| 
                    1
                 | 
                                    
                                                     | 
                
                 | 
                """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    2
                 | 
                                    
                                                     | 
                
                 | 
                Basic classes defining Input Config for DL3 files and some functions to  | 
            
            
                                                        
            
                                    
            
            
                | 
                    3
                 | 
                                    
                                                     | 
                
                 | 
                retrieve the DL3 files information.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    4
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    5
                 | 
                                    
                                                     | 
                
                 | 
                Currently supporting files following enrico/fermipy for Fermi-LAT data for 3D  | 
            
            
                                                        
            
                                    
            
            
                | 
                    6
                 | 
                                    
                                                     | 
                
                 | 
                Dataset and DL3 files that follow GADF v0.3 and can be directly read by Gammapy,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    7
                 | 
                                    
                                                     | 
                
                 | 
                for 1D Dataset.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    8
                 | 
                                    
                                                     | 
                
                 | 
                """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    9
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    10
                 | 
                                    
                                                     | 
                
                 | 
                import logging  | 
            
            
                                                        
            
                                    
            
            
                | 
                    11
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    12
                 | 
                                    
                                                     | 
                
                 | 
                from asgardpy.base import BaseConfig, PathType  | 
            
            
                                                        
            
                                    
            
            
                | 
                    13
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    14
                 | 
                                    
                                                     | 
                
                 | 
                __all__ = ["InputFilePatterns", "InputDL3Config", "DL3Files"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    15
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    16
                 | 
                                    
                                                     | 
                
                 | 
                EXPECTED_DL3_RANGE = ["gadf-dl3", "lat", "lat-aux"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    17
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    18
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    19
                 | 
                                    
                                                     | 
                
                 | 
                # Basic Components for the Input Config  | 
            
            
                                                        
            
                                    
            
            
                | 
                    20
                 | 
                                    
                                                     | 
                
                 | 
                class InputFilePatterns(BaseConfig):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    21
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    22
                 | 
                                    
                                                     | 
                
                 | 
                    Config section for list of file patterns to use for fetching relevant DL3  | 
            
            
                                                        
            
                                    
            
            
                | 
                    23
                 | 
                                    
                                                     | 
                
                 | 
                    files.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    24
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    25
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    26
                 | 
                                    
                                                     | 
                
                 | 
                    events: str = "*events.fits*"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    27
                 | 
                                    
                                                     | 
                
                 | 
                    edisp: str = "*DRM.fits*"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    28
                 | 
                                    
                                                     | 
                
                 | 
                    exposure: str = "*BinnedMap.fits*"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    29
                 | 
                                    
                                                     | 
                
                 | 
                    xml_model: str = "*out.xml"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    30
                 | 
                                    
                                                     | 
                
                 | 
                    psf: str = "*psf.fits*"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    31
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    32
                 | 
                                    
                                                     | 
                
                 | 
                    dl3: str = "dl3*fits"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    33
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    34
                 | 
                                    
                                                     | 
                
                 | 
                    gal_diffuse: str = "gll_iem_v*.fits*"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    35
                 | 
                                    
                                                     | 
                
                 | 
                    iso_diffuse: str = "iso_P8R3_SOURCE_V*_*.txt"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    36
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    37
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    38
                 | 
                                    
                                                     | 
                
                 | 
                class InputDL3Config(BaseConfig):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    39
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    40
                 | 
                                    
                                                     | 
                
                 | 
                    Config section for main information on getting the relevant DL3 files.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    41
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    42
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    43
                 | 
                                    
                                                     | 
                
                 | 
                    type: str = "type"  | 
            
            
                                                        
            
                                    
            
            
                | 
                    44
                 | 
                                    
                                                     | 
                
                 | 
                    input_dir: PathType = PathType("None") | 
            
            
                                                        
            
                                    
            
            
                | 
                    45
                 | 
                                    
                                                     | 
                
                 | 
                    glob_pattern: dict = {} | 
            
            
                                                        
            
                                    
            
            
                | 
                    46
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    47
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    48
                 | 
                                    
                                                     | 
                
                 | 
                # Main Classes for I/O  | 
            
            
                                                        
            
                                    
            
            
                | 
                    49
                 | 
                                    
                                                     | 
                
                 | 
                class DL3Files:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    50
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    51
                 | 
                                    
                                                     | 
                
                 | 
                    A general class to retrieve information from given DL3 files, along with  | 
            
            
                                                        
            
                                    
            
            
                | 
                    52
                 | 
                                    
                                                     | 
                
                 | 
                    other auxiliary files for neighbouring sources, if provided.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    53
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    54
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    55
                 | 
                                    
                                                     | 
                
                 | 
                    def __init__(self, dir_dict, log=None):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    56
                 | 
                                    
                                                     | 
                
                 | 
                        if not log:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    57
                 | 
                                    
                                                     | 
                
                 | 
                            self._set_logging()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    58
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    59
                 | 
                                    
