1 | """ |
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2 | Support for dynamically modifying output attributes. |
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3 | """ |
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4 | |
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5 | import logging, os.path, string, re |
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6 | from galaxy import util |
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7 | |
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8 | log = logging.getLogger( __name__ ) |
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9 | |
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10 | class ToolOutputActionGroup( object ): |
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11 | """ |
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12 | Manages a set of tool output dataset actions directives |
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13 | """ |
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14 | tag = "group" |
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15 | def __init__( self, parent, config_elem ): |
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16 | self.parent = parent |
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17 | self.actions = [] |
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18 | if config_elem: |
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19 | for elem in config_elem: |
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20 | if elem.tag == "conditional": |
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21 | self.actions.append( ToolOutputActionConditional( self, elem ) ) |
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22 | elif elem.tag == "action": |
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23 | self.actions.append( ToolOutputAction.from_elem( self, elem ) ) |
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24 | else: |
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25 | log.debug( "Unknown ToolOutputAction tag specified: %s" % elem.tag ) |
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26 | def apply_action( self, output_dataset, other_values ): |
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27 | for action in self.actions: |
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28 | action.apply_action( output_dataset, other_values ) |
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29 | @property |
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30 | def tool( self ): |
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31 | return self.parent.tool |
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32 | def __len__( self ): |
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33 | return len( self.actions ) |
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34 | |
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35 | class ToolOutputActionConditionalWhen( ToolOutputActionGroup ): |
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36 | tag="when" |
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37 | @classmethod |
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38 | def from_elem( cls, parent, when_elem ): |
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39 | """Loads the proper when by attributes of elem""" |
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40 | when_value = when_elem.get( "value", None ) |
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41 | if when_value is not None: |
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42 | return ValueToolOutputActionConditionalWhen( parent, when_elem, when_value ) |
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43 | else: |
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44 | when_value = when_elem.get( "datatype_isinstance", None ) |
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45 | if when_value is not None: |
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46 | return DatatypeIsInstanceToolOutputActionConditionalWhen( parent, when_elem, when_value ) |
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47 | raise TypeError( "When type not implemented" ) |
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48 | def __init__( self, parent, config_elem, value ): |
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49 | super( ToolOutputActionConditionalWhen, self ).__init__( parent, config_elem ) |
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50 | self.value = value |
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51 | def is_case( self, output_dataset, other_values ): |
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52 | raise TypeError( "Not implemented" ) |
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53 | def get_ref( self, output_dataset, other_values ): |
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54 | ref = other_values |
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55 | for ref_name in self.parent.name: |
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56 | assert ref_name in ref, "Required dependency '%s' not found in incoming values" % ref_name |
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57 | ref = ref.get( ref_name ) |
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58 | return ref |
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59 | def apply_action( self, output_dataset, other_values ): |
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60 | if self.is_case( output_dataset, other_values ): |
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61 | return super( ToolOutputActionConditionalWhen, self ).apply_action( output_dataset, other_values ) |
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62 | |
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63 | class ValueToolOutputActionConditionalWhen( ToolOutputActionConditionalWhen ): |
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64 | tag = "when value" |
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65 | def is_case( self, output_dataset, other_values ): |
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66 | ref = self.get_ref( output_dataset, other_values ) |
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67 | return bool( str( ref ) == self.value ) |
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68 | |
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69 | class DatatypeIsInstanceToolOutputActionConditionalWhen( ToolOutputActionConditionalWhen ): |
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70 | tag = "when datatype_isinstance" |
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71 | def __init__( self, parent, config_elem, value ): |
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72 | super( DatatypeIsInstanceToolOutputActionConditionalWhen, self ).__init__( parent, config_elem, value ) |
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73 | self.value = type( self.tool.app.datatypes_registry.get_datatype_by_extension( value ) ) |
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74 | def is_case( self, output_dataset, other_values ): |
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75 | ref = self.get_ref( output_dataset, other_values ) |
