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Convert coordintes from TWD97 to WGS84 The east and north coordinates should be in meters and in float pkm true for Penghu, Kinmen and Matsu area You can specify one of the following presentations of the returned values: dms - A tuple with degrees (int), minutes (int) and seconds (float) dmsstr - [+/-]DDD°MMM'DDD.DDDDD" (unicode) mindec - A tuple with degrees (int) and minutes (float) mindecstr - [+/-]DDD°MMM.MMMMM' (unicode) (default)degdec - DDD.DDDDD (float) def towgs84(E, N, pkm=False, presentation=None): """ Convert coordintes from TWD97 to WGS84 The east and north coordinates should be in meters and in float pkm true for Penghu, Kinmen and Matsu area You can specify one of the following presentations of the returned values: dms - A tuple with degrees (int), minutes (int) and seconds (float) dmsstr - [+/-]DDD°MMM'DDD.DDDDD" (unicode) mindec - A tuple with degrees (int) and minutes (float) mindecstr - [+/-]DDD°MMM.MMMMM' (unicode) (default)degdec - DDD.DDDDD (float) """ _lng0 = lng0pkm if pkm else lng0 E /= 1000.0 N /= 1000.0 epsilon = (N-N0) / (k0*A) eta = (E-E0) / (k0*A) epsilonp = epsilon - beta1*sin(2*1*epsilon)*cosh(2*1*eta) - \ beta2*sin(2*2*epsilon)*cosh(2*2*eta) - \ beta3*sin(2*3*epsilon)*cosh(2*3*eta) etap = eta - beta1*cos(2*1*epsilon)*sinh(2*1*eta) - \ beta2*cos(2*2*epsilon)*sinh(2*2*eta) - \ beta3*cos(2*3*epsilon)*sinh(2*3*eta) sigmap = 1 - 2*1*beta1*cos(2*1*epsilon)*cosh(2*1*eta) - \ 2*2*beta2*cos(2*2*epsilon)*cosh(2*2*eta) - \ 2*3*beta3*cos(2*3*epsilon)*cosh(2*3*eta) taup = 2*1*beta1*sin(2*1*epsilon)*sinh(2*1*eta) + \ 2*2*beta2*sin(2*2*epsilon)*sinh(2*2*eta) + \ 2*3*beta3*sin(2*3*epsilon)*sinh(2*3*eta) chi = asin(sin(epsilonp) / cosh(etap)) latitude = chi + delta1*sin(2*1*chi) + \ delta2*sin(2*2*chi) + \ delta3*sin(2*3*chi) longitude = _lng0 + atan(sinh(etap) / cos(epsilonp)) func = None presentation = 'to%s' % presentation if presentation else None if presentation in presentations: func = getattr(sys.modules[__name__], presentation) if func and func != 'todegdec': return func(degrees(latitude)), func(degrees(longitude)) return (degrees(latitude), degrees(longitude))
Convert coordintes from WGS84 to TWD97 pkm true for Penghu, Kinmen and Matsu area The latitude and longitude can be in the following formats: [+/-]DDD°MMM'SSS.SSSS" (unicode) [+/-]DDD°MMM.MMMM' (unicode) [+/-]DDD.DDDDD (string, unicode or float) The returned coordinates are in meters def fromwgs84(lat, lng, pkm=False): """ Convert coordintes from WGS84 to TWD97 pkm true for Penghu, Kinmen and Matsu area The latitude and longitude can be in the following formats: [+/-]DDD°MMM'SSS.SSSS" (unicode) [+/-]DDD°MMM.MMMM' (unicode) [+/-]DDD.DDDDD (string, unicode or float) The returned coordinates are in meters """ _lng0 = lng0pkm if pkm else lng0 lat = radians(todegdec(lat)) lng = radians(todegdec(lng)) t = sinh((atanh(sin(lat)) - 2*pow(n,0.5)/(1+n)*atanh(2*pow(n,0.5)/(1+n)*sin(lat)))) epsilonp = atan(t/cos(lng-_lng0)) etap = atan(sin(lng-_lng0) / pow(1+t*t, 0.5)) E = E0 + k0*A*(etap + alpha1*cos(2*1*epsilonp)*sinh(2*1*etap) + alpha2*cos(2*2*epsilonp)*sinh(2*2*etap) + alpha3*cos(2*3*epsilonp)*sinh(2*3*etap)) N = N0 + k0*A*(epsilonp + alpha1*sin(2*1*epsilonp)*cosh(2*1*etap) + alpha2*sin(2*2*epsilonp)*cosh(2*2*etap) + alpha3*sin(2*3*epsilonp)*cosh(2*3*etap)) return E*1000, N*1000
Makes sure that value is within a specific range. If not, then the lower or upper bounds is returned def clipValue(self, value, minValue, maxValue): ''' Makes sure that value is within a specific range. If not, then the lower or upper bounds is returned ''' return min(max(value, minValue), maxValue)
returns the ground resolution for based on latitude and zoom level. def getGroundResolution(self, latitude, level): ''' returns the ground resolution for based on latitude and zoom level. ''' latitude = self.clipValue(latitude, self.min_lat, self.max_lat); mapSize = self.getMapDimensionsByZoomLevel(level) return math.cos( latitude * math.pi / 180) * 2 * math.pi * self.earth_radius / \ mapSize
returns the map scale on the dpi of the screen def getMapScale(self, latitude, level, dpi=96): ''' returns the map scale on the dpi of the screen ''' dpm = dpi / 0.0254 # convert to dots per meter return self.getGroundResolution(latitude, level) * dpm
returns the x and y values of the pixel corresponding to a latitude and longitude. def convertLatLngToPixelXY(self, lat, lng, level): ''' returns the x and y values of the pixel corresponding to a latitude and longitude. ''' mapSize = self.getMapDimensionsByZoomLevel(level) lat = self.clipValue(lat, self.min_lat, self.max_lat) lng = self.clipValue(lng, self.min_lng, self.max_lng) x = (lng + 180) / 360 sinlat = math.sin(lat * math.pi / 180) y = 0.5 - math.log((1 + sinlat) / (1 - sinlat)) / (4 * math.pi) pixelX = int(self.clipValue(x * mapSize + 0.5, 0, mapSize - 1)) pixelY = int(self.clipValue(y * mapSize + 0.5, 0, mapSize - 1)) return (pixelX, pixelY)
converts a pixel x, y to a latitude and longitude. def convertPixelXYToLngLat(self, pixelX, pixelY, level): ''' converts a pixel x, y to a latitude and longitude. ''' mapSize = self.getMapDimensionsByZoomLevel(level) x = (self.clipValue(pixelX, 0, mapSize - 1) / mapSize) - 0.5 y = 0.5 - (self.clipValue(pixelY, 0, mapSize - 1) / mapSize) lat = 90 - 360 * math.atan(math.exp(-y * 2 * math.pi)) / math.pi lng = 360 * x return (lng, lat)
Computes quadKey value based on tile x, y and z values. def tileXYZToQuadKey(self, x, y, z): ''' Computes quadKey value based on tile x, y and z values. ''' quadKey = '' for i in range(z, 0, -1): digit = 0 mask = 1 << (i - 1) if (x & mask) != 0: digit += 1 if (y & mask) != 0: digit += 2 quadKey += str(digit) return quadKey
Computes tile x, y and z values based on quadKey. def quadKeyToTileXYZ(self, quadKey): ''' Computes tile x, y and z values based on quadKey. ''' tileX = 0 tileY = 0 tileZ = len(quadKey) for i in range(tileZ, 0, -1): mask = 1 << (i - 1) value = quadKey[tileZ - i] if value == '0': continue elif value == '1': tileX |= mask elif value == '2': tileY |= mask elif value == '3': tileX |= mask tileY |= mask else: raise Exception('Invalid QuadKey') return (tileX, tileY, tileZ)
Returns the upper-left hand corner lat/lng for a tile def getTileOrigin(self, tileX, tileY, level): ''' Returns the upper-left hand corner lat/lng for a tile ''' pixelX, pixelY = self.convertTileXYToPixelXY(tileX, tileY) lng, lat = self.convertPixelXYToLngLat(pixelX, pixelY, level) return (lat, lng)
Returns a list of tile urls by extent def getTileUrlsByLatLngExtent(self, xmin, ymin, xmax, ymax, level): ''' Returns a list of tile urls by extent ''' # Upper-Left Tile tileXMin, tileYMin = self.tileUtils.convertLngLatToTileXY(xmin, ymax, level) # Lower-Right Tile tileXMax, tileYMax = self.tileUtils.convertLngLatToTileXY(xmax, ymin, level) tileUrls = [] for y in range(tileYMax, tileYMin - 1, -1): for x in range(tileXMin, tileXMax + 1, 1): tileUrls.append(self.createTileUrl(x, y, level)) return tileUrls
returns new tile url based on template def createTileUrl(self, x, y, z): ''' returns new tile url based on template ''' return self.tileTemplate.replace('{{x}}', str(x)).replace('{{y}}', str( y)).replace('{{z}}', str(z))
Handles navigational reference frame updates. These are necessary to assign geo coordinates to alerts and other misc things. :param event with incoming referenceframe message def referenceframe(self, event): """Handles navigational reference frame updates. These are necessary to assign geo coordinates to alerts and other misc things. :param event with incoming referenceframe message """ self.log("Got a reference frame update! ", event, lvl=events) self.reference_frame = event.data
Checks if an alert is ongoing and alerts the newly connected client, if so. def userlogin(self, event): """Checks if an alert is ongoing and alerts the newly connected client, if so.""" client_uuid = event.clientuuid self.log(event.user, pretty=True, lvl=verbose) self.log('Adding client') self.clients[event.clientuuid] = event.user for topic, alert in self.alerts.items(): self.alert(client_uuid, alert)
AlertManager event handler for incoming events :param event with incoming AlertManager message def trigger(self, event): """AlertManager event handler for incoming events :param event with incoming AlertManager message """ topic = event.data.get('topic', None) if topic is None: self.log('No alert topic to trigger', lvl=warn) return alert = { 'topic': topic, 'message': event.data.get('msg', 'Alert has been triggered'), 'role': event.data.get('role', 'all') } self._trigger(event, alert)
