order'},{'id': '23', 'type': 'call', 'children': ['24', '33']},{'id': '24', 'type': 'attribute', 'children': ['25', '32']},{'id': '25', 'type': 'call', 'children': ['26', '31']},{'id': '26', 'type': 'attribute', 'children': ['27', '30']},{'id': '27', 'type': 'attribute', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'table_level'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'horizontalHeader'},{'id': '31', 'type': 'argument_list', 'children': []},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'sortIndicatorOrder'},{'id': '33', 'type': 'argument_list', 'children': []},{'id': '34', 'type': 'expression_statement', 'children': ['35']},{'id': '35', 'type': 'call', 'children': ['36', '45']},{'id': '36', 'type': 'attribute', 'children': ['37', '44']},{'id': '37', 'type': 'call', 'children': ['38', '43']},{'id': '38', 'type': 'attribute', 'children': ['39', '42']},{'id': '39', 'type': 'attribute', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'table_index'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'model'},{'id': '43', 'type': 'argument_list', 'children': []},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '45', 'type': 'argument_list', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'sort_order'},{'id': '48', 'type': 'expression_statement', 'children': ['49']},{'id': '49', 'type': 'call', 'children': ['50', '53']},{'id': '50', 'type': 'attribute', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '52', 'type': 'identifier', 'children': [], 'value': '_sort_update'},{'id': '53', 'type': 'argument_list', 'children': []} | def sortByIndex(self, index):
self.table_level.horizontalHeader().setSortIndicatorShown(True)
sort_order = self.table_level.horizontalHeader().sortIndicatorOrder()
self.table_index.model().sort(index, sort_order)
self._sort_update() |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sort_file_tabs_alphabetically'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'block', 'children': ['6']},{'id': '6', 'type': 'while_statement', 'children': ['7', '14']},{'id': '7', 'type': 'comparison_operator', 'children': ['8', '13'], 'value': 'is'},{'id': '8', 'type': 'call', 'children': ['9', '12']},{'id': '9', 'type': 'attribute', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '12', 'type': 'argument_list', 'children': []},{'id': '13', 'type': 'False', 'children': []},{'id': '14', 'type': 'block', 'children': ['15']},{'id': '15', 'type': 'for_statement', 'children': ['16', '17', '32']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '17', 'type': 'call', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '19', 'type': 'argument_list', 'children': ['20', '21']},{'id': '20', 'type': 'integer', 'children': [], 'value': '0'},{'id': '21', 'type': 'call', 'children': ['22', '31']},{'id': '22', 'type': 'attribute', 'children': ['23', '30']},{'id': '23', 'type': 'call', 'children': ['24', '29']},{'id': '24', 'type': 'attribute', 'children': ['25', '28']},{'id': '25', 'type': 'attribute', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'tabs'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'tabBar'},{'id': '29', 'type': 'argument_list', 'children': []},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'count'},{'id': '31', 'type': 'argument_list', 'children': []},{'id': '32', 'type': 'block', 'children': ['33']},{'id': '33', 'type': 'if_statement', 'children': ['34', '62']},{'id': '34', 'type': '()', 'children': ['35']},{'id': '35', 'type': 'comparison_operator', 'children': ['36', '48'], 'value': '>'},{'id': '36', 'type': 'call', 'children': ['37', '46']},{'id': '37', 'type': 'attribute', 'children': ['38', '45']},{'id': '38', 'type': 'call', 'children': ['39', '44']},{'id': '39', 'type': 'attribute', 'children': ['40', '43']},{'id': '40', 'type': 'attribute', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'tabs'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'tabBar'},{'id': '44', 'type': 'argument_list', 'children': []},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'tabText'},{'id': '46', 'type': 'argument_list', 'children': ['47']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '48', 'type': 'call', 'children': ['49', '58']},{'id': '49', 'type': 'attribute', 'children': ['50', '57']},{'id': '50', 'type': 'call', 'children': ['51', '56']},{'id': '51', 'type': 'attribute', 'children': ['52', '55']},{'id': '52', 'type': 'attribute', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'tabs'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'tabBar'},{'id': '56', 'type': 'argument_list', 'children': []},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'tabText'},{'id': '58', 'type': 'argument_list', 'children': ['59']},{'id': '59', 'type': 'binary_operator', 'children': ['60', '61'], 'value': '+'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '61', 'type': 'integer', 'children': [], 'value': '1'},{'id': '62', 'type': 'block', 'children': ['63']},{'id': '63', 'type': 'expression_statement', 'children': ['64']},{'id': '64', 'type': 'call', 'children': ['65', '74']},{'id': '65', 'type': 'attribute', 'children': ['66', '73']},{'id': '66', 'type': 'call', 'children': ['67', '72']},{'id': '67', 'type': 'attribute', 'children': ['68', '71']},{'id': '68', 'type': 'attribute', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'tabs'},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'tabBar'},{'id': '72', 'type': 'argument_list', 'children': []},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'moveTab'},{'id': '74', 'type': 'argument_list', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '76', 'type': 'binary_operator', 'children': ['77', '78'], 'value': '+'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '78', 'type': 'integer', 'children': [], 'value': '1'} | def sort_file_tabs_alphabetically(self):