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76 | return isinstance( ref.datatype, self.value ) |
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77 | |
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78 | class ToolOutputActionConditional( object ): |
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79 | tag = "conditional" |
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80 | def __init__( self, parent, config_elem ): |
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81 | self.parent = parent |
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82 | self.name = config_elem.get( 'name', None ) |
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83 | assert self.name is not None, "Required 'name' attribute missing from ToolOutputActionConditional" |
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84 | self.name = self.name.split( '.' ) |
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85 | self.cases = [] |
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86 | for when_elem in config_elem.findall( 'when' ): |
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87 | self.cases.append( ToolOutputActionConditionalWhen.from_elem( self, when_elem ) ) |
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88 | def apply_action( self, output_dataset, other_values ): |
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89 | for case in self.cases: |
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90 | case.apply_action( output_dataset, other_values ) |
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91 | @property |
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92 | def tool( self ): |
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93 | return self.parent.tool |
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94 | |
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95 | class ToolOutputAction( object ): |
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96 | tag = "action" |
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97 | @classmethod |
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98 | def from_elem( cls, parent, elem ): |
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99 | """Loads the proper action by the type attribute of elem""" |
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100 | action_type = elem.get( 'type', None ) |
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101 | assert action_type is not None, "Required 'type' attribute missing from ToolOutputAction" |
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102 | return action_types[ action_type ]( parent, elem ) |
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103 | def __init__( self, parent, elem ): |
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104 | self.parent = parent |
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105 | self.default = elem.get( 'default', None ) |
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106 | option_elem = elem.find( 'option' ) |
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107 | self.option = ToolOutputActionOption.from_elem( self, option_elem ) |
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108 | def apply_action( self, output_dataset, other_values ): |
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109 | raise TypeError( "Not implemented" ) |
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110 | @property |
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111 | def tool( self ): |
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112 | return self.parent.tool |
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113 | |
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114 | class ToolOutputActionOption( object ): |
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115 | tag = "object" |
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116 | @classmethod |
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117 | def from_elem( cls, parent, elem ): |
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118 | """Loads the proper action by the type attribute of elem""" |
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119 | if elem is None: |
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120 | option_type = NullToolOutputActionOption.tag # no ToolOutputActionOption's have been defined, use implicit NullToolOutputActionOption |
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121 | else: |
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122 | option_type = elem.get( 'type', None ) |
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123 | assert option_type is not None, "Required 'type' attribute missing from ToolOutputActionOption" |
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124 | return option_types[ option_type ]( parent, elem ) |
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125 | def __init__( self, parent, elem ): |
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126 | self.parent = parent |
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127 | self.filters = [] |
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128 | if elem is not None: |
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129 | for filter_elem in elem.findall( 'filter' ): |
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130 | self.filters.append( ToolOutputActionOptionFilter.from_elem( self, filter_elem ) ) |
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131 | def get_value( self, other_values ): |
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132 | raise TypeError( "Not implemented" ) |
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133 | @property |
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134 | def tool( self ): |
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135 | return self.parent.tool |
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136 | |
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137 | class NullToolOutputActionOption( ToolOutputActionOption ): |
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138 | tag = "null_option" |
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139 | def get_value( self, other_values ): |
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140 | return None |
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141 | |
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142 | class FromFileToolOutputActionOption( ToolOutputActionOption ): |
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143 | tag = "from_file" |
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144 | def __init__( self, parent, elem ): |
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145 | super( FromFileToolOutputActionOption, self ).__init__( parent, elem ) |
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146 | self.name = elem.get( 'name', None ) |
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147 | assert self.name is not None, "Required 'name' attribute missing from FromFileToolOutputActionOption" |
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148 | self.column = elem.get( 'column', None ) |
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149 | assert self.column is not None, "Required 'column' attribute missing from FromFileToolOutputActionOption" |