AlertManager event handler for incoming events :param event with incoming AlertManager message def cancel(self, event): """AlertManager event handler for incoming events :param event with incoming AlertManager message """ topic = event.data.get('topic', None) if topic is None: self.log('No alert topic to cancel', lvl=warn) return self._cancel(topic)
Isomer Management Tool This tool supports various operations to manage isomer instances. Most of the commands are grouped. To obtain more information about the groups' available sub commands/groups, try iso [group] To display details of a command or its sub groups, try iso [group] [subgroup] [..] [command] --help To get a map of all available commands, try iso cmdmap def cli(ctx, instance, quiet, verbose, log_level, dbhost, dbname): """Isomer Management Tool This tool supports various operations to manage isomer instances. Most of the commands are grouped. To obtain more information about the groups' available sub commands/groups, try iso [group] To display details of a command or its sub groups, try iso [group] [subgroup] [..] [command] --help To get a map of all available commands, try iso cmdmap """ ctx.obj['instance'] = instance if dbname == db_default and instance != 'default': dbname = instance ctx.obj['quiet'] = quiet ctx.obj['verbose'] = verbose verbosity['console'] = log_level verbosity['global'] = log_level ctx.obj['dbhost'] = dbhost ctx.obj['dbname'] = dbname
Primary entry point for all AstroCats catalogs. From this entry point, all internal catalogs can be accessed and their public methods executed (for example: import scripts). def main(): """Primary entry point for all AstroCats catalogs. From this entry point, all internal catalogs can be accessed and their public methods executed (for example: import scripts). """ from datetime import datetime # Initialize Command-Line and User-Config Settings, Log # ----------------------------------------------------- beg_time = datetime.now() # Process command-line arguments to determine action # If no subcommand (e.g. 'import') is given, returns 'None' --> exit args, sub_clargs = load_command_line_args() if args is None: return # Create a logging object log = load_log(args) # Run configuration/setup interactive script if args.command == 'setup': setup_user_config(log) return # Make sure configuration file exists, or that's what we're doing # (with the 'setup' subcommand) if not os.path.isfile(_CONFIG_PATH): raise RuntimeError("'{}' does not exist. " "Run `astrocats setup` to configure." "".format(_CONFIG_PATH)) git_vers = get_git() title_str = "Astrocats, version: {}, SHA: {}".format(__version__, git_vers) log.warning("\n\n{}\n{}\n{}\n".format(title_str, '=' * len(title_str), beg_time.ctime())) # Load the user settings from the home directory args = load_user_config(args, log) # Choose Catalog and Operation(s) to perform # ------------------------------------------ mod_name = args.command log.debug("Importing specified module: '{}'".format(mod_name)) # Try to import the specified module try: mod = importlib.import_module('.' + mod_name, package='astrocats') except Exception as err: log.error("Import of specified module '{}' failed.".format(mod_name)) log_raise(log, str(err), type(err)) # Run the `main.main` method of the specified module log.debug("Running `main.main()`") mod.main.main(args, sub_clargs, log) end_time = datetime.now() log.warning("\nAll complete at {}, After {}".format(end_time, end_time - beg_time)) return
Setup a configuration file in the user's home directory. Currently this method stores default values to a fixed configuration filename. It should be modified to run an interactive prompt session asking for parameters (or at least confirming the default ones). Arguments --------- log : `logging.Logger` object def setup_user_config(log): """Setup a configuration file in the user's home directory. Currently this method stores default values to a fixed configuration filename. It should be modified to run an interactive prompt session asking for parameters (or at least confirming the default ones). Arguments --------- log : `logging.Logger` object """ log.warning("AstroCats Setup") log.warning("Configure filepath: '{}'".format(_CONFIG_PATH)) # Create path to configuration file as needed config_path_dir = os.path.split(_CONFIG_PATH)[0] if not os.path.exists(config_path_dir): log.debug("Creating config directory '{}'".format(config_path_dir)) os.makedirs(config_path_dir) if not os.path.isdir(config_path_dir): log_raise(log, "Configure path error '{}'".format(config_path_dir)) # Determine default settings # Get this containing directory and use that as default data path def_base_path = os.path.abspath(os.path.dirname(os.path.abspath(__file__))) log.warning("Setting '{}' to default path: '{}'".format(_BASE_PATH_KEY, def_base_path)) config = {_BASE_PATH_KEY: def_base_path} # Write settings to configuration file json.dump(config, open(_CONFIG_PATH, 'w')) if not os.path.exists(def_base_path): log_raise(log, "Problem creating configuration file.") return
Load settings from the user's confiuration file, and add them to `args`. Settings are loaded from the configuration file in the user's home directory. Those parameters are added (as attributes) to the `args` object. Arguments --------- args : `argparse.Namespace` Namespace object to which configuration attributes will be added. Returns ------- args : `argparse.Namespace` Namespace object with added attributes. def load_user_config(args, log): """Load settings from the user's confiuration file, and add them to `args`. Settings are loaded from the configuration file in the user's home directory. Those parameters are added (as attributes) to the `args` object. Arguments --------- args : `argparse.Namespace` Namespace object to which configuration attributes will be added. Returns ------- args : `argparse.Namespace` Namespace object with added attributes. """ if not os.path.exists(_CONFIG_PATH): err_str = ( "Configuration file does not exists ({}).\n".format(_CONFIG_PATH) + "Run `python -m astrocats setup` to configure.") log_raise(log, err_str) config = json.load(open(_CONFIG_PATH, 'r')) setattr(args, _BASE_PATH_KEY, config[_BASE_PATH_KEY]) log.debug("Loaded configuration: {}: {}".format(_BASE_PATH_KEY, config[ _BASE_PATH_KEY])) return args
Load and parse command-line arguments. Arguments --------- args : str or None 'Faked' commandline arguments passed to `argparse`. Returns ------- args : `argparse.Namespace` object Namespace in which settings are stored - default values modified by the given command-line arguments. def load_command_line_args(clargs=None): """Load and parse command-line arguments. Arguments --------- args : str or None 'Faked' commandline arguments passed to `argparse`. Returns ------- args : `argparse.Namespace` object Namespace in which settings are stored - default values modified by the given command-line arguments. """ import argparse git_vers = get_git() parser = argparse.ArgumentParser( prog='astrocats', description='Generate catalogs for astronomical data.') parser.add_argument('command', nargs='?', default=None) parser.add_argument( '--version', action='version', version='AstroCats v{}, SHA: {}'.format(__version__, git_vers)) parser.add_argument( '--verbose', '-v', dest='verbose', default=False, action='store_true', help='Print more messages to the screen.') parser.add_argument( '--debug', '-d', dest='debug', default=False, action='store_true', help='Print excessive messages to the screen.') parser.add_argument( '--include-private', dest='private', default=False, action='store_true', help='Include private data in import.') parser.add_argument( '--travis', '-t', dest='travis', default=False, action='store_true', help='Run import script in test mode for Travis.') parser.add_argument( '--clone-depth', dest='clone_depth', default=0, type=int, help=('When cloning git repos, only clone out to this depth ' '(default: 0 = all levels).')) parser.add_argument( '--purge-outputs', dest='purge_outputs', default=False, action='store_true', help=('Purge git outputs after cloning.')) parser.add_argument( '--log', dest='log_filename', default=None, help='Filename to which to store logging information.') # If output files should be written or not # ---------------------------------------- write_group = parser.add_mutually_exclusive_group() write_group.add_argument( '--write', action='store_true', dest='write_entries', default=True, help='Write entries to files [default].') write_group.add_argument( '--no-write', action='store_false', dest='write_entries', default=True, help='do not write entries to file.') # If previously cleared output files should be deleted or not # ----------------------------------------------------------- delete_group = parser.add_mutually_exclusive_group() delete_group.add_argument( '--predelete', action='store_true', dest='delete_old', default=True, help='Delete all old event files to begin [default].') delete_group.add_argument( '--no-predelete', action='store_false', dest='delete_old', default=True, help='Do not delete all old event files to start.') args, sub_clargs = parser.parse_known_args(args=clargs) # Print the help information if no command is given if args.command is None: parser.print_help() return None, None return args, sub_clargs