                                                     | 
                
                 | 
                            self.log = log  | 
            
            
                                                        
            
                                    
            
            
                | 
                    60
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    61
                 | 
                                    
                                                     | 
                
                 | 
                        self.dl3_path = dir_dict.input_dir  | 
            
            
                                                        
            
                                    
            
            
                | 
                    62
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    63
                 | 
                                    
                                                     | 
                
                 | 
                        self.dl3_type = dir_dict.type  | 
            
            
                                                        
            
                                    
            
            
                | 
                    64
                 | 
                                    
                                                     | 
                
                 | 
                        self._check_dl3_type()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    65
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    66
                 | 
                                    
                                                     | 
                
                 | 
                        self.glob_dict = dir_dict.glob_pattern  | 
            
            
                                                        
            
                                    
            
            
                | 
                    67
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    68
                 | 
                                    
                                                     | 
                
                 | 
                        self.events_files = None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    69
                 | 
                                    
                                                     | 
                
                 | 
                        self.edrm_files = None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    70
                 | 
                                    
                                                     | 
                
                 | 
                        self.xml_files = None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    71
                 | 
                                    
                                                     | 
                
                 | 
                        self.expmap_files = None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    72
                 | 
                                    
                                                     | 
                
                 | 
                        self.psf_files = None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    73
                 | 
                                    
                                                     | 
                
                 | 
                        self.gal_diff_files = None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    74
                 | 
                                    
                                                     | 
                
                 | 
                        self.iso_diff_files = None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    75
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    76
                 | 
                                    
                                                     | 
                
                 | 
                        self.xml_f = None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    77
                 | 
                                    
                                                     | 
                
                 | 
                        self.gal_diff_f = None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    78
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    79
                 | 
                                    
                                                     | 
                
                 | 
                    def _set_logging(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    80
                 | 
                                    
                                                     | 
                
                 | 
                        self.log = logging.getLogger(__name__)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    81
                 | 
                                    
                                                     | 
                
                 | 
                        self.log.setLevel(logging.INFO)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    82
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    83
                 | 
                                    
                                                     | 
                
                 | 
                    def _check_dl3_type(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    84
                 | 
                                    
                                                     | 
                
                 | 
                        if self.dl3_type.lower() not in EXPECTED_DL3_RANGE:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    85
                 | 
                                    
                                                     | 
                
                 | 
                            self.log.error("%s is not in the expected range for DL3 files", self.dl3_type) | 
            
            
                                                        
            
                                    
            
            
                | 
                    86
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    87
                 | 
                                    
                                                     | 
                
                 | 
                    def prepare_lat_files(self, key, file_list):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    88
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    89
                 | 
                                    
                                                     | 
                
                 | 
                        Prepare a list of LAT files following a particular key. If there are no  | 
            
            
                                                        
            
                                    
            
            
                | 
                    90
                 | 
                                    
                                                     | 
                
                 | 
                        distinct key types of files, the value is None.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    91
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    92
                 | 
                                    
                                                     | 
                
                 | 
                        # Try to combine LAT and LAT-AUX files  | 
            
            
                                                        
            
                                    
            
            
                | 
                    93
                 | 
                                    
                                                     | 
                
                 | 
                        self.list_dl3_files()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    94
                 | 
                                    
                                                     | 
                
                 | 
                        file_list = self.select_unique_files(key, file_list)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    95
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    96
                 | 
                                    
                                                     | 
                
                 | 
                        return file_list  | 
            
            
                                                        
            
                                    
            
            
                | 
                    97
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    98
                 | 
                                    
                                                     | 
                
                 | 
                    def list_dl3_files(self):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    99
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    100
                 | 
                                    
                                                     | 
                
                 | 
                        From a given DL3 files path, categorize the different types of DL3  | 
            
            
                                                        
            
                                    
            
            
                | 
                    101
                 | 
                                    
                                                     | 
                
                 | 
                        files, to be used for further analysis.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    102
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    103
                 | 
                                    
                                                     | 
                
                 | 
                        The dl3_type of 'gadf-dl3' is used for all GADF v0.3 following DL3  | 
            
            
                                                        
            
                                    
            
            
                | 
                    104
                 | 
                                    
                                                     | 
                
                 | 
                        files that can be directly read by Gammapy, for 1D Datasets.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    105
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    106
                 | 
                                    
                                                     | 
                
                 | 
                        if self.dl3_type.lower() in ["lat"]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    107
                 | 
                                    
                                                     | 
                
                 | 
                            self.events_files = sorted(list(self.dl3_path.glob(self.glob_dict["events"])))  | 
            
            
                                                        
            
                                    
            
            
                | 
                    108
                 | 
                                    
                                                     | 
                
                 | 
                            self.edrm_files = sorted(list(self.dl3_path.glob(self.glob_dict["edisp"])))  | 
            
            
                                                        