while self.sorted() is False:
for i in range(0, self.tabs.tabBar().count()):
if(self.tabs.tabBar().tabText(i) >
self.tabs.tabBar().tabText(i + 1)):
self.tabs.tabBar().moveTab(i, i + 1) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sort_top_level_items'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '6', 'type': 'block', 'children': ['7', '13', '39', '56']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'call', 'children': ['9', '12']},{'id': '9', 'type': 'attribute', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'save_expanded_state'},{'id': '12', 'type': 'argument_list', 'children': []},{'id': '13', 'type': 'expression_statement', 'children': ['14']},{'id': '14', 'type': 'assignment', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '16', 'type': 'call', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '18', 'type': 'argument_list', 'children': ['19', '36']},{'id': '19', 'type': 'list_comprehension', 'children': ['20', '26']},{'id': '20', 'type': 'call', 'children': ['21', '24']},{'id': '21', 'type': 'attribute', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'takeTopLevelItem'},{'id': '24', 'type': 'argument_list', 'children': ['25']},{'id': '25', 'type': 'integer', 'children': [], 'value': '0'},{'id': '26', 'type': 'for_in_clause', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '28', 'type': 'call', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '30', 'type': 'argument_list', 'children': ['31']},{'id': '31', 'type': 'call', 'children': ['32', '35']},{'id': '32', 'type': 'attribute', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'topLevelItemCount'},{'id': '35', 'type': 'argument_list', 'children': []},{'id': '36', 'type': 'keyword_argument', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '39', 'type': 'for_statement', 'children': ['40', '43', '47']},{'id': '40', 'type': 'pattern_list', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '43', 'type': 'call', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'enumerate'},{'id': '45', 'type': 'argument_list', 'children': ['46']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '47', 'type': 'block', 'children': ['48']},{'id': '48', 'type': 'expression_statement', 'children': ['49']},{'id': '49', 'type': 'call', 'children': ['50', '53']},{'id': '50', 'type': 'attribute', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'insertTopLevelItem'},{'id': '53', 'type': 'argument_list', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '56', 'type': 'expression_statement', 'children': ['57']},{'id': '57', 'type': 'call', 'children': ['58', '61']},{'id': '58', 'type': 'attribute', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'restore_expanded_state'},{'id': '61', 'type': 'argument_list', 'children': []} | def sort_top_level_items(self, key):
self.save_expanded_state()
items = sorted([self.takeTopLevelItem(0)
for index in range(self.topLevelItemCount())], key=key)
for index, item in enumerate(items):
self.insertTopLevelItem(index, item)
self.restore_expanded_state() |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'set_sorting'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'flag'},{'id': '6', 'type': 'block', 'children': ['7', '15']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'assignment', 'children': ['9', '14']},{'id': '9', 'type': 'subscript', 'children': ['10', '13']},{'id': '10', 'type': 'attribute', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'sorting'},{'id': '13', 'type': 'string', 'children': [], 'value': "'status'"},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'flag'},{'id': '15', 'type': 'expression_statement', 'children': ['16']},{'id': '16', 'type': 'call', 'children': ['17', '24']},{'id': '17', 'type': 'attribute', 'children': ['18', '23']},{'id': '18', 'type': 'call', 'children': ['19', '22']},{'id': '19', 'type': 'attribute', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'header'},{'id': '22', 'type': 'argument_list', 'children': []},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'setSectionsClickable'},{'id': '24', 'type': 'argument_list', 'children': ['25']},{'id': '25', 'type': 'comparison_operator', 'children': ['26', '27'], 'value': '=='},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'flag'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'ON'} | def set_sorting(self, flag):
self.sorting['status'] = flag
self.header().setSectionsClickable(flag == ON) |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'set_filter'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '6', 'type': 'block', 'children': ['7', '16', '41']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'assignment', 'children': ['9', '12']},{'id': '9', 'type': 'attribute', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'pattern'},{'id': '12', 'type': 'call', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'get_search_regex'},{'id': '14', 'type': 'argument_list', 'children': ['15']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'text'},{'id': '16', 'type': 'if_statement', 'children': ['17', '20', '30']},{'id': '17', 'type': 'attribute', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'pattern'},{'id': '20', 'type': 'block', 'children': ['21']},{'id': '21', 'type': 'expression_statement', 'children': ['22']},{'id': '22', 'type': 'call', 'children': ['23', '28']},{'id': '23', 'type': 'attribute', 'children': ['24', '27']},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '26', 'type': 'identifier', 'children': [], 'value': '_parent'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'setSortingEnabled'},{'id': '28', 'type': 'argument_list', 'children': ['29']},{'id': '29', 