Load a `logging.Logger` object. Arguments --------- args : `argparse.Namespace` object Namespace containing required settings: {`args.debug`, `args.verbose`, and `args.log_filename`}. Returns ------- log : `logging.Logger` object def load_log(args): """Load a `logging.Logger` object. Arguments --------- args : `argparse.Namespace` object Namespace containing required settings: {`args.debug`, `args.verbose`, and `args.log_filename`}. Returns ------- log : `logging.Logger` object """ from astrocats.catalog.utils import logger # Determine verbosity ('None' means use default) log_stream_level = None if args.debug: log_stream_level = logger.DEBUG elif args.verbose: log_stream_level = logger.INFO # Create log log = logger.get_logger( stream_level=log_stream_level, tofile=args.log_filename) log._verbose = args.verbose log._debug = args.debug return log
Function compares dictionaries by key-value recursively. Old and new input data are both dictionaries def compare_dicts(old_full, new_full, old_data, new_data, depth=0): """Function compares dictionaries by key-value recursively. Old and new input data are both dictionaries """ depth = depth + 1 indent = " "*depth # Print with an indentation matching the nested-dictionary depth def my_print(str): print("{}{}".format(indent, str)) old_keys = list(old_data.keys()) # Compare data key by key, in *this* dictionary level # Note: since we're comparing by keys explicity, order doesnt matter for key in old_keys: # Remove elements as we go old_vals = old_data.pop(key) # Current key my_print("{}".format(key)) # If `new_data` doesnt also have this key, return False if key not in new_data: my_print("Key '{}' not in new_data.".format(key)) my_print("Old:") my_print(pprint(new_data)) my_print("New:") my_print(pprint(new_data)) return False # If it does have the key, extract the values (remove as we go) new_vals = new_data.pop(key) # If these values are a sub-dictionary, compare those if isinstance(old_vals, dict) and isinstance(new_vals, dict): # If the sub-dictionary are not the same, return False if not compare_dicts(old_full, new_full, old_vals, new_vals, depth=depth): return False # If these values are a list of sub-dictionaries, compare each of those elif (isinstance(old_vals, list) and isinstance(old_vals[0], dict) and isinstance(old_vals, list) and isinstance(old_vals[0], dict)): for old_elem, new_elem in zip_longest(old_vals, new_vals): # If one or the other has extra elements, print message, but # continue on if old_elem is None or new_elem is None: my_print("Missing element!") my_print("\tOld: '{}'".format(old_elem)) my_print("\tNew: '{}'".format(new_elem)) else: if not compare_dicts(old_full, new_full, old_elem, new_elem, depth=depth): return False # At the lowest-dictionary level, compare the values themselves else: # Turn everything into a list for convenience (most things should be # already) if (not isinstance(old_vals, list) and not isinstance(new_vals, list)): old_vals = [old_vals] new_vals = [new_vals] # Sort both lists old_vals = sorted(old_vals) new_vals = sorted(new_vals) for oldv, newv in zip_longest(old_vals, new_vals): # If one or the other has extra elements, print message, but # continue on if oldv is None or newv is None: my_print("Missing element!") my_print("\tOld: '{}'".format(oldv)) my_print("\tNew: '{}'".format(newv)) # If values match, continue elif oldv == newv: my_print("Good Match: '{}'".format(key)) # If values dont match, return False else: my_print("Bad Match: '{}'".format(key)) my_print("\tOld: '{}'".format(oldv)) my_print("\tNew: '{}'".format(newv)) return False return True
Clips a line to a rectangular area. This implements the Cohen-Sutherland line clipping algorithm. xmin, ymax, xmax and ymin denote the clipping area, into which the line defined by x1, y1 (start point) and x2, y2 (end point) will be clipped. If the line does not intersect with the rectangular clipping area, four None values will be returned as tuple. Otherwise a tuple of the clipped line points will be returned in the form (cx1, cy1, cx2, cy2). def cohensutherland(xmin, ymax, xmax, ymin, x1, y1, x2, y2): """Clips a line to a rectangular area. This implements the Cohen-Sutherland line clipping algorithm. xmin, ymax, xmax and ymin denote the clipping area, into which the line defined by x1, y1 (start point) and x2, y2 (end point) will be clipped. If the line does not intersect with the rectangular clipping area, four None values will be returned as tuple. Otherwise a tuple of the clipped line points will be returned in the form (cx1, cy1, cx2, cy2). """ INSIDE, LEFT, RIGHT, LOWER, UPPER = 0, 1, 2, 4, 8 def _getclip(xa, ya): #if dbglvl>1: print('point: '),; print(xa,ya) p = INSIDE # default is inside # consider x if xa < xmin: p |= LEFT elif xa > xmax: p |= RIGHT # consider y if ya < ymin: p |= LOWER # bitwise OR elif ya > ymax: p |= UPPER # bitwise OR return p # check for trivially outside lines k1 = _getclip(x1, y1) k2 = _getclip(x2, y2) # %% examine non-trivially outside points # bitwise OR | while (k1 | k2) != 0: # if both points are inside box (0000) , ACCEPT trivial whole line in box # if line trivially outside window, REJECT if (k1 & k2) != 0: # bitwise AND & #if dbglvl>1: print(' REJECT trivially outside box') # return nan, nan, nan, nan return None, None, None, None # non-trivial case, at least one point outside window # this is not a bitwise or, it's the word "or" opt = k1 or k2 # take first non-zero point, short circuit logic if opt & UPPER: # these are bitwise ANDS x = x1 + (x2 - x1) * (ymax - y1) / (y2 - y1) y = ymax elif opt & LOWER: x = x1 + (x2 - x1) * (ymin - y1) / (y2 - y1) y = ymin elif opt & RIGHT: y = y1 + (y2 - y1) * (xmax - x1) / (x2 - x1) x = xmax elif opt & LEFT: y = y1 + (y2 - y1) * (xmin - x1) / (x2 - x1) x = xmin else: raise RuntimeError('Undefined clipping state') if opt == k1: x1, y1 = x, y k1 = _getclip(x1, y1) #if dbglvl>1: print('checking k1: ' + str(x) + ',' + str(y) + ' ' + str(k1)) elif opt == k2: #if dbglvl>1: print('checking k2: ' + str(x) + ',' + str(y) + ' ' + str(k2)) x2, y2 = x, y k2 = _getclip(x2, y2) return x1, y1, x2, y2
Horn Schunck legacy OpenCV function requires we use these old-fashioned cv matrices, not numpy array def setupuv(rc): """ Horn Schunck legacy OpenCV function requires we use these old-fashioned cv matrices, not numpy array """ if cv is not None: (r, c) = rc u = cv.CreateMat(r, c, cv.CV_32FC1) v = cv.CreateMat(r, c, cv.CV_32FC1) return (u, v) else: return [None]*2
Initialize a CatDict object, checking for errors. def _init_cat_dict(self, cat_dict_class, key_in_self, **kwargs): """Initialize a CatDict object, checking for errors. """ # Catch errors associated with crappy, but not unexpected data try: new_entry = cat_dict_class(self, key=key_in_self, **kwargs) except CatDictError as err: if err.warn: self._log.info("'{}' Not adding '{}': '{}'".format(self[ self._KEYS.NAME], key_in_self, str(err))) return None return new_entry
Add a CatDict to this Entry if initialization succeeds and it doesn't already exist within the Entry. def _add_cat_dict(self, cat_dict_class, key_in_self, check_for_dupes=True, **kwargs): """Add a CatDict to this Entry if initialization succeeds and it doesn't already exist within the Entry. """ # Try to create a new instance of this subclass of `CatDict` new_entry = self._init_cat_dict(cat_dict_class, key_in_self, **kwargs) if new_entry is None: return False # Compare this new entry with all previous entries to make sure is new if cat_dict_class != Error: for item in self.get(key_in_self, []): if new_entry.is_duplicate_of(item): item.append_sources_from(new_entry) # Return the entry in case we want to use any additional # tags to augment the old entry return new_entry self.setdefault(key_in_self, []).append(new_entry) return True
Wrapper for `tqdm` progress bar. def pbar(iter, desc='', **kwargs): """Wrapper for `tqdm` progress bar. """ return tqdm( iter, desc=('<' + str(datetime.now().strftime("%Y-%m-%d %H:%M:%S")) + '> ' + desc), dynamic_ncols=True, **kwargs)