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150 | self.column = int( self.column ) |
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151 | self.offset = elem.get( 'offset', -1 ) |
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152 | self.offset = int( self.offset ) |
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153 | self.separator = elem.get( 'separator', '\t' ) |
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154 | self.options = [] |
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155 | data_file = self.name |
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156 | if not os.path.isabs( data_file ): |
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157 | data_file = os.path.join( self.tool.app.config.tool_data_path, data_file ) |
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158 | for line in open( data_file ): |
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159 | self.options.append( line.rstrip( '\n\r' ).split( self.separator ) ) |
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160 | def get_value( self, other_values ): |
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161 | options = self.options |
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162 | for filter in self.filters: |
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163 | options = filter.filter_options( options, other_values ) |
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164 | try: |
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165 | if options: |
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166 | return str( options[ self.offset ][ self.column ] ) |
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167 | except Exception, e: |
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168 | log.debug( "Error in FromFileToolOutputActionOption get_value: %s" % e ) |
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169 | return None |
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170 | |
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171 | class FromParamToolOutputActionOption( ToolOutputActionOption ): |
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172 | tag = "from_param" |
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173 | def __init__( self, parent, elem ): |
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174 | super( FromParamToolOutputActionOption, self ).__init__( parent, elem ) |
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175 | self.name = elem.get( 'name', None ) |
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176 | assert self.name is not None, "Required 'name' attribute missing from FromFileToolOutputActionOption" |
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177 | self.name = self.name.split( '.' ) |
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178 | self.column = elem.get( 'column', 0 ) |
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179 | self.column = int( self.column ) |
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180 | self.offset = elem.get( 'offset', -1 ) |
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181 | self.offset = int( self.offset ) |
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182 | def get_value( self, other_values ): |
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183 | value = other_values |
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184 | for ref_name in self.name: |
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185 | assert ref_name in value, "Required dependency '%s' not found in incoming values" % ref_name |
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186 | value = value.get( ref_name ) |
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187 | options = [ [ str( value ) ] ] |
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188 | for filter in self.filters: |
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189 | options = filter.filter_options( options, other_values ) |
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190 | try: |
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191 | if options: |
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192 | return str( options[ self.offset ][ self.column ] ) |
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193 | except Exception, e: |
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194 | log.debug( "Error in FromParamToolOutputActionOption get_value: %s" % e ) |
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195 | return None |
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196 | |
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197 | class FromDataTableOutputActionOption( ToolOutputActionOption ): |
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198 | tag = "from_data_table" |
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199 | #TODO: allow accessing by column 'name' not just index |
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200 | def __init__( self, parent, elem ): |
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201 | super( FromDataTableOutputActionOption, self ).__init__( parent, elem ) |
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202 | self.name = elem.get( 'name', None ) |
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203 | assert self.name is not None, "Required 'name' attribute missing from FromDataTableOutputActionOption" |
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204 | assert self.name in self.tool.app.tool_data_tables, "Data table named '%s' is required by tool but not configured" % self.name |
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205 | self.options = self.tool.app.tool_data_tables[ self.name ].get_fields() |
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206 | self.column = elem.get( 'column', None ) |
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207 | assert self.column is not None, "Required 'column' attribute missing from FromDataTableOutputActionOption" |
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208 | self.column = int( self.column ) |
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209 | self.offset = elem.get( 'offset', -1 ) |
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210 | self.offset = int( self.offset ) |
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211 | def get_value( self, other_values ): |
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212 | options = self.options |
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213 | for filter in self.filters: |
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214 | options = filter.filter_options( options, other_values ) |
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215 | try: |
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216 | if options: |
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217 | return str( options[ self.offset ][ self.column ] ) |
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218 | except Exception, e: |
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219 | log.debug( "Error in FromDataTableOutputActionOption get_value: %s" % e ) |
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220 | return None |
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221 | |
