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def fromkeys(cls, iterable, value=None): if not callable(value): return cls(dict.fromkeys(iterable, value)) return cls((key, value(key)) for key in iterable)
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def get_keys(data_list, leading_columns=LEADING_COLUMNS): all_keys = set().union(*(list(d.keys()) for d in data_list)) leading_keys = [] for key in leading_columns: if key not in all_keys: continue leading_keys.append(key) all_keys.remove(key) return leading_keys + sorted(all_keys)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '15']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'to_file'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '8', 'type': 'True', 'children': []},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'relativize'},{'id': '11', 'type': 'True', 'children': []},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'nl'},{'id': '14', 'type': 'None', 'children': []},{'id': '15', 'type': 'block', 'children': ['16', '33', '48', '73']},{'id': '16', 'type': 'if_statement', 'children': ['17', '22', '27']},{'id': '17', 'type': 'comparison_operator', 'children': ['18', '21'], 'value': '>='},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'sys'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'hexversion'},{'id': '21', 'type': 'integer', 'children': [], 'value': '0x02030000'},{'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': 'str_type'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'basestring'},{'id': '27', 'type': 'else_clause', 'children': ['28']},{'id': '28', 'type': 'block', 'children': ['29']},{'id': '29', 'type': 'expression_statement', 'children': ['30']},{'id': '30', 'type': 'assignment', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'str_type'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '33', 'type': 'if_statement', 'children': ['34', '37', '42']},{'id': '34', 'type': 'comparison_operator', 'children': ['35', '36'], 'value': 'is'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'nl'},{'id': '36', 'type': 'None', 'children': []},{'id': '37', 'type': 'block', 'children': ['38']},{'id': '38', 'type': 'expression_statement', 'children': ['39']},{'id': '39', 'type': 'assignment', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '41', 'type': 'string', 'children': [], 'value': "'w'"},{'id': '42', 'type': 'else_clause', 'children': ['43']},{'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': 'opts'},{'id': '47', 'type': 'string', 'children': [], 'value': "'wb'"},{'id': '48', 'type': 'if_statement', 'children': ['49', '54', '67']},{'id': '49', 'type': 'call', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '51', 'type': 'argument_list', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'str_type'},{'id': '54', 'type': 'block', 'children': ['55', '63']},{'id': '55', 'type': 'expression_statement', 'children': ['56']},{'id': '56', 'type': 'assignment', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '58', 'type': 'call', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'file'},{'id': '60', 'type': 'argument_list', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '63', 'type': 'expression_statement', 'children': ['64']},{'id': '64', 'type': 'assignment', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'want_close'},{'id': '66', 'type': 'True', 'children': []},{'id': '67', 'type': 'else_clause', 'children': ['68']},{'id': '68', 'type': 'block', 'children': ['69']},{'id': '69', 'type': 'expression_statement', 'children': ['70']},{'id': '70', 'type': 'assignment', 'children': ['71', '72']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'want_close'},{'id': '72', 'type': 'False', 'children': []},{'id': '73', 'type': 'try_statement', 'children': ['74', '150']},{'id': '74', 'type': 'block', 'children': ['75', '102']},{'id': '75', 'type': 'if_statement', 'children': ['76', '77', '92']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '77', 'type': 'block', 'children': ['78', '86']},{'id': '78', 'type': 'expression_statement', 'children': ['79']},{'id': '79', 'type': 'assignment', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'names'},{'id': '81', 'type': 'call', 'children': ['82', '85']},{'id': '82', 'type': 'attribute', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'keys'},{'id': '85', 'type': 'argument_list', 'children': []},{'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': 'names'},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '91', 'type': 'argument_list', 'children': []},{'id': '92', 'type': 'else_clause', 'children': ['93']},{'id': '93', 'type': 'block', 'children': ['94']},{'id': '94', 'type': 'expression_statement', 'children': ['95']},{'id': '95', 'type': 'assignment', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'names'},{'id': '97', 'type': 'call', 'children': ['98', '101']},{'id': '98', 'type': 'attribute', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'iterkeys'},{'id': '101', 'type': 'argument_list', 'children': []},{'id': '102', 'type': 'for_statement', 'children': ['103', '104', '105']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'n'},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'names'},{'id': '105', 'type': 'block', 'children': ['106', '125']},{'id': '106', 'type': 'expression_statement', 'children': ['107']},{'id': '107', 'type': 'assignment', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '109', 'type': 'call', 'children': ['110', '115']},{'id': '110', 'type': 'attribute', 'children': ['111', '114']},{'id': '111', 'type': 'subscript', 'children': ['112', '113']},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'n'},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'to_text'},{'id': '115', 'type': 'argument_list', 'children': ['116', '117', '122']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'n'},{'id': '117', 'type': 'keyword_argument', 'children': ['118', '119']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'origin'},{'id': '119', 'type': 'attribute', 'children': ['120', '121']},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'origin'},{'id': '122', 'type': 'keyword_argument', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'relativize'},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'relativize'},{'id': '125', 'type': 'if_statement', 'children': ['126', '129', '134']},{'id': '126', 'type': 'comparison_operator', 'children': ['127', '128'], 'value': 'is'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'nl'},{'id': '128', 'type': 'None', 'children': []},{'id': '129', 'type': 'block', 'children': ['130']},{'id': '130', 'type': 'print_statement', 'children': ['131', '133']},{'id': '131', 'type': 'chevron', 'children': ['132']},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '134', 'type': 'else_clause', 'children': ['135']},{'id': '135', 'type': 'block', 'children': ['136', '143']},{'id': '136', 'type': 'expression_statement', 'children': ['137']},{'id': '137', 'type': 'call', 'children': ['138', '141']},{'id': '138', 'type': 'attribute', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'write'},{'id': '141', 'type': 'argument_list', 'children': ['142']},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'l'},{'id': '143', 'type': 'expression_statement', 'children': ['144']},{'id': '144', 'type': 'call', 'children': ['145', '148']},{'id': '145', 'type': 'attribute', 'children': ['146', '147']},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'write'},{'id': '148', 'type': 'argument_list', 'children': ['149']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'nl'},{'id': '150', 'type': 'finally_clause', 'children': ['151']},{'id': '151', 'type': 'block', 'children': ['152']},{'id': '152', 'type': 'if_statement', 'children': ['153', '154']},{'id': '153', 'type': 'identifier', 'children': [], 'value': 'want_close'},{'id': '154', 'type': 'block', 'children': ['155']},{'id': '155', 'type': 'expression_statement', 'children': ['156']},{'id': '156', 'type': 'call', 'children': ['157', '160']},{'id': '157', 'type': 'attribute', 'children': ['158', '159']},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'close'},{'id': '160', 'type': 'argument_list', 'children': []}
def to_file(self, f, sorted=True, relativize=True, nl=None): if sys.hexversion >= 0x02030000: str_type = basestring else: str_type = str if nl is None: opts = 'w' else: opts = 'wb' if isinstance(f, str_type): f = file(f, opts) want_close = True else: want_close = False try: if sorted: names = self.keys() names.sort() else: names = self.iterkeys() for n in names: l = self[n].to_text(n, origin=self.origin, relativize=relativize) if nl is None: print >> f, l else: f.write(l) f.write(nl) finally: if want_close: f.close()
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'in'},{'id': '15', 'type': 'string', 'children': [], 'value': "'epoch'"},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'keys'},{'id': '17', 'type': '()', 'children': ['18']},{'id': '18', 'type': 'comparison_operator', 'children': ['19', '20'], 'value': 'not'},{'id': '19', 'type': 'string', 'children': [], 'value': "'epoch'"},{'id': '20', 'type': 'attribute', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'keys_ignored_'},{'id': '23', 'type': 'block', 'children': ['24']},{'id': '24', 'type': 'expression_statement', 'children': ['25']},{'id': '25', 'type': 'call', 'children': ['26', '29']},{'id': '26', 'type': 'attribute', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'sorted_keys'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '29', 'type': 'argument_list', 'children': ['30']},{'id': '30', 'type': 'string', 'children': [], 'value': "'epoch'"},{'id': '31', 'type': 'for_statement', 'children': ['32', '33', '37']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '33', 'type': 'call', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '35', 'type': 'argument_list', 'children': ['36']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'keys'},{'id': '37', 'type': 'block', 'children': ['38']},{'id': '38', 'type': 'if_statement', 'children': ['39', '68']},{'id': '39', 'type': 'not_operator', 'children': ['40']},{'id': '40', 'type': '()', 'children': ['41']},{'id': '41', 'type': 'boolean_operator', 'children': ['42', '62'], 'value': 'or'},{'id': '42', 'type': 'boolean_operator', 'children': ['43', '56'], 'value': 'or'},{'id': '43', 'type': 'boolean_operator', 'children': ['44', '50'], 'value': 'or'},{'id': '44', 'type': '()', 'children': ['45']},{'id': '45', 'type': 'comparison_operator', 'children': ['46', '47'], 'value': 'in'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '47', 'type': 'tuple', 'children': ['48', '49']},{'id': '48', 'type': 'string', 'children': [], 'value': "'epoch'"},{'id': '49', 'type': 'string', 'children': [], 'value': "'dur'"},{'id': '50', 'type': '()', 'children': ['51']},{'id': '51', 'type': 'comparison_operator', 'children': ['52', '53'], 'value': 'in'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '53', 'type': 'attribute', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'keys_ignored_'},{'id': '56', 'type': 'call', 'children': ['57', '60']},{'id': '57', 'type': 'attribute', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'endswith'},{'id': '60', 'type': 'argument_list', 'children': ['61']},{'id': '61', 'type': 'string', 'children': [], 'value': "'_best'"},{'id': '62', 'type': 'call', 'children': ['63', '66']},{'id': '63', 'type': 'attribute', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'startswith'},{'id': '66', 'type': 'argument_list', 'children': ['67']},{'id': '67', 'type': 'string', 'children': [], 'value': "'event_'"},{'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': 'sorted_keys'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '74', 'type': 'argument_list', 'children': ['75']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '76', 'type': 'for_statement', 'children': ['77', '78', '82']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '78', 'type': 'call', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '80', 'type': 'argument_list', 'children': ['81']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'keys'},{'id': '82', 'type': 'block', 'children': ['83']},{'id': '83', 'type': 'if_statement', 'children': ['84', '97']},{'id': '84', 'type': 'boolean_operator', 'children': ['85', '91'], 'value': 'and'},{'id': '85', 'type': 'call', 'children': ['86', '89']},{'id': '86', 'type': 'attribute', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'startswith'},{'id': '89', 'type': 'argument_list', 'children': ['90']},{'id': '90', 'type': 'string', 'children': [], 'value': "'event_'"},{'id': '91', 'type': '()', 'children': ['92']},{'id': '92', 'type': 'comparison_operator', 'children': ['93', '94'], 'value': 'not'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '94', 'type': 'attribute', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'keys_ignored_'},{'id': '97', 'type': 'block', 'children': ['98']},{'id': '98', 'type': 'expression_statement', 'children': ['99']},{'id': '99', 'type': 'call', 'children': ['100', '103']},{'id': '100', 'type': 'attribute', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'sorted_keys'},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '103', 'type': 'argument_list', 'children': ['104']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '105', 'type': 'if_statement', 'children': ['106', '117']},{'id': '106', 'type': 'boolean_operator', 'children': ['107', '111'], 'value': 'and'},{'id': '107', 'type': '()', 'children': ['108']},{'id': '108', 'type': 'comparison_operator', 'children': ['109', '110'], 'value': 'in'},{'id': '109', 'type': 'string', 'children': [], 'value': "'dur'"},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'keys'},{'id': '111', 'type': '()', 'children': ['112']},{'id': '112', 'type': 'comparison_operator', 'children': ['113', '114'], 'value': 'not'},{'id': '113', 'type': 'string', 'children': [], 'value': "'dur'"},{'id': '114', 'type': 'attribute', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'keys_ignored_'},{'id': '117', 'type': 'block', 'children': ['118']},{'id': '118', 'type': 'expression_statement', 'children': ['119']},{'id': '119', 'type': 'call', 'children': ['120', '123']},{'id': '120', 'type': 'attribute', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'sorted_keys'},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '123', 'type': 'argument_list', 'children': ['124']},{'id': '124', 'type': 'string', 'children': [], 'value': "'dur'"},{'id': '125', 'type': 'return_statement', 'children': ['126']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'sorted_keys'}
def _sorted_keys(self, keys): sorted_keys = [] if ('epoch' in keys) and ('epoch' not in self.keys_ignored_): sorted_keys.append('epoch') for key in sorted(keys): if not ( (key in ('epoch', 'dur')) or (key in self.keys_ignored_) or key.endswith('_best') or key.startswith('event_') ): sorted_keys.append(key) for key in sorted(keys): if key.startswith('event_') and (key not in self.keys_ignored_): sorted_keys.append(key) if ('dur' in keys) and ('dur' not in self.keys_ignored_): sorted_keys.append('dur') return sorted_keys
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def sort_values(expr, by, ascending=True): if not isinstance(by, list): by = [by, ] by = [it(expr) if inspect.isfunction(it) else it for it in by] return SortedCollectionExpr(expr, _sorted_fields=by, _ascending=ascending, _schema=expr._schema)
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def reshuffle(expr, by=None, sort=None, ascending=True): by = by or RandomScalar() grouped = expr.groupby(by) if sort: grouped = grouped.sort_values(sort, ascending=ascending) return ReshuffledCollectionExpr(_input=grouped, _schema=expr._schema)
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def cumsum(expr, sort=None, ascending=True, unique=False, preceding=None, following=None): if expr._data_type == types.boolean: output_type = types.int64 else: output_type = expr._data_type return _cumulative_op(expr, CumSum, sort=sort, ascending=ascending, unique=unique, preceding=preceding, following=following, data_type=output_type)
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def cummax(expr, sort=None, ascending=True, unique=False, preceding=None, following=None): return _cumulative_op(expr, CumMax, sort=sort, ascending=ascending, unique=unique, preceding=preceding, following=following)
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def cummin(expr, sort=None, ascending=True, unique=False, preceding=None, following=None): return _cumulative_op(expr, CumMin, sort=sort, ascending=ascending, unique=unique, preceding=preceding, following=following)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '20']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'cummean'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8', '11', '14', '17']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '7', 'type': 'None', 'children': []},{'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': 'unique'},{'id': '13', 'type': 'False', 'children': []},{'id': '14', 'type': 'default_parameter', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '16', 'type': 'None', 'children': []},{'id': '17', 'type': 'default_parameter', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '19', 'type': 'None', 'children': []},{'id': '20', 'type': 'block', 'children': ['21', '28']},{'id': '21', 'type': 'expression_statement', 'children': ['22']},{'id': '22', 'type': 'assignment', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'data_type'},{'id': '24', 'type': 'call', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': '_stats_type'},{'id': '26', 'type': 'argument_list', 'children': ['27']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '28', 'type': 'return_statement', 'children': ['29']},{'id': '29', 'type': 'call', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': '_cumulative_op'},{'id': '31', 'type': 'argument_list', 'children': ['32', '33', '34', '37', '40', '43', '46', '49']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'CumMean'},{'id': '34', 'type': 'keyword_argument', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '37', 'type': 'keyword_argument', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '40', 'type': 'keyword_argument', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '43', 'type': 'keyword_argument', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '46', 'type': 'keyword_argument', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '49', 'type': 'keyword_argument', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'data_type'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'data_type'}
def cummean(expr, sort=None, ascending=True, unique=False, preceding=None, following=None): data_type = _stats_type(expr) return _cumulative_op(expr, CumMean, sort=sort, ascending=ascending, unique=unique, preceding=preceding, following=following, data_type=data_type)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '20']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'cummedian'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8', '11', '14', '17']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '7', 'type': 'None', 'children': []},{'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': 'unique'},{'id': '13', 'type': 'False', 'children': []},{'id': '14', 'type': 'default_parameter', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '16', 'type': 'None', 'children': []},{'id': '17', 'type': 'default_parameter', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '19', 'type': 'None', 'children': []},{'id': '20', 'type': 'block', 'children': ['21', '28']},{'id': '21', 'type': 'expression_statement', 'children': ['22']},{'id': '22', 'type': 'assignment', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'data_type'},{'id': '24', 'type': 'call', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': '_stats_type'},{'id': '26', 'type': 'argument_list', 'children': ['27']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '28', 'type': 'return_statement', 'children': ['29']},{'id': '29', 'type': 'call', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': '_cumulative_op'},{'id': '31', 'type': 'argument_list', 'children': ['32', '33', '34', '37', '40', '43', '46', '49']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'CumMedian'},{'id': '34', 'type': 'keyword_argument', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '37', 'type': 'keyword_argument', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '40', 'type': 'keyword_argument', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '43', 'type': 'keyword_argument', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '46', 'type': 'keyword_argument', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '49', 'type': 'keyword_argument', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'data_type'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'data_type'}
def cummedian(expr, sort=None, ascending=True, unique=False, preceding=None, following=None): data_type = _stats_type(expr) return _cumulative_op(expr, CumMedian, sort=sort, ascending=ascending, unique=unique, preceding=preceding, following=following, data_type=data_type)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '20']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'cumcount'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8', '11', '14', '17']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '7', 'type': 'None', 'children': []},{'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': 'unique'},{'id': '13', 'type': 'False', 'children': []},{'id': '14', 'type': 'default_parameter', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '16', 'type': 'None', 'children': []},{'id': '17', 'type': 'default_parameter', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '19', 'type': 'None', 'children': []},{'id': '20', 'type': 'block', 'children': ['21', '27']},{'id': '21', 'type': 'expression_statement', 'children': ['22']},{'id': '22', 'type': 'assignment', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'data_type'},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'types'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'int64'},{'id': '27', 'type': 'return_statement', 'children': ['28']},{'id': '28', 'type': 'call', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': '_cumulative_op'},{'id': '30', 'type': 'argument_list', 'children': ['31', '32', '33', '36', '39', '42', '45', '48']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'CumCount'},{'id': '33', 'type': 'keyword_argument', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '36', 'type': 'keyword_argument', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '39', 'type': 'keyword_argument', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '42', 'type': 'keyword_argument', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '45', 'type': 'keyword_argument', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '48', 'type': 'keyword_argument', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'data_type'},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'data_type'}
def cumcount(expr, sort=None, ascending=True, unique=False, preceding=None, following=None): data_type = types.int64 return _cumulative_op(expr, CumCount, sort=sort, ascending=ascending, unique=unique, preceding=preceding, following=following, data_type=data_type)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '20']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'cumstd'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8', '11', '14', '17']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '7', 'type': 'None', 'children': []},{'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': 'unique'},{'id': '13', 'type': 'False', 'children': []},{'id': '14', 'type': 'default_parameter', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '16', 'type': 'None', 'children': []},{'id': '17', 'type': 'default_parameter', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '19', 'type': 'None', 'children': []},{'id': '20', 'type': 'block', 'children': ['21', '28']},{'id': '21', 'type': 'expression_statement', 'children': ['22']},{'id': '22', 'type': 'assignment', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'data_type'},{'id': '24', 'type': 'call', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': '_stats_type'},{'id': '26', 'type': 'argument_list', 'children': ['27']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '28', 'type': 'return_statement', 'children': ['29']},{'id': '29', 'type': 'call', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': '_cumulative_op'},{'id': '31', 'type': 'argument_list', 'children': ['32', '33', '34', '37', '40', '43', '46', '49']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'CumStd'},{'id': '34', 'type': 'keyword_argument', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '37', 'type': 'keyword_argument', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '40', 'type': 'keyword_argument', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '43', 'type': 'keyword_argument', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'preceding'},{'id': '46', 'type': 'keyword_argument', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '49', 'type': 'keyword_argument', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'data_type'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'data_type'}
def cumstd(expr, sort=None, ascending=True, unique=False, preceding=None, following=None): data_type = _stats_type(expr) return _cumulative_op(expr, CumStd, sort=sort, ascending=ascending, unique=unique, preceding=preceding, following=following, data_type=data_type)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '15']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'nth_value'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'nth'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'skip_nulls'},{'id': '8', 'type': 'False', 'children': []},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '11', 'type': 'None', 'children': []},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '14', 'type': 'True', 'children': []},{'id': '15', 'type': 'block', 'children': ['16']},{'id': '16', 'type': 'return_statement', 'children': ['17']},{'id': '17', 'type': 'call', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': '_cumulative_op'},{'id': '19', 'type': 'argument_list', 'children': ['20', '21', '22', '27', '30', '33', '36']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'NthValue'},{'id': '22', 'type': 'keyword_argument', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'data_type'},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '26', 'type': 'identifier', 'children': [], 'value': '_data_type'},{'id': '27', 'type': 'keyword_argument', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '30', 'type': 'keyword_argument', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '33', 'type': 'keyword_argument', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': '_nth'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'nth'},{'id': '36', 'type': 'keyword_argument', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': '_skip_nulls'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'skip_nulls'}
def nth_value(expr, nth, skip_nulls=False, sort=None, ascending=True): return _cumulative_op(expr, NthValue, data_type=expr._data_type, sort=sort, ascending=ascending, _nth=nth, _skip_nulls=skip_nulls)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '11']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'rank'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '10', 'type': 'True', 'children': []},{'id': '11', 'type': 'block', 'children': ['12']},{'id': '12', 'type': 'return_statement', 'children': ['13']},{'id': '13', 'type': 'call', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': '_rank_op'},{'id': '15', 'type': 'argument_list', 'children': ['16', '17', '18', '21', '24']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'Rank'},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'types'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'int64'},{'id': '21', 'type': 'keyword_argument', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '24', 'type': 'keyword_argument', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'ascending'}
def rank(expr, sort=None, ascending=True): return _rank_op(expr, Rank, types.int64, sort=sort, ascending=ascending)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '11']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'dense_rank'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '10', 'type': 'True', 'children': []},{'id': '11', 'type': 'block', 'children': ['12']},{'id': '12', 'type': 'return_statement', 'children': ['13']},{'id': '13', 'type': 'call', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': '_rank_op'},{'id': '15', 'type': 'argument_list', 'children': ['16', '17', '18', '21', '24']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'DenseRank'},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'types'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'int64'},{'id': '21', 'type': 'keyword_argument', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '24', 'type': 'keyword_argument', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'ascending'}
def dense_rank(expr, sort=None, ascending=True): return _rank_op(expr, DenseRank, types.int64, sort=sort, ascending=ascending)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '11']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'percent_rank'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '10', 'type': 'True', 'children': []},{'id': '11', 'type': 'block', 'children': ['12']},{'id': '12', 'type': 'return_statement', 'children': ['13']},{'id': '13', 'type': 'call', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': '_rank_op'},{'id': '15', 'type': 'argument_list', 'children': ['16', '17', '18', '21', '24']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'PercentRank'},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'types'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'float64'},{'id': '21', 'type': 'keyword_argument', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '24', 'type': 'keyword_argument', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'ascending'}
def percent_rank(expr, sort=None, ascending=True): return _rank_op(expr, PercentRank, types.float64, sort=sort, ascending=ascending)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '11']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'row_number'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '10', 'type': 'True', 'children': []},{'id': '11', 'type': 'block', 'children': ['12']},{'id': '12', 'type': 'return_statement', 'children': ['13']},{'id': '13', 'type': 'call', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': '_rank_op'},{'id': '15', 'type': 'argument_list', 'children': ['16', '17', '18', '21', '24']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'RowNumber'},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'types'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'int64'},{'id': '21', 'type': 'keyword_argument', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '24', 'type': 'keyword_argument', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'ascending'}
def row_number(expr, sort=None, ascending=True): return _rank_op(expr, RowNumber, types.int64, sort=sort, ascending=ascending)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '15']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'qcut'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'bins'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'labels'},{'id': '8', 'type': 'False', 'children': []},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '11', 'type': 'None', 'children': []},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '14', 'type': 'True', 'children': []},{'id': '15', 'type': 'block', 'children': ['16', '28']},{'id': '16', 'type': 'if_statement', 'children': ['17', '22']},{'id': '17', 'type': 'boolean_operator', 'children': ['18', '21'], 'value': 'or'},{'id': '18', 'type': 'comparison_operator', 'children': ['19', '20'], 'value': 'is'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'labels'},{'id': '20', 'type': 'None', 'children': []},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'labels'},{'id': '22', 'type': 'block', 'children': ['23']},{'id': '23', 'type': 'raise_statement', 'children': ['24']},{'id': '24', 'type': 'call', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'NotImplementedError'},{'id': '26', 'type': 'argument_list', 'children': ['27']},{'id': '27', 'type': 'string', 'children': [], 'value': "'Showing bins or customizing labels not supported'"},{'id': '28', 'type': 'return_statement', 'children': ['29']},{'id': '29', 'type': 'call', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': '_rank_op'},{'id': '31', 'type': 'argument_list', 'children': ['32', '33', '34', '37', '40', '43']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'QCut'},{'id': '34', 'type': 'attribute', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'types'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'int64'},{'id': '37', 'type': 'keyword_argument', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '40', 'type': 'keyword_argument', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '43', 'type': 'keyword_argument', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': '_bins'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'bins'}
def qcut(expr, bins, labels=False, sort=None, ascending=True): if labels is None or labels: raise NotImplementedError('Showing bins or customizing labels not supported') return _rank_op(expr, QCut, types.int64, sort=sort, ascending=ascending, _bins=bins)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '11']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'cume_dist'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '10', 'type': 'True', 'children': []},{'id': '11', 'type': 'block', 'children': ['12']},{'id': '12', 'type': 'return_statement', 'children': ['13']},{'id': '13', 'type': 'call', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': '_rank_op'},{'id': '15', 'type': 'argument_list', 'children': ['16', '17', '18', '21', '24']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'expr'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'CumeDist'},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'types'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'float64'},{'id': '21', 'type': 'keyword_argument', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '24', 'type': 'keyword_argument', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'ascending'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'ascending'}
def cume_dist(expr, sort=None, ascending=True): return _rank_op(expr, CumeDist, types.float64, sort=sort, ascending=ascending)
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def lag(expr, offset, default=None, sort=None, ascending=True): return _shift_op(expr, Lag, offset, default=default, sort=sort, ascending=ascending)
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def lead(expr, offset, default=None, sort=None, ascending=True): return _shift_op(expr, Lead, offset, default=default, sort=sort, ascending=ascending)
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def value_counts(expr, sort=True, ascending=False, dropna=False): names = [expr.name, 'count'] typos = [expr.dtype, types.int64] return ValueCounts(_input=expr, _schema=Schema.from_lists(names, typos), _sort=sort, _ascending=ascending, _dropna=dropna)
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def last(self, limit=1, **kwargs): return self.collection_instance( self.db_adapter( db_name=kwargs.get('db'), role=kwargs.get('role', 'replica') ).select( where='created_at IS NOT NULL', order='created_at DESC', limit=limit ) )
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'type': 'parameters', 'children': ['30']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'key_'},{'id': '31', 'type': 'block', 'children': ['32']},{'id': '32', 'type': 'return_statement', 'children': ['33']},{'id': '33', 'type': 'call', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '35', 'type': 'argument_list', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'key_'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'Marker'},{'id': '38', 'type': 'function_definition', 'children': ['39', '40', '42']},{'id': '39', 'type': 'function_name', 'children': [], 'value': 'is_type'},{'id': '40', 'type': 'parameters', 'children': ['41']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'key_'},{'id': '42', 'type': 'block', 'children': ['43']},{'id': '43', 'type': 'return_statement', 'children': ['44']},{'id': '44', 'type': 'call', 'children': ['45', '48']},{'id': '45', 'type': 'attribute', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'inspect'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'isclass'},{'id': '48', 'type': 'argument_list', 'children': ['49']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'key_'},{'id': '50', 'type': 'function_definition', 'children': ['51', '52', '54']},{'id': '51', 'type': 'function_name', 'children': [], 'value': 'is_callable'},{'id': '52', 'type': 'parameters', 'children': ['53']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'key_'},{'id': '54', 'type': 'block', 'children': ['55']},{'id': '55', 'type': 'return_statement', 'children': ['56']},{'id': '56', 'type': 'call', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'callable'},{'id': '58', 'type': 'argument_list', 'children': ['59']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'key_'},{'id': '60', 'type': 'expression_statement', 'children': ['61']},{'id': '61', 'type': 'assignment', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'priority'},{'id': '63', 'type': 'list', 'children': ['64', '67', '70', '73', '76'], 'value': '[(1, is_remove),\n (2, is_marker),\n (4, is_type),\n (3, is_callable),\n (5, is_extra)]'},{'id': '64', 'type': 'tuple', 'children': ['65', '66']},{'id': '65', 'type': 'integer', 'children': [], 'value': '1'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'is_remove'},{'id': '67', 'type': 'tuple', 'children': ['68', '69']},{'id': '68', 'type': 'integer', 'children': [], 'value': '2'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'is_marker'},{'id': '70', 'type': 'tuple', 'children': ['71', '72']},{'id': '71', 'type': 'integer', 'children': [], 'value': '4'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'is_type'},{'id': '73', 'type': 'tuple', 'children': ['74', '75']},{'id': '74', 'type': 'integer', 'children': [], 'value': '3'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'is_callable'},{'id': '76', 'type': 'tuple', 'children': ['77', '78']},{'id': '77', 'type': 'integer', 'children': [], 'value': '5'},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'is_extra'},{'id': '79', 'type': 'function_definition', 'children': ['80', '81', '83']},{'id': '80', 'type': 'function_name', 'children': [], 'value': 'item_priority'},{'id': '81', 'type': 'parameters', 'children': ['82']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'item_'},{'id': '83', 'type': 'block', 'children': ['84', '90', '104']},{'id': '84', 'type': 'expression_statement', 'children': ['85']},{'id': '85', 'type': 'assignment', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'key_'},{'id': '87', 'type': 'subscript', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'item_'},{'id': '89', 'type': 'integer', 'children': [], 'value': '0'},{'id': '90', 'type': 'for_statement', 'children': ['91', '94', '95']},{'id': '91', 'type': 'pattern_list', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'check_'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'priority'},{'id': '95', 'type': 'block', 'children': ['96']},{'id': '96', 'type': 'if_statement', 'children': ['97', '101']},{'id': '97', 'type': 'call', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'check_'},{'id': '99', 'type': 'argument_list', 'children': ['100']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'key_'},{'id': '101', 'type': 'block', 'children': ['102']},{'id': '102', 'type': 'return_statement', 'children': ['103']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '104', 'type': 'return_statement', 'children': ['105']},{'id': '105', 'type': 'integer', 'children': [], 'value': '0'},{'id': '106', 'type': 'return_statement', 'children': ['107']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'item_priority'}
def _compile_itemsort(): '''return sort function of mappings''' def is_extra(key_): return key_ is Extra def is_remove(key_): return isinstance(key_, Remove) def is_marker(key_): return isinstance(key_, Marker) def is_type(key_): return inspect.isclass(key_) def is_callable(key_): return callable(key_) priority = [(1, is_remove), (2, is_marker), (4, is_type), (3, is_callable), (5, is_extra)] def item_priority(item_): key_ = item_[0] for i, check_ in priority: if check_(key_): return i return 0 return item_priority
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'16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'schema'},{'id': '16', 'type': 'keyword_argument', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'invalid_msg'},{'id': '18', 'type': 'string', 'children': [], 'value': "'dictionary value'"},{'id': '19', 'type': 'expression_statement', 'children': ['20']},{'id': '20', 'type': 'assignment', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'groups_of_exclusion'},{'id': '22', 'type': 'dictionary', 'children': []},{'id': '23', 'type': 'expression_statement', 'children': ['24']},{'id': '24', 'type': 'assignment', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'groups_of_inclusion'},{'id': '26', 'type': 'dictionary', 'children': []},{'id': '27', 'type': 'for_statement', 'children': ['28', '29', '30']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'node'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'schema'},{'id': '30', 'type': 'block', 'children': ['31']},{'id': '31', 'type': 'if_statement', 'children': ['32', '37', '57']},{'id': '32', 'type': 'call', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '34', 'type': 'argument_list', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'node'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'Exclusive'},{'id': '37', 'type': 'block', 'children': ['38', '50']},{'id': '38', 'type': 'expression_statement', 'children': ['39']},{'id': '39', 'type': 'assignment', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'g'},{'id': '41', 'type': 'call', 'children': ['42', '45']},{'id': '42', 'type': 'attribute', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'groups_of_exclusion'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'setdefault'},{'id': '45', 'type': 'argument_list', 'children': ['46', '49']},{'id': '46', 'type': 'attribute', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'node'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'group_of_exclusion'},{'id': '49', 'type': 'list', 'children': [], 'value': '[]'},{'id': '50', 'type': 'expression_statement', 'children': ['51']},{'id': '51', 'type': 'call', 'children': ['52', '55']},{'id': '52', 'type': 'attribute', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'g'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '55', 'type': 'argument_list', 'children': ['56']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'node'},{'id': '57', 'type': 'elif_clause', 'children': ['58', '63']},{'id': '58', 'type': 'call', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '60', 'type': 'argument_list', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'node'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'Inclusive'},{'id': '63', 'type': 'block', 'children': ['64', '76']},{'id': '64', 'type': 'expression_statement', 'children': ['65']},{'id': '65', 'type': 'assignment', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'g'},{'id': '67', 'type': 'call', 'children': ['68', '71']},{'id': '68', 'type': 'attribute', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'groups_of_inclusion'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'setdefault'},{'id': '71', 'type': 'argument_list', 'children': ['72', '75']},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'node'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'group_of_inclusion'},{'id': '75', 'type': 'list', 'children': [], 'value': '[]'},{'id': '76', 'type': 'expression_statement', 'children': ['77']},{'id': '77', 'type': 'call', 'children': ['78', '81']},{'id': '78', 'type': 'attribute', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'g'},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '81', 'type': 'argument_list', 'children': ['82']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'node'},{'id': '83', 'type': 'function_definition', 'children': ['84', '85', '88']},{'id': '84', 'type': 'function_name', 'children': [], 'value': 'validate_dict'},{'id': '85', 'type': 'parameters', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '88', 'type': 'block', 'children': ['89', '105', '109', '184', '194', '280', '290', '298']},{'id': '89', 'type': 'if_statement', 'children': ['90', '96']},{'id': '90', 'type': 'not_operator', 'children': ['91']},{'id': '91', 'type': 'call', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '93', 'type': 'argument_list', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'dict'},{'id': '96', 'type': 'block', 'children': ['97']},{'id': '97', 'type': 'raise_statement', 'children': ['98']},{'id': '98', 'type': 'call', 'children': ['99', '102']},{'id': '99', 'type': 'attribute', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'er'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'DictInvalid'},{'id': '102', 'type': 'argument_list', 'children': ['103', '104']},{'id': '103', 'type': 'string', 'children': [], 'value': "'expected a dictionary'"},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '105', 'type': 'expression_statement', 'children': ['106']},{'id': '106', 'type': 'assignment', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'errors'},{'id': '108', 'type': 'list', 'children': [], 'value': '[]'},{'id': '109', 'type': 'for_statement', 'children': ['110', '113', '118']},{'id': '110', 'type': 'pattern_list', 'children': ['111', '112']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'group'},{'id': '113', 'type': 'call', 'children': ['114', '117']},{'id': '114', 'type': 'attribute', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'groups_of_exclusion'},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '117', 'type': 'argument_list', 'children': []},{'id': '118', 'type': 'block', 'children': ['119', '123']},{'id': '119', 'type': 'expression_statement', 'children': ['120']},{'id': '120', 'type': 'assignment', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'exists'},{'id': '122', 'type': 'False', 'children': []},{'id': '123', 'type': 'for_statement', 'children': ['124', '125', '126']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'exclusive'},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'group'},{'id': '126', 'type': 'block', 'children': ['127']},{'id': '127', 'type': 'if_statement', 'children': ['128', '133']},{'id': '128', 'type': 'comparison_operator', 'children': ['129', '132'], 'value': 'in'},{'id': '129', 'type': 'attribute', 'children': ['130', '131']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'exclusive'},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'schema'},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '133', 'type': 'block', 'children': ['134', '180']},{'id': '134', 'type': 'if_statement', 'children': ['135', '136']},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'exists'},{'id': '136', 'type': 'block', 'children': ['137', '156', '166', '179']},{'id': '137', 'type': 'expression_statement', 'children': ['138']},{'id': '138', 'type': 'assignment', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'msg'},{'id': '140', 'type': 'conditional_expression', 'children': ['141', '144', '153'], 'value': 'if'},{'id': '141', 'type': 'attribute', 'children': ['142', '143']},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'exclusive'},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'msg'},{'id': '144', 'type': 'boolean_operator', 'children': ['145', '150'], 'value': 'and'},{'id': '145', 'type': 'call', 'children': ['146', '147']},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'hasattr'},{'id': '147', 'type': 'argument_list', 'children': ['148', '149']},{'id': '148', 'type': 'identifier', 'children': [], 'value': 'exclusive'},{'id': '149', 'type': 'string', 'children': [], 'value': "'msg'"},{'id': '150', 'type': 'attribute', 'children': ['151', '152']},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'exclusive'},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'msg'},{'id': '153', 'type': 'binary_operator', 'children': ['154', '155'], 'value': '%'},{'id': '154', 'type': 'string', 'children': [], 'value': '"two or more values in the same group of exclusion \'%s\'"'},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '156', 'type': 'expression_statement', 'children': ['157']},{'id': '157', 'type': 'assignment', 'children': ['158', '159']},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'next_path'},{'id': '159', 'type': 'binary_operator', 'children': ['160', '161'], 'value': '+'},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '161', 'type': 'list', 'children': ['162'], 'value': '[VirtualPathComponent(label)]'},{'id': '162', 'type': 'call', 'children': ['163', '164']},{'id': '163', 'type': 'identifier', 'children': [], 'value': 'VirtualPathComponent'},{'id': '164', 'type': 'argument_list', 'children': ['165']},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'label'},{'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': 'errors'},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '171', 'type': 'argument_list', 'children': ['172']},{'id': '172', 'type': 'call', 'children': ['173', '176']},{'id': '173', 'type': 'attribute', 'children': ['174', '175']},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'er'},{'id': '175', 'type': 'identifier', 'children': [], 'value': 'ExclusiveInvalid'},{'id': '176', 'type': 'argument_list', 'children': ['177', '178']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'msg'},{'id': '178', 'type': 'identifier', 'children': [], 'value': 'next_path'},{'id': '179', 'type': 'break_statement', 'children': []},{'id': '180', 'type': 'expression_statement', 'children': ['181']},{'id': '181', 'type': 'assignment', 'children': ['182', '183']},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'exists'},{'id': '183', 'type': 'True', 'children': []},{'id': '184', 'type': 'if_statement', 'children': ['185', '186']},{'id': '185', 'type': 'identifier', 'children': [], 'value': 'errors'},{'id': '186', 'type': 'block', 'children': ['187']},{'id': '187', 'type': 'raise_statement', 'children': ['188']},{'id': '188', 'type': 'call', 'children': ['189', '192']},{'id': '189', 'type': 'attribute', 'children': ['190', '191']},{'id': '190', 'type': 'identifier', 'children': [], 'value': 'er'},{'id': '191', 'type': 'identifier', 'children': [], 'value': 'MultipleInvalid'},{'id': '192', 'type': 'argument_list', 'children': ['193']},{'id': '193', 'type': 'identifier', 'children': [], 'value': 'errors'},{'id': '194', 'type': 'for_statement', 'children': ['195', '198', '203']},{'id': '195', 'type': 'pattern_list', 'children': ['196', '197']},{'id': '196', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '197', 'type': 'identifier', 'children': [], 'value': 'group'},{'id': '198', 'type': 'call', 'children': ['199', '202']},{'id': '199', 'type': 'attribute', 'children': ['200', '201']},{'id': '200', 'type': 'identifier', 'children': [], 'value': 'groups_of_inclusion'},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '202', 'type': 'argument_list', 'children': []},{'id': '203', 'type': 'block', 'children': ['204', '216']},{'id': '204', 'type': 'expression_statement', 'children': ['205']},{'id': '205', 'type': 'assignment', 'children': ['206', '207']},{'id': '206', 'type': 'identifier', 'children': [], 'value': 'included'},{'id': '207', 'type': 'list_comprehension', 'children': ['208', '213']},{'id': '208', 'type': 'comparison_operator', 'children': ['209', '212'], 'value': 'in'},{'id': '209', 'type': 'attribute', 'children': ['210', '211']},{'id': '210', 'type': 'identifier', 'children': [], 'value': 'node'},{'id': '211', 'type': 'identifier', 'children': [], 'value': 'schema'},{'id': '212', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '213', 'type': 'for_in_clause', 'children': ['214', '215']},{'id': '214', 'type': 'identifier', 'children': [], 'value': 'node'},{'id': '215', 'type': 'identifier', 'children': [], 'value': 'group'},{'id': '216', 'type': 'if_statement', 'children': ['217', '227']},{'id': '217', 'type': 'boolean_operator', 'children': ['218', '222'], 'value': 'and'},{'id': '218', 'type': 'call', 'children': ['219', '220']},{'id': '219', 'type': 'identifier', 'children': [], 'value': 'any'},{'id': '220', 'type': 'argument_list', 'children': ['221']},{'id': '221', 'type': 'identifier', 'children': [], 'value': 'included'},{'id': '222', 'type': 'not_operator', 'children': ['223']},{'id': '223', 'type': 'call', 'children': ['224', '225']},{'id': '224', 'type': 'identifier', 'children': [], 'value': 'all'},{'id': '225', 'type': 'argument_list', 'children': ['226']},{'id': '226', 'type': 'identifier', 'children': [], 'value': 'included'},{'id': '227', 'type': 'block', 'children': ['228', '234', '256', '266', '279']},{'id': '228', 'type': 'expression_statement', 'children': ['229']},{'id': '229', 'type': 'assignment', 'children': ['230', '231']},{'id': '230', 'type': 'identifier', 'children': [], 'value': 'msg'},{'id': '231', 'type': 'binary_operator', 'children': ['232', '233'], 'value': '%'},{'id': '232', 'type': 'string', 'children': [], 'value': '"some but not all values in the same group of inclusion \'%s\'"'},{'id': '233', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '234', 'type': 'for_statement', 'children': ['235', '236', '237']},{'id': '235', 'type': 'identifier', 'children': [], 'value': 'g'},{'id': '236', 'type': 'identifier', 'children': [], 'value': 'group'},{'id': '237', 'type': 'block', 'children': ['238']},{'id': '238', 'type': 'if_statement', 'children': ['239', '248']},{'id': '239', 'type': 'boolean_operator', 'children': ['240', '245'], 'value': 'and'},{'id': '240', 'type': 'call', 'children': ['241', '242']},{'id': '241', 'type': 'identifier', 'children': [], 'value': 'hasattr'},{'id': '242', 'type': 'argument_list', 'children': ['243', '244']},{'id': '243', 'type': 'identifier', 'children': [], 'value': 'g'},{'id': '244', 'type': 'string', 'children': [], 'value': "'msg'"},{'id': '245', 'type': 'attribute', 'children': ['246', '247']},{'id': '246', 'type': 'identifier', 'children': [], 'value': 'g'},{'id': '247', 'type': 'identifier', 'children': [], 'value': 'msg'},{'id': '248', 'type': 'block', 'children': ['249', '255']},{'id': '249', 'type': 'expression_statement', 'children': ['250']},{'id': '250', 'type': 'assignment', 'children': ['251', '252']},{'id': '251', 'type': 'identifier', 'children': [], 'value': 'msg'},{'id': '252', 'type': 'attribute', 'children': ['253', '254']},{'id': '253', 'type': 'identifier', 'children': [], 'value': 'g'},{'id': '254', 'type': 'identifier', 'children': [], 'value': 'msg'},{'id': '255', 'type': 'break_statement', 'children': []},{'id': '256', 'type': 'expression_statement', 'children': ['257']},{'id': '257', 'type': 'assignment', 'children': ['258', '259']},{'id': '258', 'type': 'identifier', 'children': [], 'value': 'next_path'},{'id': '259', 'type': 'binary_operator', 'children': ['260', '261'], 'value': '+'},{'id': '260', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '261', 'type': 'list', 'children': ['262'], 'value': '[VirtualPathComponent(label)]'},{'id': '262', 'type': 'call', 'children': ['263', '264']},{'id': '263', 'type': 'identifier', 'children': [], 'value': 'VirtualPathComponent'},{'id': '264', 'type': 'argument_list', 'children': ['265']},{'id': '265', 'type': 'identifier', 'children': [], 'value': 'label'},{'id': '266', 'type': 'expression_statement', 'children': ['267']},{'id': '267', 'type': 'call', 'children': ['268', '271']},{'id': '268', 'type': 'attribute', 'children': ['269', '270']},{'id': '269', 'type': 'identifier', 'children': [], 'value': 'errors'},{'id': '270', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '271', 'type': 'argument_list', 'children': ['272']},{'id': '272', 'type': 'call', 'children': ['273', '276']},{'id': '273', 'type': 'attribute', 'children': ['274', '275']},{'id': '274', 'type': 'identifier', 'children': [], 'value': 'er'},{'id': '275', 'type': 'identifier', 'children': [], 'value': 'InclusiveInvalid'},{'id': '276', 'type': 'argument_list', 'children': ['277', '278']},{'id': '277', 'type': 'identifier', 'children': [], 'value': 'msg'},{'id': '278', 'type': 'identifier', 'children': [], 'value': 'next_path'},{'id': '279', 'type': 'break_statement', 'children': []},{'id': '280', 'type': 'if_statement', 'children': ['281', '282']},{'id': '281', 'type': 'identifier', 'children': [], 'value': 'errors'},{'id': '282', 'type': 'block', 'children': ['283']},{'id': '283', 'type': 'raise_statement', 'children': ['284']},{'id': '284', 'type': 'call', 'children': ['285', '288']},{'id': '285', 'type': 'attribute', 'children': ['286', '287']},{'id': '286', 'type': 'identifier', 'children': [], 'value': 'er'},{'id': '287', 'type': 'identifier', 'children': [], 'value': 'MultipleInvalid'},{'id': '288', 'type': 'argument_list', 'children': ['289']},{'id': '289', 'type': 'identifier', 'children': [], 'value': 'errors'},{'id': '290', 'type': 'expression_statement', 'children': ['291']},{'id': '291', 'type': 'assignment', 'children': ['292', '293']},{'id': '292', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '293', 'type': 'call', 'children': ['294', '297']},{'id': '294', 'type': 'attribute', 'children': ['295', '296']},{'id': '295', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '296', 'type': 'identifier', 'children': [], 'value': '__class__'},{'id': '297', 'type': 'argument_list', 'children': []},{'id': '298', 'type': 'return_statement', 'children': ['299']},{'id': '299', 'type': 'call', 'children': ['300', '301']},{'id': '300', 'type': 'identifier', 'children': [], 'value': 'base_validate'},{'id': '301', 'type': 'argument_list', 'children': ['302', '303', '307']},{'id': '302', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '303', 'type': 'call', 'children': ['304', '305']},{'id': '304', 'type': 'identifier', 'children': [], 'value': 'iteritems'},{'id': '305', 'type': 'argument_list', 'children': ['306']},{'id': '306', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '307', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '308', 'type': 'return_statement', 'children': ['309']},{'id': '309', 'type': 'identifier', 'children': [], 'value': 'validate_dict'}