Wrapper for `tqdm` progress bar which also sorts list of strings def pbar_strings(files, desc='', **kwargs): """Wrapper for `tqdm` progress bar which also sorts list of strings """ return tqdm( sorted(files, key=lambda s: s.lower()), desc=('<' + str(datetime.now().strftime("%Y-%m-%d %H:%M:%S")) + '> ' + desc), dynamic_ncols=True, **kwargs)
Get the task `priority` corresponding to the given `task_priority`. If `task_priority` is an integer or 'None', return it. If `task_priority` is a str, return the priority of the task it matches. Otherwise, raise `ValueError`. def _get_task_priority(tasks, task_priority): """Get the task `priority` corresponding to the given `task_priority`. If `task_priority` is an integer or 'None', return it. If `task_priority` is a str, return the priority of the task it matches. Otherwise, raise `ValueError`. """ if task_priority is None: return None if is_integer(task_priority): return task_priority if isinstance(task_priority, basestring): if task_priority in tasks: return tasks[task_priority].priority raise ValueError("Unrecognized task priority '{}'".format(task_priority))
Run all of the import tasks. This is executed by the 'scripts.main.py' when the module is run as an executable. This can also be run as a method, in which case default arguments are loaded, but can be overriden using `**kwargs`. def import_data(self): """Run all of the import tasks. This is executed by the 'scripts.main.py' when the module is run as an executable. This can also be run as a method, in which case default arguments are loaded, but can be overriden using `**kwargs`. """ tasks_list = self.load_task_list() warnings.filterwarnings( 'ignore', r'Warning: converting a masked element to nan.') # FIX warnings.filterwarnings('ignore', category=DeprecationWarning) # Delete all old (previously constructed) output files if self.args.delete_old: self.log.warning("Deleting all old entry files.") self.delete_old_entry_files() # In update mode, load all entry stubs. if self.args.load_stubs or self.args.update: self.load_stubs() if self.args.travis: self.log.warning("Running in `travis` mode.") prev_priority = 0 prev_task_name = '' # for task, task_obj in tasks_list.items(): for task_name, task_obj in tasks_list.items(): if not task_obj.active: continue self.log.warning("Task: '{}'".format(task_name)) nice_name = task_obj.nice_name mod_name = task_obj.module func_name = task_obj.function priority = task_obj.priority # Make sure things are running in the correct order if priority < prev_priority and priority > 0: raise RuntimeError("Priority for '{}': '{}', less than prev," "'{}': '{}'.\n{}" .format(task_name, priority, prev_task_name, prev_priority, task_obj)) self.log.debug("\t{}, {}, {}, {}".format(nice_name, priority, mod_name, func_name)) mod = importlib.import_module('.' + mod_name, package='astrocats') self.current_task = task_obj getattr(mod, func_name)(self) num_events, num_stubs = self.count() self.log.warning("Task finished. Events: {}, Stubs: {}".format( num_events, num_stubs)) self.journal_entries() num_events, num_stubs = self.count() self.log.warning("Journal finished. Events: {}, Stubs: {}".format( num_events, num_stubs)) prev_priority = priority prev_task_name = task_name process = psutil.Process(os.getpid()) memory = process.memory_info().rss self.log.warning('Memory used (MBs): ' '{:,}'.format(memory / 1024. / 1024.)) return
Load the list of tasks in this catalog's 'input/tasks.json' file. A `Task` object is created for each entry, with the parameters filled in. These are placed in an OrderedDict, sorted by the `priority` parameter, with positive values and then negative values, e.g. [0, 2, 10, -10, -1]. def load_task_list(self): """Load the list of tasks in this catalog's 'input/tasks.json' file. A `Task` object is created for each entry, with the parameters filled in. These are placed in an OrderedDict, sorted by the `priority` parameter, with positive values and then negative values, e.g. [0, 2, 10, -10, -1]. """ # In update mode, do not delete old files if self.args.update: self.log.info("Disabling `pre-delete` for 'update' mode.") self.args.delete_old = False # Dont allow both a 'min' and 'max' task priority # FIX: this is probably unnecessary... having both could be useful if ((self.args.min_task_priority is not None and self.args.max_task_priority is not None)): raise ValueError("Can only use *either* 'min' *or* 'max' priority") # Load tasks data from input json file tasks, task_names = self._load_task_list_from_file() # Make sure 'active' modification lists are all valid args_lists = [ self.args.args_task_list, self.args.yes_task_list, self.args.no_task_list ] args_names = ['--tasks', '--yes', '--no'] for arglist, lname in zip(args_lists, args_names): if arglist is not None: for tname in arglist: if tname not in task_names: raise ValueError( "Value '{}' in '{}' list does not match" " any tasks".format(tname, lname)) # Process min/max priority specification ('None' if none given) min_priority = _get_task_priority(tasks, self.args.min_task_priority) max_priority = _get_task_priority(tasks, self.args.max_task_priority) task_groups = self.args.task_groups if task_groups is not None: if not isinstance(task_groups, list): task_groups = [task_groups] # Iterate over all tasks to determine which should be (in)active # -------------------------------------------------------------- for key in tasks: # If in update mode, only run update tasks if self.args.update: if not tasks[key].update: tasks[key].active = False # If specific list of tasks is given, make only those active if self.args.args_task_list is not None: if key in self.args.args_task_list: tasks[key].active = True else: tasks[key].active = False # Only run tasks above minimum priority # (doesn't modify negtive priority tasks) if min_priority is not None and tasks[key].priority >= 0: tasks[key].active = False if tasks[key].priority >= min_priority: tasks[key].active = True # Only run tasks below maximum priority # (doesnt modify negative priority tasks) if max_priority is not None and tasks[key].priority >= 0: tasks[key].active = False if tasks[key].priority <= max_priority: tasks[key].active = True # Set 'yes' tasks to *active* if self.args.yes_task_list is not None: if key in self.args.yes_task_list: tasks[key].active = True # Set 'no' tasks to *inactive* if self.args.no_task_list is not None: if key in self.args.no_task_list: tasks[key].active = False # Set tasks in target 'groups' to *active* if task_groups is not None and tasks[key].groups is not None: # Go through each group defined in the command line for given_group in task_groups: # If this task is a member of any of those groups if given_group in tasks[key].groups: tasks[key].active = True break # Sort entries as positive values, then negative values # [0, 1, 2, 2, 10, -100, -10, -1] # Tuples are sorted by first element (here: '0' if positive), then # second (here normal order) tasks = OrderedDict( sorted( tasks.items(), key=lambda t: (t[1].priority < 0, t[1].priority, t[1].name))) # Find the first task that has "always_journal" set to True for key in tasks: if tasks[key].active and tasks[key].always_journal: self.min_journal_priority = tasks[key].priority break names_act = [] names_inact = [] for key, val in tasks.items(): if val.active: names_act.append(key) else: names_inact.append(key) self.log.info("Active Tasks:\n\t" + ", ".join(nn for nn in names_act)) self.log.debug("Inactive Tasks:\n\t" + ", ".join(nn for nn in names_inact)) return tasks
Find an existing entry in, or add a new one to, the `entries` dict. FIX: rename to `create_entry`??? Returns ------- entries : OrderedDict of Entry objects newname : str Name of matching entry found in `entries`, or new entry added to `entries` def add_entry(self, name, load=True, delete=True): """Find an existing entry in, or add a new one to, the `entries` dict. FIX: rename to `create_entry`??? Returns ------- entries : OrderedDict of Entry objects newname : str Name of matching entry found in `entries`, or new entry added to `entries` """ newname = self.clean_entry_name(name) if not newname: raise (ValueError('Fatal: Attempted to add entry with no name.')) # If entry already exists, return if newname in self.entries: self.log.debug("`newname`: '{}' (name: '{}') already exists.". format(newname, name)) # If this is a stub, we need to continue, possibly load file if self.entries[newname]._stub: self.log.debug("'{}' is a stub".format(newname)) # If a full (non-stub) event exists, return its name else: self.log.debug("'{}' is not a stub, returning".format(newname)) return newname # If entry is alias of another entry in `entries`, find and return that match_name = self.find_entry_name_of_alias(newname) if match_name is not None: self.log.debug( "`newname`: '{}' (name: '{}') already exists as alias for " "'{}'.".format(newname, name, match_name)) newname = match_name # Load entry from file if load: loaded_name = self.load_entry_from_name(newname, delete=delete) if loaded_name: return loaded_name # If we match an existing event, return that if match_name is not None: return match_name # Create new entry new_entry = self.proto(catalog=self, name=newname) new_entry[self.proto._KEYS.SCHEMA] = self.SCHEMA.URL self.log.log(self.log._LOADED, "Created new entry for '{}'".format(newname)) # Add entry to dictionary self.entries[newname] = new_entry return newname