            
                                    
            
            
                | 
                    109
                 | 
                                    
                                                     | 
                
                 | 
                            self.xml_files = sorted(list(self.dl3_path.glob(self.glob_dict["xml_model"])))  | 
            
            
                                                        
            
                                    
            
            
                | 
                    110
                 | 
                                    
                                                     | 
                
                 | 
                            self.expmap_files = sorted(list(self.dl3_path.glob(self.glob_dict["exposure"])))  | 
            
            
                                                        
            
                                    
            
            
                | 
                    111
                 | 
                                    
                                                     | 
                
                 | 
                            self.psf_files = sorted(list(self.dl3_path.glob(self.glob_dict["psf"])))  | 
            
            
                                                        
            
                                    
            
            
                | 
                    112
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    113
                 | 
                                    
                                                     | 
                
                 | 
                        if self.dl3_type.lower() in ["lat-aux"]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    114
                 | 
                                    
                                                     | 
                
                 | 
                            self.gal_diff_files = sorted(list(self.dl3_path.glob(self.glob_dict["gal_diffuse"])))  | 
            
            
                                                        
            
                                    
            
            
                | 
                    115
                 | 
                                    
                                                     | 
                
                 | 
                            self.iso_diff_files = sorted(list(self.dl3_path.glob(self.glob_dict["iso_diffuse"])))  | 
            
            
                                                        
            
                                    
            
            
                | 
                    116
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    117
                 | 
                                    
                                                     | 
                
                 | 
                        if self.dl3_type.lower() in ["gadf-dl3"]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    118
                 | 
                                    
                                                     | 
                
                 | 
                            self.events_files = sorted(list(self.dl3_path.glob(self.glob_dict["dl3"])))  | 
            
            
                                                        
            
                                    
            
            
                | 
                    119
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    120
                 | 
                                    
                                                     | 
                
                 | 
                    def select_unique_files(self, key, file_list):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    121
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    122
                 | 
                                    
                                                     | 
                
                 | 
                        Select Unique files from all of the provided LAT files, as per the  | 
            
            
                                                        
            
                                    
            
            
                | 
                    123
                 | 
                                    
                                                     | 
                
                 | 
                        given key. If there are no distinct key types of files, the value is None.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    124
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    125
                 | 
                                    
                                                     | 
                
                 | 
                        # Have to make more checks or add conditions on selecting only select  | 
            
            
                                                        
            
                                    
            
            
                | 
                    126
                 | 
                                    
                                                     | 
                
                 | 
                        # files instead from the glob-searched lists.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                        if self.dl3_type.lower() in ["lat"]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                            var_list = [  | 
            
            
                                                        
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                                "events_files",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                                "edrm_files",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                                "expmap_files",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                                "psf_files",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                            ]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                            file_list["xml_file"] = self.xml_files[0]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                        if self.dl3_type.lower() == "lat-aux":  | 
            
            
                                                        
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                            var_list = []  | 
            
            
                                                        
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                            if key:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                                if "0" not in key:  # For fermipy files, the diffuse files are already unique  | 
            
            
                                                        
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                                    var_list = [  | 
            
            
                                                        
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                                        "iso_diff_files",  | 
            
            
                                                        
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                                    ]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                            if isinstance(self.iso_diff_files, list):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                                self.iso_gal_f = self.iso_diff_files[0]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                                self.iso_gal_f = self.iso_diff_files  | 
            
            
                                                        
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                            file_list["iso_diff_file"] = self.iso_gal_f  | 
            
            
                                                        
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                            if isinstance(self.gal_diff_files, list):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                                self.diff_gal_f = self.gal_diff_files[0]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                                self.diff_gal_f = self.gal_diff_files  | 
            
            
                                                        
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                            file_list["gal_diff_file"] = self.diff_gal_f  | 
            
            
                                                        
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                        if len(var_list) > 0:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                            for _v in var_list:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                                if key is not None:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                                    filtered = [K for K in getattr(self, _v) if key in str(K.name)]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                                    if len(filtered) == 1:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                                        self.log.info("Selecting the file with name containing %s", key) | 
            
            
                                                        
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                                        setattr(self, _v.replace("_files", "_f"), filtered[0]) | 
            
            
                                                        
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                                    else:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                                        raise ValueError(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                                            "Variable {%s} does not contain one element after filtering by {%s}", | 
            
            
                                                        
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                                            getattr(self, _v),  | 
            
            
                                                        
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                                            key,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                                        )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                                else:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                                    self.log.info("No distinct key provided, selecting the first file in the list") | 
            
            
                                                        
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                                    setattr(self, _v.replace("_files", "_f"), getattr(self, _v)[0]) | 
            
            
                                                        
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                                file_list[_v.replace("files", "file")] = getattr(self, _v.replace("_files", "_f")) | 
            
            
                                                        
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                        return file_list  | 
            
            
                                                        
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                 |