def _compile_dict(self, schema): base_validate = self._compile_mapping( schema, invalid_msg='dictionary value') groups_of_exclusion = {} groups_of_inclusion = {} for node in schema: if isinstance(node, Exclusive): g = groups_of_exclusion.setdefault(node.group_of_exclusion, []) g.append(node) elif isinstance(node, Inclusive): g = groups_of_inclusion.setdefault(node.group_of_inclusion, []) g.append(node) def validate_dict(path, data): if not isinstance(data, dict): raise er.DictInvalid('expected a dictionary', path) errors = [] for label, group in groups_of_exclusion.items(): exists = False for exclusive in group: if exclusive.schema in data: if exists: msg = exclusive.msg if hasattr(exclusive, 'msg') and exclusive.msg else \ "two or more values in the same group of exclusion '%s'" % label next_path = path + [VirtualPathComponent(label)] errors.append(er.ExclusiveInvalid(msg, next_path)) break exists = True if errors: raise er.MultipleInvalid(errors) for label, group in groups_of_inclusion.items(): included = [node.schema in data for node in group] if any(included) and not all(included): msg = "some but not all values in the same group of inclusion '%s'" % label for g in group: if hasattr(g, 'msg') and g.msg: msg = g.msg break next_path = path + [VirtualPathComponent(label)] errors.append(er.InclusiveInvalid(msg, next_path)) break if errors: raise er.MultipleInvalid(errors) out = data.__class__() return base_validate(path, iteritems(data), out) return validate_dict
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'to_list'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'length'},{'id': '6', 'type': 'block', 'children': ['7', '37', '57', '72', '115']},{'id': '7', 'type': 'if_statement', 'children': ['8', '11']},{'id': '8', 'type': 'comparison_operator', 'children': ['9', '10'], 'value': 'is'},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'length'},{'id': '10', 'type': 'None', 'children': []},{'id': '11', 'type': 'block', 'children': ['12']},{'id': '12', 'type': 'if_statement', 'children': ['13', '19', '27']},{'id': '13', 'type': 'not_operator', 'children': ['14']},{'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': 'length'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '19', 'type': 'block', 'children': ['20']},{'id': '20', 'type': 'raise_statement', 'children': ['21']},{'id': '21', 'type': 'call', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'TypeError'},{'id': '23', 'type': 'argument_list', 'children': ['24']},{'id': '24', 'type': 'binary_operator', 'children': ['25', '26'], 'value': '%'},{'id': '25', 'type': 'string', 'children': [], 'value': "'length must be an int, not %r'"},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'length'},{'id': '27', 'type': 'elif_clause', 'children': ['28', '31']},{'id': '28', 'type': 'comparison_operator', 'children': ['29', '30'], 'value': '<'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'length'},{'id': '30', 'type': 'integer', 'children': [], 'value': '0'},{'id': '31', 'type': 'block', 'children': ['32']},{'id': '32', 'type': 'raise_statement', 'children': ['33']},{'id': '33', 'type': 'call', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '35', 'type': 'argument_list', 'children': ['36']},{'id': '36', 'type': 'string', 'children': [], 'value': "'length must be non-negative'"},{'id': '37', 'type': 'if_statement', 'children': ['38', '47']},{'id': '38', 'type': 'binary_operator', 'children': ['39', '44'], 'value': '&'},{'id': '39', 'type': 'call', 'children': ['40', '43']},{'id': '40', 'type': 'attribute', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '42', 'type': 'identifier', 'children': [], 'value': '_query_flags'},{'id': '43', 'type': 'argument_list', 'children': []},{'id': '44', 'type': 'subscript', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': '_QUERY_OPTIONS'},{'id': '46', 'type': 'string', 'children': [], 'value': "'tailable_cursor'"},{'id': '47', 'type': 'block', 'children': ['48']},{'id': '48', 'type': 'raise_statement', 'children': ['49']},{'id': '49', 'type': 'call', 'children': ['50', '55']},{'id': '50', 'type': 'attribute', 'children': ['51', '54']},{'id': '51', 'type': 'attribute', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'pymongo'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'errors'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'InvalidOperation'},{'id': '55', 'type': 'argument_list', 'children': ['56']},{'id': '56', 'type': 'string', 'children': [], 'value': '"Can\'t call to_list on tailable cursor"'},{'id': '57', 'type': 'expression_statement', 'children': ['58']},{'id': '58', 'type': 'assignment', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'future'},{'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': 'self'},{'id': '64', 'type': 'identifier', 'children': [], 'value': '_framework'},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'get_future'},{'id': '66', 'type': 'argument_list', 'children': ['67']},{'id': '67', 'type': 'call', 'children': ['68', '71']},{'id': '68', 'type': 'attribute', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'get_io_loop'},{'id': '71', 'type': 'argument_list', 'children': []},{'id': '72', 'type': 'if_statement', 'children': ['73', '77', '85']},{'id': '73', 'type': 'not_operator', 'children': ['74']},{'id': '74', 'type': 'attribute', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'alive'},{'id': '77', 'type': 'block', 'children': ['78']},{'id': '78', 'type': 'expression_statement', 'children': ['79']},{'id': '79', 'type': 'call', 'children': ['80', '83']},{'id': '80', 'type': 'attribute', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'future'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'set_result'},{'id': '83', 'type': 'argument_list', 'children': ['84']},{'id': '84', 'type': 'list', 'children': [], 'value': '[]'},{'id': '85', 'type': 'else_clause', 'children': ['86']},{'id': '86', 'type': 'block', 'children': ['87', '91']},{'id': '87', 'type': 'expression_statement', 'children': ['88']},{'id': '88', 'type': 'assignment', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'the_list'},{'id': '90', 'type': 'list', 'children': [], 'value': '[]'},{'id': '91', 'type': 'expression_statement', 'children': ['92']},{'id': '92', 'type': 'call', 'children': ['93', '98']},{'id': '93', 'type': 'attribute', 'children': ['94', '97']},{'id': '94', 'type': 'attribute', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '96', 'type': 'identifier', 'children': [], 'value': '_framework'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'add_future'},{'id': '98', 'type': 'argument_list', 'children': ['99', '104', '109', '112', '113', '114']},{'id': '99', 'type': 'call', 'children': ['100', '103']},{'id': '100', 'type': 'attribute', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'get_io_loop'},{'id': '103', 'type': 'argument_list', 'children': []},{'id': '104', 'type': 'call', 'children': ['105', '108']},{'id': '105', 'type': 'attribute', 'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '107', 'type': 'identifier', 'children': [], 'value': '_get_more'},{'id': '108', 'type': 'argument_list', 'children': []},{'id': '109', 'type': 'attribute', 'children': ['110', '111']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '111', 'type': 'identifier', 'children': [], 'value': '_to_list'},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'length'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'the_list'},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'future'},{'id': '115', 'type': 'return_statement', 'children': ['116']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'future'}
def to_list(self, length): if length is not None: if not isinstance(length, int): raise TypeError('length must be an int, not %r' % length) elif length < 0: raise ValueError('length must be non-negative') if self._query_flags() & _QUERY_OPTIONS['tailable_cursor']: raise pymongo.errors.InvalidOperation( "Can't call to_list on tailable cursor") future = self._framework.get_future(self.get_io_loop()) if not self.alive: future.set_result([]) else: the_list = [] self._framework.add_future( self.get_io_loop(), self._get_more(), self._to_list, length, the_list, future) return future
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'find'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '7']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'list_splat_pattern', 'children': ['6']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '7', 'type': 'dictionary_splat_pattern', 'children': ['8']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '9', 'type': 'block', 'children': ['10', '24', '37']},{'id': '10', 'type': 'expression_statement', 'children': ['11']},{'id': '11', 'type': 'assignment', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'cursor'},{'id': '13', 'type': 'call', 'children': ['14', '19']},{'id': '14', 'type': 'attribute', 'children': ['15', '18']},{'id': '15', 'type': 'attribute', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'delegate'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'find'},{'id': '19', 'type': 'argument_list', 'children': ['20', '22']},{'id': '20', 'type': 'list_splat', 'children': ['21']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '22', 'type': 'dictionary_splat', 'children': ['23']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '24', 'type': 'expression_statement', 'children': ['25']},{'id': '25', 'type': 'assignment', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'grid_out_cursor'},{'id': '27', 'type': 'call', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'create_class_with_framework'},{'id': '29', 'type': 'argument_list', 'children': ['30', '31', '34']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'AgnosticGridOutCursor'},{'id': '31', 'type': 'attribute', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '33', 'type': 'identifier', 'children': [], 'value': '_framework'},{'id': '34', 'type': 'attribute', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '36', 'type': 'identifier', 'children': [], 'value': '__module__'},{'id': '37', 'type': 'return_statement', 'children': ['38']},{'id': '38', 'type': 'call', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'grid_out_cursor'},{'id': '40', 'type': 'argument_list', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'cursor'},{'id': '42', 'type': 'attribute', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'collection'}
def find(self, *args, **kwargs): cursor = self.delegate.find(*args, **kwargs) grid_out_cursor = create_class_with_framework( AgnosticGridOutCursor, self._framework, self.__module__) return grid_out_cursor(cursor, self.collection)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_serial_poller'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'block', 'children': ['6', '199']},{'id': '6', 'type': 'while_statement', 'children': ['7', '8']},{'id': '7', 'type': 'True', 'children': []},{'id': '8', 'type': 'block', 'children': ['9', '23']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': '_next'},{'id': '12', 'type': 'call', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'dict'},{'id': '14', 'type': 'argument_list', 'children': ['15']},{'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': '_poller'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'poll'},{'id': '21', 'type': 'argument_list', 'children': ['22']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'POLLING_FREQUENCY_MS'},{'id': '23', 'type': 'if_statement', 'children': ['24', '33', '58', '102', '164']},{'id': '24', 'type': 'comparison_operator', 'children': ['25', '32'], 'value': 'in'},{'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': '_halt_read_file'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'fileno'},{'id': '31', 'type': 'argument_list', 'children': []},{'id': '32', 'type': 'identifier', 'children': [], 'value': '_next'},{'id': '33', 'type': 'block', 'children': ['34', '49', '57']},{'id': '34', 'type': 'expression_statement', 'children': ['35']},{'id': '35', 'type': 'call', 'children': ['36', '39']},{'id': '36', 'type': 'attribute', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'log'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'debug'},{'id': '39', 'type': 'argument_list', 'children': ['40']},{'id': '40', 'type': 'call', 'children': ['41', '44']},{'id': '41', 'type': 'attribute', 'children': ['42', '43']},{'id': '42', 'type': 'string', 'children': [], 'value': '"Poller [{}]: halt"'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '44', 'type': 'argument_list', 'children': ['45']},{'id': '45', 'type': 'call', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'hash'},{'id': '47', 'type': 'argument_list', 'children': ['48']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '49', 'type': 'expression_statement', 'children': ['50']},{'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': '_halt_read_file'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'read'},{'id': '56', 'type': 'argument_list', 'children': []},{'id': '57', 'type': 'break_statement', 'children': []},{'id': '58', 'type': 'elif_clause', 'children': ['59', '68']},{'id': '59', 'type': 'comparison_operator', 'children': ['60', '67'], 'value': 'in'},{'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': 'self'},{'id': '64', 'type': 'identifier', 'children': [], 'value': '_connection'},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'fileno'},{'id': '66', 'type': 'argument_list', 'children': []},{'id': '67', 'type': 'identifier', 'children': [], 'value': '_next'},{'id': '68', 'type': 'block', 'children': ['69', '84', '95']},{'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': 'log'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'debug'},{'id': '74', 'type': 'argument_list', 'children': ['75']},{'id': '75', 'type': 'call', 'children': ['76', '79']},{'id': '76', 'type': 'attribute', 'children': ['77', '78']},{'id': '77', 'type': 'string', 'children': [], 'value': '"Poller [{}]: interrupt"'},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '79', 'type': 'argument_list', 'children': ['80']},{'id': '80', 'type': 'call', 'children': ['81', '82']},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'hash'},{'id': '82', 'type': 'argument_list', 'children': ['83']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '84', 'type': 'expression_statement', 'children': ['85']},{'id': '85', 'type': 'assignment', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'res'},{'id': '87', 'type': 'call', 'children': ['88', '93']},{'id': '88', 'type': 'attribute', 'children': ['89', '92']},{'id': '89', 'type': 'attribute', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '91', 'type': 'identifier', 'children': [], 'value': '_connection'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'read_until'},{'id': '93', 'type': 'argument_list', 'children': ['94']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'SERIAL_ACK'},{'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': 'self'},{'id': '99', 'type': 'identifier', 'children': [], 'value': '_interrupt_callback'},{'id': '100', 'type': 'argument_list', 'children': ['101']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'res'},{'id': '102', 'type': 'elif_clause', 'children': ['103', '112']},{'id': '103', 'type': 'comparison_operator', 'children': ['104', '111'], 'value': 'in'},{'id': '104', 'type': 'call', 'children': ['105', '110']},{'id': '105', 'type': 'attribute', 'children': ['106', '109']},{'id': '106', 'type': 'attribute', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '108', 'type': 'identifier', 'children': [], 'value': '_send_read_file'},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'fileno'},{'id': '110', 'type': 'argument_list', 'children': []},{'id': '111', 'type': 'identifier', 'children': [], 'value': '_next'},{'id': '112', 'type': 'block', 'children': ['113', '122', '134', '150', '159']},{'id': '113', 'type': 'expression_statement', 'children': ['114']},{'id': '114', 'type': 'call', 'children': ['115', '120']},{'id': '115', 'type': 'attribute', 'children': ['116', '119']},{'id': '116', 'type': 'attribute', 'children': ['117', '118']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '118', 'type': 'identifier', 'children': [], 'value': '_send_read_file'},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'read'},{'id': '120', 'type': 'argument_list', 'children': ['121']},{'id': '121', 'type': 'integer', 'children': [], 'value': '1'},{'id': '122', 'type': 'expression_statement', 'children': ['123']},{'id': '123', 'type': 'assignment', 'children': ['124', '127']},{'id': '124', 'type': 'pattern_list', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'command'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'callback'},{'id': '127', 'type': 'call', 'children': ['128', '133']},{'id': '128', 'type': 'attribute', 'children': ['129', '132']},{'id': '129', 'type': 'attribute', 'children': ['130', '131']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '131', 'type': 'identifier', 'children': [], 'value': '_command_queue'},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '133', 'type': 'argument_list', 'children': []},{'id': '134', 'type': 'expression_statement', 'children': ['135']},{'id': '135', 'type': 'call', 'children': ['136', '139']},{'id': '136', 'type': 'attribute', 'children': ['137', '138']},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'log'},{'id': '138', 'type': 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'value': 'res'},{'id': '184', 'type': 'call', 'children': ['185', '188']},{'id': '185', 'type': 'attribute', 'children': ['186', '187']},{'id': '186', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '187', 'type': 'identifier', 'children': [], 'value': '_send_command'},{'id': '188', 'type': 'argument_list', 'children': ['189']},{'id': '189', 'type': 'subscript', 'children': ['190', '191']},{'id': '190', 'type': 'identifier', 'children': [], 'value': 'GCODES'},{'id': '191', 'type': 'string', 'children': [], 'value': "'GET_PLATE_TEMP'"},{'id': '192', 'type': 'expression_statement', 'children': ['193']},{'id': '193', 'type': 'call', 'children': ['194', '197']},{'id': '194', 'type': 'attribute', 'children': ['195', '196']},{'id': '195', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '196', 'type': 'identifier', 'children': [], 'value': '_status_callback'},{'id': '197', 'type': 'argument_list', 'children': ['198']},{'id': '198', 'type': 'identifier', 'children': 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'self'}
def _serial_poller(self): while True: _next = dict(self._poller.poll(POLLING_FREQUENCY_MS)) if self._halt_read_file.fileno() in _next: log.debug("Poller [{}]: halt".format(hash(self))) self._halt_read_file.read() break elif self._connection.fileno() in _next: log.debug("Poller [{}]: interrupt".format(hash(self))) res = self._connection.read_until(SERIAL_ACK) self._interrupt_callback(res) elif self._send_read_file.fileno() in _next: self._send_read_file.read(1) command, callback = self._command_queue.get() log.debug("Poller [{}]: send {}".format(hash(self), command)) res = self._send_command(command) callback(res) else: log.debug("Poller [{}]: updating temp".format(hash(self))) res = self._send_command(GCODES['GET_PLATE_TEMP']) self._status_callback(res) log.info("Exiting TC poller loop [{}]".format(hash(self)))
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '11']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'enqueue_at'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '9']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'scheduled_time'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'func'},{'id': '7', 'type': 'list_splat_pattern', 'children': ['8']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '9', 'type': 'dictionary_splat_pattern', 'children': ['10']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '11', 'type': 'block', 'children': ['12', '22', '32', '42', '52', '62', '72', '105', '125']},{'id': '12', 'type': 'expression_statement', 'children': ['13']},{'id': '13', 'type': 'assignment', 'children': ['14', '15']},{'id': '14', 'type': 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'46', 'type': 'attribute', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'pop'},{'id': '49', 'type': 'argument_list', 'children': ['50', '51']},{'id': '50', 'type': 'string', 'children': [], 'value': "'job_result_ttl'"},{'id': '51', 'type': 'None', 'children': []},{'id': '52', 'type': 'expression_statement', 'children': ['53']},{'id': '53', 'type': 'assignment', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'job_description'},{'id': '55', 'type': 'call', 'children': ['56', '59']},{'id': '56', 'type': 'attribute', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'pop'},{'id': '59', 'type': 'argument_list', 'children': ['60', '61']},{'id': '60', 'type': 'string', 'children': [], 'value': "'job_description'"},{'id': '61', 'type': 'None', 'children': []},{'id': '62', 'type': 'expression_statement', 'children': ['63']},{'id': '63', 'type': 'assignment', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'meta'},{'id': '65', 'type': 'call', 'children': ['66', '69']},{'id': '66', 'type': 'attribute', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'pop'},{'id': '69', 'type': 'argument_list', 'children': ['70', '71']},{'id': '70', 'type': 'string', 'children': [], 'value': "'meta'"},{'id': '71', 'type': 'None', 'children': []},{'id': '72', 'type': 'expression_statement', 'children': ['73']},{'id': '73', 'type': 'assignment', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'job'},{'id': '75', 'type': 'call', 'children': ['76', '79']},{'id': '76', 'type': 'attribute', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '78', 'type': 'identifier', 'children': [], 'value': '_create_job'},{'id': '79', 'type': 'argument_list', 'children': ['80', '81', '84', '87', '90', '93', '96', '99', '102']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'func'},{'id': '81', 'type': 'keyword_argument', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '84', 'type': 'keyword_argument', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'kwargs'},{'id': '87', 'type': 'keyword_argument', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'timeout'},{'id': '90', 'type': 'keyword_argument', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'id'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'job_id'},{'id': '93', 'type': 'keyword_argument', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'result_ttl'},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'job_result_ttl'},{'id': '96', 'type': 'keyword_argument', 'children': ['97', '98']},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'ttl'},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'job_ttl'},{'id': '99', 'type': 'keyword_argument', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'description'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'job_description'},{'id': '102', 'type': 'keyword_argument', 'children': ['103', '104']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'meta'},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'meta'},{'id': '105', 'type': 'expression_statement', 'children': ['106']},{'id': '106', 'type': 'call', 'children': ['107', '112']},{'id': '107', 'type': 'attribute', 'children': ['108', '111']},{'id': '108', 'type': 'attribute', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'connection'},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'zadd'},{'id': '112', 'type': 'argument_list', 'children': ['113', '116']},{'id': '113', 'type': 'attribute', 'children': ['114', '115']},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'scheduled_jobs_key'},{'id': '116', 'type': 'dictionary', 'children': ['117']},{'id': '117', 'type': 'pair', 'children': ['118', '121']},{'id': '118', 'type': 'attribute', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'job'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'id'},{'id': '121', 'type': 'call', 'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'to_unix'},{'id': '123', 'type': 'argument_list', 'children': ['124']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'scheduled_time'},{'id': '125', 'type': 'return_statement', 'children': ['126']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'job'}
def enqueue_at(self, scheduled_time, func, *args, **kwargs): timeout = kwargs.pop('timeout', None) job_id = kwargs.pop('job_id', None) job_ttl = kwargs.pop('job_ttl', None) job_result_ttl = kwargs.pop('job_result_ttl', None) job_description = kwargs.pop('job_description', None) meta = kwargs.pop('meta', None) job = self._create_job(func, args=args, kwargs=kwargs, timeout=timeout, id=job_id, result_ttl=job_result_ttl, ttl=job_ttl, description=job_description, meta=meta) self.connection.zadd(self.scheduled_jobs_key, {job.id: to_unix(scheduled_time)}) return job
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_getMostActiveCells'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'block', 'children': ['6', '12', '27', '40', '57', '68', '104']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'poolingActivation'},{'id': '9', 'type': 'attribute', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '11', 'type': 'identifier', 'children': [], 'value': '_poolingActivation'},{'id': '12', 'type': 'expression_statement', 'children': ['13']},{'id': '13', 'type': 'assignment', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'nonZeroCells'},{'id': '15', 'type': 'subscript', 'children': ['16', '24', '26']},{'id': '16', 'type': 'call', 'children': ['17', '20']},{'id': '17', 'type': 'attribute', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'numpy'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'argwhere'},{'id': '20', 'type': 'argument_list', 'children': ['21']},{'id': '21', 'type': 'comparison_operator', 'children': ['22', '23'], 'value': '>'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'poolingActivation'},{'id': '23', 'type': 'integer', 'children': [], 'value': '0'},{'id': '24', 'type': 'slice', 'children': ['25']},{'id': '25', 'type': 'colon', 'children': []},{'id': '26', 'type': 'integer', 'children': [], 'value': '0'},{'id': '27', 'type': 'expression_statement', 'children': ['28']},{'id': '28', 'type': 'assignment', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 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'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'nonZeroCells'},{'id': '45', 'type': 'subscript', 'children': ['46', '52']},{'id': '46', 'type': 'call', 'children': ['47', '50']},{'id': '47', 'type': 'attribute', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'numpy'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'argsort'},{'id': '50', 'type': 'argument_list', 'children': ['51']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'poolingActivationSubset'},{'id': '52', 'type': 'slice', 'children': ['53', '54', '55']},{'id': '53', 'type': 'colon', 'children': []},{'id': '54', 'type': 'colon', 'children': []},{'id': '55', 'type': 'unary_operator', 'children': ['56'], 'value': '-'},{'id': '56', 'type': 'integer', 'children': [], 'value': '1'},{'id': '57', 'type': 'expression_statement', 'children': ['58']},{'id': '58', 'type': 'assignment', 'children': ['59', '60']},{'id': '59', 'type': 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'children': [], 'value': 'self'},{'id': '75', 'type': 'identifier', 'children': [], 'value': '_poolingTimer'},{'id': '76', 'type': 'attribute', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '78', 'type': 'identifier', 'children': [], 'value': '_minHistory'},{'id': '79', 'type': 'block', 'children': ['80']},{'id': '80', 'type': 'expression_statement', 'children': ['81']},{'id': '81', 'type': 'assignment', 'children': ['82', '85']},{'id': '82', 'type': 'attribute', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '84', 'type': 'identifier', 'children': [], 'value': '_unionSDR'},{'id': '85', 'type': 'call', 'children': ['86', '94']},{'id': '86', 'type': 'attribute', 'children': ['87', '93']},{'id': '87', 'type': 'call', 'children': ['88', '91']},{'id': '88', 'type': 'attribute', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'numpy'},{'id': 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'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '107', 'type': 'identifier', 'children': [], 'value': '_unionSDR'}
def _getMostActiveCells(self): poolingActivation = self._poolingActivation nonZeroCells = numpy.argwhere(poolingActivation > 0)[:,0] poolingActivationSubset = poolingActivation[nonZeroCells] + \ self._poolingActivation_tieBreaker[nonZeroCells] potentialUnionSDR = nonZeroCells[numpy.argsort(poolingActivationSubset)[::-1]] topCells = potentialUnionSDR[0: self._maxUnionCells] if max(self._poolingTimer) > self._minHistory: self._unionSDR = numpy.sort(topCells).astype(UINT_DTYPE) else: self._unionSDR = [] return self._unionSDR
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'printNetwork'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'network'},{'id': '5', 'type': 'block', 'children': ['6', '19']},{'id': '6', 'type': 'print_statement', 'children': ['7', '8', '18']},{'id': '7', 'type': 'string', 'children': [], 'value': '"The network has"'},{'id': '8', 'type': 'call', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '10', 'type': 'argument_list', 'children': ['11']},{'id': '11', 'type': 'call', 'children': ['12', '17']},{'id': '12', 'type': 'attribute', 'children': ['13', '16']},{'id': '13', 'type': 'attribute', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'network'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'regions'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '17', 'type': 'argument_list', 'children': []},{'id': '18', 'type': 'string', 'children': [], 'value': '"regions"'},{'id': '19', 'type': 'for_statement', 'children': ['20', '21', '29']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '21', 'type': 'call', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '23', 'type': 'argument_list', 'children': ['24']},{'id': '24', 'type': 'call', 'children': ['25', '28']},{'id': '25', 'type': 'attribute', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'network'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'getMaxPhase'},{'id': '28', 'type': 'argument_list', 'children': []},{'id': '29', 'type': 'block', 'children': ['30', '33']},{'id': '30', 'type': 'print_statement', 'children': ['31', '32']},{'id': '31', 'type': 'string', 'children': [], 'value': '"=== Phase"'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '33', 'type': 'for_statement', 'children': ['34', '35', '42']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'region'},{'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': 'network'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'regions'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '41', 'type': 'argument_list', 'children': []},{'id': '42', 'type': 'block', 'children': ['43']},{'id': '43', 'type': 'if_statement', 'children': ['44', '56']},{'id': '44', 'type': 'comparison_operator', 'children': ['45', '55'], 'value': '=='},{'id': '45', 'type': 'subscript', 'children': ['46', '54']},{'id': '46', 'type': 'call', 'children': ['47', '50']},{'id': '47', 'type': 'attribute', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'network'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'getPhases'},{'id': '50', 'type': 'argument_list', 'children': ['51']},{'id': '51', 'type': 'attribute', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'region'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '54', 'type': 'integer', 'children': [], 'value': '0'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '56', 'type': 'block', 'children': ['57']},{'id': '57', 'type': 'print_statement', 'children': ['58', '59']},{'id': '58', 'type': 'string', 'children': [], 'value': '" "'},{'id': '59', 'type': 'attribute', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'region'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'name'}
def printNetwork(network): print "The network has",len(network.regions.values()),"regions" for p in range(network.getMaxPhase()): print "=== Phase",p for region in network.regions.values(): if network.getPhases(region.name)[0] == p: print " ",region.name
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'argmaxMulti'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'a'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'groupKeys'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'assumeSorted'},{'id': '8', 'type': 'False', 'children': []},{'id': '9', 'type': 'block', 'children': ['10', '38', '56', '68', '85', '97']},{'id': '10', 'type': 'if_statement', 'children': ['11', '13']},{'id': '11', 'type': 'not_operator', 'children': ['12']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'assumeSorted'},{'id': '13', 'type': 'block', 'children': ['14', '26', '32']},{'id': '14', 'type': 'expression_statement', 'children': ['15']},{'id': '15', 'type': 'assignment', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'sorter'},{'id': '17', 'type': 'call', 'children': ['18', '21']},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'argsort'},{'id': '21', 'type': 'argument_list', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'groupKeys'},{'id': '23', 'type': 'keyword_argument', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'kind'},{'id': '25', 'type': 'string', 'children': [], 'value': '"mergesort"'},{'id': '26', 'type': 'expression_statement', 'children': ['27']},{'id': '27', 'type': 'assignment', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'a'},{'id': '29', 'type': 'subscript', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'a'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'sorter'},{'id': '32', 'type': 'expression_statement', 'children': ['33']},{'id': '33', 'type': 'assignment', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'groupKeys'},{'id': '35', 'type': 'subscript', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'groupKeys'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'sorter'},{'id': '38', 'type': 'expression_statement', 'children': ['39']},{'id': '39', 'type': 'assignment', 'children': ['40', '44']},{'id': '40', 'type': 'pattern_list', 'children': ['41', '42', '43']},{'id': '41', 'type': 'identifier', 'children': [], 'value': '_'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'indices'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'lengths'},{'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': 'unique'},{'id': '48', 'type': 'argument_list', 'children': ['49', '50', '53']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'groupKeys'},{'id': '50', 'type': 'keyword_argument', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'return_index'},{'id': '52', 'type': 'True', 'children': []},{'id': '53', 'type': 'keyword_argument', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'return_counts'},{'id': '55', 'type': 'True', 'children': []},{'id': '56', 'type': 'expression_statement', 'children': ['57']},{'id': '57', 'type': 'assignment', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'maxValues'},{'id': '59', 'type': 'call', 'children': ['60', '65']},{'id': '60', 'type': 'attribute', 'children': ['61', '64']},{'id': '61', 'type': 'attribute', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'maximum'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'reduceat'},{'id': '65', 'type': 'argument_list', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'a'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'indices'},{'id': '68', 'type': 'expression_statement', 'children': ['69']},{'id': '69', 'type': 'assignment', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'allMaxIndices'},{'id': '71', 'type': 'call', 'children': ['72', '75']},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'flatnonzero'},{'id': '75', 'type': 'argument_list', 'children': ['76']},{'id': '76', 'type': 'comparison_operator', 'children': ['77', '84'], 'value': '=='},{'id': '77', 'type': 'call', 'children': ['78', '81']},{'id': '78', 'type': 'attribute', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'repeat'},{'id': '81', 'type': 'argument_list', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'maxValues'},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'lengths'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'a'},{'id': '85', 'type': 'expression_statement', 'children': ['86']},{'id': '86', 'type': 'assignment', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'indices'},{'id': '88', 'type': 'subscript', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'allMaxIndices'},{'id': '90', 'type': 'call', 'children': ['91', '94']},{'id': '91', 'type': 'attribute', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'searchsorted'},{'id': '94', 'type': 'argument_list', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'allMaxIndices'},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'indices'},{'id': '97', 'type': 'if_statement', 'children': ['98', '99', '102']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'assumeSorted'},{'id': '99', 'type': 'block', 'children': ['100']},{'id': '100', 'type': 'return_statement', 'children': ['101']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'indices'},{'id': '102', 'type': 'else_clause', 'children': ['103']},{'id': '103', 'type': 'block', 'children': ['104']},{'id': '104', 'type': 'return_statement', 'children': ['105']},{'id': '105', 'type': 'subscript', 'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'sorter'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'indices'}
def argmaxMulti(a, groupKeys, assumeSorted=False): if not assumeSorted: sorter = np.argsort(groupKeys, kind="mergesort") a = a[sorter] groupKeys = groupKeys[sorter] _, indices, lengths = np.unique(groupKeys, return_index=True, return_counts=True) maxValues = np.maximum.reduceat(a, indices) allMaxIndices = np.flatnonzero(np.repeat(maxValues, lengths) == a) indices = allMaxIndices[np.searchsorted(allMaxIndices, indices)] if assumeSorted: return indices else: return sorter[indices]
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def getAllCellsInColumns(columns, cellsPerColumn): return ((columns * cellsPerColumn).reshape((-1, 1)) + np.arange(cellsPerColumn, dtype="uint32")).flatten()
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def shuffle_sparse_matrix_and_labels(matrix, labels): print "Shuffling data" new_matrix = matrix.toDense() rng_state = numpy.random.get_state() numpy.random.shuffle(new_matrix) numpy.random.set_state(rng_state) numpy.random.shuffle(labels) print "Data shuffled" return SM32(new_matrix), numpy.asarray(labels)
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def compute(self, sensorToBodyByColumn, sensorToSpecificObjectByColumn): votesByCell = np.zeros(self.cellCount, dtype="int") self.activeSegmentsByColumn = [] for (connections, activeSensorToBodyCells, activeSensorToSpecificObjectCells) in zip(self.connectionsByColumn, sensorToBodyByColumn, sensorToSpecificObjectByColumn): overlaps = connections.computeActivity({ "sensorToBody": activeSensorToBodyCells, "sensorToSpecificObject": activeSensorToSpecificObjectCells, }) activeSegments = np.where(overlaps >= 2)[0] votes = connections.mapSegmentsToCells(activeSegments) votes = np.unique(votes) votesByCell[votes] += 1 self.activeSegmentsByColumn.append(activeSegments) candidates = np.where(votesByCell == np.max(votesByCell))[0] self.activeCells = np.intersect1d(self.activeCells, candidates) if self.activeCells.size == 0: self.activeCells = candidates self.inhibitedCells = np.setdiff1d(np.where(votesByCell > 0)[0], self.activeCells)
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def metricCompute(self, sensorToBody, bodyToSpecificObject): overlaps = self.metricConnections.computeActivity({ "bodyToSpecificObject": bodyToSpecificObject, "sensorToBody": sensorToBody, }) self.activeMetricSegments = np.where(overlaps >= 2)[0] self.activeCells = np.unique( self.metricConnections.mapSegmentsToCells( self.activeMetricSegments))
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'identifier', 'children': [], 'value': 'minSdrSize'},{'id': '117', 'type': 'call', 'children': ['118', '119']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '119', 'type': 'argument_list', 'children': ['120']},{'id': '120', 'type': 'attribute', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'activeCells'},{'id': '123', 'type': 'attribute', 'children': ['124', '125']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'maxSdrSize'},{'id': '126', 'type': 'block', 'children': ['127', '135']},{'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': 'self'},{'id': '131', 'type': 'identifier', 'children': [], 'value': '_computeInferenceMode'},{'id': '132', 'type': 'argument_list', 'children': ['133', '134']},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'feedforwardInput'},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'lateralInputs'},{'id': '135', 'type': 'expression_statement', 'children': ['136']},{'id': '136', 'type': 'call', 'children': ['137', '140']},{'id': '137', 'type': 'attribute', 'children': ['138', '139']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '139', 'type': 'identifier', 'children': [], 'value': '_computeLearningMode'},{'id': '140', 'type': 'argument_list', 'children': ['141', '142', '143']},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'feedforwardInput'},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'lateralInputs'},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'feedforwardGrowthCandidates'},{'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', '151']},{'id': '148', 'type': 'attribute', 'children': ['149', '150']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '150', 'type': 'identifier', 'children': [], 'value': '_computeLearningMode'},{'id': '151', 'type': 'argument_list', 'children': ['152', '153', '154']},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'feedforwardInput'},{'id': '153', 'type': 'identifier', 'children': [], 'value': 'lateralInputs'},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'feedforwardGrowthCandidates'}
def compute(self, feedforwardInput=(), lateralInputs=(), feedforwardGrowthCandidates=None, learn=True, predictedInput = None,): if feedforwardGrowthCandidates is None: feedforwardGrowthCandidates = feedforwardInput if not learn: self._computeInferenceMode(feedforwardInput, lateralInputs) elif not self.onlineLearning: self._computeLearningMode(feedforwardInput, lateralInputs, feedforwardGrowthCandidates) else: if (predictedInput is not None and len(predictedInput) > self.predictedInhibitionThreshold): predictedActiveInput = numpy.intersect1d(feedforwardInput, predictedInput) predictedGrowthCandidates = numpy.intersect1d( feedforwardGrowthCandidates, predictedInput) self._computeInferenceMode(predictedActiveInput, lateralInputs) self._computeLearningMode(predictedActiveInput, lateralInputs, feedforwardGrowthCandidates) elif not self.minSdrSize <= len(self.activeCells) <= self.maxSdrSize: self._computeInferenceMode(feedforwardInput, lateralInputs) self._computeLearningMode(feedforwardInput, lateralInputs, feedforwardGrowthCandidates) else: self._computeLearningMode(feedforwardInput, lateralInputs, feedforwardGrowthCandidates)
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'"int32"'},{'id': '85', 'type': 'expression_statement', 'children': ['86']},{'id': '86', 'type': 'call', 'children': ['87', '90']},{'id': '87', 'type': 'attribute', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'numpy'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'subtract'},{'id': '90', 'type': 'argument_list', 'children': ['91', '92', '93']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'sampleSize'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'existingSynapseCounts'},{'id': '93', 'type': 'keyword_argument', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'out'},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'maxNewByCell'},{'id': '96', 'type': 'expression_statement', 'children': ['97']},{'id': '97', 'type': 'call', 'children': ['98', '101']},{'id': '98', 'type': 'attribute', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': 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def _learn( permanences, rng, activeCells, activeInput, growthCandidateInput, sampleSize, initialPermanence, permanenceIncrement, permanenceDecrement, connectedPermanence): permanences.incrementNonZerosOnOuter( activeCells, activeInput, permanenceIncrement) permanences.incrementNonZerosOnRowsExcludingCols( activeCells, activeInput, -permanenceDecrement) permanences.clipRowsBelowAndAbove( activeCells, 0.0, 1.0) if sampleSize == -1: permanences.setZerosOnOuter( activeCells, activeInput, initialPermanence) else: existingSynapseCounts = permanences.nNonZerosPerRowOnCols( activeCells, activeInput) maxNewByCell = numpy.empty(len(activeCells), dtype="int32") numpy.subtract(sampleSize, existingSynapseCounts, out=maxNewByCell) permanences.setRandomZerosOnOuter( activeCells, growthCandidateInput, maxNewByCell, initialPermanence, rng)
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'children': [], 'value': 'mapSegmentsToCells'},{'id': '220', 'type': 'argument_list', 'children': ['221']},{'id': '221', 'type': 'attribute', 'children': ['222', '223']},{'id': '222', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '223', 'type': 'identifier', 'children': [], 'value': 'activeFeatureLocationSegments'},{'id': '224', 'type': 'expression_statement', 'children': ['225']},{'id': '225', 'type': 'assignment', 'children': ['226', '229']},{'id': '226', 'type': 'attribute', 'children': ['227', '228']},{'id': '227', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '228', 'type': 'identifier', 'children': [], 'value': 'activeCells'},{'id': '229', 'type': 'call', 'children': ['230', '233']},{'id': '230', 'type': 'attribute', 'children': ['231', '232']},{'id': '231', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '232', 'type': 'identifier', 'children': [], 'value': 'intersect1d'},{'id': '233', 'type': 'argument_list', 'children': ['234', '235']},{'id': '234', 'type': 'identifier', 'children': [], 'value': 'prevActiveCells'},{'id': '235', 'type': 'identifier', 'children': [], 'value': 'cellsForFeatureLocationSegments'},{'id': '236', 'type': 'else_clause', 'children': ['237']},{'id': '237', 'type': 'block', 'children': ['238']},{'id': '238', 'type': 'expression_statement', 'children': ['239']},{'id': '239', 'type': 'assignment', 'children': ['240', '243']},{'id': '240', 'type': 'attribute', 'children': ['241', '242']},{'id': '241', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '242', 'type': 'identifier', 'children': [], 'value': 'activeCells'},{'id': '243', 'type': 'identifier', 'children': [], 'value': 'prevActiveCells'},{'id': '244', 'type': 'elif_clause', 'children': ['245', '251']},{'id': '245', 'type': 'comparison_operator', 'children': ['246', '250'], 'value': '>'},{'id': '246', 'type': 'call', 'children': ['247', '248']},{'id': '247', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '248', 'type': 'argument_list', 'children': ['249']},{'id': '249', 'type': 'identifier', 'children': [], 'value': 'featureLocationInput'},{'id': '250', 'type': 'integer', 'children': [], 'value': '0'},{'id': '251', 'type': 'block', 'children': ['252', '266']},{'id': '252', 'type': 'expression_statement', 'children': ['253']},{'id': '253', 'type': 'assignment', 'children': ['254', '255']},{'id': '254', 'type': 'identifier', 'children': [], 'value': 'cellsForFeatureLocationSegments'},{'id': '255', 'type': '()', 'children': ['256']},{'id': '256', 'type': 'call', 'children': ['257', '262']},{'id': '257', 'type': 'attribute', 'children': ['258', '261']},{'id': '258', 'type': 'attribute', 'children': ['259', '260']},{'id': '259', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '260', 'type': 'identifier', 'children': [], 'value': 'featureLocationConnections'},{'id': '261', 'type': 'identifier', 'children': [], 'value': 'mapSegmentsToCells'},{'id': '262', 'type': 'argument_list', 'children': ['263']},{'id': '263', 'type': 'attribute', 'children': ['264', '265']},{'id': '264', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '265', 'type': 'identifier', 'children': [], 'value': 'activeFeatureLocationSegments'},{'id': '266', 'type': 'expression_statement', 'children': ['267']},{'id': '267', 'type': 'assignment', 'children': ['268', '271']},{'id': '268', 'type': 'attribute', 'children': ['269', '270']},{'id': '269', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '270', 'type': 'identifier', 'children': [], 'value': 'activeCells'},{'id': '271', 'type': 'call', 'children': ['272', '275']},{'id': '272', 'type': 'attribute', 'children': ['273', '274']},{'id': '273', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '274', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '275', 'type': 'argument_list', 'children': ['276']},{'id': '276', 'type': 'identifier', 'children': [], 'value': 'cellsForFeatureLocationSegments'}