Return the first entry name with the given 'alias' included in its list of aliases. Returns ------- name of matching entry (str) or 'None' if no matches def find_entry_name_of_alias(self, alias): """Return the first entry name with the given 'alias' included in its list of aliases. Returns ------- name of matching entry (str) or 'None' if no matches """ if alias in self.aliases: name = self.aliases[alias] if name in self.entries: return name else: # Name wasn't found, possibly merged or deleted. Now look # really hard. for name, entry in self.entries.items(): aliases = entry.get_aliases(includename=False) if alias in aliases: if (ENTRY.DISTINCT_FROM not in entry or alias not in entry[ENTRY.DISTINCT_FROM]): return name return None
Used by `merge_duplicates` def copy_entry_to_entry(self, fromentry, destentry, check_for_dupes=True, compare_to_existing=True): """Used by `merge_duplicates` """ self.log.info("Copy entry object '{}' to '{}'".format(fromentry[ fromentry._KEYS.NAME], destentry[destentry._KEYS.NAME])) newsourcealiases = {} if self.proto._KEYS.SOURCES in fromentry: for source in fromentry[self.proto._KEYS.SOURCES]: alias = source.pop(SOURCE.ALIAS) newsourcealiases[alias] = source newmodelaliases = {} if self.proto._KEYS.MODELS in fromentry: for model in fromentry[self.proto._KEYS.MODELS]: alias = model.pop(MODEL.ALIAS) newmodelaliases[alias] = model if self.proto._KEYS.ERRORS in fromentry: for err in fromentry[self.proto._KEYS.ERRORS]: destentry.setdefault(self.proto._KEYS.ERRORS, []).append(err) for rkey in fromentry: key = fromentry._KEYS.get_key_by_name(rkey) if key.no_source: continue for item in fromentry[key]: # isd = False if 'source' not in item: raise ValueError("Item has no source!") nsid = [] for sid in item['source'].split(','): if sid in newsourcealiases: source = newsourcealiases[sid] nsid.append(destentry.add_source(**source)) else: raise ValueError("Couldn't find source alias!") item['source'] = uniq_cdl(nsid) if 'model' in item: nmid = [] for mid in item['model'].split(','): if mid in newmodelaliases: model = newmodelaliases[mid] nmid.append(destentry.add_model(**model)) else: raise ValueError("Couldn't find model alias!") item['model'] = uniq_cdl(nmid) if key == ENTRY.PHOTOMETRY: destentry.add_photometry( compare_to_existing=compare_to_existing, **item) elif key == ENTRY.SPECTRA: destentry.add_spectrum( compare_to_existing=compare_to_existing, **item) elif key == ENTRY.ERRORS: destentry.add_error(**item) elif key == ENTRY.MODELS: continue else: destentry.add_quantity( compare_to_existing=compare_to_existing, check_for_dupes=False, quantities=key, **item) return
Merge and remove duplicate entries. Compares each entry ('name') in `stubs` to all later entries to check for duplicates in name or alias. If a duplicate is found, they are merged and written to file. def merge_duplicates(self): """Merge and remove duplicate entries. Compares each entry ('name') in `stubs` to all later entries to check for duplicates in name or alias. If a duplicate is found, they are merged and written to file. """ if len(self.entries) == 0: self.log.error("WARNING: `entries` is empty, loading stubs") if self.args.update: self.log.warning( "No sources changed, entry files unchanged in update." " Skipping merge.") return self.entries = self.load_stubs() task_str = self.get_current_task_str() keys = list(sorted(self.entries.keys())) n1 = 0 mainpbar = tqdm(total=len(keys), desc=task_str) while n1 < len(keys): name1 = keys[n1] if name1 not in self.entries: self.log.info("Entry for {} not found, likely already " "deleted in merging process.".format(name1)) n1 = n1 + 1 mainpbar.update(1) continue allnames1 = set(self.entries[name1].get_aliases() + self.entries[ name1].extra_aliases()) # Search all later names for name2 in keys[n1 + 1:]: if name1 == name2: continue if name1 not in self.entries: self.log.info("Entry for {} not found, likely already " "deleted in merging process.".format(name1)) continue if name2 not in self.entries: self.log.info("Entry for {} not found, likely already " "deleted in merging process.".format(name2)) continue allnames2 = set(self.entries[name2].get_aliases() + self.entries[name2].extra_aliases()) # If there are any common names or aliases, merge if len(allnames1 & allnames2): self.log.warning("Found two entries with common aliases " "('{}' and '{}'), merging.".format(name1, name2)) load1 = self.proto.init_from_file(self, name=name1) load2 = self.proto.init_from_file(self, name=name2) if load1 is not None and load2 is not None: # Delete old files self._delete_entry_file(entry=load1) self._delete_entry_file(entry=load2) self.entries[name1] = load1 self.entries[name2] = load2 priority1 = 0 priority2 = 0 for an in allnames1: if an.startswith(self.entries[name1] .priority_prefixes()): priority1 += 1 for an in allnames2: if an.startswith(self.entries[name2] .priority_prefixes()): priority2 += 1 if priority1 > priority2: self.copy_to_entry_in_catalog(name2, name1) keys.append(name1) del self.entries[name2] else: self.copy_to_entry_in_catalog(name1, name2) keys.append(name2) del self.entries[name1] else: self.log.warning('Duplicate already deleted') # if len(self.entries) != 1: # self.log.error( # "WARNING: len(entries) = {}, expected 1. " # "Still journaling...".format(len(self.entries))) self.journal_entries() if self.args.travis and n1 > self.TRAVIS_QUERY_LIMIT: break n1 = n1 + 1 mainpbar.update(1) mainpbar.close()
Load all events in their `stub` (name, alias, etc only) form. Used in `update` mode. def load_stubs(self, log_mem=False): """Load all events in their `stub` (name, alias, etc only) form. Used in `update` mode. """ # Initialize parameter related to diagnostic output of memory usage if log_mem: import psutil process = psutil.Process(os.getpid()) rss = process.memory_info().rss LOG_MEMORY_INT = 1000 MEMORY_LIMIT = 1000.0 def _add_stub_manually(_fname): """Create and add a 'stub' by manually loading parameters from JSON files. Previously this was done by creating a full `Entry` instance, then using the `Entry.get_stub()` method to trim it down. This was very slow and memory intensive, hence this improved approach. """ # FIX: should this be ``fi.endswith(``.gz')`` ? fname = uncompress_gz(_fname) if '.gz' in _fname else _fname stub = None stub_name = None with codecs.open(fname, 'r') as jfil: # Load the full JSON file data = json.load(jfil, object_pairs_hook=OrderedDict) # Extract the top-level keys (should just be the name of the # entry) stub_name = list(data.keys()) # Make sure there is only a single top-level entry if len(stub_name) != 1: err = "json file '{}' has multiple keys: {}".format( fname, list(stub_name)) self._log.error(err) raise ValueError(err) stub_name = stub_name[0] # Make sure a non-stub entry doesnt already exist with this # name if stub_name in self.entries and not self.entries[ stub_name]._stub: err_str = ( "ERROR: non-stub entry already exists with name '{}'" .format(stub_name)) self.log.error(err_str) raise RuntimeError(err_str) # Remove the outmost dict level data = data[stub_name] # Create a new `Entry` (subclass) instance proto = self.proto stub = proto(catalog=self, name=stub_name, stub=True) # Add stub parameters if they are available if proto._KEYS.ALIAS in data: stub[proto._KEYS.ALIAS] = data[proto._KEYS.ALIAS] if proto._KEYS.DISTINCT_FROM in data: stub[proto._KEYS.DISTINCT_FROM] = data[ proto._KEYS.DISTINCT_FROM] if proto._KEYS.RA in data: stub[proto._KEYS.RA] = data[proto._KEYS.RA] if proto._KEYS.DEC in data: stub[proto._KEYS.DEC] = data[proto._KEYS.DEC] if proto._KEYS.DISCOVER_DATE in data: stub[proto._KEYS.DISCOVER_DATE] = data[ proto._KEYS.DISCOVER_DATE] if proto._KEYS.SOURCES in data: stub[proto._KEYS.SOURCES] = data[ proto._KEYS.SOURCES] # Store the stub self.entries[stub_name] = stub self.log.debug("Added stub for '{}'".format(stub_name)) currenttask = 'Loading entry stubs' files = self.PATHS.get_repo_output_file_list() for ii, _fname in enumerate(pbar(files, currenttask)): # Run normally # _add_stub(_fname) # Run 'manually' (extract stub parameters directly from JSON) _add_stub_manually(_fname) if log_mem: rss = process.memory_info().rss / 1024 / 1024 if ii % LOG_MEMORY_INT == 0 or rss > MEMORY_LIMIT: log_memory(self.log, "\nLoaded stub {}".format(ii), logging.INFO) if rss > MEMORY_LIMIT: err = ( "Memory usage {}, has exceeded {} on file {} '{}'". format(rss, MEMORY_LIMIT, ii, _fname)) self.log.error(err) raise RuntimeError(err) return self.entries