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222 | class MetadataToolOutputAction( ToolOutputAction ): |
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223 | tag = "metadata" |
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224 | def __init__( self, parent, elem ): |
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225 | super( MetadataToolOutputAction, self ).__init__( parent, elem ) |
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226 | self.name = elem.get( 'name', None ) |
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227 | assert self.name is not None, "Required 'name' attribute missing from MetadataToolOutputAction" |
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228 | def apply_action( self, output_dataset, other_values ): |
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229 | value = self.option.get_value( other_values ) |
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230 | if value is None and self.default is not None: |
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231 | value = self.default |
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232 | if value is not None: |
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233 | setattr( output_dataset.metadata, self.name, value ) |
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234 | |
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235 | class FormatToolOutputAction( ToolOutputAction ): |
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236 | tag = "format" |
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237 | def __init__( self, parent, elem ): |
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238 | super( FormatToolOutputAction, self ).__init__( parent, elem ) |
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239 | self.default = elem.get( 'default', None ) |
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240 | |
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241 | def apply_action( self, output_dataset, other_values ): |
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242 | value = self.option.get_value( other_values ) |
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243 | if value is None and self.default is not None: |
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244 | value = self.default |
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245 | if value is not None: |
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246 | output_dataset.extension = value |
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247 | |
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248 | class ToolOutputActionOptionFilter( object ): |
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249 | tag = "filter" |
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250 | @classmethod |
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251 | def from_elem( cls, parent, elem ): |
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252 | """Loads the proper action by the type attribute of elem""" |
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253 | filter_type = elem.get( 'type', None ) |
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254 | assert filter_type is not None, "Required 'type' attribute missing from ToolOutputActionOptionFilter" |
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255 | return filter_types[ filter_type ]( parent, elem ) |
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256 | def __init__( self, parent, elem ): |
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257 | self.parent = parent |
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258 | def filter_options( self, options, other_values ): |
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259 | raise TypeError( "Not implemented" ) |
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260 | @property |
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261 | def tool( self ): |
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262 | return self.parent.tool |
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263 | |
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264 | class ParamValueToolOutputActionOptionFilter( ToolOutputActionOptionFilter ): |
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265 | tag = "param_value" |
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266 | def __init__( self, parent, elem ): |
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267 | super( ParamValueToolOutputActionOptionFilter, self ).__init__( parent, elem ) |
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268 | self.ref = elem.get( 'ref', None ) |
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269 | if self.ref: |
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270 | self.ref = self.ref.split( '.' ) |
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271 | self.value = elem.get( 'value', None ) |
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272 | assert self.ref != self.value, "Required 'ref' or 'value' attribute missing from ParamValueToolOutputActionOptionFilter" |
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273 | self.column = elem.get( 'column', None ) |
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274 | assert self.column is not None, "Required 'column' attribute missing from ParamValueToolOutputActionOptionFilter" |
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275 | self.column = int( self.column ) |
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276 | self.keep = util.string_as_bool( elem.get( "keep", 'True' ) ) |
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277 | self.compare = parse_compare_type( elem.get( 'compare', None ) ) |
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278 | self.cast = parse_cast_attribute( elem.get( "cast", None ) ) |
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279 | def filter_options( self, options, other_values ): |
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280 | if self.ref: |
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281 | #find ref value |
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282 | value = other_values |
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283 | for ref_name in self.ref: |
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284 | assert ref_name in value, "Required dependency '%s' not found in incoming values" % ref_name |
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285 | value = value.get( ref_name ) |
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286 | value = str( value ) |
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287 | else: |
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288 | value = self.value |
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289 | value = self.cast( value ) |
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290 | rval = [] |
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291 | for fields in options: |
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292 | try: |
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293 | if self.keep == ( self.compare( self.cast( fields[self.column] ), value ) ): |
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294 | rval.append( fields ) |