def compute(self, deltaLocation=(), newLocation=(), featureLocationInput=(), featureLocationGrowthCandidates=(), learn=True): prevActiveCells = self.activeCells self.activeDeltaSegments = np.where( (self.internalConnections.computeActivity( prevActiveCells, self.connectedPermanence ) >= self.activationThreshold) & (self.deltaConnections.computeActivity( deltaLocation, self.connectedPermanence ) >= self.activationThreshold))[0] if len(deltaLocation) == 0: self.activeFeatureLocationSegments = np.where( self.featureLocationConnections.computeActivity( featureLocationInput, self.connectedPermanence ) >= self.activationThreshold)[0] else: self.activeFeatureLocationSegments = np.empty(0, dtype="uint32") if len(newLocation) > 0: self.activeCells = newLocation if learn: self._learnTransition(prevActiveCells, deltaLocation, newLocation) self._learnFeatureLocationPair(newLocation, featureLocationInput, featureLocationGrowthCandidates) elif len(prevActiveCells) > 0: if len(deltaLocation) > 0: cellsForDeltaSegments = self.internalConnections.mapSegmentsToCells( self.activeDeltaSegments) self.activeCells = np.unique(cellsForDeltaSegments) else: if len(self.activeFeatureLocationSegments) > 0: cellsForFeatureLocationSegments = ( self.featureLocationConnections.mapSegmentsToCells( self.activeFeatureLocationSegments)) self.activeCells = np.intersect1d(prevActiveCells, cellsForFeatureLocationSegments) else: self.activeCells = prevActiveCells elif len(featureLocationInput) > 0: cellsForFeatureLocationSegments = ( self.featureLocationConnections.mapSegmentsToCells( self.activeFeatureLocationSegments)) self.activeCells = np.unique(cellsForFeatureLocationSegments)
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'type': 'string', 'children': [], 'value': "''' Get all the files in the directories that\n match the source file pattern and merge and sort them to only\n one file on local fs.\n :param paths: Directory containing files that will be merged\n :type paths: string\n :param dst: Path of file that will be written\n :type dst: string\n :param nl: Add a newline character at the end of each file.\n :type nl: boolean\n :returns: string content of the merged file at dst\n '''"},{'id': '16', 'type': 'if_statement', 'children': ['17', '19']},{'id': '17', 'type': 'not_operator', 'children': ['18']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '19', 'type': 'block', 'children': ['20']},{'id': '20', 'type': 'raise_statement', 'children': ['21']},{'id': '21', 'type': 'call', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'InvalidInputException'},{'id': '23', 'type': 'argument_list', 'children': ['24']},{'id': '24', 'type': 'string', 'children': [], 'value': '"getmerge: no path given"'},{'id': '25', 'type': 'if_statement', 'children': ['26', '28']},{'id': '26', 'type': 'not_operator', 'children': ['27']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'dst'},{'id': '28', 'type': 'block', 'children': ['29']},{'id': '29', 'type': 'raise_statement', 'children': ['30']},{'id': '30', 'type': 'call', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'InvalidInputException'},{'id': '32', 'type': 'argument_list', 'children': ['33']},{'id': '33', 'type': 'string', 'children': [], 'value': '"getmerge: no destination given"'},{'id': '34', 'type': 'expression_statement', 'children': ['35']},{'id': '35', 'type': 'assignment', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'temporary_target'},{'id': '37', 'type': 'binary_operator', 'children': ['38', '39'], 'value': '%'},{'id': '38', 'type': 'string', 'children': [], 'value': '"%s._COPYING_"'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'dst'},{'id': '40', 'type': 'expression_statement', 'children': ['41']},{'id': '41', 'type': 'assignment', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '43', 'type': 'call', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'open'},{'id': '45', 'type': 'argument_list', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'temporary_target'},{'id': '47', 'type': 'string', 'children': [], 'value': "'w'"},{'id': '48', 'type': 'expression_statement', 'children': ['49']},{'id': '49', 'type': 'assignment', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'processor'},{'id': '51', 'type': 'lambda', 'children': ['52', '61']},{'id': '52', 'type': 'lambda_parameters', 'children': ['53', '54', '55', '58']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'node'},{'id': '55', 'type': 'default_parameter', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'dst'},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'dst'},{'id': '58', 'type': 'default_parameter', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'check_crc'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'check_crc'},{'id': '61', 'type': 'call', 'children': ['62', '65']},{'id': '62', 'type': 'attribute', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '64', 'type': 'identifier', 'children': [], 'value': '_handle_getmerge'},{'id': '65', 'type': 'argument_list', 'children': ['66', '67', '68', '69']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'node'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'dst'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'check_crc'},{'id': '70', 'type': 'try_statement', 'children': ['71', '176']},{'id': '71', 'type': 'block', 'children': ['72', '156']},{'id': '72', 'type': 'for_statement', 'children': ['73', '74', '91']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '74', 'type': 'call', 'children': ['75', '78']},{'id': '75', 'type': 'attribute', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '77', 'type': 'identifier', 'children': [], 'value': '_find_items'},{'id': '78', 'type': 'argument_list', 'children': ['79', '81', '82', '85', '88']},{'id': '79', 'type': 'list', 'children': ['80'], 'value': '[path]'},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'processor'},{'id': '82', 'type': 'keyword_argument', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'include_toplevel'},{'id': '84', 'type': 'True', 'children': []},{'id': '85', 'type': 'keyword_argument', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'recurse'},{'id': '87', 'type': 'False', 'children': []},{'id': '88', 'type': 'keyword_argument', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'include_children'},{'id': '90', 'type': 'True', 'children': []},{'id': '91', 'type': 'block', 'children': ['92', '142']},{'id': '92', 'type': 'for_statement', 'children': ['93', '94', '95']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'load'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '95', 'type': 'block', 'children': ['96']},{'id': '96', 'type': 'if_statement', 'children': ['97', '100', '110']},{'id': '97', 'type': 'subscript', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'load'},{'id': '99', 'type': 'string', 'children': [], 'value': "'result'"},{'id': '100', 'type': 'block', 'children': ['101']},{'id': '101', 'type': 'expression_statement', 'children': ['102']},{'id': '102', 'type': 'call', 'children': ['103', '106']},{'id': '103', 'type': 'attribute', 'children': ['104', '105']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'write'},{'id': '106', 'type': 'argument_list', 'children': ['107']},{'id': '107', 'type': 'subscript', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'load'},{'id': '109', 'type': 'string', 'children': [], 'value': "'response'"},{'id': '110', 'type': 'elif_clause', 'children': ['111', '117']},{'id': '111', 'type': 'not_operator', 'children': ['112']},{'id': '112', 'type': 'comparison_operator', 'children': ['113', '116'], 'value': 'is'},{'id': '113', 'type': 'subscript', 'children': ['114', '115']},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'load'},{'id': '115', 'type': 'string', 'children': [], 'value': "'error'"},{'id': '116', 'type': 'string', 'children': [], 'value': "''"},{'id': '117', 'type': 'block', 'children': ['118', '135']},{'id': '118', 'type': 'if_statement', 'children': ['119', '127']},{'id': '119', 'type': 'call', 'children': ['120', '125']},{'id': '120', 'type': 'attribute', 'children': ['121', '124']},{'id': '121', 'type': 'attribute', 'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'os'},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'isfile'},{'id': '125', 'type': 'argument_list', 'children': ['126']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'temporary_target'},{'id': '127', 'type': 'block', 'children': ['128']},{'id': '128', 'type': 'expression_statement', 'children': ['129']},{'id': '129', 'type': 'call', 'children': ['130', '133']},{'id': '130', 'type': 'attribute', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'os'},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'remove'},{'id': '133', 'type': 'argument_list', 'children': ['134']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'temporary_target'},{'id': '135', 'type': 'raise_statement', 'children': ['136']},{'id': '136', 'type': 'call', 'children': ['137', '138']},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'FatalException'},{'id': '138', 'type': 'argument_list', 'children': ['139']},{'id': '139', 'type': 'subscript', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'load'},{'id': '141', 'type': 'string', 'children': [], 'value': "'error'"},{'id': '142', 'type': 'if_statement', 'children': ['143', '148']},{'id': '143', 'type': 'boolean_operator', 'children': ['144', '145'], 'value': 'and'},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'newline'},{'id': '145', 'type': 'subscript', 'children': ['146', '147']},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'load'},{'id': '147', 'type': 'string', 'children': [], 'value': "'response'"},{'id': '148', 'type': 'block', 'children': ['149']},{'id': '149', 'type': 'expression_statement', 'children': ['150']},{'id': '150', 'type': 'call', 'children': ['151', '154']},{'id': '151', 'type': 'attribute', 'children': ['152', '153']},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '153', 'type': 'identifier', 'children': [], 'value': 'write'},{'id': '154', 'type': 'argument_list', 'children': ['155']},{'id': '155', 'type': 'string', 'children': [], 'value': '"\\n"'},{'id': '156', 'type': 'expression_statement', 'children': ['157']},{'id': '157', 'type': 'yield', 'children': ['158']},{'id': '158', 'type': 'dictionary', 'children': ['159', '162', '165', '168', '173']},{'id': '159', 'type': 'pair', 'children': ['160', '161']},{'id': '160', 'type': 'string', 'children': [], 'value': '"path"'},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'dst'},{'id': '162', 'type': 'pair', 'children': ['163', '164']},{'id': '163', 'type': 'string', 'children': [], 'value': '"response"'},{'id': '164', 'type': 'string', 'children': [], 'value': "''"},{'id': '165', 'type': 'pair', 'children': ['166', '167']},{'id': '166', 'type': 'string', 'children': [], 'value': '"result"'},{'id': '167', 'type': 'True', 'children': []},{'id': '168', 'type': 'pair', 'children': ['169', '170']},{'id': '169', 'type': 'string', 'children': [], 'value': '"error"'},{'id': '170', 'type': 'subscript', 'children': ['171', '172']},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'load'},{'id': '172', 'type': 'string', 'children': [], 'value': "'error'"},{'id': '173', 'type': 'pair', 'children': ['174', '175']},{'id': '174', 'type': 'string', 'children': [], 'value': '"source_path"'},{'id': '175', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '176', 'type': 'finally_clause', 'children': ['177']},{'id': '177', 'type': 'block', 'children': ['178']},{'id': '178', 'type': 'if_statement', 'children': ['179', '187']},{'id': '179', 'type': 'call', 'children': ['180', '185']},{'id': '180', 'type': 'attribute', 'children': ['181', '184']},{'id': '181', 'type': 'attribute', 'children': ['182', '183']},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'os'},{'id': '183', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'isfile'},{'id': '185', 'type': 'argument_list', 'children': ['186']},{'id': '186', 'type': 'identifier', 'children': [], 'value': 'temporary_target'},{'id': '187', 'type': 'block', 'children': ['188', '194']},{'id': '188', 'type': 'expression_statement', 'children': ['189']},{'id': '189', 'type': 'call', 'children': ['190', '193']},{'id': '190', 'type': 'attribute', 'children': ['191', '192']},{'id': '191', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'close'},{'id': '193', 'type': 'argument_list', 'children': []},{'id': '194', 'type': 'expression_statement', 'children': ['195']},{'id': '195', 'type': 'call', 'children': ['196', '199']},{'id': '196', 'type': 'attribute', 'children': ['197', '198']},{'id': '197', 'type': 'identifier', 'children': [], 'value': 'os'},{'id': '198', 'type': 'identifier', 'children': [], 'value': 'rename'},{'id': '199', 'type': 'argument_list', 'children': ['200', '201']},{'id': '200', 'type': 'identifier', 'children': [], 'value': 'temporary_target'},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'dst'}
def getmerge(self, path, dst, newline=False, check_crc=False): ''' Get all the files in the directories that match the source file pattern and merge and sort them to only one file on local fs. :param paths: Directory containing files that will be merged :type paths: string :param dst: Path of file that will be written :type dst: string :param nl: Add a newline character at the end of each file. :type nl: boolean :returns: string content of the merged file at dst ''' if not path: raise InvalidInputException("getmerge: no path given") if not dst: raise InvalidInputException("getmerge: no destination given") temporary_target = "%s._COPYING_" % dst f = open(temporary_target, 'w') processor = lambda path, node, dst=dst, check_crc=check_crc: self._handle_getmerge(path, node, dst, check_crc) try: for item in self._find_items([path], processor, include_toplevel=True, recurse=False, include_children=True): for load in item: if load['result']: f.write(load['response']) elif not load['error'] is '': if os.path.isfile(temporary_target): os.remove(temporary_target) raise FatalException(load['error']) if newline and load['response']: f.write("\n") yield {"path": dst, "response": '', "result": True, "error": load['error'], "source_path": path} finally: if os.path.isfile(temporary_target): f.close() os.rename(temporary_target, dst)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'countByValue'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'block', 'children': ['6']},{'id': '6', 'type': 'return_statement', 'children': ['7']},{'id': '7', 'type': 'call', 'children': ['8', '11']},{'id': '8', 'type': 'attribute', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'transform'},{'id': '11', 'type': 'argument_list', 'children': ['12']},{'id': '12', 'type': 'lambda', 'children': ['13', '15']},{'id': '13', 'type': 'lambda_parameters', 'children': ['14']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'rdd'},{'id': '15', 'type': 'call', 'children': ['16', '23']},{'id': '16', 'type': 'attribute', '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': '_context'},{'id': '21', 'type': 'identifier', 'children': [], 'value': '_context'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'parallelize'},{'id': '23', 'type': 'argument_list', 'children': ['24']},{'id': '24', 'type': 'call', 'children': ['25', '32']},{'id': '25', 'type': 'attribute', 'children': ['26', '31']},{'id': '26', 'type': 'call', 'children': ['27', '30']},{'id': '27', 'type': 'attribute', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'rdd'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'countByValue'},{'id': '30', 'type': 'argument_list', 'children': []},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'items'},{'id': '32', 'type': 'argument_list', 'children': []}
def countByValue(self): return self.transform( lambda rdd: self._context._context.parallelize( rdd.countByValue().items()))
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_contiguous_offsets'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'offsets'},{'id': '6', 'type': 'block', 'children': ['7', '13', '41']},{'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': 'offsets'},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '12', 'type': 'argument_list', 'children': []},{'id': '13', 'type': 'for_statement', 'children': ['14', '15', '24']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '15', 'type': 'call', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '17', 'type': 'argument_list', 'children': ['18']},{'id': '18', 'type': 'binary_operator', 'children': ['19', '23'], 'value': '-'},{'id': '19', 'type': 'call', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '21', 'type': 'argument_list', 'children': ['22']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'offsets'},{'id': '23', 'type': 'integer', 'children': [], 'value': '1'},{'id': '24', 'type': 'block', 'children': ['25']},{'id': '25', 'type': 'assert_statement', 'children': ['26', '37']},{'id': '26', 'type': 'comparison_operator', 'children': ['27', '32'], 'value': '=='},{'id': '27', 'type': 'binary_operator', 'children': ['28', '31'], 'value': '+'},{'id': '28', 'type': 'subscript', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'offsets'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '31', 'type': 'integer', 'children': [], 'value': '1'},{'id': '32', 'type': 'subscript', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'offsets'},{'id': '34', 'type': 'binary_operator', 'children': ['35', '36'], 'value': '+'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '36', 'type': 'integer', 'children': [], 'value': '1'},{'id': '37', 'type': 'binary_operator', 'children': ['38', '39'], 'value': '%'},{'id': '38', 'type': 'string', 'children': [], 'value': '"Offsets not contiguous: %s"'},{'id': '39', 'type': 'tuple', 'children': ['40']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'offsets'},{'id': '41', 'type': 'return_statement', 'children': ['42']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'offsets'}
def _contiguous_offsets(self, offsets): offsets.sort() for i in range(len(offsets) - 1): assert offsets[i] + 1 == offsets[i + 1], \ "Offsets not contiguous: %s" % (offsets,) return offsets
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_collapse'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'intervals'},{'id': '5', 'type': 'block', 'children': ['6', '10', '65']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'span'},{'id': '9', 'type': 'None', 'children': []},{'id': '10', 'type': 'for_statement', 'children': ['11', '14', '15']},{'id': '11', 'type': 'pattern_list', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'intervals'},{'id': '15', 'type': 'block', 'children': ['16']},{'id': '16', 'type': 'if_statement', 'children': ['17', '20', '29', '47']},{'id': '17', 'type': 'comparison_operator', 'children': ['18', '19'], 'value': 'is'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'span'},{'id': '19', 'type': 'None', 'children': []},{'id': '20', 'type': 'block', 'children': ['21']},{'id': '21', 'type': 'expression_statement', 'children': ['22']},{'id': '22', 'type': 'assignment', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'span'},{'id': '24', 'type': 'call', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': '_Interval'},{'id': '26', 'type': 'argument_list', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '29', 'type': 'elif_clause', 'children': ['30', '36']},{'id': '30', 'type': 'comparison_operator', 'children': ['31', '32', '35'], 'value': '<='},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '32', 'type': 'attribute', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'span'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '36', 'type': 'block', 'children': ['37']},{'id': '37', 'type': 'expression_statement', 'children': ['38']},{'id': '38', 'type': 'assignment', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'span'},{'id': '40', 'type': 'call', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': '_Interval'},{'id': '42', 'type': 'argument_list', 'children': ['43', '46']},{'id': '43', 'type': 'attribute', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'span'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '47', 'type': 'elif_clause', 'children': ['48', '53']},{'id': '48', 'type': 'comparison_operator', 'children': ['49', '50'], 'value': '>'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '50', 'type': 'attribute', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'span'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '53', 'type': 'block', 'children': ['54', '57']},{'id': '54', 'type': 'expression_statement', 'children': ['55']},{'id': '55', 'type': 'yield', 'children': ['56']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'span'},{'id': '57', 'type': 'expression_statement', 'children': ['58']},{'id': '58', 'type': 'assignment', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'span'},{'id': '60', 'type': 'call', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': '_Interval'},{'id': '62', 'type': 'argument_list', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'start'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'stop'},{'id': '65', 'type': 'if_statement', 'children': ['66', '69']},{'id': '66', 'type': 'comparison_operator', 'children': ['67', '68'], 'value': 'is'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'span'},{'id': '68', 'type': 'None', 'children': []},{'id': '69', 'type': 'block', 'children': ['70']},{'id': '70', 'type': 'expression_statement', 'children': ['71']},{'id': '71', 'type': 'yield', 'children': ['72']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'span'}
def _collapse(intervals): span = None for start, stop in intervals: if span is None: span = _Interval(start, stop) elif start <= span.stop < stop: span = _Interval(span.start, stop) elif start > span.stop: yield span span = _Interval(start, stop) if span is not None: yield span
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '14']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'remove'},{'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': 'index'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'hash'},{'id': '10', 'type': 'None', 'children': []},{'id': '11', 'type': 'default_parameter', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'keepSorted'},{'id': '13', 'type': 'True', 'children': []},{'id': '14', 'type': 'block', 'children': ['15', '32', '143', '160']},{'id': '15', 'type': 'if_statement', 'children': ['16', '19']},{'id': '16', 'type': 'comparison_operator', 'children': ['17', '18'], 'value': 'is'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '18', 'type': 'None', 'children': []},{'id': '19', 'type': 'block', 'children': ['20']},{'id': '20', 'type': 'expression_statement', 'children': ['21']},{'id': '21', 'type': 'call', 'children': ['22', '25']},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'clibrebound'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'reb_remove'},{'id': '25', 'type': 'argument_list', 'children': ['26', '30', '31']},{'id': '26', 'type': 'call', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'byref'},{'id': '28', 'type': 'argument_list', 'children': ['29']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'keepSorted'},{'id': '32', 'type': 'if_statement', 'children': ['33', '36']},{'id': '33', 'type': 'comparison_operator', 'children': ['34', '35'], 'value': 'is'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'hash'},{'id': '35', 'type': 'None', 'children': []},{'id': '36', 'type': 'block', 'children': ['37', '44', '54', '80']},{'id': '37', 'type': 'expression_statement', 'children': ['38']},{'id': '38', 'type': 'assignment', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'hash_types'},{'id': '40', 'type': 'expression_list', 'children': ['41', '42', '43']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'c_uint32'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'c_uint'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'c_ulong'},{'id': '44', 'type': 'expression_statement', 'children': ['45']},{'id': '45', 'type': 'assignment', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'PY3'},{'id': '47', 'type': 'comparison_operator', 'children': ['48', '53'], 'value': '=='},{'id': '48', 'type': 'subscript', 'children': ['49', '52']},{'id': '49', 'type': 'attribute', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'sys'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'version_info'},{'id': '52', 'type': 'integer', 'children': [], 'value': '0'},{'id': '53', 'type': 'integer', 'children': [], 'value': '3'},{'id': '54', 'type': 'if_statement', 'children': ['55', '56', '67']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'PY3'},{'id': '56', 'type': 'block', 'children': ['57', '62']},{'id': '57', 'type': 'expression_statement', 'children': ['58']},{'id': '58', 'type': 'assignment', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'string_types'},{'id': '60', 'type': 'expression_list', 'children': ['61']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '62', 'type': 'expression_statement', 'children': ['63']},{'id': '63', 'type': 'assignment', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'int_types'},{'id': '65', 'type': 'expression_list', 'children': ['66']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '67', 'type': 'else_clause', 'children': ['68']},{'id': '68', 'type': 'block', 'children': ['69', '74']},{'id': '69', 'type': 'expression_statement', 'children': ['70']},{'id': '70', 'type': 'assignment', 'children': ['71', '72']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'string_types'},{'id': '72', 'type': 'expression_list', 'children': ['73']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'basestring'},{'id': '74', 'type': 'expression_statement', 'children': ['75']},{'id': '75', 'type': 'assignment', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'int_types'},{'id': '77', 'type': 'expression_list', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'long'},{'id': '80', 'type': 'if_statement', 'children': ['81', '86', '102', '124']},{'id': '81', 'type': 'call', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '83', 'type': 'argument_list', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'hash'},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'string_types'},{'id': '86', 'type': 'block', 'children': ['87']},{'id': '87', 'type': 'expression_statement', 'children': ['88']},{'id': '88', 'type': 'call', 'children': ['89', '92']},{'id': '89', 'type': 'attribute', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'clibrebound'},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'reb_remove_by_hash'},{'id': '92', 'type': 'argument_list', 'children': ['93', '97', '101']},{'id': '93', 'type': 'call', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'byref'},{'id': '95', 'type': 'argument_list', 'children': ['96']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '97', 'type': 'call', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'rebhash'},{'id': '99', 'type': 'argument_list', 'children': ['100']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'hash'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'keepSorted'},{'id': '102', 'type': 'elif_clause', 'children': ['103', '108']},{'id': '103', 'type': 'call', 'children': ['104', '105']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '105', 'type': 'argument_list', 'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'hash'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'int_types'},{'id': '108', 'type': 'block', 'children': ['109']},{'id': '109', 'type': 'expression_statement', 'children': ['110']},{'id': '110', 'type': 'call', 'children': ['111', '114']},{'id': '111', 'type': 'attribute', 'children': ['112', '113']},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'clibrebound'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'reb_remove_by_hash'},{'id': '114', 'type': 'argument_list', 'children': ['115', '119', '123']},{'id': '115', 'type': 'call', 'children': ['116', '117']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'byref'},{'id': '117', 'type': 'argument_list', 'children': ['118']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '119', 'type': 'call', 'children': ['120', '121']},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'c_uint32'},{'id': '121', 'type': 'argument_list', 'children': ['122']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'hash'},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'keepSorted'},{'id': '124', 'type': 'elif_clause', 'children': ['125', '130']},{'id': '125', 'type': 'call', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '127', 'type': 'argument_list', 'children': ['128', '129']},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'hash'},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'hash_types'},{'id': '130', 'type': 'block', 'children': ['131']},{'id': '131', 'type': 'expression_statement', 'children': ['132']},{'id': '132', 'type': 'call', 'children': ['133', '136']},{'id': '133', 'type': 'attribute', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'clibrebound'},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'reb_remove_by_hash'},{'id': '136', 'type': 'argument_list', 'children': ['137', '141', '142']},{'id': '137', 'type': 'call', 'children': ['138', '139']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'byref'},{'id': '139', 'type': 'argument_list', 'children': ['140']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'hash'},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'keepSorted'},{'id': '143', 'type': 'if_statement', 'children': ['144', '149']},{'id': '144', 'type': 'call', 'children': ['145', '146']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'hasattr'},{'id': '146', 'type': 'argument_list', 'children': ['147', '148']},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '148', 'type': 'string', 'children': [], 'value': "'_widgets'"},{'id': '149', 'type': 'block', 'children': ['150']},{'id': '150', 'type': 'expression_statement', 'children': ['151']},{'id': '151', 'type': 'call', 'children': ['152', '155']},{'id': '152', 'type': 'attribute', 'children': ['153', '154']},{'id': '153', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '154', 'type': 'identifier', 'children': [], 'value': '_display_heartbeat'},{'id': '155', 'type': 'argument_list', 'children': ['156']},{'id': '156', 'type': 'call', 'children': ['157', '158']},{'id': '157', 'type': 'identifier', 'children': [], 'value': 'pointer'},{'id': '158', 'type': 'argument_list', 'children': ['159']},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '160', 'type': 'expression_statement', 'children': ['161']},{'id': '161', 'type': 'call', 'children': ['162', '165']},{'id': '162', 'type': 'attribute', 'children': ['163', '164']},{'id': '163', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '164', 'type': 'identifier', 'children': [], 'value': 'process_messages'},{'id': '165', 'type': 'argument_list', 'children': []}
def remove(self, index=None, hash=None, keepSorted=True): if index is not None: clibrebound.reb_remove(byref(self), index, keepSorted) if hash is not None: hash_types = c_uint32, c_uint, c_ulong PY3 = sys.version_info[0] == 3 if PY3: string_types = str, int_types = int, else: string_types = basestring, int_types = int, long if isinstance(hash, string_types): clibrebound.reb_remove_by_hash(byref(self), rebhash(hash), keepSorted) elif isinstance(hash, int_types): clibrebound.reb_remove_by_hash(byref(self), c_uint32(hash), keepSorted) elif isinstance(hash, hash_types): clibrebound.reb_remove_by_hash(byref(self), hash, keepSorted) if hasattr(self, '_widgets'): self._display_heartbeat(pointer(self)) self.process_messages()
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'particles'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'block', 'children': ['6', '14', '18', '41', '47', '76']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'sim'},{'id': '9', 'type': 'attribute', 'children': ['10', '13']},{'id': '10', 'type': 'attribute', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '12', 'type': 'identifier', 'children': [], 'value': '_sim'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'contents'},{'id': '14', 'type': 'expression_statement', 'children': ['15']},{'id': '15', 'type': 'assignment', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'ps'},{'id': '17', 'type': 'list', 'children': [], 'value': '[]'},{'id': '18', 'type': 'if_statement', 'children': ['19', '24', '29']},{'id': '19', 'type': 'comparison_operator', 'children': ['20', '23'], 'value': '>='},{'id': '20', 'type': 'attribute', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'testparticle'},{'id': '23', 'type': 'integer', 'children': [], 'value': '0'},{'id': '24', 'type': 'block', 'children': ['25']},{'id': '25', 'type': 'expression_statement', 'children': ['26']},{'id': '26', 'type': 'assignment', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'N'},{'id': '28', 'type': 'integer', 'children': [], 'value': '1'},{'id': '29', 'type': 'else_clause', 'children': ['30']},{'id': '30', 'type': 'block', 'children': ['31']},{'id': '31', 'type': 'expression_statement', 'children': ['32']},{'id': '32', 'type': 'assignment', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'N'},{'id': '34', 'type': 'binary_operator', 'children': ['35', '38'], 'value': '-'},{'id': '35', 'type': 'attribute', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'sim'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'N'},{'id': '38', 'type': 'attribute', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'sim'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'N_var'},{'id': '41', 'type': 'expression_statement', 'children': ['42']},{'id': '42', 'type': 'assignment', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'ParticleList'},{'id': '44', 'type': 'binary_operator', 'children': ['45', '46'], 'value': '*'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'Particle'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'N'},{'id': '47', 'type': 'expression_statement', 'children': ['48']},{'id': '48', 'type': 'assignment', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'ps'},{'id': '50', 'type': 'call', 'children': ['51', '54']},{'id': '51', 'type': 'attribute', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'ParticleList'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'from_address'},{'id': '54', 'type': 'argument_list', 'children': ['55']},{'id': '55', 'type': 'binary_operator', 'children': ['56', '66'], 'value': '+'},{'id': '56', 'type': 'call', 'children': ['57', '60']},{'id': '57', 'type': 'attribute', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'ctypes'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'addressof'},{'id': '60', 'type': 'argument_list', 'children': ['61']},{'id': '61', 'type': 'attribute', 'children': ['62', '65']},{'id': '62', 'type': 'attribute', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'sim'},{'id': '64', 'type': 'identifier', 'children': [], 'value': '_particles'},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'contents'},{'id': '66', 'type': 'binary_operator', 'children': ['67', '70'], 'value': '*'},{'id': '67', 'type': 'attribute', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '70', 'type': 'call', 'children': ['71', '74']},{'id': '71', 'type': 'attribute', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'ctypes'},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'sizeof'},{'id': '74', 'type': 'argument_list', 'children': ['75']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'Particle'},{'id': '76', 'type': 'return_statement', 'children': ['77']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'ps'}
def particles(self): sim = self._sim.contents ps = [] if self.testparticle>=0: N = 1 else: N = sim.N-sim.N_var ParticleList = Particle*N ps = ParticleList.from_address(ctypes.addressof(sim._particles.contents)+self.index*ctypes.sizeof(Particle)) return ps
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'filter_queryset'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'queryset'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'view'},{'id': '8', 'type': 'block', 'children': ['9', '17', '28', '39']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '14']},{'id': '11', 'type': 'attribute', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'ordering_param'},{'id': '14', 'type': 'attribute', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'view'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'SORT'},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'assignment', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'ordering'},{'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': 'get_ordering'},{'id': '24', 'type': 'argument_list', 'children': ['25', '26', '27']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'queryset'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'view'},{'id': '28', 'type': 'if_statement', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'ordering'},{'id': '30', 'type': 'block', 'children': ['31']},{'id': '31', 'type': 'return_statement', 'children': ['32']},{'id': '32', 'type': 'call', 'children': ['33', '36']},{'id': '33', 'type': 'attribute', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'queryset'},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'order_by'},{'id': '36', 'type': 'argument_list', 'children': ['37']},{'id': '37', 'type': 'list_splat', 'children': ['38']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'ordering'},{'id': '39', 'type': 'return_statement', 'children': ['40']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'queryset'}
def filter_queryset(self, request, queryset, view): self.ordering_param = view.SORT ordering = self.get_ordering(request, queryset, view) if ordering: return queryset.order_by(*ordering) return queryset
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_ordering'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'request'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'queryset'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'view'},{'id': '8', 'type': 'block', 'children': ['9', '20', '62']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '12', 'type': 'call', 'children': ['13', '16']},{'id': '13', 'type': 'attribute', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'view'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'get_request_feature'},{'id': '16', 'type': 'argument_list', 'children': ['17']},{'id': '17', 'type': 'attribute', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'view'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'SORT'},{'id': '20', 'type': 'if_statement', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '22', 'type': 'block', 'children': ['23', '35', '48']},{'id': '23', 'type': 'expression_statement', 'children': ['24']},{'id': '24', 'type': 'assignment', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'fields'},{'id': '26', 'type': 'list_comprehension', 'children': ['27', '32']},{'id': '27', 'type': 'call', 'children': ['28', '31']},{'id': '28', 'type': 'attribute', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'param'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'strip'},{'id': '31', 'type': 'argument_list', 'children': []},{'id': '32', 'type': 'for_in_clause', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'param'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '35', 'type': 'expression_statement', 'children': ['36']},{'id': '36', 'type': 'assignment', 'children': ['37', '40']},{'id': '37', 'type': 'pattern_list', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'valid_ordering'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'invalid_ordering'},{'id': '40', 'type': 'call', 'children': ['41', '44']},{'id': '41', 'type': 'attribute', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'remove_invalid_fields'},{'id': '44', 'type': 'argument_list', 'children': ['45', '46', '47']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'queryset'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'fields'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'view'},{'id': '48', 'type': 'if_statement', 'children': ['49', '50', '58']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'invalid_ordering'},{'id': '50', 'type': 'block', 'children': ['51']},{'id': '51', 'type': 'raise_statement', 'children': ['52']},{'id': '52', 'type': 'call', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'ValidationError'},{'id': '54', 'type': 'argument_list', 'children': ['55']},{'id': '55', 'type': 'binary_operator', 'children': ['56', '57'], 'value': '%'},{'id': '56', 'type': 'string', 'children': [], 'value': '"Invalid filter field: %s"'},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'invalid_ordering'},{'id': '58', 'type': 'else_clause', 'children': ['59']},{'id': '59', 'type': 'block', 'children': ['60']},{'id': '60', 'type': 'return_statement', 'children': ['61']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'valid_ordering'},{'id': '62', 'type': 'return_statement', 'children': ['63']},{'id': '63', 'type': 'call', 'children': ['64', '67']},{'id': '64', 'type': 'attribute', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'get_default_ordering'},{'id': '67', 'type': 'argument_list', 'children': ['68']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'view'}
def get_ordering(self, request, queryset, view): params = view.get_request_feature(view.SORT) if params: fields = [param.strip() for param in params] valid_ordering, invalid_ordering = self.remove_invalid_fields( queryset, fields, view ) if invalid_ordering: raise ValidationError( "Invalid filter field: %s" % invalid_ordering ) else: return valid_ordering return self.get_default_ordering(view)
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def remove_invalid_fields(self, queryset, fields, view): valid_orderings = [] invalid_orderings = [] for term in fields: stripped_term = term.lstrip('-') reverse_sort_term = '' if len(stripped_term) is len(term) else '-' ordering = self.ordering_for(stripped_term, view) if ordering: valid_orderings.append(reverse_sort_term + ordering) else: invalid_orderings.append(term) return valid_orderings, invalid_orderings
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def _format_dataframe( df: pd.DataFrame, nautical_units=True ) -> pd.DataFrame: if "callsign" in df.columns and df.callsign.dtype == object: df.callsign = df.callsign.str.strip() if nautical_units: df.altitude = df.altitude / 0.3048 if "geoaltitude" in df.columns: df.geoaltitude = df.geoaltitude / 0.3048 if "groundspeed" in df.columns: df.groundspeed = df.groundspeed / 1852 * 3600 if "vertical_rate" in df.columns: df.vertical_rate = df.vertical_rate / 0.3048 * 60 df.timestamp = pd.to_datetime(df.timestamp * 1e9).dt.tz_localize("utc") if "last_position" in df.columns: df = df.query("last_position == last_position").assign( last_position=pd.to_datetime( df.last_position * 1e9 ).dt.tz_localize("utc") ) return df.sort_values("timestamp")
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def find_package_indexes_in_dir(self, simple_dir): packages = sorted( { canonicalize_name(x) for x in os.listdir(simple_dir) } ) packages = [x for x in packages if os.path.isdir(os.path.join(simple_dir, x))] return packages
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '17']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'factorize'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '11', '14']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'train'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'test'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'features'},{'id': '7', 'type': 'default_parameter', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'na_value'},{'id': '9', 'type': 'unary_operator', 'children': ['10'], 'value': '-'},{'id': '10', 'type': 'integer', 'children': [], 'value': '9999'},{'id': '11', 'type': 'default_parameter', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'full'},{'id': '13', 'type': 'False', 'children': []},{'id': '14', 'type': 'default_parameter', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '16', 'type': 'True', 'children': []},{'id': '17', 'type': 'block', 'children': ['18', '134']},{'id': '18', 'type': 'for_statement', 'children': ['19', '20', '21']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'features'},{'id': '21', 'type': 'block', 'children': ['22', '72', '85', '98']},{'id': '22', 'type': 'if_statement', 'children': ['23', '24', '54']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'full'},{'id': '24', 'type': 'block', 'children': ['25', '40']},{'id': '25', 'type': 'expression_statement', 'children': ['26']},{'id': '26', 'type': 'assignment', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'vs'},{'id': '28', 'type': 'call', 'children': ['29', '32']},{'id': '29', 'type': 'attribute', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'pd'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'concat'},{'id': '32', 'type': 'argument_list', 'children': ['33']},{'id': '33', 'type': 'list', 'children': ['34', '37'], 'value': '[train[column], test[column]]'},{'id': '34', 'type': 'subscript', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'train'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '37', 'type': 'subscript', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'test'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '40', 'type': 'expression_statement', 'children': ['41']},{'id': '41', 'type': 'assignment', 'children': ['42', '45']},{'id': '42', 'type': 'pattern_list', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'labels'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'indexer'},{'id': '45', 'type': 'call', 'children': ['46', '49']},{'id': '46', 'type': 'attribute', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'pd'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'factorize'},{'id': '49', 'type': 'argument_list', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'vs'},{'id': '51', 'type': 'keyword_argument', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '54', 'type': 'else_clause', 'children': ['55']},{'id': '55', 'type': 'block', 'children': ['56']},{'id': '56', 'type': 'expression_statement', 'children': ['57']},{'id': '57', 'type': 'assignment', 'children': ['58', '61']},{'id': '58', 'type': 'pattern_list', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'labels'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'indexer'},{'id': '61', 'type': 'call', 'children': ['62', '65']},{'id': '62', 'type': 'attribute', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'pd'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'factorize'},{'id': '65', 'type': 'argument_list', 'children': ['66', '69']},{'id': '66', 'type': 'subscript', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'train'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '69', 'type': 'keyword_argument', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '72', 'type': 'expression_statement', 'children': ['73']},{'id': '73', 'type': 'assignment', 'children': ['74', '77']},{'id': '74', 'type': 'subscript', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'train'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '77', 'type': 'call', 'children': ['78', '81']},{'id': '78', 'type': 'attribute', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'indexer'},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'get_indexer'},{'id': '81', 'type': 'argument_list', 'children': ['82']},{'id': '82', 'type': 'subscript', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'train'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '85', 'type': 'expression_statement', 'children': ['86']},{'id': '86', 'type': 'assignment', 'children': ['87', '90']},{'id': '87', 'type': 'subscript', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'test'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '90', 'type': 'call', 'children': ['91', '94']},{'id': '91', 'type': 'attribute', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'indexer'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'get_indexer'},{'id': '94', 'type': 'argument_list', 'children': ['95']},{'id': '95', 'type': 'subscript', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'test'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '98', 'type': 'if_statement', 'children': ['99', '103']},{'id': '99', 'type': 'comparison_operator', 'children': ['100', '101'], 'value': '!='},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'na_value'},{'id': '101', 'type': 'unary_operator', 'children': ['102'], 'value': '-'},{'id': '102', 'type': 'integer', 'children': [], 'value': '1'},{'id': '103', 'type': 'block', 'children': ['104', '119']},{'id': '104', 'type': 'expression_statement', 'children': ['105']},{'id': '105', 'type': 'assignment', 'children': ['106', '109']},{'id': '106', 'type': 'subscript', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'train'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '109', 'type': 'call', 'children': ['110', '115']},{'id': '110', 'type': 'attribute', 'children': ['111', '114']},{'id': '111', 'type': 'subscript', 'children': ['112', '113']},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'train'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'replace'},{'id': '115', 'type': 'argument_list', 'children': ['116', '118']},{'id': '116', 'type': 'unary_operator', 'children': ['117'], 'value': '-'},{'id': '117', 'type': 'integer', 'children': [], 'value': '1'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'na_value'},{'id': '119', 'type': 'expression_statement', 'children': ['120']},{'id': '120', 'type': 'assignment', 'children': ['121', '124']},{'id': '121', 'type': 'subscript', 'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'test'},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '124', 'type': 'call', 'children': ['125', '130']},{'id': '125', 'type': 'attribute', 'children': ['126', '129']},{'id': '126', 'type': 'subscript', 'children': ['127', '128']},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'test'},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'replace'},{'id': '130', 'type': 'argument_list', 'children': ['131', '133']},{'id': '131', 'type': 'unary_operator', 'children': ['132'], 'value': '-'},{'id': '132', 'type': 'integer', 'children': [], 'value': '1'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'na_value'},{'id': '134', 'type': 'return_statement', 'children': ['135']},{'id': '135', 'type': 'expression_list', 'children': ['136', '137']},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'train'},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'test'}
def factorize(train, test, features, na_value=-9999, full=False, sort=True): for column in features: if full: vs = pd.concat([train[column], test[column]]) labels, indexer = pd.factorize(vs, sort=sort) else: labels, indexer = pd.factorize(train[column], sort=sort) train[column] = indexer.get_indexer(train[column]) test[column] = indexer.get_indexer(test[column]) if na_value != -1: train[column] = train[column].replace(-1, na_value) test[column] = test[column].replace(-1, na_value) return train, test