Delete the file associated with the given entry. def _delete_entry_file(self, entry_name=None, entry=None): """Delete the file associated with the given entry. """ if entry_name is None and entry is None: raise RuntimeError("Either `entry_name` or `entry` must be given.") elif entry_name is not None and entry is not None: raise RuntimeError("Cannot use both `entry_name` and `entry`.") if entry_name is not None: entry = self.entries[entry_name] else: entry_name = entry[ENTRY.NAME] # FIX: do we also need to check for gzipped files?? entry_filename = self.entry_filename(entry_name) if self.args.write_entries: self.log.info("Deleting entry file '{}' of entry '{}'".format( entry_filename, entry_name)) if not os.path.exists(entry_filename): self.log.error( "Filename '{}' does not exist".format(entry_filename)) os.remove(entry_filename) else: self.log.debug("Not deleting '{}' because `write_entries`" " is False".format(entry_filename)) return
Write all entries in `entries` to files, and clear. Depending on arguments and `tasks`. Iterates over all elements of `entries`, saving (possibly 'burying') and deleting. - If ``clear == True``, then each element of `entries` is deleted, and a `stubs` entry is added def journal_entries(self, clear=True, gz=False, bury=False, write_stubs=False, final=False): """Write all entries in `entries` to files, and clear. Depending on arguments and `tasks`. Iterates over all elements of `entries`, saving (possibly 'burying') and deleting. - If ``clear == True``, then each element of `entries` is deleted, and a `stubs` entry is added """ # if (self.current_task.priority >= 0 and # self.current_task.priority < self.min_journal_priority): # return # Write it all out! # NOTE: this needs to use a `list` wrapper to allow modification of # dict for name in list(self.entries.keys()): if self.args.write_entries: # If this is a stub and we aren't writing stubs, skip if self.entries[name]._stub and not write_stubs: continue # Bury non-SN entries here if only claimed type is non-SN type, # or if primary name starts with a non-SN prefix. bury_entry = False save_entry = True if bury: (bury_entry, save_entry) = self.should_bury(name) if save_entry: save_name = self.entries[name].save( bury=bury_entry, final=final) self.log.info( "Saved {} to '{}'.".format(name.ljust(20), save_name)) if (gz and os.path.getsize(save_name) > self.COMPRESS_ABOVE_FILESIZE): save_name = compress_gz(save_name) self.log.debug( "Compressed '{}' to '{}'".format(name, save_name)) # FIX: use subprocess outdir, filename = os.path.split(save_name) filename = filename.split('.')[0] os.system('cd ' + outdir + '; git rm --cached ' + filename + '.json; git add -f ' + filename + '.json.gz; cd ' + self.PATHS.PATH_BASE) if clear: self.entries[name] = self.entries[name].get_stub() self.log.debug("Entry for '{}' converted to stub".format(name)) return
Choose between each entries given name and its possible aliases for the best one. def set_preferred_names(self): """Choose between each entries given name and its possible aliases for the best one. """ if len(self.entries) == 0: self.log.error("WARNING: `entries` is empty, loading stubs") self.load_stubs() task_str = self.get_current_task_str() for ni, oname in enumerate(pbar(self.entries, task_str)): name = self.add_entry(oname) self.entries[name].set_preferred_name() if self.args.travis and ni > self.TRAVIS_QUERY_LIMIT: break return
Get a list of files which should be added to the given repository. Notes ----- * Finds files in the *root* of the given repository path. * If `file_types` is given, only use those file types. * If an uncompressed file is above the `size_limit`, it is compressed. * If a compressed file is above the file limit, an error is raised (if `fail = True`) or it is skipped (if `fail == False`). Arguments --------- repo : str Path to repository size_limit : scalar fail : bool Raise an error if a compressed file is still above the size limit. file_types : list of str or None Exclusive list of file types to add. 'None' to add all filetypes. def _prep_git_add_file_list(self, repo, size_limit, fail=True, file_types=None): """Get a list of files which should be added to the given repository. Notes ----- * Finds files in the *root* of the given repository path. * If `file_types` is given, only use those file types. * If an uncompressed file is above the `size_limit`, it is compressed. * If a compressed file is above the file limit, an error is raised (if `fail = True`) or it is skipped (if `fail == False`). Arguments --------- repo : str Path to repository size_limit : scalar fail : bool Raise an error if a compressed file is still above the size limit. file_types : list of str or None Exclusive list of file types to add. 'None' to add all filetypes. """ add_files = [] if file_types is None: file_patterns = ['*'] else: self.log.error( "WARNING: uncertain behavior with specified file types!") file_patterns = ['*.' + ft for ft in file_types] # Construct glob patterns for each file-type file_patterns = [os.path.join(repo, fp) for fp in file_patterns] for pattern in file_patterns: file_list = glob(pattern) for ff in file_list: fsize = os.path.getsize(ff) fname = str(ff) comp_failed = False # If the found file is too large if fsize > size_limit: self.log.debug("File '{}' size '{}' MB.".format( fname, fsize / 1028 / 1028)) # If the file is already compressed... fail or skip if ff.endswith('.gz'): self.log.error( "File '{}' is already compressed.".format(fname)) comp_failed = True # Not yet compressed - compress it else: fname = compress_gz(fname) fsize = os.path.getsize(fname) self.log.info("Compressed to '{}', size '{}' MB". format(fname, fsize / 1028 / 1028)) # If still too big, fail or skip if fsize > size_limit: comp_failed = True # If compressed file is too large, skip file or raise error if comp_failed: # Raise an error if fail: raise RuntimeError( "File '{}' cannot be added!".format(fname)) # Skip file without adding it self.log.info("Skipping file.") continue # If everything is good, add file to list add_files.append(fname) return add_files
Load the given URL, or a cached-version. Load page from url or cached file, depending on the current settings. 'archived' mode applies when `args.archived` is true (from `--archived` CL argument), and when this task has `Task.archived` also set to True. 'archived' mode: * Try to load from cached file. * If cache does not exist, try to load from web. * If neither works, raise an error if ``fail == True``, otherwise return None non-'archived' mode: * Try to load from url, save to cache file. * If url fails, try to load existing cache file. * If neither works, raise an error if ``fail == True``, otherwise return None 'update' mode: * In update mode, try to compare URL to cached file. * If URL fails, return None (cannot update) * If URL data matches cached data, return None (dont need to update) * If URL is different from data, return url data (proceed with update) Arguments --------- self url : str URL to download. fname : str Filename to which to save/load cached file. Inludes suffix. NOTE: in general, this should be the source's BIBCODE. repo : str or None The full path of the data-repository the cached file should be saved/loaded from. If 'None', then the current task is used to determine the repo. timeout : int Time (in seconds) after which a URL query should exit. post : dict List of arguments to post to URL when requesting it. archived : bool Load a previously archived version of the file. fail : bool If the file/url cannot be loaded, raise an error. write : bool Save a new copy of the cached file. json_sort : str or None If data is being saved to a json file, sort first by this str. quiet : bool Whether to emit error messages upon being unable to find files. verify : bool Whether to check for valid SSL cert when downloading def load_url(self, url, fname, repo=None, timeout=120, post=None, fail=False, write=True, json_sort=None, cache_only=False, archived_mode=None, archived_task=None, update_mode=None, verify=False): """Load the given URL, or a cached-version. Load page from url or cached file, depending on the current settings. 