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295 | except Exception, e: |
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296 | log.debug(e) |
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297 | continue #likely a bad cast or column out of range |
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298 | return rval |
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299 | |
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300 | class InsertColumnToolOutputActionOptionFilter( ToolOutputActionOptionFilter ): |
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301 | tag = "insert_column" |
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302 | def __init__( self, parent, elem ): |
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303 | super( InsertColumnToolOutputActionOptionFilter, self ).__init__( parent, elem ) |
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304 | self.ref = elem.get( 'ref', None ) |
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305 | if self.ref: |
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306 | self.ref = self.ref.split( '.' ) |
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307 | self.value = elem.get( 'value', None ) |
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308 | assert self.ref != self.value, "Required 'ref' or 'value' attribute missing from InsertColumnToolOutputActionOptionFilter" |
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309 | self.column = elem.get( 'column', None ) #None is append |
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310 | if self.column: |
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311 | self.column = int( self.column ) |
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312 | self.iterate = util.string_as_bool( elem.get( "iterate", 'False' ) ) |
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313 | def filter_options( self, options, other_values ): |
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314 | if self.ref: |
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315 | #find ref value |
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316 | value = other_values |
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317 | for ref_name in self.ref: |
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318 | assert ref_name in value, "Required dependency '%s' not found in incoming values" % ref_name |
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319 | value = value.get( ref_name ) |
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320 | value = str( value ) |
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321 | else: |
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322 | value = self.value |
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323 | if self.iterate: |
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324 | value = int( value ) |
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325 | rval = [] |
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326 | for fields in options: |
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327 | if self.column is None: |
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328 | rval.append( fields + [ str( value ) ] ) |
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329 | else: |
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330 | fields = list( fields ) |
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331 | fields.insert( self.column, str( value ) ) |
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332 | rval.append( fields ) |
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333 | if self.iterate: |
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334 | value += 1 |
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335 | return rval |
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336 | |
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337 | class MultipleSplitterFilter( ToolOutputActionOptionFilter ): |
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338 | tag = "multiple_splitter" |
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339 | def __init__( self, parent, elem ): |
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340 | super( MultipleSplitterFilter, self ).__init__( parent, elem ) |
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341 | self.column = elem.get( 'column', None ) |
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342 | assert self.column is not None, "Required 'column' attribute missing from MultipleSplitterFilter" |
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343 | self.column = int( self.column ) |
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344 | self.separator = elem.get( "separator", "," ) |
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345 | def filter_options( self, options, other_values ): |
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346 | rval = [] |
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347 | for fields in options: |
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348 | for field in fields[self.column].split( self.separator ): |
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349 | rval.append( fields[0:self.column] + [field] + fields[self.column+1:] ) |
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350 | return rval |
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351 | |
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352 | class ColumnStripFilter( ToolOutputActionOptionFilter ): |
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353 | tag = "column_strip" |
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354 | def __init__( self, parent, elem ): |
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355 | super( ColumnStripFilter, self ).__init__( parent, elem ) |
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356 | self.column = elem.get( 'column', None ) |
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357 | assert self.column is not None, "Required 'column' attribute missing from ColumnStripFilter" |
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358 | self.column = int( self.column ) |
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359 | self.strip = elem.get( "strip", None ) |
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360 | def filter_options( self, options, other_values ): |
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361 | rval = [] |
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362 | for fields in options: |
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363 | rval.append( fields[0:self.column] + [ fields[self.column].strip( self.strip ) ] + fields[self.column+1:] ) |
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364 | return rval |
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365 | |
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366 | class ColumnReplaceFilter( ToolOutputActionOptionFilter ): |
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367 | tag = "column_replace" |
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368 | def __init__( self, parent, elem ): |
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369 | super( ColumnReplaceFilter, self ).__init__( parent, elem ) |