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'preferred_ordinal'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'attr_name'},{'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': 'attr_name'},{'id': '10', 'type': 'call', 'children': ['11', '14']},{'id': '11', 'type': 'attribute', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'map'},{'id': '14', 'type': 'argument_list', 'children': ['15']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'attr_name'},{'id': '16', 'type': 'if_statement', 'children': ['17', '22', '34']},{'id': '17', 'type': 'comparison_operator', 'children': ['18', '19'], 'value': 'in'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'attr_name'},{'id': '19', 'type': 'attribute', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'preferred_order'},{'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': 'ordinal'},{'id': '26', 'type': 'call', 'children': ['27', '32']},{'id': '27', 'type': 'attribute', 'children': ['28', '31']},{'id': '28', 'type': 'attribute', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'preferred_order'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '32', 'type': 'argument_list', 'children': ['33']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'attr_name'},{'id': '34', 'type': 'else_clause', 'children': ['35']},{'id': '35', 'type': 'block', 'children': ['36']},{'id': '36', 'type': 'expression_statement', 'children': ['37']},{'id': '37', 'type': 'assignment', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'ordinal'},{'id': '39', 'type': 'call', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '41', 'type': 'argument_list', 'children': ['42']},{'id': '42', 'type': 'attribute', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'cls'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'preferred_order'},{'id': '45', 'type': 'return_statement', 'children': ['46']},{'id': '46', 'type': 'tuple', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'ordinal'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'attr_name'}
def preferred_ordinal(cls, attr_name): attr_name = cls.map(attr_name) if attr_name in cls.preferred_order: ordinal = cls.preferred_order.index(attr_name) else: ordinal = len(cls.preferred_order) return (ordinal, attr_name)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'patience_sort'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'xs'},{'id': '5', 'type': 'block', 'children': ['6', '8', '14']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'string', 'children': [], 'value': '\'\'\'Patience sort an iterable, xs.\n This function generates a series of pairs (x, pile), where "pile"\n is the 0-based index of the pile "x" should be placed on top of.\n Elements of "xs" must be less-than comparable.\n \'\'\''},{'id': '8', 'type': 'expression_statement', 'children': ['9']},{'id': '9', 'type': 'assignment', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'pile_tops'},{'id': '11', 'type': 'call', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '13', 'type': 'argument_list', 'children': []},{'id': '14', 'type': 'for_statement', 'children': ['15', '16', '17']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'xs'},{'id': '17', 'type': 'block', 'children': ['18', '28', '51']},{'id': '18', 'type': 'expression_statement', 'children': ['19']},{'id': '19', 'type': 'assignment', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'pile'},{'id': '21', 'type': 'call', 'children': ['22', '25']},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'bisect'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'bisect_left'},{'id': '25', 'type': 'argument_list', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'pile_tops'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '28', 'type': 'if_statement', 'children': ['29', '35', '43']},{'id': '29', 'type': 'comparison_operator', 'children': ['30', '31'], 'value': '=='},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'pile'},{'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': 'pile_tops'},{'id': '35', 'type': 'block', 'children': ['36']},{'id': '36', 'type': 'expression_statement', 'children': ['37']},{'id': '37', 'type': 'call', 'children': ['38', '41']},{'id': '38', 'type': 'attribute', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'pile_tops'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '41', 'type': 'argument_list', 'children': ['42']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '43', 'type': 'else_clause', 'children': ['44']},{'id': '44', 'type': 'block', 'children': ['45']},{'id': '45', 'type': 'expression_statement', 'children': ['46']},{'id': '46', 'type': 'assignment', 'children': ['47', '50']},{'id': '47', 'type': 'subscript', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'pile_tops'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'pile'},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '51', 'type': 'expression_statement', 'children': ['52']},{'id': '52', 'type': 'yield', 'children': ['53']},{'id': '53', 'type': 'expression_list', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'pile'}
def patience_sort(xs): '''Patience sort an iterable, xs. This function generates a series of pairs (x, pile), where "pile" is the 0-based index of the pile "x" should be placed on top of. Elements of "xs" must be less-than comparable. ''' pile_tops = list() for x in xs: pile = bisect.bisect_left(pile_tops, x) if pile == len(pile_tops): pile_tops.append(x) else: pile_tops[pile] = x yield x, pile
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'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '123', 'type': 'integer', 'children': [], 'value': '1'},{'id': '124', 'type': 'subscript', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '126', 'type': 'integer', 'children': [], 'value': '0'},{'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': 'logging'},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'debug'},{'id': '132', 'type': 'argument_list', 'children': ['133']},{'id': '133', 'type': 'call', 'children': ['134', '138']},{'id': '134', 'type': 'attribute', 'children': ['135', '136', '137']},{'id': '135', 'type': 'string', 'children': [], 'value': '"Sort by size: max: {0}, min: {1}"'},{'id': '136', 'type': 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'identifier', 'children': [], 'value': 'f'},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'iterkeys'},{'id': '168', 'type': 'argument_list', 'children': []},{'id': '169', 'type': 'for_statement', 'children': ['170', '171', '172']},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'sortlist'},{'id': '172', 'type': 'block', 'children': ['173', '179']},{'id': '173', 'type': 'expression_statement', 'children': ['174']},{'id': '174', 'type': 'assignment', 'children': ['175', '176']},{'id': '175', 'type': 'identifier', 'children': [], 'value': 'rec'},{'id': '176', 'type': 'subscript', 'children': ['177', '178']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'f'},{'id': '178', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '179', 'type': 'expression_statement', 'children': ['180']},{'id': '180', 'type': 'call', 'children': ['181', '184']},{'id': '181', 'type': 'attribute', 'children': ['182', '183']},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'SeqIO'},{'id': '183', 'type': 'identifier', 'children': [], 'value': 'write'},{'id': '184', 'type': 'argument_list', 'children': ['185', '187', '188']},{'id': '185', 'type': 'list', 'children': ['186'], 'value': '[rec]'},{'id': '186', 'type': 'identifier', 'children': [], 'value': 'rec'},{'id': '187', 'type': 'identifier', 'children': [], 'value': 'fw'},{'id': '188', 'type': 'string', 'children': [], 'value': '"fasta"'},{'id': '189', 'type': 'expression_statement', 'children': ['190']},{'id': '190', 'type': 'call', 'children': ['191', '194']},{'id': '191', 'type': 'attribute', 'children': ['192', '193']},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'logging'},{'id': '193', 'type': 'identifier', 'children': [], 'value': 'debug'},{'id': '194', 'type': 'argument_list', 'children': ['195']},{'id': '195', 'type': 'call', 'children': ['196', '199']},{'id': '196', 'type': 'attribute', 'children': ['197', '198']},{'id': '197', 'type': 'string', 'children': [], 'value': '"Sorted file written to `{0}`."'},{'id': '198', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '199', 'type': 'argument_list', 'children': ['200']},{'id': '200', 'type': 'identifier', 'children': [], 'value': 'sortedfastafile'},{'id': '201', 'type': 'expression_statement', 'children': ['202']},{'id': '202', 'type': 'call', 'children': ['203', '206']},{'id': '203', 'type': 'attribute', 'children': ['204', '205']},{'id': '204', 'type': 'identifier', 'children': [], 'value': 'fw'},{'id': '205', 'type': 'identifier', 'children': [], 'value': 'close'},{'id': '206', 'type': 'argument_list', 'children': []},{'id': '207', 'type': 'return_statement', 'children': ['208']},{'id': '208', 'type': 'identifier', 'children': [], 'value': 'sortedfastafile'}
def sort(args): p = OptionParser(sort.__doc__) p.add_option("--sizes", default=False, action="store_true", help="Sort by decreasing size [default: %default]") opts, args = p.parse_args(args) if len(args) != 1: sys.exit(p.print_help()) fastafile, = args sortedfastafile = fastafile.rsplit(".", 1)[0] + ".sorted.fasta" f = Fasta(fastafile, index=False) fw = must_open(sortedfastafile, "w") if opts.sizes: sortlist = sorted(f.itersizes(), key=lambda x: (-x[1], x[0])) logging.debug("Sort by size: max: {0}, min: {1}".\ format(sortlist[0], sortlist[-1])) sortlist = [x for x, s in sortlist] else: sortlist = sorted(f.iterkeys()) for key in sortlist: rec = f[key] SeqIO.write([rec], fw, "fasta") logging.debug("Sorted file written to `{0}`.".format(sortedfastafile)) fw.close() return sortedfastafile
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'120', 'type': 'assignment', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'gapsbedfile'},{'id': '122', 'type': 'binary_operator', 'children': ['123', '124'], 'value': '+'},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'scf'},{'id': '124', 'type': 'string', 'children': [], 'value': '".gaps.bed"'},{'id': '125', 'type': 'if_statement', 'children': ['126', '133']},{'id': '126', 'type': 'not_operator', 'children': ['127']},{'id': '127', 'type': 'call', 'children': ['128', '131']},{'id': '128', 'type': 'attribute', 'children': ['129', '130']},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'exists'},{'id': '131', 'type': 'argument_list', 'children': ['132']},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'gapsbedfile'},{'id': '133', 'type': 'block', 'children': ['134', '141']},{'id': '134', 'type': 'expression_statement', 'children': ['135']},{'id': '135', 'type': 'assignment', 'children': ['136', '137']},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '137', 'type': 'list', 'children': ['138', '139', '140'], 'value': '[scffastafile, "--bed", "--mingap=100"]'},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'scffastafile'},{'id': '139', 'type': 'string', 'children': [], 'value': '"--bed"'},{'id': '140', 'type': 'string', 'children': [], 'value': '"--mingap=100"'},{'id': '141', 'type': 'expression_statement', 'children': ['142']},{'id': '142', 'type': 'call', 'children': ['143', '144']},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'gaps'},{'id': '144', 'type': 'argument_list', 'children': ['145']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '146', 'type': 'expression_statement', 'children': ['147']},{'id': '147', 'type': 'assignment', 'children': ['148', '149']},{'id': '148', 'type': 'identifier', 'children': [], 'value': 'posmapfile'},{'id': '149', 'type': 'binary_operator', 'children': ['150', '151'], 'value': '+'},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'scf'},{'id': '151', 'type': 'string', 'children': [], 'value': '".posmap"'},{'id': '152', 'type': 'if_statement', 'children': ['153', '160']},{'id': '153', 'type': 'not_operator', 'children': ['154']},{'id': '154', 'type': 'call', 'children': ['155', '158']},{'id': '155', 'type': 'attribute', 'children': ['156', '157']},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '157', 'type': 'identifier', 'children': [], 'value': 'exists'},{'id': '158', 'type': 'argument_list', 'children': ['159']},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'posmapfile'},{'id': '160', 'type': 'block', 'children': ['161', '167']},{'id': '161', 'type': 'expression_statement', 'children': ['162']},{'id': '162', 'type': 'assignment', 'children': ['163', '164']},{'id': '163', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '164', 'type': 'list', 'children': ['165', '166'], 'value': '[frgscffile, scf]'},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'frgscffile'},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'scf'},{'id': '167', 'type': 'expression_statement', 'children': ['168']},{'id': '168', 'type': 'call', 'children': ['169', '170']},{'id': '169', 'type': 'identifier', 'children': [], 'value': 'query'},{'id': '170', 'type': 'argument_list', 'children': ['171']},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '172', 'type': 'expression_statement', 'children': ['173']},{'id': '173', 'type': 'assignment', 'children': ['174', '175']},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'bedfile'},{'id': '175', 'type': 'binary_operator', 'children': ['176', '177'], 'value': '+'},{'id': '176', 'type': 'identifier', 'children': [], 'value': 'scf'},{'id': '177', 'type': 'string', 'children': [], 'value': '".bed"'},{'id': '178', 'type': 'if_statement', 'children': ['179', '186']},{'id': '179', 'type': 'not_operator', 'children': ['180']},{'id': '180', 'type': 'call', 'children': ['181', '184']},{'id': '181', 'type': 'attribute', 'children': ['182', '183']},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '183', 'type': 'identifier', 'children': [], 'value': 'exists'},{'id': '184', 'type': 'argument_list', 'children': ['185']},{'id': '185', 'type': 'identifier', 'children': [], 'value': 'bedfile'},{'id': '186', 'type': 'block', 'children': ['187', '192']},{'id': '187', 'type': 'expression_statement', 'children': ['188']},{'id': '188', 'type': 'assignment', 'children': ['189', '190']},{'id': '189', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '190', 'type': 'list', 'children': ['191'], 'value': '[posmapfile]'},{'id': '191', 'type': 'identifier', 'children': [], 'value': 'posmapfile'},{'id': '192', 'type': 'expression_statement', 'children': ['193']},{'id': '193', 'type': 'call', 'children': ['194', '195']},{'id': '194', 'type': 'identifier', 'children': [], 'value': 'bed'},{'id': '195', 'type': 'argument_list', 'children': ['196']},{'id': '196', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '197', 'type': 'expression_statement', 'children': ['198']},{'id': '198', 'type': 'assignment', 'children': ['199', '200']},{'id': '199', 'type': 'identifier', 'children': [], 'value': 'bedpefile'},{'id': '200', 'type': 'binary_operator', 'children': ['201', '202'], 'value': '+'},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'scf'},{'id': '202', 'type': 'string', 'children': [], 'value': '".bedpe"'},{'id': '203', 'type': 'expression_statement', 'children': ['204']},{'id': '204', 'type': 'assignment', 'children': ['205', '206']},{'id': '205', 'type': 'identifier', 'children': [], 'value': 'pairsbedfile'},{'id': '206', 'type': 'binary_operator', 'children': ['207', '208'], 'value': '+'},{'id': '207', 'type': 'identifier', 'children': [], 'value': 'scf'},{'id': '208', 'type': 'string', 'children': [], 'value': '".pairs.bed"'},{'id': '209', 'type': 'if_statement', 'children': ['210', '225']},{'id': '210', 'type': 'not_operator', 'children': ['211']},{'id': '211', 'type': '()', 'children': ['212']},{'id': '212', 'type': 'boolean_operator', 'children': ['213', '219'], 'value': 'and'},{'id': '213', 'type': 'call', 'children': ['214', '217']},{'id': '214', 'type': 'attribute', 'children': ['215', '216']},{'id': '215', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '216', 'type': 'identifier', 'children': [], 'value': 'exists'},{'id': '217', 'type': 'argument_list', 'children': ['218']},{'id': '218', 'type': 'identifier', 'children': [], 'value': 'bedpefile'},{'id': '219', 'type': 'call', 'children': ['220', '223']},{'id': '220', 'type': 'attribute', 'children': ['221', '222']},{'id': '221', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '222', 'type': 'identifier', 'children': [], 'value': 'exists'},{'id': '223', 'type': 'argument_list', 'children': ['224']},{'id': '224', 'type': 'identifier', 'children': [], 'value': 'pairsbedfile'},{'id': '225', 'type': 'block', 'children': ['226']},{'id': '226', 'type': 'expression_statement', 'children': ['227']},{'id': '227', 'type': 'call', 'children': ['228', '229']},{'id': '228', 'type': 'identifier', 'children': [], 'value': 'bed_to_bedpe'},{'id': '229', 'type': 'argument_list', 'children': ['230', '231', '232', '235']},{'id': '230', 'type': 'identifier', 'children': [], 'value': 'bedfile'},{'id': '231', 'type': 'identifier', 'children': [], 'value': 'bedpefile'},{'id': '232', 'type': 'keyword_argument', 'children': ['233', '234']},{'id': '233', 'type': 'identifier', 'children': [], 'value': 'pairsbedfile'},{'id': '234', 'type': 'identifier', 'children': [], 'value': 'pairsbedfile'},{'id': '235', 'type': 'keyword_argument', 'children': ['236', '237']},{'id': '236', 'type': 'identifier', 'children': [], 'value': 'ca'},{'id': '237', 'type': 'True', 'children': []},{'id': '238', 'type': 'expression_statement', 'children': ['239']},{'id': '239', 'type': 'call', 'children': ['240', '241']},{'id': '240', 'type': 'identifier', 'children': [], 'value': 'Coverage'},{'id': '241', 'type': 'argument_list', 'children': ['242', '243']},{'id': '242', 'type': 'identifier', 'children': [], 'value': 'bedfile'},{'id': '243', 'type': 'identifier', 'children': [], 'value': 'sizesfile'},{'id': '244', 'type': 'expression_statement', 'children': ['245']},{'id': '245', 'type': 'call', 'children': ['246', '247']},{'id': '246', 'type': 'identifier', 'children': [], 'value': 'Coverage'},{'id': '247', 'type': 'argument_list', 'children': ['248', '249']},{'id': '248', 'type': 'identifier', 'children': [], 'value': 'pairsbedfile'},{'id': '249', 'type': 'identifier', 'children': [], 'value': 'sizesfile'}
def posmap(args): p = OptionParser(posmap.__doc__) opts, args = p.parse_args(args) if len(args) != 3: sys.exit(p.print_help()) frgscffile, fastafile, scf = args cmd = "faOneRecord {0} {1}".format(fastafile, scf) scffastafile = scf + ".fasta" if not op.exists(scffastafile): sh(cmd, outfile=scffastafile) sizesfile = scffastafile + ".sizes" sizes = Sizes(scffastafile).mapping scfsize = sizes[scf] logging.debug("`{0}` has length of {1}.".format(scf, scfsize)) gapsbedfile = scf + ".gaps.bed" if not op.exists(gapsbedfile): args = [scffastafile, "--bed", "--mingap=100"] gaps(args) posmapfile = scf + ".posmap" if not op.exists(posmapfile): args = [frgscffile, scf] query(args) bedfile = scf + ".bed" if not op.exists(bedfile): args = [posmapfile] bed(args) bedpefile = scf + ".bedpe" pairsbedfile = scf + ".pairs.bed" if not (op.exists(bedpefile) and op.exists(pairsbedfile)): bed_to_bedpe(bedfile, bedpefile, pairsbedfile=pairsbedfile, ca=True) Coverage(bedfile, sizesfile) Coverage(pairsbedfile, sizesfile)
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def shred(args): p = OptionParser(shred.__doc__) opts, args = p.parse_args(args) if len(args) != 1: sys.exit(not p.print_help()) s, = args u = UnitigLayout(s) u.shred() u.print_to_file(inplace=True)
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'type': 'expression_statement', 'children': ['16']},{'id': '16', 'type': 'assignment', 'children': ['17', '20']},{'id': '17', 'type': 'pattern_list', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '20', 'type': 'call', 'children': ['21', '24']},{'id': '21', 'type': 'attribute', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'parse_args'},{'id': '24', 'type': 'argument_list', 'children': ['25']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '26', 'type': 'if_statement', 'children': ['27', '33']},{'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': 'args'},{'id': '32', 'type': 'integer', 'children': [], 'value': '1'},{'id': '33', 'type': 'block', 'children': ['34']},{'id': '34', 'type': 'expression_statement', 'children': ['35']},{'id': '35', 'type': 'call', 'children': ['36', '39']},{'id': '36', 'type': 'attribute', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'sys'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'exit'},{'id': '39', 'type': 'argument_list', 'children': ['40']},{'id': '40', 'type': 'call', 'children': ['41', '44']},{'id': '41', 'type': 'attribute', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'print_help'},{'id': '44', 'type': 'argument_list', 'children': []},{'id': '45', 'type': 'expression_statement', 'children': ['46']},{'id': '46', 'type': 'assignment', 'children': ['47', '49']},{'id': '47', 'type': 'pattern_list', 'children': ['48']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'frgscffile'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '50', 'type': 'expression_statement', 'children': ['51']},{'id': '51', 'type': 'assignment', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'gzfile'},{'id': '53', 'type': 'binary_operator', 'children': ['54', '55'], 'value': '+'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'frgscffile'},{'id': '55', 'type': 'string', 'children': [], 'value': '".gz"'},{'id': '56', 'type': 'expression_statement', 'children': ['57']},{'id': '57', 'type': 'assignment', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '59', 'type': 'call', 'children': ['60', '63']},{'id': '60', 'type': 'attribute', 'children': ['61', '62']},{'id': '61', 'type': 'string', 'children': [], 'value': '"bgzip -c {0}"'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '63', 'type': 'argument_list', 'children': ['64']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'frgscffile'},{'id': '65', 'type': 'if_statement', 'children': ['66', '73']},{'id': '66', 'type': 'not_operator', 'children': ['67']},{'id': '67', 'type': 'call', 'children': ['68', '71']},{'id': '68', 'type': 'attribute', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'exists'},{'id': '71', 'type': 'argument_list', 'children': ['72']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'gzfile'},{'id': '73', 'type': 'block', 'children': ['74']},{'id': '74', 'type': 'expression_statement', 'children': ['75']},{'id': '75', 'type': 'call', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'sh'},{'id': '77', 'type': 'argument_list', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '79', 'type': 'keyword_argument', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'gzfile'},{'id': '82', 'type': 'expression_statement', 'children': ['83']},{'id': '83', 'type': 'assignment', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'tbifile'},{'id': '85', 'type': 'binary_operator', 'children': ['86', '87'], 'value': '+'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'gzfile'},{'id': '87', 'type': 'string', 'children': [], 'value': '".tbi"'},{'id': '88', 'type': 'expression_statement', 'children': ['89']},{'id': '89', 'type': 'assignment', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '91', 'type': 'call', 'children': ['92', '95']},{'id': '92', 'type': 'attribute', 'children': ['93', '94']},{'id': '93', 'type': 'string', 'children': [], 'value': '"tabix -s 2 -b 3 -e 4 {0}"'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '95', 'type': 'argument_list', 'children': ['96']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'gzfile'},{'id': '97', 'type': 'if_statement', 'children': ['98', '105']},{'id': '98', 'type': 'not_operator', 'children': ['99']},{'id': '99', 'type': 'call', 'children': ['100', '103']},{'id': '100', 'type': 'attribute', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'exists'},{'id': '103', 'type': 'argument_list', 'children': ['104']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'tbifile'},{'id': '105', 'type': 'block', 'children': ['106']},{'id': '106', 'type': 'expression_statement', 'children': ['107']},{'id': '107', 'type': 'call', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'sh'},{'id': '109', 'type': 'argument_list', 'children': ['110']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'cmd'}
def index(args): p = OptionParser(index.__doc__) opts, args = p.parse_args(args) if len(args) != 1: sys.exit(p.print_help()) frgscffile, = args gzfile = frgscffile + ".gz" cmd = "bgzip -c {0}".format(frgscffile) if not op.exists(gzfile): sh(cmd, outfile=gzfile) tbifile = gzfile + ".tbi" cmd = "tabix -s 2 -b 3 -e 4 {0}".format(gzfile) if not op.exists(tbifile): sh(cmd)
{'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': 'args'},{'id': '5', 'type': 'block', 'children': ['6', '12', '21', '37', '56', '62', '68', '75', '86', '106', '111', '117', '157']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'valid_sort_methods'},{'id': '9', 'type': 'tuple', 'children': ['10', '11']},{'id': '10', 'type': 'string', 'children': [], 'value': '"unix"'},{'id': '11', 'type': 'string', 'children': [], 'value': '"topo"'},{'id': '12', 'type': 'expression_statement', 'children': ['13']},{'id': '13', 'type': 'assignment', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '15', 'type': 'call', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'OptionParser'},{'id': '17', 'type': 'argument_list', 'children': ['18']},{'id': '18', 'type': 'attribute', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '20', 'type': 'identifier', 'children': [], 'value': '__doc__'},{'id': '21', 'type': 'expression_statement', 'children': ['22']},{'id': '22', 'type': 'call', 'children': ['23', '26']},{'id': '23', 'type': 'attribute', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'add_option'},{'id': '26', 'type': 'argument_list', 'children': ['27', '28', '31', '34']},{'id': '27', 'type': 'string', 'children': [], 'value': '"--method"'},{'id': '28', 'type': 'keyword_argument', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'default'},{'id': '30', 'type': 'string', 'children': [], 'value': '"unix"'},{'id': '31', 'type': 'keyword_argument', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'choices'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'valid_sort_methods'},{'id': '34', 'type': 'keyword_argument', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'help'},{'id': '36', 'type': 'string', 'children': [], 'value': '"Specify sort method [default: %default]"'},{'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': 'p'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'add_option'},{'id': '42', 'type': 'argument_list', 'children': ['43', '44', '47', '50', '53']},{'id': '43', 'type': 'string', 'children': [], 'value': '"-i"'},{'id': '44', 'type': 'keyword_argument', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'dest'},{'id': '46', 'type': 'string', 'children': [], 'value': '"inplace"'},{'id': '47', 'type': 'keyword_argument', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'default'},{'id': '49', 'type': 'False', 'children': []},{'id': '50', 'type': 'keyword_argument', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'action'},{'id': '52', 'type': 'string', 'children': [], 'value': '"store_true"'},{'id': '53', 'type': 'keyword_argument', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'help'},{'id': '55', 'type': 'string', 'children': [], 'value': '"If doing a unix sort, perform sort inplace [default: %default]"'},{'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': 'p'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'set_tmpdir'},{'id': '61', 'type': 'argument_list', 'children': []},{'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': 'p'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'set_outfile'},{'id': '67', 'type': 'argument_list', 'children': []},{'id': '68', 'type': 'expression_statement', 'children': ['69']},{'id': '69', 'type': 'call', 'children': ['70', '73']},{'id': '70', 'type': 'attribute', 'children': ['71', '72']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'set_home'},{'id': '73', 'type': 'argument_list', 'children': ['74']},{'id': '74', 'type': 'string', 'children': [], 'value': '"gt"'},{'id': '75', 'type': 'expression_statement', 'children': ['76']},{'id': '76', 'type': 'assignment', 'children': ['77', '80']},{'id': '77', 'type': 'pattern_list', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '80', 'type': 'call', 'children': ['81', '84']},{'id': '81', 'type': 'attribute', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'parse_args'},{'id': '84', 'type': 'argument_list', 'children': ['85']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '86', 'type': 'if_statement', 'children': ['87', '93']},{'id': '87', 'type': 'comparison_operator', 'children': ['88', '92'], 'value': '!='},{'id': '88', 'type': 'call', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '90', 'type': 'argument_list', 'children': ['91']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '92', 'type': 'integer', 'children': [], 'value': '1'},{'id': '93', 'type': 'block', 'children': ['94']},{'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': 'sys'},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'exit'},{'id': '99', 'type': 'argument_list', 'children': ['100']},{'id': '100', 'type': 'not_operator', 'children': ['101']},{'id': '101', 'type': 'call', 'children': ['102', '105']},{'id': '102', 'type': 'attribute', 'children': ['103', '104']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'print_help'},{'id': '105', 'type': 'argument_list', 'children': []},{'id': '106', 'type': 'expression_statement', 'children': ['107']},{'id': '107', 'type': 'assignment', 'children': ['108', '110']},{'id': '108', 'type': 'pattern_list', 'children': ['109']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'gffile'},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '111', 'type': 'expression_statement', 'children': ['112']},{'id': '112', 'type': 'assignment', 'children': ['113', '114']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'sortedgff'},{'id': '114', 'type': 'attribute', 'children': ['115', '116']},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '117', 'type': 'if_statement', 'children': ['118', '121']},{'id': '118', 'type': 'attribute', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'inplace'},{'id': '121', 'type': 'block', 'children': ['122']},{'id': '122', 'type': 'if_statement', 'children': ['123', '141']},{'id': '123', 'type': 'boolean_operator', 'children': ['124', '129'], 'value': 'or'},{'id': '124', 'type': 'comparison_operator', 'children': ['125', '128'], 'value': '=='},{'id': '125', 'type': 'attribute', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '128', 'type': 'string', 'children': [], 'value': '"topo"'},{'id': '129', 'type': '()', 'children': ['130']},{'id': '130', 'type': 'boolean_operator', 'children': ['131', '136'], 'value': 'and'},{'id': '131', 'type': 'comparison_operator', 'children': ['132', '135'], 'value': '=='},{'id': '132', 'type': 'attribute', 'children': ['133', '134']},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '135', 'type': 'string', 'children': [], 'value': '"unix"'},{'id': '136', 'type': 'comparison_operator', 'children': ['137', '138'], 'value': 'in'},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'gffile'},{'id': '138', 'type': 'tuple', 'children': ['139', '140']},{'id': '139', 'type': 'string', 'children': [], 'value': '"-"'},{'id': '140', 'type': 'string', 'children': [], 'value': '"stdin"'},{'id': '141', 'type': 'block', 'children': ['142', '151']},{'id': '142', 'type': 'expression_statement', 'children': ['143']},{'id': '143', 'type': 'call', 'children': ['144', '147']},{'id': '144', 'type': 'attribute', 'children': ['145', '146']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'logging'},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'error'},{'id': '147', 'type': 'argument_list', 'children': ['148']},{'id': '148', 'type': 'binary_operator', 'children': ['149', '150'], 'value': '+'},{'id': '149', 'type': 'string', 'children': [], 'value': '"Cannot perform inplace sort when method is `topo`"'},{'id': '150', 'type': 'string', 'children': [], 'value': '" or method is `unix` and input is `stdin` stream"'},{'id': '151', 'type': 'expression_statement', 'children': ['152']},{'id': '152', 'type': 'call', 'children': ['153', '156']},{'id': '153', 'type': 'attribute', 'children': ['154', '155']},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'sys'},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'exit'},{'id': '156', 'type': 'argument_list', 'children': []},{'id': '157', 'type': 'if_statement', 'children': ['158', '163', '216']},{'id': '158', 'type': 'comparison_operator', 'children': ['159', '162'], 'value': '=='},{'id': '159', 'type': 'attribute', 'children': ['160', '161']},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '162', 'type': 'string', 'children': [], 'value': '"unix"'},{'id': '163', 'type': 'block', 'children': ['164', '168', '177', '193', '208']},{'id': '164', 'type': 'expression_statement', 'children': ['165']},{'id': '165', 'type': 'assignment', 'children': ['166', '167']},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '167', 'type': 'string', 'children': [], 'value': '"sort"'},{'id': '168', 'type': 'expression_statement', 'children': ['169']},{'id': '169', 'type': 'augmented_assignment', 'children': ['170', '171'], 'value': '+='},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '171', 'type': 'call', 'children': ['172', '175']},{'id': '172', 'type': 'attribute', 'children': ['173', '174']},{'id': '173', 'type': 'string', 'children': [], 'value': '" -k1,1 -k4,4n {0}"'},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '175', 'type': 'argument_list', 'children': ['176']},{'id': '176', 'type': 'identifier', 'children': [], 'value': 'gffile'},{'id': '177', 'type': 'if_statement', 'children': ['178', '181']},{'id': '178', 'type': 'attribute', 'children': ['179', '180']},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '180', 'type': 'identifier', 'children': [], 'value': 'tmpdir'},{'id': '181', 'type': 'block', 'children': ['182']},{'id': '182', 'type': 'expression_statement', 'children': ['183']},{'id': '183', 'type': 'augmented_assignment', 'children': ['184', '185'], 'value': '+='},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '185', 'type': 'call', 'children': ['186', '189']},{'id': '186', 'type': 'attribute', 'children': ['187', '188']},{'id': '187', 'type': 'string', 'children': [], 'value': '" -T {0}"'},{'id': '188', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '189', 'type': 'argument_list', 'children': ['190']},{'id': '190', 'type': 'attribute', 'children': ['191', '192']},{'id': '191', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'tmpdir'},{'id': '193', 'type': 'if_statement', 'children': ['194', '197']},{'id': '194', 'type': 'attribute', 'children': ['195', '196']},{'id': '195', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '196', 'type': 'identifier', 'children': [], 'value': 'inplace'},{'id': '197', 'type': 'block', 'children': ['198', '204']},{'id': '198', 'type': 'expression_statement', 'children': ['199']},{'id': '199', 'type': 'augmented_assignment', 'children': ['200', '201'], 'value': '+='},{'id': '200', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '201', 'type': 'attribute', 'children': ['202', '203']},{'id': '202', 'type': 'string', 'children': [], 'value': '" -o {0}"'},{'id': '203', 'type': 'identifier', 'children': [], 'value': 'gffile'},{'id': '204', 'type': 'expression_statement', 'children': ['205']},{'id': '205', 'type': 'assignment', 'children': ['206', '207']},{'id': '206', 'type': 'identifier', 'children': [], 'value': 'sortedgff'},{'id': '207', 'type': 'None', 'children': []},{'id': '208', 'type': 'expression_statement', 'children': ['209']},{'id': '209', 'type': 'call', 'children': ['210', '211']},{'id': '210', 'type': 'identifier', 'children': [], 'value': 'sh'},{'id': '211', 'type': 'argument_list', 'children': ['212', '213']},{'id': '212', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '213', 'type': 'keyword_argument', 'children': ['214', '215']},{'id': '214', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '215', 'type': 'identifier', 'children': [], 'value': 'sortedgff'},{'id': '216', 'type': 'elif_clause', 'children': ['217', '222']},{'id': '217', 'type': 'comparison_operator', 'children': ['218', '221'], 'value': '=='},{'id': '218', 'type': 'attribute', 'children': ['219', '220']},{'id': '219', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '220', 'type': 'identifier', 'children': [], 'value': 'method'},{'id': '221', 'type': 'string', 'children': [], 'value': '"topo"'},{'id': '222', 'type': 'block', 'children': ['223', '229', '256', '272', '281']},{'id': '223', 'type': 'expression_statement', 'children': ['224']},{'id': '224', 'type': 'assignment', 'children': ['225', '226']},{'id': '225', 'type': 'identifier', 'children': [], 'value': 'GT_HOME'},{'id': '226', 'type': 'attribute', 'children': ['227', '228']},{'id': '227', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '228', 'type': 'identifier', 'children': [], 'value': 'gt_home'},{'id': '229', 'type': 'if_statement', 'children': ['230', '237']},{'id': '230', 'type': 'not_operator', 'children': ['231']},{'id': '231', 'type': 'call', 'children': ['232', '235']},{'id': '232', 'type': 'attribute', 'children': ['233', '234']},{'id': '233', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '234', 'type': 'identifier', 'children': [], 'value': 'isdir'},{'id': '235', 'type': 'argument_list', 'children': ['236']},{'id': '236', 'type': 'identifier', 'children': [], 'value': 'GT_HOME'},{'id': '237', 'type': 'block', 'children': ['238', '250']},{'id': '238', 'type': 'expression_statement', 'children': ['239']},{'id': '239', 'type': 'call', 'children': ['240', '243']},{'id': '240', 'type': 'attribute', 'children': ['241', '242']},{'id': '241', 'type': 'identifier', 'children': [], 'value': 'logging'},{'id': '242', 'type': 'identifier', 'children': [], 'value': 'error'},{'id': '243', 'type': 'argument_list', 'children': ['244']},{'id': '244', 'type': 'call', 'children': ['245', '248']},{'id': '245', 'type': 'attribute', 'children': ['246', '247']},{'id': '246', 'type': 'string', 'children': [], 'value': '"GT_HOME={0} directory does not exist"'},{'id': '247', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '248', 'type': 'argument_list', 'children': ['249']},{'id': '249', 'type': 'identifier', 'children': [], 'value': 'GT_HOME'},{'id': '250', 'type': 'expression_statement', 'children': ['251']},{'id': '251', 'type': 'call', 'children': ['252', '255']},{'id': '252', 'type': 'attribute', 'children': ['253', '254']},{'id': '253', 'type': 'identifier', 'children': [], 'value': 'sys'},{'id': '254', 'type': 'identifier', 'children': [], 'value': 'exit'},{'id': '255', 'type': 'argument_list', 'children': []},{'id': '256', 'type': 'expression_statement', 'children': ['257']},{'id': '257', 'type': 'assignment', 'children': ['258', '259']},{'id': '258', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '259', 'type': 'call', 'children': ['260', '263']},{'id': '260', 'type': 'attribute', 'children': ['261', '262']},{'id': '261', 'type': 'string', 'children': [], 'value': '"{0}"'},{'id': '262', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '263', 'type': 'argument_list', 'children': ['264']},{'id': '264', 'type': 'call', 'children': ['265', '268']},{'id': '265', 'type': 'attribute', 'children': ['266', '267']},{'id': '266', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '267', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '268', 'type': 'argument_list', 'children': ['269', '270', '271']},{'id': '269', 'type': 'identifier', 'children': [], 'value': 'GT_HOME'},{'id': '270', 'type': 'string', 'children': [], 'value': '"bin"'},{'id': '271', 'type': 'string', 'children': [], 'value': '"gt"'},{'id': '272', 'type': 'expression_statement', 'children': ['273']},{'id': '273', 'type': 'augmented_assignment', 'children': ['274', '275'], 'value': '+='},{'id': '274', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '275', 'type': 'call', 'children': ['276', '279']},{'id': '276', 'type': 'attribute', 'children': ['277', '278']},{'id': '277', 'type': 'string', 'children': [], 'value': '" gff3 -sort -tidy -retainids -addids no {0}"'},{'id': '278', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '279', 'type': 'argument_list', 'children': ['280']},{'id': '280', 'type': 'identifier', 'children': [], 'value': 'gffile'},{'id': '281', 'type': 'expression_statement', 'children': ['282']},{'id': '282', 'type': 'call', 'children': ['283', '284']},{'id': '283', 'type': 'identifier', 'children': [], 'value': 'sh'},{'id': '284', 'type': 'argument_list', 'children': ['285', '286']},{'id': '285', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '286', 'type': 'keyword_argument', 'children': ['287', '288']},{'id': '287', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '288', 'type': 'identifier', 'children': [], 'value': 'sortedgff'}
def sort(args): valid_sort_methods = ("unix", "topo") p = OptionParser(sort.__doc__) p.add_option("--method", default="unix", choices=valid_sort_methods, help="Specify sort method [default: %default]") p.add_option("-i", dest="inplace", default=False, action="store_true", help="If doing a unix sort, perform sort inplace [default: %default]") p.set_tmpdir() p.set_outfile() p.set_home("gt") opts, args = p.parse_args(args) if len(args) != 1: sys.exit(not p.print_help()) gffile, = args sortedgff = opts.outfile if opts.inplace: if opts.method == "topo" or (opts.method == "unix" and gffile in ("-", "stdin")): logging.error("Cannot perform inplace sort when method is `topo`" + \ " or method is `unix` and input is `stdin` stream") sys.exit() if opts.method == "unix": cmd = "sort" cmd += " -k1,1 -k4,4n {0}".format(gffile) if opts.tmpdir: cmd += " -T {0}".format(opts.tmpdir) if opts.inplace: cmd += " -o {0}".gffile sortedgff = None sh(cmd, outfile=sortedgff) elif opts.method == "topo": GT_HOME = opts.gt_home if not op.isdir(GT_HOME): logging.error("GT_HOME={0} directory does not exist".format(GT_HOME)) sys.exit() cmd = "{0}".format(op.join(GT_HOME, "bin", "gt")) cmd += " gff3 -sort -tidy -retainids -addids no {0}".format(gffile) sh(cmd, outfile=sortedgff)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '9']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sort_layout'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'thread'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'listfile'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '8', 'type': 'integer', 'children': [], 'value': '0'},{'id': '9', 'type': 'block', 'children': ['10', '17', '31', '37', '45', '58', '62', '68', '104', '114', '127', '143', '150', '181', '198', '204']},{'id': '10', 'type': 'import_from_statement', 'children': ['11', '15']},{'id': '11', 'type': 'dotted_name', 'children': ['12', '13', '14']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'jcvi'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'formats'},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'base'},{'id': '15', 'type': 'dotted_name', 'children': ['16']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'DictFile'},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'assignment', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '20', 'type': 'binary_operator', 'children': ['21', '30'], 'value': '+'},{'id': '21', 'type': 'subscript', 'children': ['22', '29']},{'id': '22', 'type': 'call', 'children': ['23', '26']},{'id': '23', 'type': 'attribute', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'listfile'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'rsplit'},{'id': '26', 'type': 'argument_list', 'children': ['27', '28']},{'id': '27', 'type': 'string', 'children': [], 'value': '"."'},{'id': '28', 'type': 'integer', 'children': [], 'value': '1'},{'id': '29', 'type': 'integer', 'children': [], 'value': '0'},{'id': '30', 'type': 'string', 'children': [], 'value': '".sorted.list"'},{'id': '31', 'type': 'expression_statement', 'children': ['32']},{'id': '32', 'type': 'assignment', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'threadorder'},{'id': '34', 'type': 'attribute', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'thread'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'order'},{'id': '37', 'type': 'expression_statement', 'children': ['38']},{'id': '38', 'type': 'assignment', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'fw'},{'id': '40', 'type': 'call', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'open'},{'id': '42', 'type': 'argument_list', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '44', 'type': 'string', 'children': [], 'value': '"w"'},{'id': '45', 'type': 'expression_statement', 'children': ['46']},{'id': '46', 'type': 'assignment', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'lt'},{'id': '48', 'type': 'call', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'DictFile'},{'id': '50', 'type': 'argument_list', 'children': ['51', '52', '55']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'listfile'},{'id': '52', 'type': 'keyword_argument', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'keypos'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'column'},{'id': '55', 'type': 'keyword_argument', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'valuepos'},{'id': '57', 'type': 'None', 'children': []},{'id': '58', 'type': 'expression_statement', 'children': ['59']},{'id': '59', 'type': 'assignment', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'threaded'},{'id': '61', 'type': 'list', 'children': [], 'value': '[]'},{'id': '62', 'type': 'expression_statement', 'children': ['63']},{'id': '63', 'type': 'assignment', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'imported'},{'id': '65', 'type': 'call', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'set'},{'id': '67', 'type': 'argument_list', 'children': []},{'id': '68', 'type': 'for_statement', 'children': ['69', '70', '71']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 't'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'thread'},{'id': '71', 'type': 'block', 'children': ['72', '78', '84', '91', '97']},{'id': '72', 'type': 'expression_statement', 'children': ['73']},{'id': '73', 'type': 'assignment', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'accn'},{'id': '75', 'type': 'attribute', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 't'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'accn'},{'id': '78', 'type': 'if_statement', 'children': ['79', '82']},{'id': '79', 'type': 'comparison_operator', 'children': ['80', '81'], 'value': 'not'},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'accn'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'lt'},{'id': '82', 'type': 'block', 'children': ['83']},{'id': '83', 'type': 'continue_statement', 'children': []},{'id': '84', 'type': 'expression_statement', 'children': ['85']},{'id': '85', 'type': 'call', 'children': ['86', '89']},{'id': '86', 'type': 'attribute', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'imported'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'add'},{'id': '89', 'type': 'argument_list', 'children': ['90']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'accn'},{'id': '91', 'type': 'expression_statement', 'children': ['92']},{'id': '92', 'type': 'assignment', 'children': ['93', '94']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'atoms'},{'id': '94', 'type': 'subscript', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'lt'},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'accn'},{'id': '97', 'type': 'expression_statement', 'children': ['98']},{'id': '98', 'type': 'call', 'children': ['99', '102']},{'id': '99', 'type': 'attribute', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'threaded'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '102', 'type': 'argument_list', 'children': ['103']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'atoms'},{'id': '104', 'type': 'assert_statement', 'children': ['105']},{'id': '105', 'type': 'comparison_operator', 'children': ['106', '110'], 'value': '=='},{'id': '106', 'type': 'call', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '108', 'type': 'argument_list', 'children': ['109']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'threaded'},{'id': '110', 'type': 'call', 'children': ['111', '112']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '112', 'type': 'argument_list', 'children': ['113']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'imported'},{'id': '114', 'type': 'expression_statement', 'children': ['115']},{'id': '115', 'type': 'assignment', 'children': ['116', '117']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'total'},{'id': '117', 'type': 'call', 'children': ['118', '119']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'sum'},{'id': '119', 'type': 'generator_expression', 'children': ['120', '121']},{'id': '120', 'type': 'integer', 'children': [], 'value': '1'},{'id': '121', 'type': 'for_in_clause', 'children': ['122', '123']},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '123', 'type': 'call', 'children': ['124', '125']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'open'},{'id': '125', 'type': 'argument_list', 'children': ['126']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'listfile'},{'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': 'logging'},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'debug'},{'id': '132', 'type': 'argument_list', 'children': ['133']},{'id': '133', 'type': 'call', 'children': ['134', '137']},{'id': '134', 'type': 'attribute', 'children': ['135', '136']},{'id': '135', 'type': 'string', 'children': [], 'value': '"Total: {0}, currently threaded: {1}"'},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '137', 'type': 'argument_list', 'children': ['138', '139']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'total'},{'id': '139', 'type': 'call', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '141', 'type': 'argument_list', 'children': ['142']},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'threaded'},{'id': '143', 'type': 'expression_statement', 'children': ['144']},{'id': '144', 'type': 'assignment', 'children': ['145', '146']},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'fp'},{'id': '146', 'type': 'call', 'children': ['147', '148']},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'open'},{'id': '148', 'type': 'argument_list', 'children': ['149']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'listfile'},{'id': '150', 'type': 'for_statement', 'children': ['151', '152', '153']},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'row'},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'fp'},{'id': '153', 'type': 'block', 'children': ['154', '162', '168', '174']},{'id': '154', 'type': 'expression_statement', 'children': ['155']},{'id': '155', 'type': 'assignment', 'children': ['156', '157']},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'atoms'},{'id': '157', 'type': 'call', 'children': ['158', '161']},{'id': '158', 'type': 'attribute', 'children': ['159', '160']},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'row'},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'split'},{'id': '161', 'type': 'argument_list', 'children': []},{'id': '162', 'type': 'expression_statement', 'children': ['163']},{'id': '163', 'type': 'assignment', 'children': ['164', '165']},{'id': '164', 'type': 'identifier', 'children': [], 'value': 'accn'},{'id': '165', 'type': 'subscript', 'children': ['166', '167']},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'atoms'},{'id': '167', 'type': 'integer', 'children': [], 'value': '0'},{'id': '168', 'type': 'if_statement', 'children': ['169', '172']},{'id': '169', 'type': 'comparison_operator', 'children': ['170', '171'], 'value': 'in'},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'accn'},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'imported'},{'id': '172', 'type': 'block', 'children': ['173']},{'id': '173', 'type': 'continue_statement', 'children': []},{'id': '174', 'type': 'expression_statement', 'children': ['175']},{'id': '175', 'type': 'call', 'children': ['176', '177']},{'id': '176', 'type': 'identifier', 'children': [], 'value': 'insert_into_threaded'},{'id': '177', 'type': 'argument_list', 'children': ['178', '179', '180']},{'id': '178', 'type': 'identifier', 'children': [], 'value': 'atoms'},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'threaded'},{'id': '180', 'type': 'identifier', 'children': [], 'value': 'threadorder'},{'id': '181', 'type': 'for_statement', 'children': ['182', '183', '184']},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'atoms'},{'id': '183', 'type': 'identifier', 'children': [], 'value': 'threaded'},{'id': '184', 'type': 'block', 'children': ['185']},{'id': '185', 'type': 'expression_statement', 'children': ['186']},{'id': '186', 'type': 'call', 'children': ['187', '188']},{'id': '187', 'type': 'identifier', 'children': [], 'value': 'print'},{'id': '188', 'type': 'argument_list', 'children': ['189', '195']},{'id': '189', 'type': 'call', 'children': ['190', '193']},{'id': '190', 'type': 'attribute', 'children': ['191', '192']},{'id': '191', 'type': 'string', 'children': [], 'value': '"\\t"'},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '193', 'type': 'argument_list', 'children': ['194']},{'id': '194', 'type': 'identifier', 'children': [], 'value': 'atoms'},{'id': '195', 'type': 'keyword_argument', 'children': ['196', '197']},{'id': '196', 'type': 'identifier', 'children': [], 'value': 'file'},{'id': '197', 'type': 'identifier', 'children': [], 'value': 'fw'},{'id': '198', 'type': 'expression_statement', 'children': ['199']},{'id': '199', 'type': 'call', 'children': ['200', '203']},{'id': '200', 'type': 'attribute', 'children': ['201', '202']},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'fw'},{'id': '202', 'type': 'identifier', 'children': [], 'value': 'close'},{'id': '203', 'type': 'argument_list', 'children': []},{'id': '204', 'type': 'expression_statement', 'children': ['205']},{'id': '205', 'type': 'call', 'children': ['206', '209']},{'id': '206', 'type': 'attribute', 'children': ['207', '208']},{'id': '207', 'type': 'identifier', 'children': [], 'value': 'logging'},{'id': '208', 'type': 'identifier', 'children': [], 'value': 'debug'},{'id': '209', 'type': 'argument_list', 'children': ['210']},{'id': '210', 'type': 'call', 'children': ['211', '214']},{'id': '211', 'type': 'attribute', 'children': ['212', '213']},{'id': '212', 'type': 'string', 'children': [], 'value': '"File `{0}` sorted to `{1}`."'},{'id': '213', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '214', 'type': 'argument_list', 'children': ['215', '216']},{'id': '215', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '216', 'type': 'attribute', 'children': ['217', '218']},{'id': '217', 'type': 'identifier', 'children': [], 'value': 'thread'},{'id': '218', 'type': 'identifier', 'children': [], 'value': 'filename'}