'type': 'False', 'children': []},{'id': '30', 'type': 'else_clause', 'children': ['31']},{'id': '31', 'type': 'block', 'children': ['32']},{'id': '32', 'type': 'expression_statement', 'children': ['33']},{'id': '33', 'type': 'call', 'children': ['34', '39']},{'id': '34', 'type': 'attribute', 'children': ['35', '38']},{'id': '35', 'type': 'attribute', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '37', 'type': 'identifier', 'children': [], 'value': '_parent'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'setSortingEnabled'},{'id': '39', 'type': 'argument_list', 'children': ['40']},{'id': '40', 'type': 'True', 'children': []},{'id': '41', 'type': 'expression_statement', 'children': ['42']},{'id': '42', 'type': 'call', 'children': ['43', '46']},{'id': '43', 'type': 'attribute', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'invalidateFilter'},{'id': '46', 'type': 'argument_list', 'children': []} | def set_filter(self, text):
self.pattern = get_search_regex(text)
if self.pattern:
self._parent.setSortingEnabled(False)
else:
self._parent.setSortingEnabled(True)
self.invalidateFilter() |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_get_content_hash'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'block', 'children': ['6', '12', '16', '33', '56']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'content'},{'id': '9', 'type': 'attribute', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '11', 'type': 'identifier', 'children': [], 'value': '_local_config'},{'id': '12', 'type': 'expression_statement', 'children': ['13']},{'id': '13', 'type': 'assignment', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'relevant_content'},{'id': '15', 'type': 'dictionary', 'children': []},{'id': '16', 'type': 'for_statement', 'children': ['17', '18', '21']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '20', 'type': 'identifier', 'children': [], 'value': '_relevant_keys'},{'id': '21', 'type': 'block', 'children': ['22']},{'id': '22', 'type': 'expression_statement', 'children': ['23']},{'id': '23', 'type': 'assignment', 'children': ['24', '27']},{'id': '24', 'type': 'subscript', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'relevant_content'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '27', 'type': 'call', 'children': ['28', '31']},{'id': '28', 'type': 'attribute', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'content'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '31', 'type': 'argument_list', 'children': ['32']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '33', 'type': 'expression_statement', 'children': ['34']},{'id': '34', 'type': 'assignment', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'content_hash'},{'id': '36', 'type': 'call', 'children': ['37', '55']},{'id': '37', 'type': 'attribute', 'children': ['38', '54']},{'id': '38', 'type': 'call', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'sha256'},{'id': '40', 'type': 'argument_list', 'children': ['41']},{'id': '41', 'type': 'call', 'children': ['42', '53']},{'id': '42', 'type': 'attribute', 'children': ['43', '52']},{'id': '43', 'type': 'call', 'children': ['44', '47']},{'id': '44', 'type': 'attribute', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'json'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'dumps'},{'id': '47', 'type': 'argument_list', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'relevant_content'},{'id': '49', 'type': 'keyword_argument', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'sort_keys'},{'id': '51', 'type': 'True', 'children': []},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'encode'},{'id': '53', 'type': 'argument_list', 'children': []},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'hexdigest'},{'id': '55', 'type': 'argument_list', 'children': []},{'id': '56', 'type': 'return_statement', 'children': ['57']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'content_hash'} | def _get_content_hash(self):
content = self._local_config
relevant_content = {}
for key in self._relevant_keys:
relevant_content[key] = content.get(key)
content_hash = sha256(
json.dumps(relevant_content, sort_keys=True).encode()
).hexdigest()
return content_hash |
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'missing_datetimes'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'finite_datetimes'},{'id': '6', 'type': 'block', 'children': ['7']},{'id': '7', 'type': 'return_statement', 'children': ['8']},{'id': '8', 'type': 'list_comprehension', 'children': ['9', '10', '13']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '10', 'type': 'for_in_clause', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'finite_datetimes'},{'id': '13', 'type': 'if_clause', 'children': ['14']},{'id': '14', 'type': 'not_operator', 'children': ['15']},{'id': '15', 'type': 'call', 'children': ['16', '29']},{'id': '16', 'type': 'attribute', 'children': ['17', '28']},{'id': '17', 'type': 'call', 'children': ['18', '21']},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '20', 'type': 'identifier', 'children': [], 'value': '_instantiate_task_cls'},{'id': '21', 'type': 'argument_list', 'children': ['22']},{'id': '22', 'type': 'call', 'children': ['23', '26']},{'id': '23', 'type': 'attribute', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'datetime_to_parameter'},{'id': '26', 'type': 'argument_list', 'children': ['27']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'complete'},{'id': '29', 'type': 'argument_list', 'children': []} | def missing_datetimes(self, finite_datetimes):
return [d for d in finite_datetimes if not self._instantiate_task_cls(self.datetime_to_parameter(d)).complete()] |
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