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370 | self.old_column = elem.get( 'old_column', None ) |
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371 | self.old_value = elem.get( "old_value", None ) |
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372 | self.new_value = elem.get( "new_value", None ) |
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373 | self.new_column = elem.get( 'new_column', None ) |
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374 | assert ( bool( self.old_column ) ^ bool( self.old_value ) and bool( self.new_column ) ^ bool( self.new_value ) ), "Required 'old_column' or 'old_value' and 'new_column' or 'new_value' attribute missing from ColumnReplaceFilter" |
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375 | self.column = elem.get( 'column', None ) |
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376 | assert self.column is not None, "Required 'column' attribute missing from ColumnReplaceFilter" |
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377 | self.column = int( self.column ) |
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378 | if self.old_column is not None: |
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379 | self.old_column = int( self.old_column ) |
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380 | if self.new_column is not None: |
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381 | self.new_column = int( self.new_column ) |
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382 | def filter_options( self, options, other_values ): |
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383 | rval = [] |
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384 | for fields in options: |
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385 | if self.old_column: |
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386 | old_value = fields[self.old_column] |
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387 | else: |
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388 | old_value = self.old_value |
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389 | if self.new_column: |
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390 | new_value = fields[self.new_column] |
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391 | else: |
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392 | new_value = self.new_value |
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393 | rval.append( fields[0:self.column] + [ fields[self.column].replace( old_value, new_value ) ] + fields[self.column+1:] ) |
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394 | return rval |
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395 | |
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396 | class MetadataValueFilter( ToolOutputActionOptionFilter ): |
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397 | tag = "metadata_value" |
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398 | def __init__( self, parent, elem ): |
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399 | super( MetadataValueFilter, self ).__init__( parent, elem ) |
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400 | self.ref = elem.get( 'ref', None ) |
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401 | assert self.ref is not None, "Required 'ref' attribute missing from MetadataValueFilter" |
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402 | self.ref = self.ref.split( '.' ) |
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403 | self.name = elem.get( 'name', None ) |
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404 | assert self.name is not None, "Required 'name' attribute missing from MetadataValueFilter" |
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405 | self.column = elem.get( 'column', None ) |
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406 | assert self.column is not None, "Required 'column' attribute missing from MetadataValueFilter" |
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407 | self.column = int( self.column ) |
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408 | self.keep = util.string_as_bool( elem.get( "keep", 'True' ) ) |
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409 | self.compare = parse_compare_type( elem.get( 'compare', None ) ) |
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410 | def filter_options( self, options, other_values ): |
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411 | ref = other_values |
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412 | for ref_name in self.ref: |
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413 | assert ref_name in ref, "Required dependency '%s' not found in incoming values" % ref_name |
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414 | ref = ref.get( ref_name ) |
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415 | value = str( getattr( ref.metadata, self.name ) ) |
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416 | rval = [] |
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417 | for fields in options: |
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418 | if self.keep == ( self.compare( fields[self.column], value ) ): |
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419 | rval.append( fields ) |
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420 | return rval |
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421 | |
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422 | class BooleanFilter( ToolOutputActionOptionFilter ): |
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423 | tag = "boolean" |
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424 | def __init__( self, parent, elem ): |
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425 | super( BooleanFilter, self ).__init__( parent, elem ) |
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426 | self.column = elem.get( 'column', None ) |
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427 | assert self.column is not None, "Required 'column' attribute missing from BooleanFilter" |
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428 | self.column = int( self.column ) |
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429 | self.keep = util.string_as_bool( elem.get( "keep", 'True' ) ) |
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430 | self.cast = parse_cast_attribute( elem.get( "cast", None ) ) |
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431 | def filter_options( self, options, other_values ): |
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432 | rval = [] |
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433 | for fields in options: |
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434 | try: |
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435 | value = fields[self.column] |
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436 | value = self.cast( value ) |
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437 | except: |
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438 | value = False #unable to cast or access value; treat as false |
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439 | if self.keep == bool( value ): |
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440 | rval.append( fields ) |