def sort_layout(thread, listfile, column=0): from jcvi.formats.base import DictFile outfile = listfile.rsplit(".", 1)[0] + ".sorted.list" threadorder = thread.order fw = open(outfile, "w") lt = DictFile(listfile, keypos=column, valuepos=None) threaded = [] imported = set() for t in thread: accn = t.accn if accn not in lt: continue imported.add(accn) atoms = lt[accn] threaded.append(atoms) assert len(threaded) == len(imported) total = sum(1 for x in open(listfile)) logging.debug("Total: {0}, currently threaded: {1}".format(total, len(threaded))) fp = open(listfile) for row in fp: atoms = row.split() accn = atoms[0] if accn in imported: continue insert_into_threaded(atoms, threaded, threadorder) for atoms in threaded: print("\t".join(atoms), file=fw) fw.close() logging.debug("File `{0}` sorted to `{1}`.".format(outfile, thread.filename))
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'fromgroups'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '5', 'type': 'block', 'children': ['6', '13', '22', '33', '53', '59', '67', '78', '85', '102']},{'id': '6', 'type': 'import_from_statement', 'children': ['7', '11']},{'id': '7', 'type': 'dotted_name', 'children': ['8', '9', '10']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'jcvi'},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'formats'},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'bed'},{'id': '11', 'type': 'dotted_name', 'children': ['12']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'Bed'},{'id': '13', 'type': 'expression_statement', 'children': ['14']},{'id': '14', 'type': 'assignment', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '16', 'type': 'call', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'OptionParser'},{'id': '18', 'type': 'argument_list', 'children': ['19']},{'id': '19', 'type': 'attribute', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'fromgroups'},{'id': '21', 'type': 'identifier', 'children': [], 'value': '__doc__'},{'id': '22', 'type': 'expression_statement', 'children': ['23']},{'id': '23', 'type': 'assignment', 'children': ['24', '27']},{'id': '24', 'type': 'pattern_list', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '27', 'type': 'call', 'children': ['28', '31']},{'id': '28', 'type': 'attribute', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'parse_args'},{'id': '31', 'type': 'argument_list', 'children': ['32']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '33', 'type': 'if_statement', 'children': ['34', '40']},{'id': '34', 'type': 'comparison_operator', 'children': ['35', '39'], 'value': '<'},{'id': '35', 'type': 'call', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '37', 'type': 'argument_list', 'children': ['38']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '39', 'type': 'integer', 'children': [], 'value': '2'},{'id': '40', 'type': 'block', 'children': ['41']},{'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': 'sys'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'exit'},{'id': '46', 'type': 'argument_list', 'children': ['47']},{'id': '47', 'type': 'not_operator', 'children': ['48']},{'id': '48', 'type': 'call', 'children': ['49', '52']},{'id': '49', 'type': 'attribute', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'print_help'},{'id': '52', 'type': 'argument_list', 'children': []},{'id': '53', 'type': 'expression_statement', 'children': ['54']},{'id': '54', 'type': 'assignment', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'groupsfile'},{'id': '56', 'type': 'subscript', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '58', 'type': 'integer', 'children': [], 'value': '0'},{'id': '59', 'type': 'expression_statement', 'children': ['60']},{'id': '60', 'type': 'assignment', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'bedfiles'},{'id': '62', 'type': 'subscript', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '64', 'type': 'slice', 'children': ['65', '66']},{'id': '65', 'type': 'integer', 'children': [], 'value': '1'},{'id': '66', 'type': 'colon', 'children': []},{'id': '67', 'type': 'expression_statement', 'children': ['68']},{'id': '68', 'type': 'assignment', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'beds'},{'id': '70', 'type': 'list_comprehension', 'children': ['71', '75']},{'id': '71', 'type': 'call', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'Bed'},{'id': '73', 'type': 'argument_list', 'children': ['74']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '75', 'type': 'for_in_clause', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'bedfiles'},{'id': '78', 'type': 'expression_statement', 'children': ['79']},{'id': '79', 'type': 'assignment', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'fp'},{'id': '81', 'type': 'call', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'open'},{'id': '83', 'type': 'argument_list', 'children': ['84']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'groupsfile'},{'id': '85', 'type': 'expression_statement', 'children': ['86']},{'id': '86', 'type': 'assignment', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'groups'},{'id': '88', 'type': 'list_comprehension', 'children': ['89', '99']},{'id': '89', 'type': 'call', 'children': ['90', '97']},{'id': '90', 'type': 'attribute', 'children': ['91', '96']},{'id': '91', 'type': 'call', 'children': ['92', '95']},{'id': '92', 'type': 'attribute', 'children': ['93', '94']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'row'},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'strip'},{'id': '95', 'type': 'argument_list', 'children': []},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'split'},{'id': '97', 'type': 'argument_list', 'children': ['98']},{'id': '98', 'type': 'string', 'children': [], 'value': '","'},{'id': '99', 'type': 'for_in_clause', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'row'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'fp'},{'id': '102', 'type': 'for_statement', 'children': ['103', '106', '113']},{'id': '103', 'type': 'pattern_list', 'children': ['104', '105']},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'b1'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'b2'},{'id': '106', 'type': 'call', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'product'},{'id': '108', 'type': 'argument_list', 'children': ['109', '110']},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'beds'},{'id': '110', 'type': 'keyword_argument', 'children': ['111', '112']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'repeat'},{'id': '112', 'type': 'integer', 'children': [], 'value': '2'},{'id': '113', 'type': 'block', 'children': ['114']},{'id': '114', 'type': 'expression_statement', 'children': ['115']},{'id': '115', 'type': 'call', 'children': ['116', '117']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'extract_pairs'},{'id': '117', 'type': 'argument_list', 'children': ['118', '119', '120']},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'b1'},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'b2'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'groups'}
def fromgroups(args): from jcvi.formats.bed import Bed p = OptionParser(fromgroups.__doc__) opts, args = p.parse_args(args) if len(args) < 2: sys.exit(not p.print_help()) groupsfile = args[0] bedfiles = args[1:] beds = [Bed(x) for x in bedfiles] fp = open(groupsfile) groups = [row.strip().split(",") for row in fp] for b1, b2 in product(beds, repeat=2): extract_pairs(b1, b2, groups)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'merge_paths'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'paths'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'weights'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'block', 'children': ['9', '19', '26']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'G'},{'id': '12', 'type': 'call', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'make_paths'},{'id': '14', 'type': 'argument_list', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'paths'},{'id': '16', 'type': 'keyword_argument', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'weights'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'weights'},{'id': '19', 'type': 'expression_statement', 'children': ['20']},{'id': '20', 'type': 'assignment', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'G'},{'id': '22', 'type': 'call', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'reduce_paths'},{'id': '24', 'type': 'argument_list', 'children': ['25']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'G'},{'id': '26', 'type': 'return_statement', 'children': ['27']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'G'}
def merge_paths(paths, weights=None): G = make_paths(paths, weights=weights) G = reduce_paths(G) return G
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'build'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '5', 'type': 'block', 'children': ['6', '13', '20', '27', '36', '52', '63', '83', '90', '106', '115', '123', '132', '138', '147', '153', '163', '168', '174']},{'id': '6', 'type': 'import_from_statement', 'children': ['7', '11']},{'id': '7', 'type': 'dotted_name', 'children': ['8', '9', '10']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'jcvi'},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'apps'},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'cdhit'},{'id': '11', 'type': 'dotted_name', 'children': ['12']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'deduplicate'},{'id': '13', 'type': 'import_from_statement', 'children': ['14', '18']},{'id': '14', 'type': 'dotted_name', 'children': ['15', '16', '17']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'jcvi'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'apps'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'vecscreen'},{'id': '18', 'type': 'dotted_name', 'children': ['19']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '20', 'type': 'import_from_statement', 'children': ['21', '25']},{'id': '21', 'type': 'dotted_name', 'children': ['22', '23', '24']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'jcvi'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'formats'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'fasta'},{'id': '25', 'type': 'dotted_name', 'children': ['26']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '27', 'type': 'expression_statement', 'children': ['28']},{'id': '28', 'type': 'assignment', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '30', 'type': 'call', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'OptionParser'},{'id': '32', 'type': 'argument_list', 'children': ['33']},{'id': '33', 'type': 'attribute', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'build'},{'id': '35', 'type': 'identifier', 'children': [], 'value': '__doc__'},{'id': '36', 'type': 'expression_statement', 'children': ['37']},{'id': '37', 'type': 'call', 'children': ['38', '41']},{'id': '38', 'type': 'attribute', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'add_option'},{'id': '41', 'type': 'argument_list', 'children': ['42', '43', '46', '49']},{'id': '42', 'type': 'string', 'children': [], 'value': '"--nodedup"'},{'id': '43', 'type': 'keyword_argument', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'default'},{'id': '45', 'type': 'False', 'children': []},{'id': '46', 'type': 'keyword_argument', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'action'},{'id': '48', 'type': 'string', 'children': [], 'value': '"store_true"'},{'id': '49', 'type': 'keyword_argument', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'help'},{'id': '51', 'type': 'string', 'children': [], 'value': '"Do not deduplicate [default: deduplicate]"'},{'id': '52', 'type': 'expression_statement', 'children': ['53']},{'id': '53', 'type': 'assignment', 'children': ['54', '57']},{'id': '54', 'type': 'pattern_list', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '57', 'type': 'call', 'children': ['58', '61']},{'id': '58', 'type': 'attribute', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'parse_args'},{'id': '61', 'type': 'argument_list', 'children': ['62']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '63', 'type': 'if_statement', 'children': ['64', '70']},{'id': '64', 'type': 'comparison_operator', 'children': ['65', '69'], 'value': '!='},{'id': '65', 'type': 'call', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '67', 'type': 'argument_list', 'children': ['68']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '69', 'type': 'integer', 'children': [], 'value': '3'},{'id': '70', 'type': 'block', 'children': ['71']},{'id': '71', 'type': 'expression_statement', 'children': ['72']},{'id': '72', 'type': 'call', 'children': ['73', '76']},{'id': '73', 'type': 'attribute', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'sys'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'exit'},{'id': '76', 'type': 'argument_list', 'children': ['77']},{'id': '77', 'type': 'not_operator', 'children': ['78']},{'id': '78', 'type': 'call', 'children': ['79', '82']},{'id': '79', 'type': 'attribute', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'print_help'},{'id': '82', 'type': 'argument_list', 'children': []},{'id': '83', 'type': 'expression_statement', 'children': ['84']},{'id': '84', 'type': 'assignment', 'children': ['85', '89']},{'id': '85', 'type': 'pattern_list', 'children': ['86', '87', '88']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'fastafile'},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'bacteria'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'pf'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '90', 'type': 'expression_statement', 'children': ['91']},{'id': '91', 'type': 'assignment', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'dd'},{'id': '93', 'type': 'conditional_expression', 'children': ['94', '100', '101', '105'], 'value': 'if'},{'id': '94', 'type': 'call', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'deduplicate'},{'id': '96', 'type': 'argument_list', 'children': ['97']},{'id': '97', 'type': 'list', 'children': ['98', '99'], 'value': '[fastafile, "--pctid=100"]'},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'fastafile'},{'id': '99', 'type': 'string', 'children': [], 'value': '"--pctid=100"'},{'id': '100', 'type': 'line_continuation', 'children': [], 'value': '\\'},{'id': '101', 'type': 'not_operator', 'children': ['102']},{'id': '102', 'type': 'attribute', 'children': ['103', '104']},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'nodedup'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'fastafile'},{'id': '106', 'type': 'expression_statement', 'children': ['107']},{'id': '107', 'type': 'assignment', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'screenfasta'},{'id': '109', 'type': 'call', 'children': ['110', '111']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'screen'},{'id': '111', 'type': 'argument_list', 'children': ['112']},{'id': '112', 'type': 'list', 'children': ['113', '114'], 'value': '[dd, bacteria]'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'dd'},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'bacteria'},{'id': '115', 'type': 'expression_statement', 'children': ['116']},{'id': '116', 'type': 'assignment', 'children': ['117', '118']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'tidyfasta'},{'id': '118', 'type': 'call', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'mask'},{'id': '120', 'type': 'argument_list', 'children': ['121']},{'id': '121', 'type': 'list', 'children': ['122'], 'value': '[screenfasta]'},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'screenfasta'},{'id': '123', 'type': 'expression_statement', 'children': ['124']},{'id': '124', 'type': 'assignment', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'sortedfasta'},{'id': '126', 'type': 'call', 'children': ['127', '128']},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '128', 'type': 'argument_list', 'children': ['129']},{'id': '129', 'type': 'list', 'children': ['130', '131'], 'value': '[tidyfasta, "--sizes"]'},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'tidyfasta'},{'id': '131', 'type': 'string', 'children': [], 'value': '"--sizes"'},{'id': '132', 'type': 'expression_statement', 'children': ['133']},{'id': '133', 'type': 'assignment', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'scaffoldfasta'},{'id': '135', 'type': 'binary_operator', 'children': ['136', '137'], 'value': '+'},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'pf'},{'id': '137', 'type': 'string', 'children': [], 'value': '".assembly.fasta"'},{'id': '138', 'type': 'expression_statement', 'children': ['139']},{'id': '139', 'type': 'call', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '141', 'type': 'argument_list', 'children': ['142']},{'id': '142', 'type': 'list', 'children': ['143', '144', '145', '146'], 'value': '[sortedfasta, scaffoldfasta, "--prefix=scaffold_", "--sequential"]'},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'sortedfasta'},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'scaffoldfasta'},{'id': '145', 'type': 'string', 'children': [], 'value': '"--prefix=scaffold_"'},{'id': '146', 'type': 'string', 'children': [], 'value': '"--sequential"'},{'id': '147', 'type': 'expression_statement', 'children': ['148']},{'id': '148', 'type': 'assignment', 'children': ['149', '150']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'gapsplitfasta'},{'id': '150', 'type': 'binary_operator', 'children': ['151', '152'], 'value': '+'},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'pf'},{'id': '152', 'type': 'string', 'children': [], 'value': '".gapSplit.fasta"'},{'id': '153', 'type': 'expression_statement', 'children': ['154']},{'id': '154', 'type': 'assignment', 'children': ['155', '156']},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '156', 'type': 'call', 'children': ['157', '160']},{'id': '157', 'type': 'attribute', 'children': ['158', '159']},{'id': '158', 'type': 'string', 'children': [], 'value': '"gapSplit -minGap=10 {0} {1}"'},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '160', 'type': 'argument_list', 'children': ['161', '162']},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'scaffoldfasta'},{'id': '162', 'type': 'identifier', 'children': [], 'value': 'gapsplitfasta'},{'id': '163', 'type': 'expression_statement', 'children': ['164']},{'id': '164', 'type': 'call', 'children': ['165', '166']},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'sh'},{'id': '166', 'type': 'argument_list', 'children': ['167']},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '168', 'type': 'expression_statement', 'children': ['169']},{'id': '169', 'type': 'assignment', 'children': ['170', '171']},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'contigsfasta'},{'id': '171', 'type': 'binary_operator', 'children': ['172', '173'], 'value': '+'},{'id': '172', 'type': 'identifier', 'children': [], 'value': 'pf'},{'id': '173', 'type': 'string', 'children': [], 'value': '".contigs.fasta"'},{'id': '174', 'type': 'expression_statement', 'children': ['175']},{'id': '175', 'type': 'call', 'children': ['176', '177']},{'id': '176', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '177', 'type': 'argument_list', 'children': ['178']},{'id': '178', 'type': 'list', 'children': ['179', '180', '181', '182'], 'value': '[gapsplitfasta, contigsfasta, "--prefix=contig_", "--sequential"]'},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'gapsplitfasta'},{'id': '180', 'type': 'identifier', 'children': [], 'value': 'contigsfasta'},{'id': '181', 'type': 'string', 'children': [], 'value': '"--prefix=contig_"'},{'id': '182', 'type': 'string', 'children': [], 'value': '"--sequential"'}
def build(args): from jcvi.apps.cdhit import deduplicate from jcvi.apps.vecscreen import mask from jcvi.formats.fasta import sort p = OptionParser(build.__doc__) p.add_option("--nodedup", default=False, action="store_true", help="Do not deduplicate [default: deduplicate]") opts, args = p.parse_args(args) if len(args) != 3: sys.exit(not p.print_help()) fastafile, bacteria, pf = args dd = deduplicate([fastafile, "--pctid=100"]) \ if not opts.nodedup else fastafile screenfasta = screen([dd, bacteria]) tidyfasta = mask([screenfasta]) sortedfasta = sort([tidyfasta, "--sizes"]) scaffoldfasta = pf + ".assembly.fasta" format([sortedfasta, scaffoldfasta, "--prefix=scaffold_", "--sequential"]) gapsplitfasta = pf + ".gapSplit.fasta" cmd = "gapSplit -minGap=10 {0} {1}".format(scaffoldfasta, gapsplitfasta) sh(cmd) contigsfasta = pf + ".contigs.fasta" format([gapsplitfasta, contigsfasta, "--prefix=contig_", "--sequential"])
{'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': 'args'},{'id': '5', 'type': 'block', 'children': ['6', '11']},{'id': '6', 'type': 'import_statement', 'children': ['7']},{'id': '7', 'type': 'dotted_name', 'children': ['8', '9', '10']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'jcvi'},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'formats'},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'blast'},{'id': '11', 'type': 'return_statement', 'children': ['12']},{'id': '12', 'type': 'call', 'children': ['13', '20']},{'id': '13', 'type': 'attribute', 'children': ['14', '19']},{'id': '14', 'type': 'attribute', 'children': ['15', '18']},{'id': '15', 'type': 'attribute', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'jcvi'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'formats'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'blast'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '20', 'type': 'argument_list', 'children': ['21']},{'id': '21', 'type': 'binary_operator', 'children': ['22', '23'], 'value': '+'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '23', 'type': 'list', 'children': ['24'], 'value': '["--coords"]'},{'id': '24', 'type': 'string', 'children': [], 'value': '"--coords"'}
def sort(args): import jcvi.formats.blast return jcvi.formats.blast.sort(args + ["--coords"])
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'coverage'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '5', 'type': 'block', 'children': ['6', '15', '34', '50', '56', '67', '87', '93', '99', '127', '139', '148', '158', '215', '221', '236', '243', '253', '283']},{'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': 'OptionParser'},{'id': '11', 'type': 'argument_list', 'children': ['12']},{'id': '12', 'type': 'attribute', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'coverage'},{'id': '14', 'type': 'identifier', 'children': [], 'value': '__doc__'},{'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': 'p'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'add_option'},{'id': '20', 'type': 'argument_list', 'children': ['21', '22', '25', '31']},{'id': '21', 'type': 'string', 'children': [], 'value': '"--format"'},{'id': '22', 'type': 'keyword_argument', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'default'},{'id': '24', 'type': 'string', 'children': [], 'value': '"bigwig"'},{'id': '25', 'type': 'keyword_argument', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'choices'},{'id': '27', 'type': 'tuple', 'children': ['28', '29', '30']},{'id': '28', 'type': 'string', 'children': [], 'value': '"bedgraph"'},{'id': '29', 'type': 'string', 'children': [], 'value': '"bigwig"'},{'id': '30', 'type': 'string', 'children': [], 'value': '"coverage"'},{'id': '31', 'type': 'keyword_argument', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'help'},{'id': '33', 'type': 'string', 'children': [], 'value': '"Output format"'},{'id': '34', 'type': 'expression_statement', 'children': ['35']},{'id': '35', 'type': 'call', 'children': ['36', '39']},{'id': '36', 'type': 'attribute', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'add_option'},{'id': '39', 'type': 'argument_list', 'children': ['40', '41', '44', '47']},{'id': '40', 'type': 'string', 'children': [], 'value': '"--nosort"'},{'id': '41', 'type': 'keyword_argument', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'default'},{'id': '43', 'type': 'False', 'children': []},{'id': '44', 'type': 'keyword_argument', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'action'},{'id': '46', 'type': 'string', 'children': [], 'value': '"store_true"'},{'id': '47', 'type': 'keyword_argument', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'help'},{'id': '49', 'type': 'string', 'children': [], 'value': '"Do not sort BAM"'},{'id': '50', 'type': 'expression_statement', 'children': ['51']},{'id': '51', 'type': 'call', 'children': ['52', '55']},{'id': '52', 'type': 'attribute', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'set_outfile'},{'id': '55', 'type': 'argument_list', 'children': []},{'id': '56', 'type': 'expression_statement', 'children': ['57']},{'id': '57', 'type': 'assignment', 'children': ['58', '61']},{'id': '58', 'type': 'pattern_list', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '61', 'type': 'call', 'children': ['62', '65']},{'id': '62', 'type': 'attribute', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'parse_args'},{'id': '65', 'type': 'argument_list', 'children': ['66']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '67', 'type': 'if_statement', 'children': ['68', '74']},{'id': '68', 'type': 'comparison_operator', 'children': ['69', '73'], 'value': '!='},{'id': '69', 'type': 'call', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '71', 'type': 'argument_list', 'children': ['72']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '73', 'type': 'integer', 'children': [], 'value': '2'},{'id': '74', 'type': 'block', 'children': ['75']},{'id': '75', 'type': 'expression_statement', 'children': ['76']},{'id': '76', 'type': 'call', 'children': ['77', '80']},{'id': '77', 'type': 'attribute', 'children': ['78', '79']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'sys'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'exit'},{'id': '80', 'type': 'argument_list', 'children': ['81']},{'id': '81', 'type': 'not_operator', 'children': ['82']},{'id': '82', 'type': 'call', 'children': ['83', '86']},{'id': '83', 'type': 'attribute', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'print_help'},{'id': '86', 'type': 'argument_list', 'children': []},{'id': '87', 'type': 'expression_statement', 'children': ['88']},{'id': '88', 'type': 'assignment', 'children': ['89', '92']},{'id': '89', 'type': 'pattern_list', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'fastafile'},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'bamfile'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '93', 'type': 'expression_statement', 'children': ['94']},{'id': '94', 'type': 'assignment', 'children': ['95', '96']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '96', 'type': 'attribute', 'children': ['97', '98']},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '99', 'type': 'if_statement', 'children': ['100', '103', '111']},{'id': '100', 'type': 'attribute', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'nosort'},{'id': '103', 'type': 'block', 'children': ['104']},{'id': '104', 'type': 'expression_statement', 'children': ['105']},{'id': '105', 'type': 'call', 'children': ['106', '109']},{'id': '106', 'type': 'attribute', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'logging'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'debug'},{'id': '109', 'type': 'argument_list', 'children': ['110']},{'id': '110', 'type': 'string', 'children': [], 'value': '"BAM sorting skipped"'},{'id': '111', 'type': 'else_clause', 'children': ['112']},{'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': 'bamfile'},{'id': '116', 'type': 'call', 'children': ['117', '118']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '118', 'type': 'argument_list', 'children': ['119']},{'id': '119', 'type': 'list', 'children': ['120', '121'], 'value': '[bamfile, "--fasta={0}".format(fastafile)]'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'bamfile'},{'id': '121', 'type': 'call', 'children': ['122', '125']},{'id': '122', 'type': 'attribute', 'children': ['123', '124']},{'id': '123', 'type': 'string', 'children': [], 'value': '"--fasta={0}"'},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '125', 'type': 'argument_list', 'children': ['126']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'fastafile'},{'id': '127', 'type': 'expression_statement', 'children': ['128']},{'id': '128', 'type': 'assignment', 'children': ['129', '130']},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'pf'},{'id': '130', 'type': 'subscript', 'children': ['131', '138']},{'id': '131', 'type': 'call', 'children': ['132', '135']},{'id': '132', 'type': 'attribute', 'children': ['133', '134']},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'bamfile'},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'rsplit'},{'id': '135', 'type': 'argument_list', 'children': ['136', '137']},{'id': '136', 'type': 'string', 'children': [], 'value': '"."'},{'id': '137', 'type': 'integer', 'children': [], 'value': '2'},{'id': '138', 'type': 'integer', 'children': [], 'value': '0'},{'id': '139', 'type': 'expression_statement', 'children': ['140']},{'id': '140', 'type': 'assignment', 'children': ['141', '142']},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'sizesfile'},{'id': '142', 'type': 'attribute', 'children': ['143', '147']},{'id': '143', 'type': 'call', 'children': ['144', '145']},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'Sizes'},{'id': '145', 'type': 'argument_list', 'children': ['146']},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'fastafile'},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '148', 'type': 'expression_statement', 'children': ['149']},{'id': '149', 'type': 'assignment', 'children': ['150', '151']},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '151', 'type': 'call', 'children': ['152', '155']},{'id': '152', 'type': 'attribute', 'children': ['153', '154']},{'id': '153', 'type': 'string', 'children': [], 'value': '"genomeCoverageBed -ibam {0} -g {1}"'},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '155', 'type': 'argument_list', 'children': ['156', '157']},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'bamfile'},{'id': '157', 'type': 'identifier', 'children': [], 'value': 'sizesfile'},{'id': '158', 'type': 'if_statement', 'children': ['159', '164']},{'id': '159', 'type': 'comparison_operator', 'children': ['160', '161'], 'value': 'in'},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '161', 'type': 'tuple', 'children': ['162', '163']},{'id': '162', 'type': 'string', 'children': [], 'value': '"bedgraph"'},{'id': '163', 'type': 'string', 'children': [], 'value': '"bigwig"'},{'id': '164', 'type': 'block', 'children': ['165', '169', '175', '183', '190', '196', '208', '213']},{'id': '165', 'type': 'expression_statement', 'children': ['166']},{'id': '166', 'type': 'augmented_assignment', 'children': ['167', '168'], 'value': '+='},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '168', 'type': 'string', 'children': [], 'value': '" -bg"'},{'id': '169', 'type': 'expression_statement', 'children': ['170']},{'id': '170', 'type': 'assignment', 'children': ['171', '172']},{'id': '171', 'type': 'identifier', 'children': [], 'value': 'bedgraphfile'},{'id': '172', 'type': 'binary_operator', 'children': ['173', '174'], 'value': '+'},{'id': '173', 'type': 'identifier', 'children': [], 'value': 'pf'},{'id': '174', 'type': 'string', 'children': [], 'value': '".bedgraph"'},{'id': '175', 'type': 'expression_statement', 'children': ['176']},{'id': '176', 'type': 'call', 'children': ['177', '178']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'sh'},{'id': '178', 'type': 'argument_list', 'children': ['179', '180']},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '180', 'type': 'keyword_argument', 'children': ['181', '182']},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'bedgraphfile'},{'id': '183', 'type': 'if_statement', 'children': ['184', '187']},{'id': '184', 'type': 'comparison_operator', 'children': ['185', '186'], 'value': '=='},{'id': '185', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '186', 'type': 'string', 'children': [], 'value': '"bedgraph"'},{'id': '187', 'type': 'block', 'children': ['188']},{'id': '188', 'type': 'return_statement', 'children': ['189']},{'id': '189', 'type': 'identifier', 'children': [], 'value': 'bedgraphfile'},{'id': '190', 'type': 'expression_statement', 'children': ['191']},{'id': '191', 'type': 'assignment', 'children': ['192', '193']},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'bigwigfile'},{'id': '193', 'type': 'binary_operator', 'children': ['194', '195'], 'value': '+'},{'id': '194', 'type': 'identifier', 'children': [], 'value': 'pf'},{'id': '195', 'type': 'string', 'children': [], 'value': '".bigwig"'},{'id': '196', 'type': 'expression_statement', 'children': ['197']},{'id': '197', 'type': 'assignment', 'children': ['198', '199']},{'id': '198', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '199', 'type': 'call', 'children': ['200', '204']},{'id': '200', 'type': 'attribute', 'children': ['201', '202', '203']},{'id': '201', 'type': 'string', 'children': [], 'value': '"bedGraphToBigWig {0} {1} {2}"'},{'id': '202', 'type': 'line_continuation', 'children': [], 'value': '\\'},{'id': '203', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '204', 'type': 'argument_list', 'children': ['205', '206', '207']},{'id': '205', 'type': 'identifier', 'children': [], 'value': 'bedgraphfile'},{'id': '206', 'type': 'identifier', 'children': [], 'value': 'sizesfile'},{'id': '207', 'type': 'identifier', 'children': [], 'value': 'bigwigfile'},{'id': '208', 'type': 'expression_statement', 'children': ['209']},{'id': '209', 'type': 'call', 'children': ['210', '211']},{'id': '210', 'type': 'identifier', 'children': [], 'value': 'sh'},{'id': '211', 'type': 'argument_list', 'children': ['212']},{'id': '212', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '213', 'type': 'return_statement', 'children': ['214']},{'id': '214', 'type': 'identifier', 'children': [], 'value': 'bigwigfile'},{'id': '215', 'type': 'expression_statement', 'children': ['216']},{'id': '216', 'type': 'assignment', 'children': ['217', '218']},{'id': '217', 'type': 'identifier', 'children': [], 'value': 'coveragefile'},{'id': '218', 'type': 'binary_operator', 'children': ['219', '220'], 'value': '+'},{'id': '219', 'type': 'identifier', 'children': [], 'value': 'pf'},{'id': '220', 'type': 'string', 'children': [], 'value': '".coverage"'},{'id': '221', 'type': 'if_statement', 'children': ['222', '227']},{'id': '222', 'type': 'call', 'children': ['223', '224']},{'id': '223', 'type': 'identifier', 'children': [], 'value': 'need_update'},{'id': '224', 'type': 'argument_list', 'children': ['225', '226']},{'id': '225', 'type': 'identifier', 'children': [], 'value': 'fastafile'},{'id': '226', 'type': 'identifier', 'children': [], 'value': 'coveragefile'},{'id': '227', 'type': 'block', 'children': ['228']},{'id': '228', 'type': 'expression_statement', 'children': ['229']},{'id': '229', 'type': 'call', 'children': ['230', '231']},{'id': '230', 'type': 'identifier', 'children': [], 'value': 'sh'},{'id': '231', 'type': 'argument_list', 'children': ['232', '233']},{'id': '232', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '233', 'type': 'keyword_argument', 'children': ['234', '235']},{'id': '234', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '235', 'type': 'identifier', 'children': [], 'value': 'coveragefile'},{'id': '236', 'type': 'expression_statement', 'children': ['237']},{'id': '237', 'type': 'assignment', 'children': ['238', '239']},{'id': '238', 'type': 'identifier', 'children': [], 'value': 'gcf'},{'id': '239', 'type': 'call', 'children': ['240', '241']},{'id': '240', 'type': 'identifier', 'children': [], 'value': 'GenomeCoverageFile'},{'id': '241', 'type': 'argument_list', 'children': ['242']},{'id': '242', 'type': 'identifier', 'children': [], 'value': 'coveragefile'},{'id': '243', 'type': 'expression_statement', 'children': ['244']},{'id': '244', 'type': 'assignment', 'children': ['245', '246']},{'id': '245', 'type': 'identifier', 'children': [], 'value': 'fw'},{'id': '246', 'type': 'call', 'children': ['247', '248']},{'id': '247', 'type': 'identifier', 'children': [], 'value': 'must_open'},{'id': '248', 'type': 'argument_list', 'children': ['249', '252']},{'id': '249', 'type': 'attribute', 'children': ['250', '251']},{'id': '250', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '251', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '252', 'type': 'string', 'children': [], 'value': '"w"'},{'id': '253', 'type': 'for_statement', 'children': ['254', '257', '262']},{'id': '254', 'type': 'pattern_list', 'children': ['255', '256']},{'id': '255', 'type': 'identifier', 'children': [], 'value': 'seqid'},{'id': '256', 'type': 'identifier', 'children': [], 'value': 'cov'},{'id': '257', 'type': 'call', 'children': ['258', '261']},{'id': '258', 'type': 'attribute', 'children': ['259', '260']},{'id': '259', 'type': 'identifier', 'children': [], 'value': 'gcf'},{'id': '260', 'type': 'identifier', 'children': [], 'value': 'iter_coverage_seqid'},{'id': '261', 'type': 'argument_list', 'children': []},{'id': '262', 'type': 'block', 'children': ['263']},{'id': '263', 'type': 'expression_statement', 'children': ['264']},{'id': '264', 'type': 'call', 'children': ['265', '266']},{'id': '265', 'type': 'identifier', 'children': [], 'value': 'print'},{'id': '266', 'type': 'argument_list', 'children': ['267', '280']},{'id': '267', 'type': 'call', 'children': ['268', '271']},{'id': '268', 'type': 'attribute', 'children': ['269', '270']},{'id': '269', 'type': 'string', 'children': [], 'value': '"\\t"'},{'id': '270', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '271', 'type': 'argument_list', 'children': ['272']},{'id': '272', 'type': 'tuple', 'children': ['273', '274']},{'id': '273', 'type': 'identifier', 'children': [], 'value': 'seqid'},{'id': '274', 'type': 'call', 'children': ['275', '278']},{'id': '275', 'type': 'attribute', 'children': ['276', '277']},{'id': '276', 'type': 'string', 'children': [], 'value': '"{0:.1f}"'},{'id': '277', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '278', 'type': 'argument_list', 'children': ['279']},{'id': '279', 'type': 'identifier', 'children': [], 'value': 'cov'},{'id': '280', 'type': 'keyword_argument', 'children': ['281', '282']},{'id': '281', 'type': 'identifier', 'children': [], 'value': 'file'},{'id': '282', 'type': 'identifier', 'children': [], 'value': 'fw'},{'id': '283', 'type': 'expression_statement', 'children': ['284']},{'id': '284', 'type': 'call', 'children': ['285', '288']},{'id': '285', 'type': 'attribute', 'children': ['286', '287']},{'id': '286', 'type': 'identifier', 'children': [], 'value': 'fw'},{'id': '287', 'type': 'identifier', 'children': [], 'value': 'close'},{'id': '288', 'type': 'argument_list', 'children': []}
def coverage(args): p = OptionParser(coverage.__doc__) p.add_option("--format", default="bigwig", choices=("bedgraph", "bigwig", "coverage"), help="Output format") p.add_option("--nosort", default=False, action="store_true", help="Do not sort BAM") p.set_outfile() opts, args = p.parse_args(args) if len(args) != 2: sys.exit(not p.print_help()) fastafile, bamfile = args format = opts.format if opts.nosort: logging.debug("BAM sorting skipped") else: bamfile = index([bamfile, "--fasta={0}".format(fastafile)]) pf = bamfile.rsplit(".", 2)[0] sizesfile = Sizes(fastafile).filename cmd = "genomeCoverageBed -ibam {0} -g {1}".format(bamfile, sizesfile) if format in ("bedgraph", "bigwig"): cmd += " -bg" bedgraphfile = pf + ".bedgraph" sh(cmd, outfile=bedgraphfile) if format == "bedgraph": return bedgraphfile bigwigfile = pf + ".bigwig" cmd = "bedGraphToBigWig {0} {1} {2}".\ format(bedgraphfile, sizesfile, bigwigfile) sh(cmd) return bigwigfile coveragefile = pf + ".coverage" if need_update(fastafile, coveragefile): sh(cmd, outfile=coveragefile) gcf = GenomeCoverageFile(coveragefile) fw = must_open(opts.outfile, "w") for seqid, cov in gcf.iter_coverage_seqid(): print("\t".join((seqid, "{0:.1f}".format(cov))), file=fw) fw.close()
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '7']},{'id': '2', 'type': 'function_name', 'children': [], 'value': '_number_finder'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'regex'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'numconv'},{'id': '7', 'type': 'block', 'children': ['8', '17', '30', '37', '64']},{'id': '8', 'type': 'expression_statement', 'children': ['9']},{'id': '9', 'type': 'assignment', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '11', 'type': 'call', 'children': ['12', '15']},{'id': '12', 'type': 'attribute', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'regex'},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'split'},{'id': '15', 'type': 'argument_list', 'children': ['16']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '17', 'type': 'if_statement', 'children': ['18', '24']},{'id': '18', 'type': 'comparison_operator', 'children': ['19', '23'], 'value': '=='},{'id': '19', 'type': 'call', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '21', 'type': 'argument_list', 'children': ['22']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '23', 'type': 'integer', 'children': [], 'value': '1'},{'id': '24', 'type': 'block', 'children': ['25']},{'id': '25', 'type': 'return_statement', 'children': ['26']},{'id': '26', 'type': 'call', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'tuple'},{'id': '28', 'type': 'argument_list', 'children': ['29']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '30', 'type': 'expression_statement', 'children': ['31']},{'id': '31', 'type': 'assignment', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '33', 'type': 'call', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'remove_empty'},{'id': '35', 'type': 'argument_list', 'children': ['36']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '37', 'type': 'for_statement', 'children': ['38', '39', '46']},{'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': 'identifier', 'children': [], 'value': 's'},{'id': '46', 'type': 'block', 'children': ['47']},{'id': '47', 'type': 'try_statement', 'children': ['48', '60']},{'id': '48', 'type': 'block', 'children': ['49']},{'id': '49', 'type': 'expression_statement', 'children': ['50']},{'id': '50', 'type': 'assignment', 'children': ['51', '54']},{'id': '51', 'type': 'subscript', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '54', 'type': 'call', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'numconv'},{'id': '56', 'type': 'argument_list', 'children': ['57']},{'id': '57', 'type': 'subscript', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '60', 'type': 'except_clause', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '62', 'type': 'block', 'children': ['63']},{'id': '63', 'type': 'pass_statement', 'children': []},{'id': '64', 'type': 'if_statement', 'children': ['65', '75', '81']},{'id': '65', 'type': 'not_operator', 'children': ['66']},{'id': '66', 'type': 'call', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '68', 'type': 'argument_list', 'children': ['69', '72']},{'id': '69', 'type': 'subscript', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '71', 'type': 'integer', 'children': [], 'value': '0'},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'six'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'string_types'},{'id': '75', 'type': 'block', 'children': ['76']},{'id': '76', 'type': 'return_statement', 'children': ['77']},{'id': '77', 'type': 'binary_operator', 'children': ['78', '80'], 'value': '+'},{'id': '78', 'type': 'list', 'children': ['79'], 'value': "['']"},{'id': '79', 'type': 'string', 'children': [], 'value': "''"},{'id': '80', 'type': 'identifier', 'children': [], 'value': 's'},{'id': '81', 'type': 'else_clause', 'children': ['82']},{'id': '82', 'type': 'block', 'children': ['83']},{'id': '83', 'type': 'return_statement', 'children': ['84']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 's'}
def _number_finder(s, regex, numconv): s = regex.split(s) if len(s) == 1: return tuple(s) s = remove_empty(s) for i in range(len(s)): try: s[i] = numconv(s[i]) except ValueError: pass if not isinstance(s[0], six.string_types): return [''] + s else: return s
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '20']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'index_natsorted'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '11', '14', '17']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'seq'},{'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': 'x'},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '11', 'type': 'default_parameter', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'number_type'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'float'},{'id': '14', 'type': 'default_parameter', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'signed'},{'id': '16', 'type': 'True', 'children': []},{'id': '17', 'type': 'default_parameter', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'exp'},{'id': '19', 'type': 'True', 'children': []},{'id': '20', 'type': 'block', 'children': ['21', '26', '33', '58', '85']},{'id': '21', 'type': 'import_from_statement', 'children': ['22', '24']},{'id': '22', 'type': 'dotted_name', 'children': ['23']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'operator'},{'id': '24', 'type': 'dotted_name', 'children': ['25']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'itemgetter'},{'id': '26', 'type': 'expression_statement', 'children': ['27']},{'id': '27', 'type': 'assignment', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'item1'},{'id': '29', 'type': 'call', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'itemgetter'},{'id': '31', 'type': 'argument_list', 'children': ['32']},{'id': '32', 'type': 'integer', 'children': [], 'value': '1'},{'id': '33', 'type': 'expression_statement', 'children': ['34']},{'id': '34', 'type': 'assignment', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'index_seq_pair'},{'id': '36', 'type': 'list_comprehension', 'children': ['37', '43']},{'id': '37', 'type': 'list', 'children': ['38', '39'], 'value': '[x, key(y)]'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '39', 'type': 'call', 'children': ['40', '41']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '41', 'type': 'argument_list', 'children': ['42']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'y'},{'id': '43', 'type': 'for_in_clause', 'children': ['44', '47']},{'id': '44', 'type': 'pattern_list', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'y'},{'id': '47', 'type': 'call', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'zip'},{'id': '49', 'type': 'argument_list', 'children': ['50', '57']},{'id': '50', 'type': 'call', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'range'},{'id': '52', 'type': 'argument_list', 'children': ['53']},{'id': '53', 'type': 'call', 'children': ['54', '55']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '55', 'type': 'argument_list', 'children': ['56']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'seq'},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'seq'},{'id': '58', 'type': 'expression_statement', 'children': ['59']},{'id': '59', 'type': 'call', 'children': ['60', '63']},{'id': '60', 'type': 'attribute', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'index_seq_pair'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '63', 'type': 'argument_list', 'children': ['64']},{'id': '64', 'type': 'keyword_argument', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '66', 'type': 'lambda', 'children': ['67', '69']},{'id': '67', 'type': 'lambda_parameters', 'children': ['68']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '69', 'type': 'call', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'natsort_key'},{'id': '71', 'type': 'argument_list', 'children': ['72', '76', '79', '82']},{'id': '72', 'type': 'call', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'item1'},{'id': '74', 'type': 'argument_list', 'children': ['75']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '76', 'type': 'keyword_argument', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'number_type'},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'number_type'},{'id': '79', 'type': 'keyword_argument', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'signed'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'signed'},{'id': '82', 'type': 'keyword_argument', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'exp'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'exp'},{'id': '85', 'type': 'return_statement', 'children': ['86']},{'id': '86', 'type': 'list_comprehension', 'children': ['87', '90']},{'id': '87', 'type': 'subscript', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '89', 'type': 'integer', 'children': [], 'value': '0'},{'id': '90', 'type': 'for_in_clause', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'index_seq_pair'}
def index_natsorted(seq, key=lambda x: x, number_type=float, signed=True, exp=True): from operator import itemgetter item1 = itemgetter(1) index_seq_pair = [[x, key(y)] for x, y in zip(range(len(seq)), seq)] index_seq_pair.sort(key=lambda x: natsort_key(item1(x), number_type=number_type, signed=signed, exp=exp)) return [x[0] for x in index_seq_pair]