'archived' mode applies when `args.archived` is true (from `--archived` CL argument), and when this task has `Task.archived` also set to True. 'archived' mode: * Try to load from cached file. * If cache does not exist, try to load from web. * If neither works, raise an error if ``fail == True``, otherwise return None non-'archived' mode: * Try to load from url, save to cache file. * If url fails, try to load existing cache file. * If neither works, raise an error if ``fail == True``, otherwise return None 'update' mode: * In update mode, try to compare URL to cached file. * If URL fails, return None (cannot update) * If URL data matches cached data, return None (dont need to update) * If URL is different from data, return url data (proceed with update) Arguments --------- self url : str URL to download. fname : str Filename to which to save/load cached file. Inludes suffix. NOTE: in general, this should be the source's BIBCODE. repo : str or None The full path of the data-repository the cached file should be saved/loaded from. If 'None', then the current task is used to determine the repo. timeout : int Time (in seconds) after which a URL query should exit. post : dict List of arguments to post to URL when requesting it. archived : bool Load a previously archived version of the file. fail : bool If the file/url cannot be loaded, raise an error. write : bool Save a new copy of the cached file. json_sort : str or None If data is being saved to a json file, sort first by this str. quiet : bool Whether to emit error messages upon being unable to find files. verify : bool Whether to check for valid SSL cert when downloading """ file_txt = None url_txt = None # Load default settings if needed # ------------------------------- # Determine if we are running in archived mode if archived_mode is None: archived_mode = self.args.archived # Determine if this task is one which uses archived files if archived_task is None: archived_task = self.current_task.archived # Determine if running in update mode if update_mode is None: update_mode = self.args.update # Construct the cached filename if repo is None: repo = self.get_current_task_repo() cached_path = os.path.join(repo, fname) # Load cached file if it exists # ---------------------------- if os.path.isfile(cached_path): with codecs.open(cached_path, 'r', encoding='utf8') as infile: file_txt = infile.read() self.log.debug("Task {}: Loaded from '{}'.".format( self.current_task.name, cached_path)) # In `archived` mode and task - try to return the cached page if archived_mode or (archived_task and not update_mode): if file_txt is not None: return file_txt # If this flag is set, don't even attempt to download from web if cache_only: return None # If file does not exist, log error, continue else: self.log.error("Task {}: Cached file '{}' does not exist.". format(self.current_task.name, cached_path)) # Load url. 'None' is returned on failure - handle that below url_txt = self.download_url( url, timeout, fail=False, post=post, verify=verify) # At this point, we might have both `url_txt` and `file_txt` # If either of them failed, then they are set to None # If URL download failed, error or return cached data # --------------------------------------------------- if url_txt is None: # Both sources failed if file_txt is None: err_str = "Both url and file retrieval failed!" # If we should raise errors on failure if fail: err_str += " `fail` set." self.log.error(err_str) raise RuntimeError(err_str) # Otherwise warn and return None self.log.warning(err_str) return None # Otherwise, if only url failed, return file data else: # If we are trying to update, but the url failed, then return # None if update_mode: self.log.error( "Cannot check for updates, url download failed.") return None # Otherwise, return file data self.log.warning("URL download failed, using cached data.") return file_txt # Here: `url_txt` exists, `file_txt` may exist or may be None # Determine if update should happen, and if file should be resaved # Write new url_txt to cache file # ------------------------------- if write: self.log.info( "Writing `url_txt` to file '{}'.".format(cached_path)) self._write_cache_file(url_txt, cached_path, json_sort=json_sort) # If `file_txt` doesnt exist but were not writing.. warn elif file_txt is None: err_str = "Warning: cached file '{}' does not exist.".format( cached_path) err_str += " And is not being saved." self.log.warning(err_str) # Check if we need to update this data # ------------------------------------ # If both `url_txt` and `file_txt` exist and update mode check MD5 if file_txt is not None and update_mode: from hashlib import md5 url_md5 = md5(url_txt.encode('utf-8')).hexdigest() file_md5 = md5(file_txt.encode('utf-8')).hexdigest() self.log.debug("URL: '{}', File: '{}'.".format(url_md5, file_md5)) # If the data is the same, no need to parse (update), return None if url_md5 == file_md5: self.log.info( "Skipping file '{}', no changes.".format(cached_path)) return None else: self.log.info("File '{}' has been updated".format(cached_path)) # Warn if we didnt save a new copy if not write: err_str = "Warning: updated data not saved to file." self.log.warning(err_str) return url_txt
Download text from the given url. Returns `None` on failure. Arguments --------- self url : str URL web address to download. timeout : int Duration after which URL request should terminate. fail : bool If `True`, then an error will be raised on failure. If `False`, then 'None' is returned on failure. post : dict List of arguments to post to URL when requesting it. verify : bool Whether to check for valid SSL cert when downloading Returns ------- url_txt : str or None On success the text of the url is returned. On failure `None` is returned. def download_url(self, url, timeout, fail=False, post=None, verify=True): """Download text from the given url. Returns `None` on failure. Arguments --------- self url : str URL web address to download. timeout : int Duration after which URL request should terminate. fail : bool If `True`, then an error will be raised on failure. If `False`, then 'None' is returned on failure. post : dict List of arguments to post to URL when requesting it. verify : bool Whether to check for valid SSL cert when downloading Returns ------- url_txt : str or None On success the text of the url is returned. On failure `None` is returned. """ _CODE_ERRORS = [500, 307, 404] import requests session = requests.Session() try: headers = { 'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X ' '10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) ' 'Chrome/39.0.2171.95 Safari/537.36' } if post: response = session.post( url, timeout=timeout, headers=headers, data=post, verify=verify) else: response = session.get( url, timeout=timeout, headers=headers, verify=verify) response.raise_for_status() # Look for errors for xx in response.history: xx.raise_for_status() if xx.status_code in _CODE_ERRORS: self.log.error("URL response returned status code '{}'". format(xx.status_code)) raise url_txt = response.text self.log.debug("Task {}: Loaded `url_txt` from '{}'.".format( self.current_task.name, url)) except (KeyboardInterrupt, SystemExit): raise except Exception as err: err_str = ("URL Download of '{}' failed ('{}')." .format(url, str(err))) # Raise an error on failure if fail: err_str += " and `fail` is set." self.log.error(err_str) raise RuntimeError(err_str) # Log a warning on error, and return None else: self.log.warning(err_str) return None return url_txt
Merge the source alias lists of two CatDicts. def append_sources_from(self, other): """Merge the source alias lists of two CatDicts.""" # Get aliases lists from this `CatDict` and other self_aliases = self[self._KEYS.SOURCE].split(',') other_aliases = other[self._KEYS.SOURCE].split(',') # Store alias to `self` self[self._KEYS.SOURCE] = uniq_cdl(self_aliases + other_aliases) return
Name of current action for progress-bar output. The specific task string is depends on the configuration via `args`. Returns ------- ctask : str String representation of this task. def current_task(self, args): """Name of current action for progress-bar output. The specific task string is depends on the configuration via `args`. Returns ------- ctask : str String representation of this task. """ ctask = self.nice_name if self.nice_name is not None else self.name if args is not None: if args.update: ctask = ctask.replace('%pre', 'Updating') else: ctask = ctask.replace('%pre', 'Loading') return ctask