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441 | return rval |
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442 | |
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443 | class StringFunctionFilter( ToolOutputActionOptionFilter ): |
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444 | tag = "string_function" |
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445 | def __init__( self, parent, elem ): |
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446 | super( StringFunctionFilter, self ).__init__( parent, elem ) |
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447 | self.column = elem.get( 'column', None ) |
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448 | assert self.column is not None, "Required 'column' attribute missing from StringFunctionFilter" |
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449 | self.column = int( self.column ) |
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450 | self.function = elem.get( "name", None ) |
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451 | assert self.function in [ 'lower', 'upper' ], "Required function 'name' missing or invalid from StringFunctionFilter" #add function names as needed |
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452 | self.function = getattr( string, self.function ) |
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453 | def filter_options( self, options, other_values ): |
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454 | rval = [] |
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455 | for fields in options: |
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456 | rval.append( fields[0:self.column] + [ self.function( fields[self.column] ) ] + fields[self.column+1:] ) |
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457 | return rval |
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458 | |
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459 | #tag to class lookups |
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460 | action_types = {} |
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461 | for action_type in [ MetadataToolOutputAction, FormatToolOutputAction ]: |
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462 | action_types[ action_type.tag ] = action_type |
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463 | |
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464 | option_types = {} |
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465 | for option_type in [ NullToolOutputActionOption, FromFileToolOutputActionOption, FromParamToolOutputActionOption, FromDataTableOutputActionOption ]: |
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466 | option_types[ option_type.tag ] = option_type |
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467 | |
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468 | filter_types = {} |
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469 | for filter_type in [ ParamValueToolOutputActionOptionFilter, InsertColumnToolOutputActionOptionFilter, MultipleSplitterFilter, ColumnStripFilter, MetadataValueFilter, BooleanFilter, StringFunctionFilter, ColumnReplaceFilter ]: |
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470 | filter_types[ filter_type.tag ] = filter_type |
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471 | |
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472 | |
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473 | #helper classes |
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474 | #determine cast function |
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475 | def parse_cast_attribute( cast ): |
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476 | if cast == 'string_as_bool': |
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477 | cast = util.string_as_bool |
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478 | elif cast == 'int': |
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479 | cast = int |
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480 | elif cast == 'str': |
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481 | cast = str |
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482 | else: |
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483 | cast = lambda x: x #return value as-is |
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484 | return cast |
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485 | #comparison |
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486 | def parse_compare_type( compare ): |
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487 | if compare is None: compare = 'eq' |
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488 | assert compare in compare_types, "Invalid compare type specified: %s" % compare |
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489 | return compare_types[ compare ] |
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490 | def compare_eq( value1, value2 ): |
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491 | return value1 == value2 |
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492 | def compare_neq( value1, value2 ): |
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493 | return value1 != value2 |
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494 | def compare_gt( value1, value2 ): |
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495 | return value1 > value2 |
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496 | def compare_gte( value1, value2 ): |
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497 | return value1 >= value2 |
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498 | def compare_lt( value1, value2 ): |
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499 | return value1 < value2 |
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500 | def compare_lte( value1, value2 ): |
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501 | return value1 <= value2 |
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502 | def compare_in( value1, value2 ): |
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503 | return value1 in value2 |
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504 | def compare_startswith( value1, value2 ): |
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505 | return value1.startswith( value2 ) |
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506 | def compare_endswith( value1, value2 ): |
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507 | return value1.endswith( value2 ) |
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508 | def compare_re_search( value1, value2 ): |
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509 | #checks pattern=value2 in value1 |
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510 | return bool( re.search( value2, value1 ) ) |
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511 | |
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512 | compare_types = { 'eq':compare_eq, 'neq':compare_neq, 'gt':compare_gt, 'gte':compare_gte, 'lt':compare_lt, 'lte':compare_lte, 'in':compare_in, 'startswith':compare_startswith, 'endswith':compare_endswith, "re_search":compare_re_search } |
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