{'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': 'args'},{'id': '5', 'type': 'block', 'children': ['6', '15', '35', '54', '70', '79', '85', '96', '116', '121', '127', '137', '143', '182', '192', '196', '212', '221', '232', '246']},{'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': 'OptionParser'},{'id': '11', 'type': 'argument_list', 'children': ['12']},{'id': '12', 'type': 'attribute', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '14', 'type': 'identifier', 'children': [], 'value': '__doc__'},{'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': 'p'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'add_option'},{'id': '20', 'type': 'argument_list', 'children': ['21', '22', '23', '26', '29', '32']},{'id': '21', 'type': 'string', 'children': [], 'value': '"-i"'},{'id': '22', 'type': 'string', 'children': [], 'value': '"--inplace"'},{'id': '23', 'type': 'keyword_argument', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'dest'},{'id': '25', 'type': 'string', 'children': [], 'value': '"inplace"'},{'id': '26', 'type': 'keyword_argument', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'default'},{'id': '28', 'type': 'False', 'children': []},{'id': '29', 'type': 'keyword_argument', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'action'},{'id': '31', 'type': 'string', 'children': [], 'value': '"store_true"'},{'id': '32', 'type': 'keyword_argument', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'help'},{'id': '34', 'type': 'string', 'children': [], 'value': '"Sort bed file in place [default: %default]"'},{'id': '35', 'type': 'expression_statement', 'children': ['36']},{'id': '36', 'type': 'call', 'children': ['37', '40']},{'id': '37', 'type': 'attribute', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'add_option'},{'id': '40', 'type': 'argument_list', 'children': ['41', '42', '45', '48', '51']},{'id': '41', 'type': 'string', 'children': [], 'value': '"-u"'},{'id': '42', 'type': 'keyword_argument', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'dest'},{'id': '44', 'type': 'string', 'children': [], 'value': '"unique"'},{'id': '45', 'type': 'keyword_argument', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'default'},{'id': '47', 'type': 'False', 'children': []},{'id': '48', 'type': 'keyword_argument', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'action'},{'id': '50', 'type': 'string', 'children': [], 'value': '"store_true"'},{'id': '51', 'type': 'keyword_argument', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'help'},{'id': '53', 'type': 'string', 'children': [], 'value': '"Uniqify the bed file"'},{'id': '54', 'type': 'expression_statement', 'children': ['55']},{'id': '55', 'type': 'call', 'children': ['56', '59']},{'id': '56', 'type': 'attribute', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'add_option'},{'id': '59', 'type': 'argument_list', 'children': ['60', '61', '64', '67']},{'id': '60', 'type': 'string', 'children': [], 'value': '"--accn"'},{'id': '61', 'type': 'keyword_argument', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'default'},{'id': '63', 'type': 'False', 'children': []},{'id': '64', 'type': 'keyword_argument', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'action'},{'id': '66', 'type': 'string', 'children': [], 'value': '"store_true"'},{'id': '67', 'type': 'keyword_argument', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'help'},{'id': '69', 'type': 'string', 'children': [], 'value': '"Sort based on the accessions [default: %default]"'},{'id': '70', 'type': 'expression_statement', 'children': ['71']},{'id': '71', 'type': 'call', 'children': ['72', '75']},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'set_outfile'},{'id': '75', 'type': 'argument_list', 'children': ['76']},{'id': '76', 'type': 'keyword_argument', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '78', 'type': 'None', 'children': []},{'id': '79', 'type': 'expression_statement', 'children': ['80']},{'id': '80', 'type': 'call', 'children': ['81', '84']},{'id': '81', 'type': 'attribute', 'children': ['82', '83']},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'set_tmpdir'},{'id': '84', 'type': 'argument_list', 'children': []},{'id': '85', 'type': 'expression_statement', 'children': ['86']},{'id': '86', 'type': 'assignment', 'children': ['87', '90']},{'id': '87', 'type': 'pattern_list', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '90', 'type': 'call', 'children': ['91', '94']},{'id': '91', 'type': 'attribute', 'children': ['92', '93']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'parse_args'},{'id': '94', 'type': 'argument_list', 'children': ['95']},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '96', 'type': 'if_statement', 'children': ['97', '103']},{'id': '97', 'type': 'comparison_operator', 'children': ['98', '102'], 'value': '!='},{'id': '98', 'type': 'call', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '100', 'type': 'argument_list', 'children': ['101']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '102', 'type': 'integer', 'children': [], 'value': '1'},{'id': '103', 'type': 'block', 'children': ['104']},{'id': '104', 'type': 'expression_statement', 'children': ['105']},{'id': '105', 'type': 'call', 'children': ['106', '109']},{'id': '106', 'type': 'attribute', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'sys'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'exit'},{'id': '109', 'type': 'argument_list', 'children': ['110']},{'id': '110', 'type': 'not_operator', 'children': ['111']},{'id': '111', 'type': 'call', 'children': ['112', '115']},{'id': '112', 'type': 'attribute', 'children': ['113', '114']},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'print_help'},{'id': '115', 'type': 'argument_list', 'children': []},{'id': '116', 'type': 'expression_statement', 'children': ['117']},{'id': '117', 'type': 'assignment', 'children': ['118', '120']},{'id': '118', 'type': 'pattern_list', 'children': ['119']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'bedfile'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'args'},{'id': '121', 'type': 'expression_statement', 'children': ['122']},{'id': '122', 'type': 'assignment', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'inplace'},{'id': '124', 'type': 'attribute', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'inplace'},{'id': '127', 'type': 'if_statement', 'children': ['128', '134']},{'id': '128', 'type': 'boolean_operator', 'children': ['129', '131'], 'value': 'and'},{'id': '129', 'type': 'not_operator', 'children': ['130']},{'id': '130', 'type': 'identifier', 'children': [], 'value': 'inplace'},{'id': '131', 'type': 'comparison_operator', 'children': ['132', '133'], 'value': 'in'},{'id': '132', 'type': 'string', 'children': [], 'value': '".sorted."'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'bedfile'},{'id': '134', 'type': 'block', 'children': ['135']},{'id': '135', 'type': 'return_statement', 'children': ['136']},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'bedfile'},{'id': '137', 'type': 'expression_statement', 'children': ['138']},{'id': '138', 'type': 'assignment', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'sortedbed'},{'id': '140', 'type': 'attribute', 'children': ['141', '142']},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '143', 'type': 'if_statement', 'children': ['144', '145', '150']},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'inplace'},{'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': 'sortedbed'},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'bedfile'},{'id': '150', 'type': 'elif_clause', 'children': ['151', '156']},{'id': '151', 'type': 'comparison_operator', 'children': ['152', '155'], 'value': 'is'},{'id': '152', 'type': 'attribute', 'children': ['153', '154']},{'id': '153', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'outfile'},{'id': '155', 'type': 'None', 'children': []},{'id': '156', 'type': 'block', 'children': ['157', '174']},{'id': '157', 'type': 'expression_statement', 'children': ['158']},{'id': '158', 'type': 'assignment', 'children': ['159', '162']},{'id': '159', 'type': 'pattern_list', 'children': ['160', '161']},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'pf'},{'id': '161', 'type': 'identifier', 'children': [], 'value': 'sf'},{'id': '162', 'type': 'call', 'children': ['163', '171']},{'id': '163', 'type': 'attribute', 'children': ['164', '170']},{'id': '164', 'type': 'call', 'children': ['165', '168']},{'id': '165', 'type': 'attribute', 'children': ['166', '167']},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'op'},{'id': '167', 'type': 'identifier', 'children': [], 'value': 'basename'},{'id': '168', 'type': 'argument_list', 'children': ['169']},{'id': '169', 'type': 'identifier', 'children': [], 'value': 'bedfile'},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'rsplit'},{'id': '171', 'type': 'argument_list', 'children': ['172', '173']},{'id': '172', 'type': 'string', 'children': [], 'value': '"."'},{'id': '173', 'type': 'integer', 'children': [], 'value': '1'},{'id': '174', 'type': 'expression_statement', 'children': ['175']},{'id': '175', 'type': 'assignment', 'children': ['176', '177']},{'id': '176', 'type': 'identifier', 'children': [], 'value': 'sortedbed'},{'id': '177', 'type': 'binary_operator', 'children': ['178', '181'], 'value': '+'},{'id': '178', 'type': 'binary_operator', 'children': ['179', '180'], 'value': '+'},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'pf'},{'id': '180', 'type': 'string', 'children': [], 'value': '".sorted."'},{'id': '181', 'type': 'identifier', 'children': [], 'value': 'sf'},{'id': '182', 'type': 'expression_statement', 'children': ['183']},{'id': '183', 'type': 'assignment', 'children': ['184', '185']},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'sortopt'},{'id': '185', 'type': 'conditional_expression', 'children': ['186', '187', '191'], 'value': 'if'},{'id': '186', 'type': 'string', 'children': [], 'value': '"-k1,1 -k2,2n -k3,3n -k4,4"'},{'id': '187', 'type': 'not_operator', 'children': ['188']},{'id': '188', 'type': 'attribute', 'children': ['189', '190']},{'id': '189', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '190', 'type': 'identifier', 'children': [], 'value': 'accn'},{'id': '191', 'type': 'string', 'children': [], 'value': '"-k4,4 -k1,1 -k2,2n -k3,3n"'},{'id': '192', 'type': 'expression_statement', 'children': ['193']},{'id': '193', 'type': 'assignment', 'children': ['194', '195']},{'id': '194', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '195', 'type': 'string', 'children': [], 'value': '"sort"'},{'id': '196', 'type': 'if_statement', 'children': ['197', '200']},{'id': '197', 'type': 'attribute', 'children': ['198', '199']},{'id': '198', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '199', 'type': 'identifier', 'children': [], 'value': 'tmpdir'},{'id': '200', 'type': 'block', 'children': ['201']},{'id': '201', 'type': 'expression_statement', 'children': ['202']},{'id': '202', 'type': 'augmented_assignment', 'children': ['203', '204'], 'value': '+='},{'id': '203', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '204', 'type': 'call', 'children': ['205', '208']},{'id': '205', 'type': 'attribute', 'children': ['206', '207']},{'id': '206', 'type': 'string', 'children': [], 'value': '" -T {0}"'},{'id': '207', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '208', 'type': 'argument_list', 'children': ['209']},{'id': '209', 'type': 'attribute', 'children': ['210', '211']},{'id': '210', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '211', 'type': 'identifier', 'children': [], 'value': 'tmpdir'},{'id': '212', 'type': 'if_statement', 'children': ['213', '216']},{'id': '213', 'type': 'attribute', 'children': ['214', '215']},{'id': '214', 'type': 'identifier', 'children': [], 'value': 'opts'},{'id': '215', 'type': 'identifier', 'children': [], 'value': 'unique'},{'id': '216', 'type': 'block', 'children': ['217']},{'id': '217', 'type': 'expression_statement', 'children': ['218']},{'id': '218', 'type': 'augmented_assignment', 'children': ['219', '220'], 'value': '+='},{'id': '219', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '220', 'type': 'string', 'children': [], 'value': '" -u"'},{'id': '221', 'type': 'expression_statement', 'children': ['222']},{'id': '222', 'type': 'augmented_assignment', 'children': ['223', '224'], 'value': '+='},{'id': '223', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '224', 'type': 'call', 'children': ['225', '228']},{'id': '225', 'type': 'attribute', 'children': ['226', '227']},{'id': '226', 'type': 'string', 'children': [], 'value': '" {0} {1} -o {2}"'},{'id': '227', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '228', 'type': 'argument_list', 'children': ['229', '230', '231']},{'id': '229', 'type': 'identifier', 'children': [], 'value': 'sortopt'},{'id': '230', 'type': 'identifier', 'children': [], 'value': 'bedfile'},{'id': '231', 'type': 'identifier', 'children': [], 'value': 'sortedbed'},{'id': '232', 'type': 'if_statement', 'children': ['233', '240']},{'id': '233', 'type': 'boolean_operator', 'children': ['234', '235'], 'value': 'or'},{'id': '234', 'type': 'identifier', 'children': [], 'value': 'inplace'},{'id': '235', 'type': 'call', 'children': ['236', '237']},{'id': '236', 'type': 'identifier', 'children': [], 'value': 'need_update'},{'id': '237', 'type': 'argument_list', 'children': ['238', '239']},{'id': '238', 'type': 'identifier', 'children': [], 'value': 'bedfile'},{'id': '239', 'type': 'identifier', 'children': [], 'value': 'sortedbed'},{'id': '240', 'type': 'block', 'children': ['241']},{'id': '241', 'type': 'expression_statement', 'children': ['242']},{'id': '242', 'type': 'call', 'children': ['243', '244']},{'id': '243', 'type': 'identifier', 'children': [], 'value': 'sh'},{'id': '244', 'type': 'argument_list', 'children': ['245']},{'id': '245', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '246', 'type': 'return_statement', 'children': ['247']},{'id': '247', 'type': 'identifier', 'children': [], 'value': 'sortedbed'}
def sort(args): p = OptionParser(sort.__doc__) p.add_option("-i", "--inplace", dest="inplace", default=False, action="store_true", help="Sort bed file in place [default: %default]") p.add_option("-u", dest="unique", default=False, action="store_true", help="Uniqify the bed file") p.add_option("--accn", default=False, action="store_true", help="Sort based on the accessions [default: %default]") p.set_outfile(outfile=None) p.set_tmpdir() opts, args = p.parse_args(args) if len(args) != 1: sys.exit(not p.print_help()) bedfile, = args inplace = opts.inplace if not inplace and ".sorted." in bedfile: return bedfile sortedbed = opts.outfile if inplace: sortedbed = bedfile elif opts.outfile is None: pf, sf = op.basename(bedfile).rsplit(".", 1) sortedbed = pf + ".sorted." + sf sortopt = "-k1,1 -k2,2n -k3,3n -k4,4" if not opts.accn else \ "-k4,4 -k1,1 -k2,2n -k3,3n" cmd = "sort" if opts.tmpdir: cmd += " -T {0}".format(opts.tmpdir) if opts.unique: cmd += " -u" cmd += " {0} {1} -o {2}".format(sortopt, bedfile, sortedbed) if inplace or need_update(bedfile, sortedbed): sh(cmd) return sortedbed
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'by_image_seq'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'image_seq'},{'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': 'list'},{'id': '10', 'type': 'argument_list', 'children': ['11']},{'id': '11', 'type': 'call', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'filter'},{'id': '13', 'type': 'argument_list', 'children': ['14', '26']},{'id': '14', 'type': 'lambda', 'children': ['15', '17']},{'id': '15', 'type': 'lambda_parameters', 'children': ['16']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'block'},{'id': '17', 'type': 'comparison_operator', 'children': ['18', '25'], 'value': '=='},{'id': '18', 'type': 'attribute', 'children': ['19', '24']},{'id': '19', 'type': 'attribute', 'children': ['20', '23']},{'id': '20', 'type': 'subscript', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'block'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'ec_hdr'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'image_seq'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'image_seq'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'blocks'}
def by_image_seq(blocks, image_seq): return list(filter(lambda block: blocks[block].ec_hdr.image_seq == image_seq, blocks))
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'by_vol_id'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'slist'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'block', 'children': ['9', '13', '76']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'vol_blocks'},{'id': '12', 'type': 'dictionary', 'children': []},{'id': '13', 'type': 'for_statement', 'children': ['14', '15', '16']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '16', 'type': 'block', 'children': ['17', '34', '57']},{'id': '17', 'type': 'if_statement', 'children': ['18', '23', '25']},{'id': '18', 'type': 'boolean_operator', 'children': ['19', '20'], 'value': 'and'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'slist'},{'id': '20', 'type': 'comparison_operator', 'children': ['21', '22'], 'value': 'not'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'slist'},{'id': '23', 'type': 'block', 'children': ['24']},{'id': '24', 'type': 'continue_statement', 'children': []},{'id': '25', 'type': 'elif_clause', 'children': ['26', '32']},{'id': '26', 'type': 'not_operator', 'children': ['27']},{'id': '27', 'type': 'attribute', 'children': ['28', '31']},{'id': '28', 'type': 'subscript', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'is_valid'},{'id': '32', 'type': 'block', 'children': ['33']},{'id': '33', 'type': 'continue_statement', 'children': []},{'id': '34', 'type': 'if_statement', 'children': ['35', '44']},{'id': '35', 'type': 'comparison_operator', 'children': ['36', '43'], 'value': 'not'},{'id': '36', 'type': 'attribute', 'children': ['37', '42']},{'id': '37', 'type': 'attribute', 'children': ['38', '41']},{'id': '38', 'type': 'subscript', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'vid_hdr'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'vol_id'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'vol_blocks'},{'id': '44', 'type': 'block', 'children': ['45']},{'id': '45', 'type': 'expression_statement', 'children': ['46']},{'id': '46', 'type': 'assignment', 'children': ['47', '56']},{'id': '47', 'type': 'subscript', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'vol_blocks'},{'id': '49', 'type': 'attribute', 'children': ['50', '55']},{'id': '50', 'type': 'attribute', 'children': ['51', '54']},{'id': '51', 'type': 'subscript', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'vid_hdr'},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'vol_id'},{'id': '56', 'type': 'list', 'children': [], 'value': '[]'},{'id': '57', 'type': 'expression_statement', 'children': ['58']},{'id': '58', 'type': 'call', 'children': ['59', '70']},{'id': '59', 'type': 'attribute', 'children': ['60', '69']},{'id': '60', 'type': 'subscript', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'vol_blocks'},{'id': '62', 'type': 'attribute', 'children': ['63', '68']},{'id': '63', 'type': 'attribute', 'children': ['64', '67']},{'id': '64', 'type': 'subscript', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'vid_hdr'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'vol_id'},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '70', 'type': 'argument_list', 'children': ['71']},{'id': '71', 'type': 'attribute', 'children': ['72', '75']},{'id': '72', 'type': 'subscript', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'peb_num'},{'id': '76', 'type': 'return_statement', 'children': ['77']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'vol_blocks'}
def by_vol_id(blocks, slist=None): vol_blocks = {} for i in blocks: if slist and i not in slist: continue elif not blocks[i].is_valid: continue if blocks[i].vid_hdr.vol_id not in vol_blocks: vol_blocks[blocks[i].vid_hdr.vol_id] = [] vol_blocks[blocks[i].vid_hdr.vol_id].append(blocks[i].peb_num) return vol_blocks
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'by_type'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'slist'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'block', 'children': ['9', '13', '17', '21', '25', '100']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'layout'},{'id': '12', 'type': 'list', 'children': [], 'value': '[]'},{'id': '13', 'type': 'expression_statement', 'children': ['14']},{'id': '14', 'type': 'assignment', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '16', 'type': 'list', 'children': [], 'value': '[]'},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'assignment', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'int_vol'},{'id': '20', 'type': 'list', 'children': [], 'value': '[]'},{'id': '21', 'type': 'expression_statement', 'children': ['22']},{'id': '22', 'type': 'assignment', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'unknown'},{'id': '24', 'type': 'list', 'children': [], 'value': '[]'},{'id': '25', 'type': 'for_statement', 'children': ['26', '27', '28']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '28', 'type': 'block', 'children': ['29', '37']},{'id': '29', 'type': 'if_statement', 'children': ['30', '35']},{'id': '30', 'type': 'boolean_operator', 'children': ['31', '32'], 'value': 'and'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'slist'},{'id': '32', 'type': 'comparison_operator', 'children': ['33', '34'], 'value': 'not'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'slist'},{'id': '35', 'type': 'block', 'children': ['36']},{'id': '36', 'type': 'continue_statement', 'children': []},{'id': '37', 'type': 'if_statement', 'children': ['38', '49', '57', '77', '91']},{'id': '38', 'type': 'boolean_operator', 'children': ['39', '44'], 'value': 'and'},{'id': '39', 'type': 'attribute', 'children': ['40', '43']},{'id': '40', 'type': 'subscript', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'is_vtbl'},{'id': '44', 'type': 'attribute', 'children': ['45', '48']},{'id': '45', 'type': 'subscript', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'is_valid'},{'id': '49', 'type': 'block', 'children': ['50']},{'id': '50', 'type': 'expression_statement', 'children': ['51']},{'id': '51', 'type': 'call', 'children': ['52', '55']},{'id': '52', 'type': 'attribute', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'layout'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '55', 'type': 'argument_list', 'children': ['56']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '57', 'type': 'elif_clause', 'children': ['58', '69']},{'id': '58', 'type': 'boolean_operator', 'children': ['59', '64'], 'value': 'and'},{'id': '59', 'type': 'attribute', 'children': ['60', '63']},{'id': '60', 'type': 'subscript', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'is_internal_vol'},{'id': '64', 'type': 'attribute', 'children': ['65', '68']},{'id': '65', 'type': 'subscript', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'is_valid'},{'id': '69', 'type': 'block', 'children': ['70']},{'id': '70', 'type': 'expression_statement', 'children': ['71']},{'id': '71', 'type': 'call', 'children': ['72', '75']},{'id': '72', 'type': 'attribute', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'int_vol'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '75', 'type': 'argument_list', 'children': ['76']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '77', 'type': 'elif_clause', 'children': ['78', '83']},{'id': '78', 'type': 'attribute', 'children': ['79', '82']},{'id': '79', 'type': 'subscript', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'is_valid'},{'id': '83', 'type': 'block', 'children': ['84']},{'id': '84', 'type': 'expression_statement', 'children': ['85']},{'id': '85', 'type': 'call', 'children': ['86', '89']},{'id': '86', 'type': 'attribute', 'children': ['87', '88']},{'id': '87', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '89', 'type': 'argument_list', 'children': ['90']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '91', 'type': 'else_clause', 'children': ['92']},{'id': '92', 'type': 'block', 'children': ['93']},{'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': 'unknown'},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '98', 'type': 'argument_list', 'children': ['99']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '100', 'type': 'return_statement', 'children': ['101']},{'id': '101', 'type': 'expression_list', 'children': ['102', '103', '104', '105']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'layout'},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '104', 'type': 'identifier', 'children': [], 'value': 'int_vol'},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'unknown'}
def by_type(blocks, slist=None): layout = [] data = [] int_vol = [] unknown = [] for i in blocks: if slist and i not in slist: continue if blocks[i].is_vtbl and blocks[i].is_valid: layout.append(i) elif blocks[i].is_internal_vol and blocks[i].is_valid: int_vol.append(i) elif blocks[i].is_valid: data.append(i) else: unknown.append(i) return layout, data, int_vol, unknown
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'group_pairs'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'layout_blocks_list'},{'id': '6', 'type': 'block', 'children': ['7', '11', '48', '63']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'assignment', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'image_dict'},{'id': '10', 'type': 'dictionary', 'children': []},{'id': '11', 'type': 'for_statement', 'children': ['12', '13', '14']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'block_id'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'layout_blocks_list'},{'id': '14', 'type': 'block', 'children': ['15', '25']},{'id': '15', 'type': 'expression_statement', 'children': ['16']},{'id': '16', 'type': 'assignment', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'image_seq'},{'id': '18', 'type': 'attribute', 'children': ['19', '24']},{'id': '19', 'type': 'attribute', 'children': ['20', '23']},{'id': '20', 'type': 'subscript', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'blocks'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'block_id'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'ec_hdr'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'image_seq'},{'id': '25', 'type': 'if_statement', 'children': ['26', '29', '37']},{'id': '26', 'type': 'comparison_operator', 'children': ['27', '28'], 'value': 'not'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'image_seq'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'image_dict'},{'id': '29', 'type': 'block', 'children': ['30']},{'id': '30', 'type': 'expression_statement', 'children': ['31']},{'id': '31', 'type': 'assignment', 'children': ['32', '35']},{'id': '32', 'type': 'subscript', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'image_dict'},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'image_seq'},{'id': '35', 'type': 'list', 'children': ['36'], 'value': '[block_id]'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'block_id'},{'id': '37', 'type': 'else_clause', 'children': ['38']},{'id': '38', 'type': 'block', 'children': ['39']},{'id': '39', 'type': 'expression_statement', 'children': ['40']},{'id': '40', 'type': 'call', 'children': ['41', '46']},{'id': '41', 'type': 'attribute', 'children': ['42', '45']},{'id': '42', 'type': 'subscript', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'image_dict'},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'image_seq'},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '46', 'type': 'argument_list', 'children': ['47']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'block_id'},{'id': '48', 'type': 'expression_statement', 'children': ['49']},{'id': '49', 'type': 'call', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'log'},{'id': '51', 'type': 'argument_list', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'group_pairs'},{'id': '53', 'type': 'binary_operator', 'children': ['54', '55'], 'value': '%'},{'id': '54', 'type': 'string', 'children': [], 'value': "'Layout blocks found at PEBs: %s'"},{'id': '55', 'type': 'call', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '57', 'type': 'argument_list', 'children': ['58']},{'id': '58', 'type': 'call', 'children': ['59', '62']},{'id': '59', 'type': 'attribute', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'image_dict'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '62', 'type': 'argument_list', 'children': []},{'id': '63', 'type': 'return_statement', 'children': ['64']},{'id': '64', 'type': 'call', 'children': ['65', '66']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '66', 'type': 'argument_list', 'children': ['67']},{'id': '67', 'type': 'call', 'children': ['68', '71']},{'id': '68', 'type': 'attribute', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'image_dict'},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'values'},{'id': '71', 'type': 'argument_list', 'children': []}
def group_pairs(blocks, layout_blocks_list): image_dict={} for block_id in layout_blocks_list: image_seq=blocks[block_id].ec_hdr.image_seq if image_seq not in image_dict: image_dict[image_seq]=[block_id] else: image_dict[image_seq].append(block_id) log(group_pairs, 'Layout blocks found at PEBs: %s' % list(image_dict.values())) return list(image_dict.values())
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'read_cBpack'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '5', 'type': 'block', 'children': ['6', '32', '38', '72']},{'id': '6', 'type': 'with_statement', 'children': ['7', '19']},{'id': '7', 'type': 'with_clause', 'children': ['8']},{'id': '8', 'type': 'with_item', 'children': ['9']},{'id': '9', 'type': 'as_pattern', 'children': ['10', '17']},{'id': '10', 'type': 'call', 'children': ['11', '14']},{'id': '11', 'type': 'attribute', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'gzip'},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'open'},{'id': '14', 'type': 'argument_list', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'filename'},{'id': '16', 'type': 'string', 'children': [], 'value': "'rb'"},{'id': '17', 'type': 'as_pattern_target', 'children': ['18']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'infile'},{'id': '19', 'type': 'block', 'children': ['20']},{'id': '20', 'type': 'expression_statement', 'children': ['21']},{'id': '21', 'type': 'assignment', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '23', 'type': 'call', 'children': ['24', '27']},{'id': '24', 'type': 'attribute', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'msgpack'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'load'},{'id': '27', 'type': 'argument_list', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'infile'},{'id': '29', 'type': 'keyword_argument', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'raw'},{'id': '31', 'type': 'False', 'children': []},{'id': '32', 'type': 'expression_statement', 'children': ['33']},{'id': '33', 'type': 'assignment', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'header'},{'id': '35', 'type': 'subscript', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '37', 'type': 'integer', 'children': [], 'value': '0'},{'id': '38', 'type': 'if_statement', 'children': ['39', '64']},{'id': '39', 'type': '()', 'children': ['40']},{'id': '40', 'type': 'boolean_operator', 'children': ['41', '56'], 'value': 'or'},{'id': '41', 'type': 'boolean_operator', 'children': ['42', '48'], 'value': 'or'},{'id': '42', 'type': 'not_operator', 'children': ['43']},{'id': '43', 'type': 'call', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'isinstance'},{'id': '45', 'type': 'argument_list', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'header'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'dict'},{'id': '48', 'type': 'comparison_operator', 'children': ['49', '55'], 'value': '!='},{'id': '49', 'type': 'call', 'children': ['50', '53']},{'id': '50', 'type': 'attribute', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'header'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '53', 'type': 'argument_list', 'children': ['54']},{'id': '54', 'type': 'string', 'children': [], 'value': "'format'"},{'id': '55', 'type': 'string', 'children': [], 'value': "'cB'"},{'id': '56', 'type': 'comparison_operator', 'children': ['57', '63'], 'value': '!='},{'id': '57', 'type': 'call', 'children': ['58', '61']},{'id': '58', 'type': 'attribute', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'header'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '61', 'type': 'argument_list', 'children': ['62']},{'id': '62', 'type': 'string', 'children': [], 'value': "'version'"},{'id': '63', 'type': 'integer', 'children': [], 'value': '1'},{'id': '64', 'type': 'block', 'children': ['65']},{'id': '65', 'type': 'raise_statement', 'children': ['66']},{'id': '66', 'type': 'call', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '68', 'type': 'argument_list', 'children': ['69']},{'id': '69', 'type': 'binary_operator', 'children': ['70', '71'], 'value': '%'},{'id': '70', 'type': 'string', 'children': [], 'value': '"Unexpected header: %r"'},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'header'},{'id': '72', 'type': 'return_statement', 'children': ['73']},{'id': '73', 'type': 'subscript', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'data'},{'id': '75', 'type': 'slice', 'children': ['76', '77']},{'id': '76', 'type': 'integer', 'children': [], 'value': '1'},{'id': '77', 'type': 'colon', 'children': []}
def read_cBpack(filename): with gzip.open(filename, 'rb') as infile: data = msgpack.load(infile, raw=False) header = data[0] if ( not isinstance(header, dict) or header.get('format') != 'cB' or header.get('version') != 1 ): raise ValueError("Unexpected header: %r" % header) return data[1:]
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '10']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'addDiscreteOutcomeConstantMean'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'distribution'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '7', 'type': 'default_parameter', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '9', 'type': 'False', 'children': []},{'id': '10', 'type': 'block', 'children': ['11', '13', '37', '54', '78']},{'id': '11', 'type': 'expression_statement', 'children': ['12']},{'id': '12', 'type': 'string', 'children': [], 'value': "'''\n Adds a discrete outcome of x with probability p to an existing distribution,\n holding constant the relative probabilities of other outcomes and overall mean.\n Parameters\n ----------\n distribution : [np.array]\n Two element list containing a list of probabilities and a list of outcomes.\n x : float\n The new value to be added to the distribution.\n p : float\n The probability of the discrete outcome x occuring.\n sort: bool\n Whether or not to sort X before returning it\n Returns\n -------\n X : np.array\n Discrete points for discrete probability mass function.\n pmf : np.array\n Probability associated with each point in X.\n Written by Matthew N. White\n Latest update: 08 December 2015 by David Low\n '''"},{'id': '13', 'type': 'expression_statement', 'children': ['14']},{'id': '14', 'type': 'assignment', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'X'},{'id': '16', 'type': 'call', 'children': ['17', '20']},{'id': '17', 'type': 'attribute', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '20', 'type': 'argument_list', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '22', 'type': 'binary_operator', 'children': ['23', '33'], 'value': '/'},{'id': '23', 'type': 'binary_operator', 'children': ['24', '27'], 'value': '*'},{'id': '24', 'type': 'subscript', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'distribution'},{'id': '26', 'type': 'integer', 'children': [], 'value': '1'},{'id': '27', 'type': '()', 'children': ['28']},{'id': '28', 'type': 'binary_operator', 'children': ['29', '30'], 'value': '-'},{'id': '29', 'type': 'integer', 'children': [], 'value': '1'},{'id': '30', 'type': 'binary_operator', 'children': ['31', '32'], 'value': '*'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '33', 'type': '()', 'children': ['34']},{'id': '34', 'type': 'binary_operator', 'children': ['35', '36'], 'value': '-'},{'id': '35', 'type': 'integer', 'children': [], 'value': '1'},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '37', 'type': 'expression_statement', 'children': ['38']},{'id': '38', 'type': 'assignment', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'pmf'},{'id': '40', 'type': 'call', 'children': ['41', '44']},{'id': '41', 'type': 'attribute', 'children': ['42', '43']},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '44', 'type': 'argument_list', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '46', 'type': 'binary_operator', 'children': ['47', '50'], 'value': '*'},{'id': '47', 'type': 'subscript', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'distribution'},{'id': '49', 'type': 'integer', 'children': [], 'value': '0'},{'id': '50', 'type': '()', 'children': ['51']},{'id': '51', 'type': 'binary_operator', 'children': ['52', '53'], 'value': '-'},{'id': '52', 'type': 'integer', 'children': [], 'value': '1'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '54', 'type': 'if_statement', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '56', 'type': 'block', 'children': ['57', '66', '72']},{'id': '57', 'type': 'expression_statement', 'children': ['58']},{'id': '58', 'type': 'assignment', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'indices'},{'id': '60', 'type': 'call', 'children': ['61', '64']},{'id': '61', 'type': 'attribute', 'children': ['62', '63']},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'argsort'},{'id': '64', 'type': 'argument_list', 'children': ['65']},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'X'},{'id': '66', 'type': 'expression_statement', 'children': ['67']},{'id': '67', 'type': 'assignment', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'X'},{'id': '69', 'type': 'subscript', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'X'},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'indices'},{'id': '72', 'type': 'expression_statement', 'children': ['73']},{'id': '73', 'type': 'assignment', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'pmf'},{'id': '75', 'type': 'subscript', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'pmf'},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'indices'},{'id': '78', 'type': 'return_statement', 'children': ['79']},{'id': '79', 'type': '()', 'children': ['80']},{'id': '80', 'type': 'list', 'children': ['81', '82'], 'value': '[pmf,X]'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'pmf'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'X'}
def addDiscreteOutcomeConstantMean(distribution, x, p, sort = False): ''' Adds a discrete outcome of x with probability p to an existing distribution, holding constant the relative probabilities of other outcomes and overall mean. Parameters ---------- distribution : [np.array] Two element list containing a list of probabilities and a list of outcomes. x : float The new value to be added to the distribution. p : float The probability of the discrete outcome x occuring. sort: bool Whether or not to sort X before returning it Returns ------- X : np.array Discrete points for discrete probability mass function. pmf : np.array Probability associated with each point in X. Written by Matthew N. White Latest update: 08 December 2015 by David Low ''' X = np.append(x,distribution[1]*(1-p*x)/(1-p)) pmf = np.append(p,distribution[0]*(1-p)) if sort: indices = np.argsort(X) X = X[indices] pmf = pmf[indices] return([pmf,X])
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '10']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'runStickyEregressionsInStata'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '8', '9']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'infile_name'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'interval_size'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'meas_err'},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'sticky'},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'all_specs'},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'stata_exe'},{'id': '10', 'type': 'block', 'children': ['11', '13', '17', '32', '45', '58', '75', '87', '97', '112', '157']},{'id': '11', 'type': 'expression_statement', 'children': ['12']},{'id': '12', 'type': 'string', 'children': [], 'value': '\'\'\'\n Runs regressions for the main tables of the StickyC paper in Stata and produces a\n LaTeX table with results for one "panel". Running in Stata allows production of\n the KP-statistic, for which there is currently no command in statsmodels.api.\n Parameters\n ----------\n infile_name : str\n Name of tab-delimited text file with simulation data. Assumed to be in\n the results directory, and was almost surely generated by makeStickyEdataFile\n unless we resort to fabricating simulated data. THAT\'S A JOKE, FUTURE REFEREES.\n interval_size : int\n Number of periods in each regression sample (or interval).\n meas_err : bool\n Indicator for whether to add measurement error to DeltaLogC.\n sticky : bool\n Indicator for whether these results used sticky expectations.\n all_specs : bool\n Indicator for whether this panel should include all specifications or\n just the OLS on lagged consumption growth.\n stata_exe : str\n Absolute location where the Stata executable can be found on the computer\n running this code. Usually set at the top of StickyEparams.py.\n Returns\n -------\n panel_text : str\n String with one panel\'s worth of LaTeX input.\n \'\'\''},{'id': '13', 'type': 'expression_statement', 'children': ['14']},{'id': '14', 'type': 'assignment', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'dofile'},{'id': '16', 'type': 'string', 'children': [], 'value': '"StickyETimeSeries.do"'},{'id': '17', 'type': 'expression_statement', 'children': ['18']},{'id': '18', 'type': 'assignment', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'infile_name_full'},{'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': 'os'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'abspath'},{'id': '26', 'type': 'argument_list', 'children': ['27']},{'id': '27', 'type': 'binary_operator', 'children': ['28', '31'], 'value': '+'},{'id': '28', 'type': 'binary_operator', 'children': ['29', '30'], 'value': '+'},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'results_dir'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'infile_name'},{'id': '31', 'type': 'string', 'children': [], 'value': '".txt"'},{'id': '32', 'type': 'expression_statement', 'children': ['33']},{'id': '33', 'type': 'assignment', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'temp_name_full'},{'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': 'os'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'path'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'abspath'},{'id': '41', 'type': 'argument_list', 'children': ['42']},{'id': '42', 'type': 'binary_operator', 'children': ['43', '44'], 'value': '+'},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'results_dir'},{'id': '44', 'type': 'string', 'children': [], 'value': '"temp.txt"'},{'id': '45', 'type': 'if_statement', 'children': ['46', '47', '52']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'meas_err'},{'id': '47', 'type': 'block', 'children': ['48']},{'id': '48', 'type': 'expression_statement', 'children': ['49']},{'id': '49', 'type': 'assignment', 'children': ['50', '51']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'meas_err_stata'},{'id': '51', 'type': 'integer', 'children': [], 'value': '1'},{'id': '52', 'type': 'else_clause', 'children': ['53']},{'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': 'meas_err_stata'},{'id': '57', 'type': 'integer', 'children': [], 'value': '0'},{'id': '58', 'type': 'expression_statement', 'children': ['59']},{'id': '59', 'type': 'assignment', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '61', 'type': 'list', 'children': ['62', '63', '64', '65', '66', '67', '71'], 'value': '[stata_exe, "do", dofile, infile_name_full, temp_name_full, str(interval_size), str(meas_err_stata)]'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'stata_exe'},{'id': '63', 'type': 'string', 'children': [], 'value': '"do"'},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'dofile'},{'id': '65', 'type': 'identifier', 'children': [], 'value': 'infile_name_full'},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'temp_name_full'},{'id': '67', 'type': 'call', 'children': ['68', '69']},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '69', 'type': 'argument_list', 'children': ['70']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'interval_size'},{'id': '71', 'type': 'call', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '73', 'type': 'argument_list', 'children': ['74']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'meas_err_stata'},{'id': '75', 'type': 'expression_statement', 'children': ['76']},{'id': '76', 'type': 'assignment', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'stata_status'},{'id': '78', 'type': 'call', 'children': ['79', '82']},{'id': '79', 'type': 'attribute', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'subprocess'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'call'},{'id': '82', 'type': 'argument_list', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'cmd'},{'id': '84', 'type': 'keyword_argument', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'shell'},{'id': '86', 'type': 'string', 'children': [], 'value': "'true'"},{'id': '87', 'type': 'if_statement', 'children': ['88', '91']},{'id': '88', 'type': 'comparison_operator', 'children': ['89', '90'], 'value': '!='},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'stata_status'},{'id': '90', 'type': 'integer', 'children': [], 'value': '0'},{'id': '91', 'type': 'block', 'children': ['92']},{'id': '92', 'type': 'raise_statement', 'children': ['93']},{'id': '93', 'type': 'call', 'children': ['94', '95']},{'id': '94', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '95', 'type': 'argument_list', 'children': ['96']},{'id': '96', 'type': 'string', 'children': [], 'value': "'Stata code could not run. Check the stata_exe in StickyEparams.py'"},{'id': '97', 'type': 'expression_statement', 'children': ['98']},{'id': '98', 'type': 'assignment', 'children': ['99', '100']},{'id': '99', 'type': 'identifier', 'children': [], 'value': 'stata_output'},{'id': '100', 'type': 'call', 'children': ['101', '104']},{'id': '101', 'type': 'attribute', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'pd'},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'read_csv'},{'id': '104', 'type': 'argument_list', 'children': ['105', '106', '109']},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'temp_name_full'},{'id': '106', 'type': 'keyword_argument', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'sep'},{'id': '108', 'type': 'string', 'children': [], 'value': "','"},{'id': '109', 'type': 'keyword_argument', 'children': ['110', '111']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'header'},{'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': 'panel_text'},{'id': '115', 'type': 'call', 'children': ['116', '117']},{'id': '116', 'type': 'identifier', 'children': [], 'value': 'makeResultsPanel'},{'id': '117', 'type': 'argument_list', 'children': ['118', '123', '128', '133', '138', '143', '148', '151', '154']},{'id': '118', 'type': 'keyword_argument', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'Coeffs'},{'id': '120', 'type': 'attribute', 'children': ['121', '122']},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'stata_output'},{'id': '122', 'type': 'identifier', 'children': [], 'value': 'CoeffsArray'},{'id': '123', 'type': 'keyword_argument', 'children': ['124', '125']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'StdErrs'},{'id': '125', 'type': 'attribute', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'stata_output'},{'id': '127', 'type': 'identifier', 'children': [], 'value': 'StdErrArray'},{'id': '128', 'type': 'keyword_argument', 'children': ['129', '130']},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'Rsq'},{'id': '130', 'type': 'attribute', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': 'stata_output'},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'RsqArray'},{'id': '133', 'type': 'keyword_argument', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'Pvals'},{'id': '135', 'type': 'attribute', 'children': ['136', '137']},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'stata_output'},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'PvalArray'},{'id': '138', 'type': 'keyword_argument', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'OID'},{'id': '140', 'type': 'attribute', 'children': ['141', '142']},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'stata_output'},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'OIDarray'},{'id': '143', 'type': 'keyword_argument', 'children': ['144', '145']},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'Counts'},{'id': '145', 'type': 'attribute', 'children': ['146', '147']},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'stata_output'},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'ExtraInfo'},{'id': '148', 'type': 'keyword_argument', 'children': ['149', '150']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'meas_err'},{'id': '150', 'type': 'identifier', 'children': [], 'value': 'meas_err'},{'id': '151', 'type': 'keyword_argument', 'children': ['152', '153']},{'id': '152', 'type': 'identifier', 'children': [], 'value': 'sticky'},{'id': '153', 'type': 'identifier', 'children': [], 'value': 'sticky'},{'id': '154', 'type': 'keyword_argument', 'children': ['155', '156']},{'id': '155', 'type': 'identifier', 'children': [], 'value': 'all_specs'},{'id': '156', 'type': 'identifier', 'children': [], 'value': 'all_specs'},{'id': '157', 'type': 'return_statement', 'children': ['158']},{'id': '158', 'type': 'identifier', 'children': [], 'value': 'panel_text'}
def runStickyEregressionsInStata(infile_name,interval_size,meas_err,sticky,all_specs,stata_exe): ''' Runs regressions for the main tables of the StickyC paper in Stata and produces a LaTeX table with results for one "panel". Running in Stata allows production of the KP-statistic, for which there is currently no command in statsmodels.api. Parameters ---------- infile_name : str Name of tab-delimited text file with simulation data. Assumed to be in the results directory, and was almost surely generated by makeStickyEdataFile unless we resort to fabricating simulated data. THAT'S A JOKE, FUTURE REFEREES. interval_size : int Number of periods in each regression sample (or interval). meas_err : bool Indicator for whether to add measurement error to DeltaLogC. sticky : bool Indicator for whether these results used sticky expectations. all_specs : bool Indicator for whether this panel should include all specifications or just the OLS on lagged consumption growth. stata_exe : str Absolute location where the Stata executable can be found on the computer running this code. Usually set at the top of StickyEparams.py. Returns ------- panel_text : str String with one panel's worth of LaTeX input. ''' dofile = "StickyETimeSeries.do" infile_name_full = os.path.abspath(results_dir + infile_name + ".txt") temp_name_full = os.path.abspath(results_dir + "temp.txt") if meas_err: meas_err_stata = 1 else: meas_err_stata = 0 cmd = [stata_exe, "do", dofile, infile_name_full, temp_name_full, str(interval_size), str(meas_err_stata)] stata_status = subprocess.call(cmd,shell = 'true') if stata_status!=0: raise ValueError('Stata code could not run. Check the stata_exe in StickyEparams.py') stata_output = pd.read_csv(temp_name_full, sep=',',header=0) panel_text = makeResultsPanel(Coeffs=stata_output.CoeffsArray, StdErrs=stata_output.StdErrArray, Rsq=stata_output.RsqArray, Pvals=stata_output.PvalArray, OID=stata_output.OIDarray, Counts=stata_output.ExtraInfo, meas_err=meas_err, sticky=sticky, all_specs=all_specs) return panel_text
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yield xfn: %r"'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'xfn'},{'id': '108', 'type': 'expression_statement', 'children': ['109']},{'id': '109', 'type': 'yield', 'children': ['110']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'xfn'}
def capability_functions(self, fn): if _debug: Collector._debug("capability_functions %r", fn) fns = [] for cls in self.capabilities: xfn = getattr(cls, fn, None) if _debug: Collector._debug(" - cls, xfn: %r, %r", cls, xfn) if xfn: fns.append( (getattr(cls, '_zindex', None), xfn) ) fns.sort(key=lambda v: v[0]) if _debug: Collector._debug(" - fns: %r", fns) for xindx, xfn in fns: if _debug: Collector._debug(" - yield xfn: %r", xfn) yield xfn
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def add(self, *items): for item in items: self.unsorted.append(item) key = item[0] self.index[key] = item return self
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['63']},{'id': '63', 'type': 'subscript', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'top'},{'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': 'refd'},{'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': 'index'},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '75', 'type': 'argument_list', 'children': ['76']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'ref'},{'id': '77', 'type': 'if_statement', 'children': ['78', '81']},{'id': '78', 'type': 'comparison_operator', 'children': ['79', '80'], 'value': 'is'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'refd'},{'id': '80', 'type': 'None', 'children': []},{'id': '81', 'type': 'block', 'children': ['82', '93']},{'id': '82', 'type': 'expression_statement', 'children': ['83']},{'id': '83', 'type': 'call', 'children': ['84', '87']},{'id': '84', 'type': 'attribute', 'children': ['85', '86']},{'id': '85', 'type': 'identifier', 'children': [], 'value': 'log'},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'debug'},{'id': '87', 'type': 'argument_list', 'children': ['88', '89']},{'id': '88', 'type': 'string', 'children': [], 'value': '\'"%s" not found, skipped\''},{'id': '89', 'type': 'call', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'Repr'},{'id': '91', 'type': 'argument_list', 'children': ['92']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'ref'},{'id': '93', 'type': 'continue_statement', 'children': []},{'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': 'self'},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'push'},{'id': '99', 'type': 'argument_list', 'children': ['100']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'refd'},{'id': '101', 'type': 'except_clause', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'StopIteration'},{'id': '103', 'type': 'block', 'children': ['104', '115']},{'id': '104', 'type': 'expression_statement', 'children': ['105']},{'id': '105', 'type': 'call', 'children': ['106', '109']},{'id': '106', 'type': 'attribute', 'children': ['107', '108']},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'popped'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '109', 'type': 'argument_list', 'children': ['110']},{'id': '110', 'type': 'call', 'children': ['111', '114']},{'id': '111', 'type': 'attribute', 'children': ['112', '113']},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '113', 'type': 'identifier', 'children': [], 'value': 'pop'},{'id': '114', 'type': 'argument_list', 'children': []},{'id': '115', 'type': 'continue_statement', 'children': []},{'id': '116', 'type': 'for_statement', 'children': ['117', '118', '119']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'popped'},{'id': '119', 'type': 'block', 'children': ['120']},{'id': '120', 'type': 'expression_statement', 'children': ['121']},{'id': '121', 'type': 'call', 'children': ['122', '127']},{'id': '122', 'type': 'attribute', 'children': ['123', '126']},{'id': '123', 'type': 'attribute', 'children': ['124', '125']},{'id': '124', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '127', 'type': 'argument_list', 'children': ['128']},{'id': '128', 'type': 'identifier', 'children': [], 'value': 'p'},{'id': '129', 'type': 'expression_statement', 'children': ['130']},{'id': '130', 'type': 'assignment', 'children': ['131', '134']},{'id': '131', 'type': 'attribute', 'children': ['132', '133']},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'unsorted'},{'id': '134', 'type': 'attribute', 'children': ['135', '136']},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '137', 'type': 'return_statement', 'children': ['138']},{'id': '138', 'type': 'attribute', 'children': ['139', '140']},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'sorted'}
def sort(self): self.sorted = list() self.pushed = set() for item in self.unsorted: popped = [] self.push(item) while len(self.stack): try: top = self.top() ref = next(top[1]) refd = self.index.get(ref) if refd is None: log.debug('"%s" not found, skipped', Repr(ref)) continue self.push(refd) except StopIteration: popped.append(self.pop()) continue for p in popped: self.sorted.append(p) self.unsorted = self.sorted return self.sorted
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'push'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '6', 'type': 'block', 'children': ['7', '15', '26', '35']},{'id': '7', 'type': 'if_statement', 'children': ['8', '13']},{'id': '8', 'type': 'comparison_operator', 'children': ['9', '10'], 'value': 'in'},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '10', 'type': 'attribute', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'pushed'},{'id': '13', 'type': 'block', 'children': ['14']},{'id': '14', 'type': 'return_statement', 'children': []},{'id': '15', 'type': 'expression_statement', 'children': ['16']},{'id': '16', 'type': 'assignment', 'children': ['17', '18']},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'frame'},{'id': '18', 'type': 'tuple', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '20', 'type': 'call', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'iter'},{'id': '22', 'type': 'argument_list', 'children': ['23']},{'id': '23', 'type': 'subscript', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'item'},{'id': '25', 'type': 'integer', 'children': [], 'value': '1'},{'id': '26', 'type': 'expression_statement', 'children': ['27']},{'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': 'stack'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '33', 'type': 'argument_list', 'children': ['34']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'frame'},{'id': '35', 'type': 'expression_statement', 'children': ['36']},{'id': '36', 'type': 'call', 'children': ['37', '42']},{'id': '37', 'type': 'attribute', 'children': ['38', '41']},{'id': '38', 'type': 'attribute', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'pushed'},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'add'},{'id': '42', 'type': 'argument_list', 'children': ['43']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'item'}
def push(self, item): if item in self.pushed: return frame = (item, iter(item[1])) self.stack.append(frame) self.pushed.add(item)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '6']},{'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': 'identifier', 'children': [], 'value': 'content'},{'id': '6', 'type': 'block', 'children': ['7', '13', '39']},{'id': '7', 'type': 'expression_statement', 'children': ['8']},{'id': '8', 'type': 'assignment', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '10', 'type': 'attribute', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'content'},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'value'},{'id': '13', 'type': 'if_statement', 'children': ['14', '19']},{'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': 'v'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'Object'},{'id': '19', 'type': 'block', 'children': ['20', '26']},{'id': '20', 'type': 'expression_statement', 'children': ['21']},{'id': '21', 'type': 'assignment', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'md'},{'id': '23', 'type': 'attribute', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'v'},{'id': '25', 'type': 'identifier', 'children': [], 'value': '__metadata__'},{'id': '26', 'type': 'expression_statement', 'children': ['27']},{'id': '27', 'type': 'assignment', 'children': ['28', '31']},{'id': '28', 'type': 'attribute', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'md'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'ordering'},{'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': 'ordering'},{'id': '35', 'type': 'argument_list', 'children': ['36']},{'id': '36', 'type': 'attribute', 'children': ['37', '38']},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'content'},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'real'},{'id': '39', 'type': 'return_statement', 'children': ['40']},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'self'}
def sort(self, content): v = content.value if isinstance(v, Object): md = v.__metadata__ md.ordering = self.ordering(content.real) return self
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'alerts'},{'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': 'alert_level'},{'id': '7', 'type': 'string', 'children': [], 'value': "'High'"},{'id': '8', 'type': 'block', 'children': ['9', '21', '29', '65']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'assignment', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'alerts'},{'id': '12', 'type': 'call', 'children': ['13', '20']},{'id': '13', 'type': 'attribute', 'children': ['14', '19']},{'id': '14', 'type': 'attribute', 'children': ['15', '18']},{'id': '15', 'type': 'attribute', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '17', 'type': 'identifier', 'children': [], 'value': 'zap'},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'core'},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'alerts'},{'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': 'alert_level_value'},{'id': '24', 'type': 'subscript', 'children': ['25', '28']},{'id': '25', 'type': 'attribute', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'alert_levels'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'alert_level'},{'id': '29', 'type': 'expression_statement', 'children': ['30']},{'id': '30', 'type': 'assignment', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'alerts'},{'id': '32', 'type': 'call', 'children': ['33', '34']},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '34', 'type': 'argument_list', 'children': ['35', '50', '62']},{'id': '35', 'type': 'generator_expression', 'children': ['36', '37', '40']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'a'},{'id': '37', 'type': 'for_in_clause', 'children': ['38', '39']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'a'},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'alerts'},{'id': '40', 'type': 'if_clause', 'children': ['41']},{'id': '41', 'type': 'comparison_operator', 'children': ['42', '49'], 'value': '>='},{'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': 'alert_levels'},{'id': '46', 'type': 'subscript', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'a'},{'id': '48', 'type': 'string', 'children': [], 'value': "'risk'"},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'alert_level_value'},{'id': '50', 'type': 'keyword_argument', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '52', 'type': 'lambda', 'children': ['53', '55']},{'id': '53', 'type': 'lambda_parameters', 'children': ['54']},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'k'},{'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': 'alert_levels'},{'id': '59', 'type': 'subscript', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'k'},{'id': '61', 'type': 'string', 'children': [], 'value': "'risk'"},{'id': '62', 'type': 'keyword_argument', 'children': ['63', '64']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '64', 'type': 'True', 'children': []},{'id': '65', 'type': 'return_statement', 'children': ['66']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'alerts'}
def alerts(self, alert_level='High'): alerts = self.zap.core.alerts() alert_level_value = self.alert_levels[alert_level] alerts = sorted((a for a in alerts if self.alert_levels[a['risk']] >= alert_level_value), key=lambda k: self.alert_levels[k['risk']], reverse=True) return alerts
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '8']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'assortativity_bin'},{'id': '3', 'type': 'parameters', 'children': ['4', '5']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'CIJ'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'flag'},{'id': '7', 'type': 'integer', 'children': [], 'value': '0'},{'id': '8', 'type': 'block', 'children': ['9', '11', '168', '181', '202', '222', '234']},{'id': '9', 'type': 'expression_statement', 'children': ['10']},{'id': '10', 'type': 'string', 'children': [], 'value': "'''\n The assortativity coefficient is a correlation coefficient between the\n degrees of all nodes on two opposite ends of a link. A positive\n assortativity coefficient indicates that nodes tend to link to other\n nodes with the same or similar degree.\n Parameters\n ----------\n CIJ : NxN np.ndarray\n binary directed/undirected connection matrix\n flag : int\n 0 : undirected graph; degree/degree correlation\n 1 : directed graph; out-degree/in-degree correlation\n 2 : directed graph; in-degree/out-degree correlation\n 3 : directed graph; out-degree/out-degree correlation\n 4 : directed graph; in-degree/in-degreen correlation\n Returns\n -------\n r : float\n assortativity coefficient\n Notes\n -----\n The function accepts weighted networks, but all connection\n weights are ignored. The main diagonal should be empty. For flag 1\n the function computes the directed assortativity described in Rubinov\n and Sporns (2010) NeuroImage.\n '''"},{'id': '11', 'type': 'if_statement', 'children': ['12', '15', '61']},{'id': '12', 'type': 'comparison_operator', 'children': ['13', '14'], 'value': '=='},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'flag'},{'id': '14', 'type': 'integer', 'children': [], 'value': '0'},{'id': '15', 'type': 'block', 'children': ['16', '23', '42', '49', '55']},{'id': '16', 'type': 'expression_statement', 'children': ['17']},{'id': '17', 'type': 'assignment', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'deg'},{'id': '19', 'type': 'call', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'degrees_und'},{'id': '21', 'type': 'argument_list', 'children': ['22']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'CIJ'},{'id': '23', 'type': 'expression_statement', 'children': ['24']},{'id': '24', 'type': 'assignment', 'children': ['25', '28']},{'id': '25', 'type': 'pattern_list', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '28', 'type': 'call', 'children': ['29', '32']},{'id': '29', 'type': 'attribute', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'where'},{'id': '32', 'type': 'argument_list', 'children': ['33']},{'id': '33', 'type': 'comparison_operator', 'children': ['34', '41'], 'value': '>'},{'id': '34', 'type': 'call', 'children': ['35', '38']},{'id': '35', 'type': 'attribute', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'triu'},{'id': '38', 'type': 'argument_list', 'children': ['39', '40']},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'CIJ'},{'id': '40', 'type': 'integer', 'children': [], 'value': '1'},{'id': '41', 'type': 'integer', 'children': [], 'value': '0'},{'id': '42', 'type': 'expression_statement', 'children': ['43']},{'id': '43', 'type': 'assignment', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'K'},{'id': '45', 'type': 'call', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '47', 'type': 'argument_list', 'children': ['48']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '49', 'type': 'expression_statement', 'children': ['50']},{'id': '50', 'type': 'assignment', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'degi'},{'id': '52', 'type': 'subscript', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'deg'},{'id': '54', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '55', 'type': 'expression_statement', 'children': ['56']},{'id': '56', 'type': 'assignment', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'degj'},{'id': '58', 'type': 'subscript', 'children': ['59', '60']},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'deg'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '61', 'type': 'else_clause', 'children': ['62']},{'id': '62', 'type': 'block', 'children': ['63', '73', '86', '93']},{'id': '63', 'type': 'expression_statement', 'children': ['64']},{'id': '64', 'type': 'assignment', 'children': ['65', '69']},{'id': '65', 'type': 'pattern_list', 'children': ['66', '67', '68']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'id'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'od'},{'id': '68', 'type': 'identifier', 'children': [], 'value': 'deg'},{'id': '69', 'type': 'call', 'children': ['70', '71']},{'id': '70', 'type': 'identifier', 'children': [], 'value': 'degrees_dir'},{'id': '71', 'type': 'argument_list', 'children': ['72']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'CIJ'},{'id': '73', 'type': 'expression_statement', 'children': ['74']},{'id': '74', 'type': 'assignment', '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', '82']},{'id': '79', 'type': 'attribute', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'where'},{'id': '82', 'type': 'argument_list', 'children': ['83']},{'id': '83', 'type': 'comparison_operator', 'children': ['84', '85'], 'value': '>'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'CIJ'},{'id': '85', 'type': 'integer', 'children': [], 'value': '0'},{'id': '86', 'type': 'expression_statement', 'children': ['87']},{'id': '87', 'type': 'assignment', 'children': ['88', '89']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'K'},{'id': '89', 'type': 'call', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'len'},{'id': '91', 'type': 'argument_list', 'children': ['92']},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '93', 'type': 'if_statement', 'children': ['94', '97', '110', '127', '144', '161']},{'id': '94', 'type': 'comparison_operator', 'children': ['95', '96'], 'value': '=='},{'id': '95', 'type': 'identifier', 'children': [], 'value': 'flag'},{'id': '96', 'type': 'integer', 'children': [], 'value': '1'},{'id': '97', 'type': 'block', 'children': ['98', '104']},{'id': '98', 'type': 'expression_statement', 'children': ['99']},{'id': '99', 'type': 'assignment', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'degi'},{'id': '101', 'type': 'subscript', 'children': ['102', '103']},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'od'},{'id': '103', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '104', 'type': 'expression_statement', 'children': ['105']},{'id': '105', 'type': 'assignment', 'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'degj'},{'id': '107', 'type': 'subscript', 'children': ['108', '109']},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'id'},{'id': '109', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '110', 'type': 'elif_clause', 'children': ['111', '114']},{'id': '111', 'type': 'comparison_operator', 'children': ['112', '113'], 'value': '=='},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'flag'},{'id': '113', 'type': 'integer', 'children': [], 'value': '2'},{'id': '114', 'type': 'block', 'children': ['115', '121']},{'id': '115', 'type': 'expression_statement', 'children': ['116']},{'id': '116', 'type': 'assignment', 'children': ['117', '118']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'degi'},{'id': '118', 'type': 'subscript', 'children': ['119', '120']},{'id': '119', 'type': 'identifier', 'children': [], 'value': 'id'},{'id': '120', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '121', 'type': 'expression_statement', 'children': ['122']},{'id': '122', 'type': 'assignment', 'children': ['123', '124']},{'id': '123', 'type': 'identifier', 'children': [], 'value': 'degj'},{'id': '124', 'type': 'subscript', 'children': ['125', '126']},{'id': '125', 'type': 'identifier', 'children': [], 'value': 'od'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '127', 'type': 'elif_clause', 'children': ['128', '131']},{'id': '128', 'type': 'comparison_operator', 'children': ['129', '130'], 'value': '=='},{'id': '129', 'type': 'identifier', 'children': [], 'value': 'flag'},{'id': '130', 'type': 'integer', 'children': [], 'value': '3'},{'id': '131', 'type': 'block', 'children': ['132', '138']},{'id': '132', 'type': 'expression_statement', 'children': ['133']},{'id': '133', 'type': 'assignment', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'degi'},{'id': '135', 'type': 'subscript', 'children': ['136', '137']},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'od'},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '138', 'type': 'expression_statement', 'children': ['139']},{'id': '139', 'type': 'assignment', 'children': ['140', '141']},{'id': '140', 'type': 'identifier', 'children': [], 'value': 'degj'},{'id': '141', 'type': 'subscript', 'children': ['142', '143']},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'od'},{'id': '143', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '144', 'type': 'elif_clause', 'children': ['145', '148']},{'id': '145', 'type': 'comparison_operator', 'children': ['146', '147'], 'value': '=='},{'id': '146', 'type': 'identifier', 'children': [], 'value': 'flag'},{'id': '147', 'type': 'integer', 'children': [], 'value': '4'},{'id': '148', 'type': 'block', 'children': ['149', '155']},{'id': '149', 'type': 'expression_statement', 'children': ['150']},{'id': '150', 'type': 'assignment', 'children': ['151', '152']},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'degi'},{'id': '152', 'type': 'subscript', 'children': ['153', '154']},{'id': '153', 'type': 'identifier', 'children': [], 'value': 'id'},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '155', 'type': 'expression_statement', 'children': ['156']},{'id': '156', 'type': 'assignment', 'children': ['157', '158']},{'id': '157', 'type': 'identifier', 'children': [], 'value': 'degj'},{'id': '158', 'type': 'subscript', 'children': ['159', '160']},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'id'},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'j'},{'id': '161', 'type': 'else_clause', 'children': ['162']},{'id': '162', 'type': 'block', 'children': ['163']},{'id': '163', 'type': 'raise_statement', 'children': ['164']},{'id': '164', 'type': 'call', 'children': ['165', '166']},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '166', 'type': 'argument_list', 'children': ['167']},{'id': '167', 'type': 'string', 'children': [], 'value': "'Flag must be 0-4'"},{'id': '168', 'type': 'expression_statement', 'children': ['169']},{'id': '169', 'type': 'assignment', 'children': ['170', '171']},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'term1'},{'id': '171', 'type': 'binary_operator', 'children': ['172', '180'], 'value': '/'},{'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': 'sum'},{'id': '176', 'type': 'argument_list', 'children': ['177']},{'id': '177', 'type': 'binary_operator', 'children': ['178', '179'], 'value': '*'},{'id': '178', 'type': 'identifier', 'children': [], 'value': 'degi'},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'degj'},{'id': '180', 'type': 'identifier', 'children': [], 'value': 'K'},{'id': '181', 'type': 'expression_statement', 'children': ['182']},{'id': '182', 'type': 'assignment', 'children': ['183', '184']},{'id': '183', 'type': 'identifier', 'children': [], 'value': 'term2'},{'id': '184', 'type': 'call', 'children': ['185', '188']},{'id': '185', 'type': 'attribute', 'children': ['186', '187']},{'id': '186', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '187', 'type': 'identifier', 'children': [], 'value': 'square'},{'id': '188', 'type': 'argument_list', 'children': ['189']},{'id': '189', 'type': 'binary_operator', 'children': ['190', '201'], 'value': '/'},{'id': '190', 'type': 'call', 'children': ['191', '194']},{'id': '191', 'type': 'attribute', 'children': ['192', '193']},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '193', 'type': 'identifier', 'children': [], 'value': 'sum'},{'id': '194', 'type': 'argument_list', 'children': ['195']},{'id': '195', 'type': 'binary_operator', 'children': ['196', '197'], 'value': '*'},{'id': '196', 'type': 'float', 'children': [], 'value': '.5'},{'id': '197', 'type': '()', 'children': ['198']},{'id': '198', 'type': 'binary_operator', 'children': ['199', '200'], 'value': '+'},{'id': '199', 'type': 'identifier', 'children': [], 'value': 'degi'},{'id': '200', 'type': 'identifier', 'children': [], 'value': 'degj'},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'K'},{'id': '202', 'type': 'expression_statement', 'children': ['203']},{'id': '203', 'type': 'assignment', 'children': ['204', '205']},{'id': '204', 'type': 'identifier', 'children': [], 'value': 'term3'},{'id': '205', 'type': 'binary_operator', 'children': ['206', '221'], 'value': '/'},{'id': '206', 'type': 'call', 'children': ['207', '210']},{'id': '207', 'type': 'attribute', 'children': ['208', '209']},{'id': '208', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '209', 'type': 'identifier', 'children': [], 'value': 'sum'},{'id': '210', 'type': 'argument_list', 'children': ['211']},{'id': '211', 'type': 'binary_operator', 'children': ['212', '213'], 'value': '*'},{'id': '212', 'type': 'float', 'children': [], 'value': '.5'},{'id': '213', 'type': '()', 'children': ['214']},{'id': '214', 'type': 'binary_operator', 'children': ['215', '218'], 'value': '+'},{'id': '215', 'type': 'binary_operator', 'children': ['216', '217'], 'value': '*'},{'id': '216', 'type': 'identifier', 'children': [], 'value': 'degi'},{'id': '217', 'type': 'identifier', 'children': [], 'value': 'degi'},{'id': '218', 'type': 'binary_operator', 'children': ['219', '220'], 'value': '*'},{'id': '219', 'type': 'identifier', 'children': [], 'value': 'degj'},{'id': '220', 'type': 'identifier', 'children': [], 'value': 'degj'},{'id': '221', 'type': 'identifier', 'children': [], 'value': 'K'},{'id': '222', 'type': 'expression_statement', 'children': ['223']},{'id': '223', 'type': 'assignment', 'children': ['224', '225']},{'id': '224', 'type': 'identifier', 'children': [], 'value': 'r'},{'id': '225', 'type': 'binary_operator', 'children': ['226', '230'], 'value': '/'},{'id': '226', 'type': '()', 'children': ['227']},{'id': '227', 'type': 'binary_operator', 'children': ['228', '229'], 'value': '-'},{'id': '228', 'type': 'identifier', 'children': [], 'value': 'term1'},{'id': '229', 'type': 'identifier', 'children': [], 'value': 'term2'},{'id': '230', 'type': '()', 'children': ['231']},{'id': '231', 'type': 'binary_operator', 'children': ['232', '233'], 'value': '-'},{'id': '232', 'type': 'identifier', 'children': [], 'value': 'term3'},{'id': '233', 'type': 'identifier', 'children': [], 'value': 'term2'},{'id': '234', 'type': 'return_statement', 'children': ['235']},{'id': '235', 'type': 'identifier', 'children': [], 'value': 'r'}
def assortativity_bin(CIJ, flag=0): ''' The assortativity coefficient is a correlation coefficient between the degrees of all nodes on two opposite ends of a link. A positive assortativity coefficient indicates that nodes tend to link to other nodes with the same or similar degree. Parameters ---------- CIJ : NxN np.ndarray binary directed/undirected connection matrix flag : int 0 : undirected graph; degree/degree correlation 1 : directed graph; out-degree/in-degree correlation 2 : directed graph; in-degree/out-degree correlation 3 : directed graph; out-degree/out-degree correlation 4 : directed graph; in-degree/in-degreen correlation Returns ------- r : float assortativity coefficient Notes ----- The function accepts weighted networks, but all connection weights are ignored. The main diagonal should be empty. For flag 1 the function computes the directed assortativity described in Rubinov and Sporns (2010) NeuroImage. ''' if flag == 0: deg = degrees_und(CIJ) i, j = np.where(np.triu(CIJ, 1) > 0) K = len(i) degi = deg[i] degj = deg[j] else: id, od, deg = degrees_dir(CIJ) i, j = np.where(CIJ > 0) K = len(i) if flag == 1: degi = od[i] degj = id[j] elif flag == 2: degi = id[i] degj = od[j] elif flag == 3: degi = od[i] degj = od[j] elif flag == 4: degi = id[i] degj = id[j] else: raise ValueError('Flag must be 0-4') term1 = np.sum(degi * degj) / K term2 = np.square(np.sum(.5 * (degi + degj)) / K) term3 = np.sum(.5 * (degi * degi + degj * degj)) / K r = (term1 - term2) / (term3 - term2) return r
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def sort_coords(coord): import iris order = {'T': -2, 'Z': -1, 'X': 1, 'Y': 2} axis = iris.util.guess_coord_axis(coord) return (order.get(axis, 0), coord and coord.name())
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'children': [], 'value': 'revised_under_loaded'},{'id': '74', 'type': 'binary_operator', 'children': ['75', '76'], 'value': '+'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'under_loaded'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'potential_under_loaded'},{'id': '77', 'type': 'expression_statement', 'children': ['78']},{'id': '78', 'type': 'assignment', 'children': ['79', '80']},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'revised_over_loaded'},{'id': '80', 'type': 'binary_operator', 'children': ['81', '82'], 'value': '+'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'over_loaded'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'potential_over_loaded'},{'id': '83', 'type': 'return_statement', 'children': ['84']},{'id': '84', 'type': 'tuple', 'children': ['85', '95']},{'id': '85', 'type': 'call', 'children': ['86', '87']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '87', 'type': 'argument_list', 'children': ['88', '89', '92']},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'revised_over_loaded'},{'id': '89', 'type': 'keyword_argument', 'children': ['90', '91']},{'id': '90', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '92', 'type': 'keyword_argument', 'children': ['93', '94']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '94', 'type': 'True', 'children': []},{'id': '95', 'type': 'call', 'children': ['96', '97']},{'id': '96', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '97', 'type': 'argument_list', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'revised_under_loaded'},{'id': '99', 'type': 'keyword_argument', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'key'}
def separate_groups(groups, key, total): optimum, extra = compute_optimum(len(groups), total) over_loaded, under_loaded, optimal = _smart_separate_groups(groups, key, total) if not extra: return over_loaded, under_loaded potential_under_loaded = [ group for group in optimal if key(group) == optimum ] potential_over_loaded = [ group for group in optimal if key(group) > optimum ] revised_under_loaded = under_loaded + potential_under_loaded revised_over_loaded = over_loaded + potential_over_loaded return ( sorted(revised_over_loaded, key=key, reverse=True), sorted(revised_under_loaded, key=key), )
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async def zrange(self, name, start, end, desc=False, withscores=False, score_cast_func=float): if desc: return await self.zrevrange(name, start, end, withscores, score_cast_func) pieces = ['ZRANGE', name, start, end] if withscores: pieces.append(b('WITHSCORES')) options = { 'withscores': withscores, 'score_cast_func': score_cast_func } return await self.execute_command(*pieces, **options)
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async def zremrangebyscore(self, name, min, max): return await self.execute_command('ZREMRANGEBYSCORE', name, min, max)
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async def georadius(self, name, longitude, latitude, radius, unit=None, withdist=False, withcoord=False, withhash=False, count=None, sort=None, store=None, store_dist=None): return await self._georadiusgeneric('GEORADIUS', name, longitude, latitude, radius, unit=unit, withdist=withdist, withcoord=withcoord, withhash=withhash, count=count, sort=sort, store=store, store_dist=store_dist)
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async def georadiusbymember(self, name, member, radius, unit=None, withdist=False, withcoord=False, withhash=False, count=None, sort=None, store=None, store_dist=None): return await self._georadiusgeneric('GEORADIUSBYMEMBER', name, member, radius, unit=unit, withdist=withdist, withcoord=withcoord, withhash=withhash, count=count, sort=sort, store=store, store_dist=store_dist)
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'16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'q'},{'id': '16', 'type': 'None', 'children': []},{'id': '17', 'type': 'default_parameter', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'include_totals'},{'id': '19', 'type': 'True', 'children': []},{'id': '20', 'type': 'default_parameter', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'fields'},{'id': '22', 'type': 'None', 'children': []},{'id': '23', 'type': 'default_parameter', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'from_param'},{'id': '25', 'type': 'None', 'children': []},{'id': '26', 'type': 'default_parameter', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'take'},{'id': '28', 'type': 'None', 'children': []},{'id': '29', 'type': 'default_parameter', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'include_fields'},{'id': '31', 'type': 'True', 'children': []},{'id': '32', 'type': 'block', 'children': ['33', '87']},{'id': '33', 'type': 'expression_statement', 'children': ['34']},{'id': '34', 'type': 'assignment', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '36', 'type': 'dictionary', 'children': ['37', '40', '43', '53', '56', '68', '78', '81', '84']},{'id': '37', 'type': 'pair', 'children': ['38', '39']},{'id': '38', 'type': 'string', 'children': [], 'value': "'per_page'"},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'per_page'},{'id': '40', 'type': 'pair', 'children': ['41', '42']},{'id': '41', 'type': 'string', 'children': [], 'value': "'page'"},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'page'},{'id': '43', 'type': 'pair', 'children': ['44', '45']},{'id': '44', 'type': 'string', 'children': [], 'value': "'include_totals'"},{'id': '45', 'type': 'call', 'children': ['46', '52']},{'id': '46', 'type': 'attribute', 'children': ['47', '51']},{'id': '47', 'type': 'call', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '49', 'type': 'argument_list', 'children': ['50']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'include_totals'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'lower'},{'id': '52', 'type': 'argument_list', 'children': []},{'id': '53', 'type': 'pair', 'children': ['54', '55']},{'id': '54', 'type': 'string', 'children': [], 'value': "'sort'"},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '56', 'type': 'pair', 'children': ['57', '58']},{'id': '57', 'type': 'string', 'children': [], 'value': "'fields'"},{'id': '58', 'type': 'boolean_operator', 'children': ['59', '67'], 'value': 'or'},{'id': '59', 'type': 'boolean_operator', 'children': ['60', '61'], 'value': 'and'},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'fields'},{'id': '61', 'type': 'call', 'children': ['62', '65']},{'id': '62', 'type': 'attribute', 'children': ['63', '64']},{'id': '63', 'type': 'string', 'children': [], 'value': "','"},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '65', 'type': 'argument_list', 'children': ['66']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'fields'},{'id': '67', 'type': 'None', 'children': []},{'id': '68', 'type': 'pair', 'children': ['69', '70']},{'id': '69', 'type': 'string', 'children': [], 'value': "'include_fields'"},{'id': '70', 'type': 'call', 'children': ['71', '77']},{'id': '71', 'type': 'attribute', 'children': ['72', '76']},{'id': '72', 'type': 'call', 'children': ['73', '74']},{'id': '73', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '74', 'type': 'argument_list', 'children': ['75']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'include_fields'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'lower'},{'id': '77', 'type': 'argument_list', 'children': []},{'id': '78', 'type': 'pair', 'children': ['79', '80']},{'id': '79', 'type': 'string', 'children': [], 'value': "'q'"},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'q'},{'id': '81', 'type': 'pair', 'children': ['82', '83']},{'id': '82', 'type': 'string', 'children': [], 'value': "'from'"},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'from_param'},{'id': '84', 'type': 'pair', 'children': ['85', '86']},{'id': '85', 'type': 'string', 'children': [], 'value': "'take'"},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'take'},{'id': '87', 'type': 'return_statement', 'children': ['88']},{'id': '88', 'type': 'call', 'children': ['89', '94']},{'id': '89', 'type': 'attribute', 'children': ['90', '93']},{'id': '90', 'type': 'attribute', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'client'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '94', 'type': 'argument_list', 'children': ['95', '100']},{'id': '95', 'type': 'call', 'children': ['96', '99']},{'id': '96', 'type': 'attribute', 'children': ['97', '98']},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '98', 'type': 'identifier', 'children': [], 'value': '_url'},{'id': '99', 'type': 'argument_list', 'children': []},{'id': '100', 'type': 'keyword_argument', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'params'}
def search(self, page=0, per_page=50, sort=None, q=None, include_totals=True, fields=None, from_param=None, take=None, include_fields=True): params = { 'per_page': per_page, 'page': page, 'include_totals': str(include_totals).lower(), 'sort': sort, 'fields': fields and ','.join(fields) or None, 'include_fields': str(include_fields).lower(), 'q': q, 'from': from_param, 'take': take } return self.client.get(self._url(), params=params)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '32']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'list'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '8', '11', '14', '17', '20', '23', '26', '29']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'default_parameter', 'children': ['6', '7']},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'page'},{'id': '7', 'type': 'integer', 'children': [], 'value': '0'},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'per_page'},{'id': '10', 'type': 'integer', 'children': [], 'value': '25'},{'id': '11', 'type': 'default_parameter', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '13', 'type': 'None', 'children': []},{'id': '14', 'type': 'default_parameter', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'connection'},{'id': '16', 'type': 'None', 'children': []},{'id': '17', 'type': 'default_parameter', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'q'},{'id': '19', 'type': 'None', 'children': []},{'id': '20', 'type': 'default_parameter', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'search_engine'},{'id': '22', 'type': 'None', 'children': []},{'id': '23', 'type': 'default_parameter', 'children': ['24', '25']},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'include_totals'},{'id': '25', 'type': 'True', 'children': []},{'id': '26', 'type': 'default_parameter', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'fields'},{'id': '28', 'type': 'None', 'children': []},{'id': '29', 'type': 'default_parameter', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'include_fields'},{'id': '31', 'type': 'True', 'children': []},{'id': '32', 'type': 'block', 'children': ['33', '87']},{'id': '33', 'type': 'expression_statement', 'children': ['34']},{'id': '34', 'type': 'assignment', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '36', 'type': 'dictionary', 'children': ['37', '40', '43', '53', '56', '59', '71', '81', '84']},{'id': '37', 'type': 'pair', 'children': ['38', '39']},{'id': '38', 'type': 'string', 'children': [], 'value': "'per_page'"},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'per_page'},{'id': '40', 'type': 'pair', 'children': ['41', '42']},{'id': '41', 'type': 'string', 'children': [], 'value': "'page'"},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'page'},{'id': '43', 'type': 'pair', 'children': ['44', '45']},{'id': '44', 'type': 'string', 'children': [], 'value': "'include_totals'"},{'id': '45', 'type': 'call', 'children': ['46', '52']},{'id': '46', 'type': 'attribute', 'children': ['47', '51']},{'id': '47', 'type': 'call', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '49', 'type': 'argument_list', 'children': ['50']},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'include_totals'},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'lower'},{'id': '52', 'type': 'argument_list', 'children': []},{'id': '53', 'type': 'pair', 'children': ['54', '55']},{'id': '54', 'type': 'string', 'children': [], 'value': "'sort'"},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '56', 'type': 'pair', 'children': ['57', '58']},{'id': '57', 'type': 'string', 'children': [], 'value': "'connection'"},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'connection'},{'id': '59', 'type': 'pair', 'children': ['60', '61']},{'id': '60', 'type': 'string', 'children': [], 'value': "'fields'"},{'id': '61', 'type': 'boolean_operator', 'children': ['62', '70'], 'value': 'or'},{'id': '62', 'type': 'boolean_operator', 'children': ['63', '64'], 'value': 'and'},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'fields'},{'id': '64', 'type': 'call', 'children': ['65', '68']},{'id': '65', 'type': 'attribute', 'children': ['66', '67']},{'id': '66', 'type': 'string', 'children': [], 'value': "','"},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'join'},{'id': '68', 'type': 'argument_list', 'children': ['69']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'fields'},{'id': '70', 'type': 'None', 'children': []},{'id': '71', 'type': 'pair', 'children': ['72', '73']},{'id': '72', 'type': 'string', 'children': [], 'value': "'include_fields'"},{'id': '73', 'type': 'call', 'children': ['74', '80']},{'id': '74', 'type': 'attribute', 'children': ['75', '79']},{'id': '75', 'type': 'call', 'children': ['76', '77']},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '77', 'type': 'argument_list', 'children': ['78']},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'include_fields'},{'id': '79', 'type': 'identifier', 'children': [], 'value': 'lower'},{'id': '80', 'type': 'argument_list', 'children': []},{'id': '81', 'type': 'pair', 'children': ['82', '83']},{'id': '82', 'type': 'string', 'children': [], 'value': "'q'"},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'q'},{'id': '84', 'type': 'pair', 'children': ['85', '86']},{'id': '85', 'type': 'string', 'children': [], 'value': "'search_engine'"},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'search_engine'},{'id': '87', 'type': 'return_statement', 'children': ['88']},{'id': '88', 'type': 'call', 'children': ['89', '94']},{'id': '89', 'type': 'attribute', 'children': ['90', '93']},{'id': '90', 'type': 'attribute', 'children': ['91', '92']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '92', 'type': 'identifier', 'children': [], 'value': 'client'},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '94', 'type': 'argument_list', 'children': ['95', '100']},{'id': '95', 'type': 'call', 'children': ['96', '99']},{'id': '96', 'type': 'attribute', 'children': ['97', '98']},{'id': '97', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '98', 'type': 'identifier', 'children': [], 'value': '_url'},{'id': '99', 'type': 'argument_list', 'children': []},{'id': '100', 'type': 'keyword_argument', 'children': ['101', '102']},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '102', 'type': 'identifier', 'children': [], 'value': 'params'}
def list(self, page=0, per_page=25, sort=None, connection=None, q=None, search_engine=None, include_totals=True, fields=None, include_fields=True): params = { 'per_page': per_page, 'page': page, 'include_totals': str(include_totals).lower(), 'sort': sort, 'connection': connection, 'fields': fields and ','.join(fields) or None, 'include_fields': str(include_fields).lower(), 'q': q, 'search_engine': search_engine } return self.client.get(self._url(), params=params)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '18']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_log_events'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12', '15']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'user_id'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'page'},{'id': '8', 'type': 'integer', 'children': [], 'value': '0'},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'per_page'},{'id': '11', 'type': 'integer', 'children': [], 'value': '50'},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '14', 'type': 'None', 'children': []},{'id': '15', 'type': 'default_parameter', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'include_totals'},{'id': '17', 'type': 'False', 'children': []},{'id': '18', 'type': 'block', 'children': ['19', '42', '56']},{'id': '19', 'type': 'expression_statement', 'children': ['20']},{'id': '20', 'type': 'assignment', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '22', 'type': 'dictionary', 'children': ['23', '26', '29', '39']},{'id': '23', 'type': 'pair', 'children': ['24', '25']},{'id': '24', 'type': 'string', 'children': [], 'value': "'per_page'"},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'per_page'},{'id': '26', 'type': 'pair', 'children': ['27', '28']},{'id': '27', 'type': 'string', 'children': [], 'value': "'page'"},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'page'},{'id': '29', 'type': 'pair', 'children': ['30', '31']},{'id': '30', 'type': 'string', 'children': [], 'value': "'include_totals'"},{'id': '31', 'type': 'call', 'children': ['32', '38']},{'id': '32', 'type': 'attribute', 'children': ['33', '37']},{'id': '33', 'type': 'call', 'children': ['34', '35']},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'str'},{'id': '35', 'type': 'argument_list', 'children': ['36']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'include_totals'},{'id': '37', 'type': 'identifier', 'children': [], 'value': 'lower'},{'id': '38', 'type': 'argument_list', 'children': []},{'id': '39', 'type': 'pair', 'children': ['40', '41']},{'id': '40', 'type': 'string', 'children': [], 'value': "'sort'"},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '42', 'type': 'expression_statement', 'children': ['43']},{'id': '43', 'type': 'assignment', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'url'},{'id': '45', 'type': 'call', 'children': ['46', '49']},{'id': '46', 'type': 'attribute', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '48', 'type': 'identifier', 'children': [], 'value': '_url'},{'id': '49', 'type': 'argument_list', 'children': ['50']},{'id': '50', 'type': 'call', 'children': ['51', '54']},{'id': '51', 'type': 'attribute', 'children': ['52', '53']},{'id': '52', 'type': 'string', 'children': [], 'value': "'{}/logs'"},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '54', 'type': 'argument_list', 'children': ['55']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'user_id'},{'id': '56', 'type': 'return_statement', 'children': ['57']},{'id': '57', 'type': 'call', 'children': ['58', '63']},{'id': '58', 'type': 'attribute', 'children': ['59', '62']},{'id': '59', 'type': 'attribute', 'children': ['60', '61']},{'id': '60', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'client'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '63', 'type': 'argument_list', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'url'},{'id': '65', 'type': 'keyword_argument', 'children': ['66', '67']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'params'}
def get_log_events(self, user_id, page=0, per_page=50, sort=None, include_totals=False): params = { 'per_page': per_page, 'page': page, 'include_totals': str(include_totals).lower(), 'sort': sort } url = self._url('{}/logs'.format(user_id)) return self.client.get(url, params=params)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '14']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_activities'},{'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': 'before'},{'id': '7', 'type': 'None', 'children': []},{'id': '8', 'type': 'default_parameter', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'after'},{'id': '10', 'type': 'None', 'children': []},{'id': '11', 'type': 'default_parameter', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'limit'},{'id': '13', 'type': 'None', 'children': []},{'id': '14', 'type': 'block', 'children': ['15', '27', '39', '51', '67']},{'id': '15', 'type': 'if_statement', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'before'},{'id': '17', 'type': 'block', 'children': ['18']},{'id': '18', 'type': 'expression_statement', 'children': ['19']},{'id': '19', 'type': 'assignment', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'before'},{'id': '21', 'type': 'call', 'children': ['22', '25']},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '24', 'type': 'identifier', 'children': [], 'value': '_utc_datetime_to_epoch'},{'id': '25', 'type': 'argument_list', 'children': ['26']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'before'},{'id': '27', 'type': 'if_statement', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'after'},{'id': '29', 'type': 'block', 'children': ['30']},{'id': '30', 'type': 'expression_statement', 'children': ['31']},{'id': '31', 'type': 'assignment', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'after'},{'id': '33', 'type': 'call', 'children': ['34', '37']},{'id': '34', 'type': 'attribute', 'children': ['35', '36']},{'id': '35', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '36', 'type': 'identifier', 'children': [], 'value': '_utc_datetime_to_epoch'},{'id': '37', 'type': 'argument_list', 'children': ['38']},{'id': '38', 'type': 'identifier', 'children': [], 'value': 'after'},{'id': '39', 'type': 'expression_statement', 'children': ['40']},{'id': '40', 'type': 'assignment', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '42', 'type': 'call', 'children': ['43', '44']},{'id': '43', 'type': 'identifier', 'children': [], 'value': 'dict'},{'id': '44', 'type': 'argument_list', 'children': ['45', '48']},{'id': '45', 'type': 'keyword_argument', 'children': ['46', '47']},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'before'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'before'},{'id': '48', 'type': 'keyword_argument', 'children': ['49', '50']},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'after'},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'after'},{'id': '51', 'type': 'expression_statement', 'children': ['52']},{'id': '52', 'type': 'assignment', 'children': ['53', '54']},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'result_fetcher'},{'id': '54', 'type': 'call', 'children': ['55', '58']},{'id': '55', 'type': 'attribute', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'functools'},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'partial'},{'id': '58', 'type': 'argument_list', 'children': ['59', '64', '65']},{'id': '59', 'type': 'attribute', 'children': ['60', '63']},{'id': '60', 'type': 'attribute', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'protocol'},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '64', 'type': 'string', 'children': [], 'value': "'/athlete/activities'"},{'id': '65', 'type': 'dictionary_splat', 'children': ['66']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '67', 'type': 'return_statement', 'children': ['68']},{'id': '68', 'type': 'call', 'children': ['69', '70']},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'BatchedResultsIterator'},{'id': '70', 'type': 'argument_list', 'children': ['71', '76', '79', '82']},{'id': '71', 'type': 'keyword_argument', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'entity'},{'id': '73', 'type': 'attribute', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'model'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'Activity'},{'id': '76', 'type': 'keyword_argument', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'bind_client'},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '79', 'type': 'keyword_argument', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'result_fetcher'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'result_fetcher'},{'id': '82', 'type': 'keyword_argument', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'limit'},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'limit'}
def get_activities(self, before=None, after=None, limit=None): if before: before = self._utc_datetime_to_epoch(before) if after: after = self._utc_datetime_to_epoch(after) params = dict(before=before, after=after) result_fetcher = functools.partial(self.protocol.get, '/athlete/activities', **params) return BatchedResultsIterator(entity=model.Activity, bind_client=self, result_fetcher=result_fetcher, limit=limit)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '33']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'get_segment_leaderboard'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9', '12', '15', '18', '21', '24', '27', '30']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'segment_id'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'gender'},{'id': '8', 'type': 'None', 'children': []},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'age_group'},{'id': '11', 'type': 'None', 'children': []},{'id': '12', 'type': 'default_parameter', 'children': ['13', '14']},{'id': '13', 'type': 'identifier', 'children': [], 'value': 'weight_class'},{'id': '14', 'type': 'None', 'children': []},{'id': '15', 'type': 'default_parameter', 'children': ['16', '17']},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '17', 'type': 'None', 'children': []},{'id': '18', 'type': 'default_parameter', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'club_id'},{'id': '20', 'type': 'None', 'children': []},{'id': '21', 'type': 'default_parameter', 'children': ['22', '23']},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'timeframe'},{'id': '23', 'type': 'None', 'children': []},{'id': '24', 'type': 'default_parameter', 'children': ['25', '26']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'top_results_limit'},{'id': '26', 'type': 'None', 'children': []},{'id': '27', 'type': 'default_parameter', 'children': ['28', '29']},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'page'},{'id': '29', 'type': 'None', 'children': []},{'id': '30', 'type': 'default_parameter', 'children': ['31', '32']},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'context_entries'},{'id': '32', 'type': 'None', 'children': []},{'id': '33', 'type': 'block', 'children': ['34', '38', '70', '80', '108', '124', '152', '166', '177', '213', '224', '235', '246']},{'id': '34', 'type': 'expression_statement', 'children': ['35']},{'id': '35', 'type': 'assignment', 'children': ['36', '37']},{'id': '36', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '37', 'type': 'dictionary', 'children': []},{'id': '38', 'type': 'if_statement', 'children': ['39', '42']},{'id': '39', 'type': 'comparison_operator', 'children': ['40', '41'], 'value': 'is'},{'id': '40', 'type': 'identifier', 'children': [], 'value': 'gender'},{'id': '41', 'type': 'None', 'children': []},{'id': '42', 'type': 'block', 'children': ['43', '64']},{'id': '43', 'type': 'if_statement', 'children': ['44', '53']},{'id': '44', 'type': 'comparison_operator', 'children': ['45', '50'], 'value': 'not'},{'id': '45', 'type': 'call', 'children': ['46', '49']},{'id': '46', 'type': 'attribute', 'children': ['47', '48']},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'gender'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'upper'},{'id': '49', 'type': 'argument_list', 'children': []},{'id': '50', 'type': 'tuple', 'children': ['51', '52']},{'id': '51', 'type': 'string', 'children': [], 'value': "'M'"},{'id': '52', 'type': 'string', 'children': [], 'value': "'F'"},{'id': '53', 'type': 'block', 'children': ['54']},{'id': '54', 'type': 'raise_statement', 'children': ['55']},{'id': '55', 'type': 'call', 'children': ['56', '57']},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '57', 'type': 'argument_list', 'children': ['58']},{'id': '58', 'type': 'call', 'children': ['59', '62']},{'id': '59', 'type': 'attribute', 'children': ['60', '61']},{'id': '60', 'type': 'string', 'children': [], 'value': '"Invalid gender: {0}. Possible values: \'M\' or \'F\'"'},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '62', 'type': 'argument_list', 'children': ['63']},{'id': '63', 'type': 'identifier', 'children': [], 'value': 'gender'},{'id': '64', 'type': 'expression_statement', 'children': ['65']},{'id': '65', 'type': 'assignment', 'children': ['66', '69']},{'id': '66', 'type': 'subscript', 'children': ['67', '68']},{'id': '67', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '68', 'type': 'string', 'children': [], 'value': "'gender'"},{'id': '69', 'type': 'identifier', 'children': [], 'value': 'gender'},{'id': '70', 'type': 'expression_statement', 'children': ['71']},{'id': '71', 'type': 'assignment', 'children': ['72', '73']},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'valid_age_groups'},{'id': '73', 'type': 'tuple', 'children': ['74', '75', '76', '77', '78', '79']},{'id': '74', 'type': 'string', 'children': [], 'value': "'0_24'"},{'id': '75', 'type': 'string', 'children': [], 'value': "'25_34'"},{'id': '76', 'type': 'string', 'children': [], 'value': "'35_44'"},{'id': '77', 'type': 'string', 'children': [], 'value': "'45_54'"},{'id': '78', 'type': 'string', 'children': [], 'value': "'55_64'"},{'id': '79', 'type': 'string', 'children': [], 'value': "'65_plus'"},{'id': '80', 'type': 'if_statement', 'children': ['81', '84']},{'id': '81', 'type': 'comparison_operator', 'children': ['82', '83'], 'value': 'is'},{'id': '82', 'type': 'identifier', 'children': [], 'value': 'age_group'},{'id': '83', 'type': 'None', 'children': []},{'id': '84', 'type': 'block', 'children': ['85', '102']},{'id': '85', 'type': 'if_statement', 'children': ['86', '90']},{'id': '86', 'type': 'not_operator', 'children': ['87']},{'id': '87', 'type': 'comparison_operator', 'children': ['88', '89'], 'value': 'in'},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'age_group'},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'valid_age_groups'},{'id': '90', 'type': 'block', 'children': ['91']},{'id': '91', 'type': 'raise_statement', 'children': ['92']},{'id': '92', 'type': 'call', 'children': ['93', '94']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '94', 'type': 'argument_list', 'children': ['95']},{'id': '95', 'type': 'call', 'children': ['96', '99']},{'id': '96', 'type': 'attribute', 'children': ['97', '98']},{'id': '97', 'type': 'string', 'children': [], 'value': '"Invalid age group: {0}. Possible values: {1!r}"'},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '99', 'type': 'argument_list', 'children': ['100', '101']},{'id': '100', 'type': 'identifier', 'children': [], 'value': 'age_group'},{'id': '101', 'type': 'identifier', 'children': [], 'value': 'valid_age_groups'},{'id': '102', 'type': 'expression_statement', 'children': ['103']},{'id': '103', 'type': 'assignment', 'children': ['104', '107']},{'id': '104', 'type': 'subscript', 'children': ['105', '106']},{'id': '105', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '106', 'type': 'string', 'children': [], 'value': "'age_group'"},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'age_group'},{'id': '108', 'type': 'expression_statement', 'children': ['109']},{'id': '109', 'type': 'assignment', 'children': ['110', '111']},{'id': '110', 'type': 'identifier', 'children': [], 'value': 'valid_weight_classes'},{'id': '111', 'type': 'tuple', 'children': ['112', '113', '114', '115', '116', '117', '118', '119', '120', '121', '122', '123']},{'id': '112', 'type': 'string', 'children': [], 'value': "'0_124'"},{'id': '113', 'type': 'string', 'children': [], 'value': "'125_149'"},{'id': '114', 'type': 'string', 'children': [], 'value': "'150_164'"},{'id': '115', 'type': 'string', 'children': [], 'value': "'165_179'"},{'id': '116', 'type': 'string', 'children': [], 'value': "'180_199'"},{'id': '117', 'type': 'string', 'children': [], 'value': "'200_plus'"},{'id': '118', 'type': 'string', 'children': [], 'value': "'0_54'"},{'id': '119', 'type': 'string', 'children': [], 'value': "'55_64'"},{'id': '120', 'type': 'string', 'children': [], 'value': "'65_74'"},{'id': '121', 'type': 'string', 'children': [], 'value': "'75_84'"},{'id': '122', 'type': 'string', 'children': [], 'value': "'85_94'"},{'id': '123', 'type': 'string', 'children': [], 'value': "'95_plus'"},{'id': '124', 'type': 'if_statement', 'children': ['125', '128']},{'id': '125', 'type': 'comparison_operator', 'children': ['126', '127'], 'value': 'is'},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'weight_class'},{'id': '127', 'type': 'None', 'children': []},{'id': '128', 'type': 'block', 'children': ['129', '146']},{'id': '129', 'type': 'if_statement', 'children': ['130', '134']},{'id': '130', 'type': 'not_operator', 'children': ['131']},{'id': '131', 'type': 'comparison_operator', 'children': ['132', '133'], 'value': 'in'},{'id': '132', 'type': 'identifier', 'children': [], 'value': 'weight_class'},{'id': '133', 'type': 'identifier', 'children': [], 'value': 'valid_weight_classes'},{'id': '134', 'type': 'block', 'children': ['135']},{'id': '135', 'type': 'raise_statement', 'children': ['136']},{'id': '136', 'type': 'call', 'children': ['137', '138']},{'id': '137', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '138', 'type': 'argument_list', 'children': ['139']},{'id': '139', 'type': 'call', 'children': ['140', '143']},{'id': '140', 'type': 'attribute', 'children': ['141', '142']},{'id': '141', 'type': 'string', 'children': [], 'value': '"Invalid weight class: {0}. Possible values: {1!r}"'},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '143', 'type': 'argument_list', 'children': ['144', '145']},{'id': '144', 'type': 'identifier', 'children': [], 'value': 'weight_class'},{'id': '145', 'type': 'identifier', 'children': [], 'value': 'valid_weight_classes'},{'id': '146', 'type': 'expression_statement', 'children': ['147']},{'id': '147', 'type': 'assignment', 'children': ['148', '151']},{'id': '148', 'type': 'subscript', 'children': ['149', '150']},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '150', 'type': 'string', 'children': [], 'value': "'weight_class'"},{'id': '151', 'type': 'identifier', 'children': [], 'value': 'weight_class'},{'id': '152', 'type': 'if_statement', 'children': ['153', '156']},{'id': '153', 'type': 'comparison_operator', 'children': ['154', '155'], 'value': 'is'},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '155', 'type': 'None', 'children': []},{'id': '156', 'type': 'block', 'children': ['157']},{'id': '157', 'type': 'expression_statement', 'children': ['158']},{'id': '158', 'type': 'assignment', 'children': ['159', '162']},{'id': '159', 'type': 'subscript', 'children': ['160', '161']},{'id': '160', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '161', 'type': 'string', 'children': [], 'value': "'following'"},{'id': '162', 'type': 'call', 'children': ['163', '164']},{'id': '163', 'type': 'identifier', 'children': [], 'value': 'int'},{'id': '164', 'type': 'argument_list', 'children': ['165']},{'id': '165', 'type': 'identifier', 'children': [], 'value': 'following'},{'id': '166', 'type': 'if_statement', 'children': ['167', '170']},{'id': '167', 'type': 'comparison_operator', 'children': ['168', '169'], 'value': 'is'},{'id': '168', 'type': 'identifier', 'children': [], 'value': 'club_id'},{'id': '169', 'type': 'None', 'children': []},{'id': '170', 'type': 'block', 'children': ['171']},{'id': '171', 'type': 'expression_statement', 'children': ['172']},{'id': '172', 'type': 'assignment', 'children': ['173', '176']},{'id': '173', 'type': 'subscript', 'children': ['174', '175']},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '175', 'type': 'string', 'children': [], 'value': "'club_id'"},{'id': '176', 'type': 'identifier', 'children': [], 'value': 'club_id'},{'id': '177', 'type': 'if_statement', 'children': ['178', '181']},{'id': '178', 'type': 'comparison_operator', 'children': ['179', '180'], 'value': 'is'},{'id': '179', 'type': 'identifier', 'children': [], 'value': 'timeframe'},{'id': '180', 'type': 'None', 'children': []},{'id': '181', 'type': 'block', 'children': ['182', '190', '207']},{'id': '182', 'type': 'expression_statement', 'children': ['183']},{'id': '183', 'type': 'assignment', 'children': ['184', '185']},{'id': '184', 'type': 'identifier', 'children': [], 'value': 'valid_timeframes'},{'id': '185', 'type': 'expression_list', 'children': ['186', '187', '188', '189']},{'id': '186', 'type': 'string', 'children': [], 'value': "'this_year'"},{'id': '187', 'type': 'string', 'children': [], 'value': "'this_month'"},{'id': '188', 'type': 'string', 'children': [], 'value': "'this_week'"},{'id': '189', 'type': 'string', 'children': [], 'value': "'today'"},{'id': '190', 'type': 'if_statement', 'children': ['191', '195']},{'id': '191', 'type': 'not_operator', 'children': ['192']},{'id': '192', 'type': 'comparison_operator', 'children': ['193', '194'], 'value': 'in'},{'id': '193', 'type': 'identifier', 'children': [], 'value': 'timeframe'},{'id': '194', 'type': 'identifier', 'children': [], 'value': 'valid_timeframes'},{'id': '195', 'type': 'block', 'children': ['196']},{'id': '196', 'type': 'raise_statement', 'children': ['197']},{'id': '197', 'type': 'call', 'children': ['198', '199']},{'id': '198', 'type': 'identifier', 'children': [], 'value': 'ValueError'},{'id': '199', 'type': 'argument_list', 'children': ['200']},{'id': '200', 'type': 'call', 'children': ['201', '204']},{'id': '201', 'type': 'attribute', 'children': ['202', '203']},{'id': '202', 'type': 'string', 'children': [], 'value': '"Invalid timeframe: {0}. Possible values: {1!r}"'},{'id': '203', 'type': 'identifier', 'children': [], 'value': 'format'},{'id': '204', 'type': 'argument_list', 'children': ['205', '206']},{'id': '205', 'type': 'identifier', 'children': [], 'value': 'timeframe'},{'id': '206', 'type': 'identifier', 'children': [], 'value': 'valid_timeframes'},{'id': '207', 'type': 'expression_statement', 'children': ['208']},{'id': '208', 'type': 'assignment', 'children': ['209', '212']},{'id': '209', 'type': 'subscript', 'children': ['210', '211']},{'id': '210', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '211', 'type': 'string', 'children': [], 'value': "'date_range'"},{'id': '212', 'type': 'identifier', 'children': [], 'value': 'timeframe'},{'id': '213', 'type': 'if_statement', 'children': ['214', '217']},{'id': '214', 'type': 'comparison_operator', 'children': ['215', '216'], 'value': 'is'},{'id': '215', 'type': 'identifier', 'children': [], 'value': 'top_results_limit'},{'id': '216', 'type': 'None', 'children': []},{'id': '217', 'type': 'block', 'children': ['218']},{'id': '218', 'type': 'expression_statement', 'children': ['219']},{'id': '219', 'type': 'assignment', 'children': ['220', '223']},{'id': '220', 'type': 'subscript', 'children': ['221', '222']},{'id': '221', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '222', 'type': 'string', 'children': [], 'value': "'per_page'"},{'id': '223', 'type': 'identifier', 'children': [], 'value': 'top_results_limit'},{'id': '224', 'type': 'if_statement', 'children': ['225', '228']},{'id': '225', 'type': 'comparison_operator', 'children': ['226', '227'], 'value': 'is'},{'id': '226', 'type': 'identifier', 'children': [], 'value': 'page'},{'id': '227', 'type': 'None', 'children': []},{'id': '228', 'type': 'block', 'children': ['229']},{'id': '229', 'type': 'expression_statement', 'children': ['230']},{'id': '230', 'type': 'assignment', 'children': ['231', '234']},{'id': '231', 'type': 'subscript', 'children': ['232', '233']},{'id': '232', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '233', 'type': 'string', 'children': [], 'value': "'page'"},{'id': '234', 'type': 'identifier', 'children': [], 'value': 'page'},{'id': '235', 'type': 'if_statement', 'children': ['236', '239']},{'id': '236', 'type': 'comparison_operator', 'children': ['237', '238'], 'value': 'is'},{'id': '237', 'type': 'identifier', 'children': [], 'value': 'context_entries'},{'id': '238', 'type': 'None', 'children': []},{'id': '239', 'type': 'block', 'children': ['240']},{'id': '240', 'type': 'expression_statement', 'children': ['241']},{'id': '241', 'type': 'assignment', 'children': ['242', '245']},{'id': '242', 'type': 'subscript', 'children': ['243', '244']},{'id': '243', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '244', 'type': 'string', 'children': [], 'value': "'context_entries'"},{'id': '245', 'type': 'identifier', 'children': [], 'value': 'context_entries'},{'id': '246', 'type': 'return_statement', 'children': ['247']},{'id': '247', 'type': 'call', 'children': ['248', '253']},{'id': '248', 'type': 'attribute', 'children': ['249', '252']},{'id': '249', 'type': 'attribute', 'children': ['250', '251']},{'id': '250', 'type': 'identifier', 'children': [], 'value': 'model'},{'id': '251', 'type': 'identifier', 'children': [], 'value': 'SegmentLeaderboard'},{'id': '252', 'type': 'identifier', 'children': [], 'value': 'deserialize'},{'id': '253', 'type': 'argument_list', 'children': ['254', '267']},{'id': '254', 'type': 'call', 'children': ['255', '260']},{'id': '255', 'type': 'attribute', 'children': ['256', '259']},{'id': '256', 'type': 'attribute', 'children': ['257', '258']},{'id': '257', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '258', 'type': 'identifier', 'children': [], 'value': 'protocol'},{'id': '259', 'type': 'identifier', 'children': [], 'value': 'get'},{'id': '260', 'type': 'argument_list', 'children': ['261', '262', '265']},{'id': '261', 'type': 'string', 'children': [], 'value': "'/segments/{id}/leaderboard'"},{'id': '262', 'type': 'keyword_argument', 'children': ['263', '264']},{'id': '263', 'type': 'identifier', 'children': [], 'value': 'id'},{'id': '264', 'type': 'identifier', 'children': [], 'value': 'segment_id'},{'id': '265', 'type': 'dictionary_splat', 'children': ['266']},{'id': '266', 'type': 'identifier', 'children': [], 'value': 'params'},{'id': '267', 'type': 'keyword_argument', 'children': ['268', '269']},{'id': '268', 'type': 'identifier', 'children': [], 'value': 'bind_client'},{'id': '269', 'type': 'identifier', 'children': [], 'value': 'self'}
def get_segment_leaderboard(self, segment_id, gender=None, age_group=None, weight_class=None, following=None, club_id=None, timeframe=None, top_results_limit=None, page=None, context_entries = None): params = {} if gender is not None: if gender.upper() not in ('M', 'F'): raise ValueError("Invalid gender: {0}. Possible values: 'M' or 'F'".format(gender)) params['gender'] = gender valid_age_groups = ('0_24', '25_34', '35_44', '45_54', '55_64', '65_plus') if age_group is not None: if not age_group in valid_age_groups: raise ValueError("Invalid age group: {0}. Possible values: {1!r}".format(age_group, valid_age_groups)) params['age_group'] = age_group valid_weight_classes = ('0_124', '125_149', '150_164', '165_179', '180_199', '200_plus', '0_54', '55_64', '65_74', '75_84', '85_94', '95_plus') if weight_class is not None: if not weight_class in valid_weight_classes: raise ValueError("Invalid weight class: {0}. Possible values: {1!r}".format(weight_class, valid_weight_classes)) params['weight_class'] = weight_class if following is not None: params['following'] = int(following) if club_id is not None: params['club_id'] = club_id if timeframe is not None: valid_timeframes = 'this_year', 'this_month', 'this_week', 'today' if not timeframe in valid_timeframes: raise ValueError("Invalid timeframe: {0}. Possible values: {1!r}".format(timeframe, valid_timeframes)) params['date_range'] = timeframe if top_results_limit is not None: params['per_page'] = top_results_limit if page is not None: params['page'] = page if context_entries is not None: params['context_entries'] = context_entries return model.SegmentLeaderboard.deserialize(self.protocol.get('/segments/{id}/leaderboard', id=segment_id, **params), bind_client=self)
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'identifier', 'children': [], 'value': 'limit'},{'id': '149', 'type': 'identifier', 'children': [], 'value': 'limit'}
def get_segment_efforts(self, segment_id, athlete_id=None, start_date_local=None, end_date_local=None, limit=None): params = {"segment_id": segment_id} if athlete_id is not None: params['athlete_id'] = athlete_id if start_date_local: if isinstance(start_date_local, six.string_types): start_date_local = arrow.get(start_date_local).naive params["start_date_local"] = start_date_local.strftime("%Y-%m-%dT%H:%M:%SZ") if end_date_local: if isinstance(end_date_local, six.string_types): end_date_local = arrow.get(end_date_local).naive params["end_date_local"] = end_date_local.strftime("%Y-%m-%dT%H:%M:%SZ") if limit is not None: params["limit"] = limit result_fetcher = functools.partial(self.protocol.get, '/segments/{segment_id}/all_efforts', **params) return BatchedResultsIterator(entity=model.BaseEffort, bind_client=self, result_fetcher=result_fetcher, limit=limit)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '16']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'range'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '7', '10', '13']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'low'},{'id': '6', 'type': 'identifier', 'children': [], 'value': 'high'},{'id': '7', 'type': 'default_parameter', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'with_scores'},{'id': '9', 'type': 'False', 'children': []},{'id': '10', 'type': 'default_parameter', 'children': ['11', '12']},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'desc'},{'id': '12', 'type': 'False', 'children': []},{'id': '13', 'type': 'default_parameter', 'children': ['14', '15']},{'id': '14', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '15', 'type': 'False', 'children': []},{'id': '16', 'type': 'block', 'children': ['17']},{'id': '17', 'type': 'if_statement', 'children': ['18', '19', '34']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'reverse'},{'id': '19', 'type': 'block', 'children': ['20']},{'id': '20', 'type': 'return_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': 'database'},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'zrevrange'},{'id': '27', 'type': 'argument_list', 'children': ['28', '31', '32', '33']},{'id': '28', 'type': 'attribute', 'children': ['29', '30']},{'id': '29', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'low'},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'high'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'with_scores'},{'id': '34', 'type': 'else_clause', 'children': ['35']},{'id': '35', 'type': 'block', 'children': ['36']},{'id': '36', 'type': 'return_statement', 'children': ['37']},{'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': 'database'},{'id': '42', 'type': 'identifier', 'children': [], 'value': 'zrange'},{'id': '43', 'type': 'argument_list', 'children': ['44', '47', '48', '49', '50']},{'id': '44', 'type': 'attribute', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '46', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '47', 'type': 'identifier', 'children': [], 'value': 'low'},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'high'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'desc'},{'id': '50', 'type': 'identifier', 'children': [], 'value': 'with_scores'}
def range(self, low, high, with_scores=False, desc=False, reverse=False): if reverse: return self.database.zrevrange(self.key, low, high, with_scores) else: return self.database.zrange(self.key, low, high, desc, with_scores)
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '5']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'sfiles_to_event'},{'id': '3', 'type': 'parameters', 'children': ['4']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'sfile_list'},{'id': '5', 'type': 'block', 'children': ['6', '10', '29', '43', '53', '59', '87', '92']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '9']},{'id': '8', 'type': 'identifier', 'children': [], 'value': 'event_list'},{'id': '9', 'type': 'list', 'children': [], 'value': '[]'},{'id': '10', 'type': 'expression_statement', 'children': ['11']},{'id': '11', 'type': 'assignment', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'sort_list'},{'id': '13', 'type': 'list_comprehension', 'children': ['14', '26']},{'id': '14', 'type': 'tuple', 'children': ['15', '25']},{'id': '15', 'type': 'attribute', 'children': ['16', '24']},{'id': '16', 'type': 'subscript', 'children': ['17', '23']},{'id': '17', 'type': 'attribute', 'children': ['18', '22']},{'id': '18', 'type': 'call', 'children': ['19', '20']},{'id': '19', 'type': 'identifier', 'children': [], 'value': 'readheader'},{'id': '20', 'type': 'argument_list', 'children': ['21']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'sfile'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'origins'},{'id': '23', 'type': 'integer', 'children': [], 'value': '0'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'time'},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'sfile'},{'id': '26', 'type': 'for_in_clause', 'children': ['27', '28']},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'sfile'},{'id': '28', 'type': 'identifier', 'children': [], 'value': 'sfile_list'},{'id': '29', 'type': 'expression_statement', 'children': ['30']},{'id': '30', 'type': 'call', 'children': ['31', '34']},{'id': '31', 'type': 'attribute', 'children': ['32', '33']},{'id': '32', 'type': 'identifier', 'children': [], 'value': 'sort_list'},{'id': '33', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '34', 'type': 'argument_list', 'children': ['35']},{'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': 'tup'},{'id': '40', 'type': 'subscript', 'children': ['41', '42']},{'id': '41', 'type': 'identifier', 'children': [], 'value': 'tup'},{'id': '42', 'type': 'integer', 'children': [], 'value': '0'},{'id': '43', 'type': 'expression_statement', 'children': ['44']},{'id': '44', 'type': 'assignment', 'children': ['45', '46']},{'id': '45', 'type': 'identifier', 'children': [], 'value': 'sfile_list'},{'id': '46', 'type': 'list_comprehension', 'children': ['47', '50']},{'id': '47', 'type': 'subscript', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'sfile'},{'id': '49', 'type': 'integer', 'children': [], 'value': '1'},{'id': '50', 'type': 'for_in_clause', 'children': ['51', '52']},{'id': '51', 'type': 'identifier', 'children': [], 'value': 'sfile'},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'sort_list'},{'id': '53', 'type': 'expression_statement', 'children': ['54']},{'id': '54', 'type': 'assignment', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'catalog'},{'id': '56', 'type': 'call', 'children': ['57', '58']},{'id': '57', 'type': 'identifier', 'children': [], 'value': 'Catalog'},{'id': '58', 'type': 'argument_list', 'children': []},{'id': '59', 'type': 'for_statement', 'children': ['60', '63', '67']},{'id': '60', 'type': 'pattern_list', 'children': ['61', '62']},{'id': '61', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'sfile'},{'id': '63', 'type': 'call', 'children': ['64', '65']},{'id': '64', 'type': 'identifier', 'children': [], 'value': 'enumerate'},{'id': '65', 'type': 'argument_list', 'children': ['66']},{'id': '66', 'type': 'identifier', 'children': [], 'value': 'sfile_list'},{'id': '67', 'type': 'block', 'children': ['68', '77']},{'id': '68', 'type': 'expression_statement', 'children': ['69']},{'id': '69', 'type': 'call', 'children': ['70', '73']},{'id': '70', 'type': 'attribute', 'children': ['71', '72']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'event_list'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '73', 'type': 'argument_list', 'children': ['74']},{'id': '74', 'type': 'tuple', 'children': ['75', '76']},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'i'},{'id': '76', 'type': 'identifier', 'children': [], 'value': 'sfile'},{'id': '77', 'type': 'expression_statement', 'children': ['78']},{'id': '78', 'type': 'call', 'children': ['79', '82']},{'id': '79', 'type': 'attribute', 'children': ['80', '81']},{'id': '80', 'type': 'identifier', 'children': [], 'value': 'catalog'},{'id': '81', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '82', 'type': 'argument_list', 'children': ['83']},{'id': '83', 'type': 'call', 'children': ['84', '85']},{'id': '84', 'type': 'identifier', 'children': [], 'value': 'readheader'},{'id': '85', 'type': 'argument_list', 'children': ['86']},{'id': '86', 'type': 'identifier', 'children': [], 'value': 'sfile'},{'id': '87', 'type': 'expression_statement', 'children': ['88']},{'id': '88', 'type': 'call', 'children': ['89', '90']},{'id': '89', 'type': 'identifier', 'children': [], 'value': 'write_event'},{'id': '90', 'type': 'argument_list', 'children': ['91']},{'id': '91', 'type': 'identifier', 'children': [], 'value': 'catalog'},{'id': '92', 'type': 'return_statement', 'children': ['93']},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'event_list'}
def sfiles_to_event(sfile_list): event_list = [] sort_list = [(readheader(sfile).origins[0].time, sfile) for sfile in sfile_list] sort_list.sort(key=lambda tup: tup[0]) sfile_list = [sfile[1] for sfile in sort_list] catalog = Catalog() for i, sfile in enumerate(sfile_list): event_list.append((i, sfile)) catalog.append(readheader(sfile)) write_event(catalog) return event_list
{'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', '24']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'call', 'children': ['8', '13']},{'id': '8', 'type': 'attribute', 'children': ['9', '12']},{'id': '9', 'type': 'attribute', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '11', 'type': 'identifier', 'children': [], 'value': 'families'},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'sort'},{'id': '13', 'type': 'argument_list', 'children': ['14']},{'id': '14', 'type': 'keyword_argument', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '16', 'type': 'lambda', 'children': ['17', '19']},{'id': '17', 'type': 'lambda_parameters', 'children': ['18']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '19', 'type': 'attribute', 'children': ['20', '23']},{'id': '20', 'type': 'attribute', 'children': ['21', '22']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '22', 'type': 'identifier', 'children': [], 'value': 'template'},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '24', 'type': 'return_statement', 'children': ['25']},{'id': '25', 'type': 'identifier', 'children': [], 'value': 'self'}
def sort(self): self.families.sort(key=lambda x: x.template.name) return self
{'id': '0', 'type': 'module', 'children': ['1']},{'id': '1', 'type': 'function_definition', 'children': ['2', '3', '12']},{'id': '2', 'type': 'function_name', 'children': [], 'value': 'decluster'},{'id': '3', 'type': 'parameters', 'children': ['4', '5', '6', '9']},{'id': '4', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '5', 'type': 'identifier', 'children': [], 'value': 'trig_int'},{'id': '6', 'type': 'default_parameter', 'children': ['7', '8']},{'id': '7', 'type': 'identifier', 'children': [], 'value': 'timing'},{'id': '8', 'type': 'string', 'children': [], 'value': "'detect'"},{'id': '9', 'type': 'default_parameter', 'children': ['10', '11']},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'metric'},{'id': '11', 'type': 'string', 'children': [], 'value': "'avg_cor'"},{'id': '12', 'type': 'block', 'children': ['13', '17', '32', '157', '172', '187', '210', '229', '233', '283', '299', '303', '354', '360']},{'id': '13', 'type': 'expression_statement', 'children': ['14']},{'id': '14', 'type': 'assignment', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'all_detections'},{'id': '16', 'type': 'list', 'children': [], 'value': '[]'},{'id': '17', 'type': 'for_statement', 'children': ['18', '19', '22']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'fam'},{'id': '19', 'type': 'attribute', 'children': ['20', '21']},{'id': '20', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'families'},{'id': '22', 'type': 'block', 'children': ['23']},{'id': '23', 'type': 'expression_statement', 'children': ['24']},{'id': '24', 'type': 'call', 'children': ['25', '28']},{'id': '25', 'type': 'attribute', 'children': ['26', '27']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'all_detections'},{'id': '27', 'type': 'identifier', 'children': [], 'value': 'extend'},{'id': '28', 'type': 'argument_list', 'children': ['29']},{'id': '29', 'type': 'attribute', 'children': ['30', '31']},{'id': '30', 'type': 'identifier', 'children': [], 'value': 'fam'},{'id': '31', 'type': 'identifier', 'children': [], 'value': 'detections'},{'id': '32', 'type': 'if_statement', 'children': ['33', '36', '86', '150']},{'id': '33', 'type': 'comparison_operator', 'children': ['34', '35'], 'value': '=='},{'id': '34', 'type': 'identifier', 'children': [], 'value': 'timing'},{'id': '35', 'type': 'string', 'children': [], 'value': "'detect'"},{'id': '36', 'type': 'block', 'children': ['37']},{'id': '37', 'type': 'if_statement', 'children': ['38', '41', '60', '79']},{'id': '38', 'type': 'comparison_operator', 'children': ['39', '40'], 'value': '=='},{'id': '39', 'type': 'identifier', 'children': [], 'value': 'metric'},{'id': '40', 'type': 'string', 'children': [], 'value': "'avg_cor'"},{'id': '41', 'type': 'block', 'children': ['42']},{'id': '42', 'type': 'expression_statement', 'children': ['43']},{'id': '43', 'type': 'assignment', 'children': ['44', '45']},{'id': '44', 'type': 'identifier', 'children': [], 'value': 'detect_info'},{'id': '45', 'type': 'list_comprehension', 'children': ['46', '57']},{'id': '46', 'type': 'tuple', 'children': ['47', '50']},{'id': '47', 'type': 'attribute', 'children': ['48', '49']},{'id': '48', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '49', 'type': 'identifier', 'children': [], 'value': 'detect_time'},{'id': '50', 'type': 'binary_operator', 'children': ['51', '54'], 'value': '/'},{'id': '51', 'type': 'attribute', 'children': ['52', '53']},{'id': '52', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '53', 'type': 'identifier', 'children': [], 'value': 'detect_val'},{'id': '54', 'type': 'attribute', 'children': ['55', '56']},{'id': '55', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '56', 'type': 'identifier', 'children': [], 'value': 'no_chans'},{'id': '57', 'type': 'for_in_clause', 'children': ['58', '59']},{'id': '58', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '59', 'type': 'identifier', 'children': [], 'value': 'all_detections'},{'id': '60', 'type': 'elif_clause', 'children': ['61', '64']},{'id': '61', 'type': 'comparison_operator', 'children': ['62', '63'], 'value': '=='},{'id': '62', 'type': 'identifier', 'children': [], 'value': 'metric'},{'id': '63', 'type': 'string', 'children': [], 'value': "'cor_sum'"},{'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': 'detect_info'},{'id': '68', 'type': 'list_comprehension', 'children': ['69', '76']},{'id': '69', 'type': 'tuple', 'children': ['70', '73']},{'id': '70', 'type': 'attribute', 'children': ['71', '72']},{'id': '71', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '72', 'type': 'identifier', 'children': [], 'value': 'detect_time'},{'id': '73', 'type': 'attribute', 'children': ['74', '75']},{'id': '74', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '75', 'type': 'identifier', 'children': [], 'value': 'detect_val'},{'id': '76', 'type': 'for_in_clause', 'children': ['77', '78']},{'id': '77', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '78', 'type': 'identifier', 'children': [], 'value': 'all_detections'},{'id': '79', 'type': 'else_clause', 'children': ['80']},{'id': '80', 'type': 'block', 'children': ['81']},{'id': '81', 'type': 'raise_statement', 'children': ['82']},{'id': '82', 'type': 'call', 'children': ['83', '84']},{'id': '83', 'type': 'identifier', 'children': [], 'value': 'MatchFilterError'},{'id': '84', 'type': 'argument_list', 'children': ['85']},{'id': '85', 'type': 'string', 'children': [], 'value': "'metric is not cor_sum or avg_cor'"},{'id': '86', 'type': 'elif_clause', 'children': ['87', '90']},{'id': '87', 'type': 'comparison_operator', 'children': ['88', '89'], 'value': '=='},{'id': '88', 'type': 'identifier', 'children': [], 'value': 'timing'},{'id': '89', 'type': 'string', 'children': [], 'value': "'origin'"},{'id': '90', 'type': 'block', 'children': ['91']},{'id': '91', 'type': 'if_statement', 'children': ['92', '95', '119', '143']},{'id': '92', 'type': 'comparison_operator', 'children': ['93', '94'], 'value': '=='},{'id': '93', 'type': 'identifier', 'children': [], 'value': 'metric'},{'id': '94', 'type': 'string', 'children': [], 'value': "'avg_cor'"},{'id': '95', 'type': 'block', 'children': ['96']},{'id': '96', 'type': 'expression_statement', 'children': ['97']},{'id': '97', 'type': 'assignment', 'children': ['98', '99']},{'id': '98', 'type': 'identifier', 'children': [], 'value': 'detect_info'},{'id': '99', 'type': 'list_comprehension', 'children': ['100', '116']},{'id': '100', 'type': 'tuple', 'children': ['101', '109']},{'id': '101', 'type': 'attribute', 'children': ['102', '108']},{'id': '102', 'type': 'call', 'children': ['103', '104']},{'id': '103', 'type': 'identifier', 'children': [], 'value': '_get_origin'},{'id': '104', 'type': 'argument_list', 'children': ['105']},{'id': '105', 'type': 'attribute', 'children': ['106', '107']},{'id': '106', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '107', 'type': 'identifier', 'children': [], 'value': 'event'},{'id': '108', 'type': 'identifier', 'children': [], 'value': 'time'},{'id': '109', 'type': 'binary_operator', 'children': ['110', '113'], 'value': '/'},{'id': '110', 'type': 'attribute', 'children': ['111', '112']},{'id': '111', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '112', 'type': 'identifier', 'children': [], 'value': 'detect_val'},{'id': '113', 'type': 'attribute', 'children': ['114', '115']},{'id': '114', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '115', 'type': 'identifier', 'children': [], 'value': 'no_chans'},{'id': '116', 'type': 'for_in_clause', 'children': ['117', '118']},{'id': '117', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '118', 'type': 'identifier', 'children': [], 'value': 'all_detections'},{'id': '119', 'type': 'elif_clause', 'children': ['120', '123']},{'id': '120', 'type': 'comparison_operator', 'children': ['121', '122'], 'value': '=='},{'id': '121', 'type': 'identifier', 'children': [], 'value': 'metric'},{'id': '122', 'type': 'string', 'children': [], 'value': "'cor_sum'"},{'id': '123', 'type': 'block', 'children': ['124']},{'id': '124', 'type': 'expression_statement', 'children': ['125']},{'id': '125', 'type': 'assignment', 'children': ['126', '127']},{'id': '126', 'type': 'identifier', 'children': [], 'value': 'detect_info'},{'id': '127', 'type': 'list_comprehension', 'children': ['128', '140']},{'id': '128', 'type': 'tuple', 'children': ['129', '137']},{'id': '129', 'type': 'attribute', 'children': ['130', '136']},{'id': '130', 'type': 'call', 'children': ['131', '132']},{'id': '131', 'type': 'identifier', 'children': [], 'value': '_get_origin'},{'id': '132', 'type': 'argument_list', 'children': ['133']},{'id': '133', 'type': 'attribute', 'children': ['134', '135']},{'id': '134', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '135', 'type': 'identifier', 'children': [], 'value': 'event'},{'id': '136', 'type': 'identifier', 'children': [], 'value': 'time'},{'id': '137', 'type': 'attribute', 'children': ['138', '139']},{'id': '138', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '139', 'type': 'identifier', 'children': [], 'value': 'detect_val'},{'id': '140', 'type': 'for_in_clause', 'children': ['141', '142']},{'id': '141', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '142', 'type': 'identifier', 'children': [], 'value': 'all_detections'},{'id': '143', 'type': 'else_clause', 'children': ['144']},{'id': '144', 'type': 'block', 'children': ['145']},{'id': '145', 'type': 'raise_statement', 'children': ['146']},{'id': '146', 'type': 'call', 'children': ['147', '148']},{'id': '147', 'type': 'identifier', 'children': [], 'value': 'MatchFilterError'},{'id': '148', 'type': 'argument_list', 'children': ['149']},{'id': '149', 'type': 'string', 'children': [], 'value': "'metric is not cor_sum or avg_cor'"},{'id': '150', 'type': 'else_clause', 'children': ['151']},{'id': '151', 'type': 'block', 'children': ['152']},{'id': '152', 'type': 'raise_statement', 'children': ['153']},{'id': '153', 'type': 'call', 'children': ['154', '155']},{'id': '154', 'type': 'identifier', 'children': [], 'value': 'MatchFilterError'},{'id': '155', 'type': 'argument_list', 'children': ['156']},{'id': '156', 'type': 'string', 'children': [], 'value': "'timing is not detect or origin'"},{'id': '157', 'type': 'expression_statement', 'children': ['158']},{'id': '158', 'type': 'assignment', 'children': ['159', '160']},{'id': '159', 'type': 'identifier', 'children': [], 'value': 'min_det'},{'id': '160', 'type': 'subscript', 'children': ['161', '171']},{'id': '161', 'type': 'call', 'children': ['162', '163']},{'id': '162', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '163', 'type': 'argument_list', 'children': ['164']},{'id': '164', 'type': 'list_comprehension', 'children': ['165', '168']},{'id': '165', 'type': 'subscript', 'children': ['166', '167']},{'id': '166', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '167', 'type': 'integer', 'children': [], 'value': '0'},{'id': '168', 'type': 'for_in_clause', 'children': ['169', '170']},{'id': '169', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '170', 'type': 'identifier', 'children': [], 'value': 'detect_info'},{'id': '171', 'type': 'integer', 'children': [], 'value': '0'},{'id': '172', 'type': 'expression_statement', 'children': ['173']},{'id': '173', 'type': 'assignment', 'children': ['174', '175']},{'id': '174', 'type': 'identifier', 'children': [], 'value': 'detect_vals'},{'id': '175', 'type': 'call', 'children': ['176', '179']},{'id': '176', 'type': 'attribute', 'children': ['177', '178']},{'id': '177', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '178', 'type': 'identifier', 'children': [], 'value': 'array'},{'id': '179', 'type': 'argument_list', 'children': ['180']},{'id': '180', 'type': 'list_comprehension', 'children': ['181', '184']},{'id': '181', 'type': 'subscript', 'children': ['182', '183']},{'id': '182', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '183', 'type': 'integer', 'children': [], 'value': '1'},{'id': '184', 'type': 'for_in_clause', 'children': ['185', '186']},{'id': '185', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '186', 'type': 'identifier', 'children': [], 'value': 'detect_info'},{'id': '187', 'type': 'expression_statement', 'children': ['188']},{'id': '188', 'type': 'assignment', 'children': ['189', '190']},{'id': '189', 'type': 'identifier', 'children': [], 'value': 'detect_times'},{'id': '190', 'type': 'call', 'children': ['191', '194']},{'id': '191', 'type': 'attribute', 'children': ['192', '193']},{'id': '192', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '193', 'type': 'identifier', 'children': [], 'value': 'array'},{'id': '194', 'type': 'argument_list', 'children': ['195']},{'id': '195', 'type': 'list_comprehension', 'children': ['196', '207']},{'id': '196', 'type': 'call', 'children': ['197', '198']},{'id': '197', 'type': 'identifier', 'children': [], 'value': '_total_microsec'},{'id': '198', 'type': 'argument_list', 'children': ['199', '204']},{'id': '199', 'type': 'attribute', 'children': ['200', '203']},{'id': '200', 'type': 'subscript', 'children': ['201', '202']},{'id': '201', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '202', 'type': 'integer', 'children': [], 'value': '0'},{'id': '203', 'type': 'identifier', 'children': [], 'value': 'datetime'},{'id': '204', 'type': 'attribute', 'children': ['205', '206']},{'id': '205', 'type': 'identifier', 'children': [], 'value': 'min_det'},{'id': '206', 'type': 'identifier', 'children': [], 'value': 'datetime'},{'id': '207', 'type': 'for_in_clause', 'children': ['208', '209']},{'id': '208', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '209', 'type': 'identifier', 'children': [], 'value': 'detect_info'},{'id': '210', 'type': 'expression_statement', 'children': ['211']},{'id': '211', 'type': 'assignment', 'children': ['212', '213']},{'id': '212', 'type': 'identifier', 'children': [], 'value': 'peaks_out'},{'id': '213', 'type': 'call', 'children': ['214', '215']},{'id': '214', 'type': 'identifier', 'children': [], 'value': 'decluster'},{'id': '215', 'type': 'argument_list', 'children': ['216', '219', '222']},{'id': '216', 'type': 'keyword_argument', 'children': ['217', '218']},{'id': '217', 'type': 'identifier', 'children': [], 'value': 'peaks'},{'id': '218', 'type': 'identifier', 'children': [], 'value': 'detect_vals'},{'id': '219', 'type': 'keyword_argument', 'children': ['220', '221']},{'id': '220', 'type': 'identifier', 'children': [], 'value': 'index'},{'id': '221', 'type': 'identifier', 'children': [], 'value': 'detect_times'},{'id': '222', 'type': 'keyword_argument', 'children': ['223', '224']},{'id': '223', 'type': 'identifier', 'children': [], 'value': 'trig_int'},{'id': '224', 'type': 'binary_operator', 'children': ['225', '226'], 'value': '*'},{'id': '225', 'type': 'identifier', 'children': [], 'value': 'trig_int'},{'id': '226', 'type': 'binary_operator', 'children': ['227', '228'], 'value': '**'},{'id': '227', 'type': 'integer', 'children': [], 'value': '10'},{'id': '228', 'type': 'integer', 'children': [], 'value': '6'},{'id': '229', 'type': 'expression_statement', 'children': ['230']},{'id': '230', 'type': 'assignment', 'children': ['231', '232']},{'id': '231', 'type': 'identifier', 'children': [], 'value': 'declustered_detections'},{'id': '232', 'type': 'list', 'children': [], 'value': '[]'},{'id': '233', 'type': 'for_statement', 'children': ['234', '235', '236']},{'id': '234', 'type': 'identifier', 'children': [], 'value': 'ind'},{'id': '235', 'type': 'identifier', 'children': [], 'value': 'peaks_out'},{'id': '236', 'type': 'block', 'children': ['237', '253', '274']},{'id': '237', 'type': 'expression_statement', 'children': ['238']},{'id': '238', 'type': 'assignment', 'children': ['239', '240']},{'id': '239', 'type': 'identifier', 'children': [], 'value': 'matching_time_indeces'},{'id': '240', 'type': 'subscript', 'children': ['241', '252']},{'id': '241', 'type': 'call', 'children': ['242', '245']},{'id': '242', 'type': 'attribute', 'children': ['243', '244']},{'id': '243', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '244', 'type': 'identifier', 'children': [], 'value': 'where'},{'id': '245', 'type': 'argument_list', 'children': ['246']},{'id': '246', 'type': 'comparison_operator', 'children': ['247', '248'], 'value': '=='},{'id': '247', 'type': 'identifier', 'children': [], 'value': 'detect_times'},{'id': '248', 'type': 'subscript', 'children': ['249', '250']},{'id': '249', 'type': 'identifier', 'children': [], 'value': 'ind'},{'id': '250', 'type': 'unary_operator', 'children': ['251'], 'value': '-'},{'id': '251', 'type': 'integer', 'children': [], 'value': '1'},{'id': '252', 'type': 'integer', 'children': [], 'value': '0'},{'id': '253', 'type': 'expression_statement', 'children': ['254']},{'id': '254', 'type': 'assignment', 'children': ['255', '256']},{'id': '255', 'type': 'identifier', 'children': [], 'value': 'matches'},{'id': '256', 'type': 'subscript', 'children': ['257', '258']},{'id': '257', 'type': 'identifier', 'children': [], 'value': 'matching_time_indeces'},{'id': '258', 'type': 'subscript', 'children': ['259', '273']},{'id': '259', 'type': 'subscript', 'children': ['260', '272']},{'id': '260', 'type': 'call', 'children': ['261', '264']},{'id': '261', 'type': 'attribute', 'children': ['262', '263']},{'id': '262', 'type': 'identifier', 'children': [], 'value': 'np'},{'id': '263', 'type': 'identifier', 'children': [], 'value': 'where'},{'id': '264', 'type': 'argument_list', 'children': ['265']},{'id': '265', 'type': 'comparison_operator', 'children': ['266', '269'], 'value': '=='},{'id': '266', 'type': 'subscript', 'children': ['267', '268']},{'id': '267', 'type': 'identifier', 'children': [], 'value': 'detect_vals'},{'id': '268', 'type': 'identifier', 'children': [], 'value': 'matching_time_indeces'},{'id': '269', 'type': 'subscript', 'children': ['270', '271']},{'id': '270', 'type': 'identifier', 'children': [], 'value': 'ind'},{'id': '271', 'type': 'integer', 'children': [], 'value': '0'},{'id': '272', 'type': 'integer', 'children': [], 'value': '0'},{'id': '273', 'type': 'integer', 'children': [], 'value': '0'},{'id': '274', 'type': 'expression_statement', 'children': ['275']},{'id': '275', 'type': 'call', 'children': ['276', '279']},{'id': '276', 'type': 'attribute', 'children': ['277', '278']},{'id': '277', 'type': 'identifier', 'children': [], 'value': 'declustered_detections'},{'id': '278', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '279', 'type': 'argument_list', 'children': ['280']},{'id': '280', 'type': 'subscript', 'children': ['281', '282']},{'id': '281', 'type': 'identifier', 'children': [], 'value': 'all_detections'},{'id': '282', 'type': 'identifier', 'children': [], 'value': 'matches'},{'id': '283', 'type': 'expression_statement', 'children': ['284']},{'id': '284', 'type': 'assignment', 'children': ['285', '286']},{'id': '285', 'type': 'identifier', 'children': [], 'value': 'template_names'},{'id': '286', 'type': 'call', 'children': ['287', '288']},{'id': '287', 'type': 'identifier', 'children': [], 'value': 'list'},{'id': '288', 'type': 'argument_list', 'children': ['289']},{'id': '289', 'type': 'call', 'children': ['290', '291']},{'id': '290', 'type': 'identifier', 'children': [], 'value': 'set'},{'id': '291', 'type': 'argument_list', 'children': ['292']},{'id': '292', 'type': 'list_comprehension', 'children': ['293', '296']},{'id': '293', 'type': 'attribute', 'children': ['294', '295']},{'id': '294', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '295', 'type': 'identifier', 'children': [], 'value': 'template_name'},{'id': '296', 'type': 'for_in_clause', 'children': ['297', '298']},{'id': '297', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '298', 'type': 'identifier', 'children': [], 'value': 'declustered_detections'},{'id': '299', 'type': 'expression_statement', 'children': ['300']},{'id': '300', 'type': 'assignment', 'children': ['301', '302']},{'id': '301', 'type': 'identifier', 'children': [], 'value': 'new_families'},{'id': '302', 'type': 'list', 'children': [], 'value': '[]'},{'id': '303', 'type': 'for_statement', 'children': ['304', '305', '306']},{'id': '304', 'type': 'identifier', 'children': [], 'value': 'template_name'},{'id': '305', 'type': 'identifier', 'children': [], 'value': 'template_names'},{'id': '306', 'type': 'block', 'children': ['307', '329']},{'id': '307', 'type': 'expression_statement', 'children': ['308']},{'id': '308', 'type': 'assignment', 'children': ['309', '310']},{'id': '309', 'type': 'identifier', 'children': [], 'value': 'template'},{'id': '310', 'type': 'subscript', 'children': ['311', '328']},{'id': '311', 'type': 'list_comprehension', 'children': ['312', '315', '320']},{'id': '312', 'type': 'attribute', 'children': ['313', '314']},{'id': '313', 'type': 'identifier', 'children': [], 'value': 'fam'},{'id': '314', 'type': 'identifier', 'children': [], 'value': 'template'},{'id': '315', 'type': 'for_in_clause', 'children': ['316', '317']},{'id': '316', 'type': 'identifier', 'children': [], 'value': 'fam'},{'id': '317', 'type': 'attribute', 'children': ['318', '319']},{'id': '318', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '319', 'type': 'identifier', 'children': [], 'value': 'families'},{'id': '320', 'type': 'if_clause', 'children': ['321']},{'id': '321', 'type': 'comparison_operator', 'children': ['322', '327'], 'value': '=='},{'id': '322', 'type': 'attribute', 'children': ['323', '326']},{'id': '323', 'type': 'attribute', 'children': ['324', '325']},{'id': '324', 'type': 'identifier', 'children': [], 'value': 'fam'},{'id': '325', 'type': 'identifier', 'children': [], 'value': 'template'},{'id': '326', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '327', 'type': 'identifier', 'children': [], 'value': 'template_name'},{'id': '328', 'type': 'integer', 'children': [], 'value': '0'},{'id': '329', 'type': 'expression_statement', 'children': ['330']},{'id': '330', 'type': 'call', 'children': ['331', '334']},{'id': '331', 'type': 'attribute', 'children': ['332', '333']},{'id': '332', 'type': 'identifier', 'children': [], 'value': 'new_families'},{'id': '333', 'type': 'identifier', 'children': [], 'value': 'append'},{'id': '334', 'type': 'argument_list', 'children': ['335']},{'id': '335', 'type': 'call', 'children': ['336', '337']},{'id': '336', 'type': 'identifier', 'children': [], 'value': 'Family'},{'id': '337', 'type': 'argument_list', 'children': ['338', '341']},{'id': '338', 'type': 'keyword_argument', 'children': ['339', '340']},{'id': '339', 'type': 'identifier', 'children': [], 'value': 'template'},{'id': '340', 'type': 'identifier', 'children': [], 'value': 'template'},{'id': '341', 'type': 'keyword_argument', 'children': ['342', '343']},{'id': '342', 'type': 'identifier', 'children': [], 'value': 'detections'},{'id': '343', 'type': 'list_comprehension', 'children': ['344', '345', '348']},{'id': '344', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '345', 'type': 'for_in_clause', 'children': ['346', '347']},{'id': '346', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '347', 'type': 'identifier', 'children': [], 'value': 'declustered_detections'},{'id': '348', 'type': 'if_clause', 'children': ['349']},{'id': '349', 'type': 'comparison_operator', 'children': ['350', '353'], 'value': '=='},{'id': '350', 'type': 'attribute', 'children': ['351', '352']},{'id': '351', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '352', 'type': 'identifier', 'children': [], 'value': 'template_name'},{'id': '353', 'type': 'identifier', 'children': [], 'value': 'template_name'},{'id': '354', 'type': 'expression_statement', 'children': ['355']},{'id': '355', 'type': 'assignment', 'children': ['356', '359']},{'id': '356', 'type': 'attribute', 'children': ['357', '358']},{'id': '357', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '358', 'type': 'identifier', 'children': [], 'value': 'families'},{'id': '359', 'type': 'identifier', 'children': [], 'value': 'new_families'},{'id': '360', 'type': 'return_statement', 'children': ['361']},{'id': '361', 'type': 'identifier', 'children': [], 'value': 'self'}
def decluster(self, trig_int, timing='detect', metric='avg_cor'): all_detections = [] for fam in self.families: all_detections.extend(fam.detections) if timing == 'detect': if metric == 'avg_cor': detect_info = [(d.detect_time, d.detect_val / d.no_chans) for d in all_detections] elif metric == 'cor_sum': detect_info = [(d.detect_time, d.detect_val) for d in all_detections] else: raise MatchFilterError('metric is not cor_sum or avg_cor') elif timing == 'origin': if metric == 'avg_cor': detect_info = [(_get_origin(d.event).time, d.detect_val / d.no_chans) for d in all_detections] elif metric == 'cor_sum': detect_info = [(_get_origin(d.event).time, d.detect_val) for d in all_detections] else: raise MatchFilterError('metric is not cor_sum or avg_cor') else: raise MatchFilterError('timing is not detect or origin') min_det = sorted([d[0] for d in detect_info])[0] detect_vals = np.array([d[1] for d in detect_info]) detect_times = np.array([ _total_microsec(d[0].datetime, min_det.datetime) for d in detect_info]) peaks_out = decluster( peaks=detect_vals, index=detect_times, trig_int=trig_int * 10 ** 6) declustered_detections = [] for ind in peaks_out: matching_time_indeces = np.where(detect_times == ind[-1])[0] matches = matching_time_indeces[ np.where(detect_vals[matching_time_indeces] == ind[0])[0][0]] declustered_detections.append(all_detections[matches]) template_names = list(set([d.template_name for d in declustered_detections])) new_families = [] for template_name in template_names: template = [fam.template for fam in self.families if fam.template.name == template_name][0] new_families.append(Family( template=template, detections=[d for d in declustered_detections if d.template_name == template_name])) self.families = new_families return self
{'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', '25']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '11']},{'id': '8', 'type': 'attribute', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'detections'},{'id': '11', 'type': 'call', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '13', 'type': 'argument_list', 'children': ['14', '17']},{'id': '14', 'type': 'attribute', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'detections'},{'id': '17', 'type': 'keyword_argument', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '19', 'type': 'lambda', 'children': ['20', '22']},{'id': '20', 'type': 'lambda_parameters', 'children': ['21']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'd'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'detect_time'},{'id': '25', 'type': 'return_statement', 'children': ['26']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'self'}
def sort(self): self.detections = sorted(self.detections, key=lambda d: d.detect_time) return self
{'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', '25']},{'id': '6', 'type': 'expression_statement', 'children': ['7']},{'id': '7', 'type': 'assignment', 'children': ['8', '11']},{'id': '8', 'type': 'attribute', 'children': ['9', '10']},{'id': '9', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '10', 'type': 'identifier', 'children': [], 'value': 'templates'},{'id': '11', 'type': 'call', 'children': ['12', '13']},{'id': '12', 'type': 'identifier', 'children': [], 'value': 'sorted'},{'id': '13', 'type': 'argument_list', 'children': ['14', '17']},{'id': '14', 'type': 'attribute', 'children': ['15', '16']},{'id': '15', 'type': 'identifier', 'children': [], 'value': 'self'},{'id': '16', 'type': 'identifier', 'children': [], 'value': 'templates'},{'id': '17', 'type': 'keyword_argument', 'children': ['18', '19']},{'id': '18', 'type': 'identifier', 'children': [], 'value': 'key'},{'id': '19', 'type': 'lambda', 'children': ['20', '22']},{'id': '20', 'type': 'lambda_parameters', 'children': ['21']},{'id': '21', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '22', 'type': 'attribute', 'children': ['23', '24']},{'id': '23', 'type': 'identifier', 'children': [], 'value': 'x'},{'id': '24', 'type': 'identifier', 'children': [], 'value': 'name'},{'id': '25', 'type': 'return_statement', 'children': ['26']},{'id': '26', 'type': 'identifier', 'children': [], 'value': 'self'}
def sort(self): self.templates = sorted(self.templates, key=lambda x: x.name) return self