Whether previously archived data should be loaded. def load_archive(self, args): """Whether previously archived data should be loaded. """ import warnings warnings.warn("`Task.load_archive()` is deprecated! " "`Catalog.load_url` handles the same functionality.") return self.archived or args.archived
Use `git rev-parse HEAD <REPO>` to get current SHA. def get_sha(path=None, log=None, short=False, timeout=None): """Use `git rev-parse HEAD <REPO>` to get current SHA. """ # git_command = "git rev-parse HEAD {}".format(repo_name).split() # git_command = "git rev-parse HEAD".split() git_command = ["git", "rev-parse"] if short: git_command.append("--short") git_command.append("HEAD") kwargs = {} if path is not None: kwargs['cwd'] = path if timeout is not None: kwargs['timeout'] = timeout if log is not None: log.debug("{} {}".format(git_command, str(kwargs))) sha = subprocess.check_output(git_command, **kwargs) try: sha = sha.decode('ascii').strip() except: if log is not None: log.debug("decode of '{}' failed".format(sha)) return sha
Add all files in each data repository tree, commit, push. Creates a commit message based on the current catalog version info. If either the `git add` or `git push` commands fail, an error will be raised. Currently, if `commit` fails an error *WILL NOT* be raised because the `commit` command will return a nonzero exit status if there are no files to add... which we dont want to raise an error. FIX: improve the error checking on this. def git_add_commit_push_all_repos(cat): """Add all files in each data repository tree, commit, push. Creates a commit message based on the current catalog version info. If either the `git add` or `git push` commands fail, an error will be raised. Currently, if `commit` fails an error *WILL NOT* be raised because the `commit` command will return a nonzero exit status if there are no files to add... which we dont want to raise an error. FIX: improve the error checking on this. """ log = cat.log log.debug("gitter.git_add_commit_push_all_repos()") # Do not commit/push private repos all_repos = cat.PATHS.get_all_repo_folders(private=False) for repo in all_repos: log.info("Repo in: '{}'".format(repo)) # Get the initial git SHA sha_beg = get_sha(repo) log.debug("Current SHA: '{}'".format(sha_beg)) # Get files that should be added, compress and check sizes add_files = cat._prep_git_add_file_list(repo, cat.COMPRESS_ABOVE_FILESIZE) log.info("Found {} Files to add.".format(len(add_files))) if len(add_files) == 0: continue try: # Add all files in the repository directory tree git_comm = ["git", "add"] if cat.args.travis: git_comm.append("-f") git_comm.extend(add_files) _call_command_in_repo( git_comm, repo, cat.log, fail=True, log_flag=False) # Commit these files commit_msg = "'push' - adding all files." commit_msg = "{} : {}".format(cat._version_long, commit_msg) log.info(commit_msg) git_comm = ["git", "commit", "-am", commit_msg] _call_command_in_repo(git_comm, repo, cat.log) # Add all files in the repository directory tree git_comm = ["git", "push"] if not cat.args.travis: _call_command_in_repo(git_comm, repo, cat.log, fail=True) except Exception as err: try: git_comm = ["git", "reset", "HEAD"] _call_command_in_repo(git_comm, repo, cat.log, fail=True) except: pass raise err return
Perform a 'git pull' in each data repository. > `git pull -s recursive -X theirs` def git_pull_all_repos(cat, strategy_recursive=True, strategy='theirs'): """Perform a 'git pull' in each data repository. > `git pull -s recursive -X theirs` """ # raise RuntimeError("THIS DOESNT WORK YET!") log = cat.log log.debug("gitter.git_pull_all_repos()") log.warning("WARNING: using experimental `git_pull_all_repos()`!") all_repos = cat.PATHS.get_all_repo_folders() for repo_name in all_repos: log.info("Repo in: '{}'".format(repo_name)) # Get the initial git SHA sha_beg = get_sha(repo_name) log.debug("Current SHA: '{}'".format(sha_beg)) # Initialize the git repository repo = git.Repo(repo_name) # Construct the command to call git_comm = "git pull --verbose" if strategy_recursive: git_comm += " -s recursive" if strategy is not None: git_comm += " -X {:s}".format(strategy) log.debug("Calling '{}'".format(git_comm)) # Call git command (do this manually to use desired options) # Set `with_exceptions=False` to handle errors ourselves (below) code, out, err = repo.git.execute( git_comm.split(), with_stdout=True, with_extended_output=True, with_exceptions=False) # Handle output of git command if len(out): log.info(out) if len(err): log.info(err) # Hangle error-codes if code != 0: err_str = "Command '{}' returned exit code '{}'!".format(git_comm, code) err_str += "\n\tout: '{}'\n\terr: '{}'".format(out, err) log.error(err_str) raise RuntimeError(err_str) sha_end = get_sha(repo_name) if sha_end != sha_beg: log.info("Updated SHA: '{}'".format(sha_end)) return
Perform a 'git clone' for each data repository that doesnt exist. def git_clone_all_repos(cat): """Perform a 'git clone' for each data repository that doesnt exist. """ log = cat.log log.debug("gitter.git_clone_all_repos()") all_repos = cat.PATHS.get_all_repo_folders() out_repos = cat.PATHS.get_repo_output_folders() for repo in all_repos: log.info("Repo in: '{}'".format(repo)) if os.path.isdir(repo): log.info("Directory exists.") else: log.debug("Cloning directory...") clone(repo, cat.log, depth=max(cat.args.clone_depth, 1)) if cat.args.purge_outputs and repo in out_repos: for fil in glob(os.path.join(repo, '*.json')): os.remove(fil) grepo = git.cmd.Git(repo) try: grepo.status() except git.GitCommandError: log.error("Repository does not exist!") raise # Get the initial git SHA sha_beg = get_sha(repo) log.debug("Current SHA: '{}'".format(sha_beg)) return
Perform a 'git reset' in each data repository. def git_reset_all_repos(cat, hard=True, origin=False, clean=True): """Perform a 'git reset' in each data repository. """ log = cat.log log.debug("gitter.git_reset_all_repos()") all_repos = cat.PATHS.get_all_repo_folders() for repo in all_repos: log.warning("Repo in: '{}'".format(repo)) # Get the initial git SHA sha_beg = get_sha(repo) log.debug("Current SHA: '{}'".format(sha_beg)) grepo = git.cmd.Git(repo) # Fetch first log.info("fetching") grepo.fetch() args = [] if hard: args.append('--hard') if origin: args.append('origin/master') log.info("resetting") retval = grepo.reset(*args) if len(retval): log.warning("Git says: '{}'".format(retval)) # Clean if clean: log.info("cleaning") # [q]uiet, [f]orce, [d]irectories retval = grepo.clean('-qdf') if len(retval): log.warning("Git says: '{}'".format(retval)) sha_end = get_sha(repo) if sha_end != sha_beg: log.debug("Updated SHA: '{}'".format(sha_end)) return
Perform a 'git status' in each data repository. def git_status_all_repos(cat, hard=True, origin=False, clean=True): """Perform a 'git status' in each data repository. """ log = cat.log log.debug("gitter.git_status_all_repos()") all_repos = cat.PATHS.get_all_repo_folders() for repo_name in all_repos: log.info("Repo in: '{}'".format(repo_name)) # Get the initial git SHA sha_beg = get_sha(repo_name) log.debug("Current SHA: '{}'".format(sha_beg)) log.info("Fetching") fetch(repo_name, log=cat.log) git_comm = ["git", "status"] _call_command_in_repo( git_comm, repo_name, cat.log, fail=True, log_flag=True) sha_end = get_sha(repo_name) if sha_end != sha_beg: log.info("Updated SHA: '{}'".format(sha_end)) return
Given a list of repositories, make sure they're all cloned. Should be called from the subclassed `Catalog` objects, passed a list of specific repository names. Arguments --------- all_repos : list of str *Absolute* path specification of each target repository. def clone(repo, log, depth=1): """Given a list of repositories, make sure they're all cloned. Should be called from the subclassed `Catalog` objects, passed a list of specific repository names. Arguments --------- all_repos : list of str *Absolute* path specification of each target repository. """ kwargs = {} if depth > 0: kwargs['depth'] = depth try: repo_name = os.path.split(repo)[-1] repo_name = "https://github.com/astrocatalogs/" + repo_name + ".git" log.warning("Cloning '{}' (only needs to be done ".format(repo) + "once, may take few minutes per repo).") grepo = git.Repo.clone_from(repo_name, repo, **kwargs) except: log.error("CLONING '{}' INTERRUPTED".format(repo)) raise return grepo
Use `subprocess` to call a command in a certain (repo) directory. Logs the output (both `stderr` and `stdout`) to the log, and checks the return codes to make sure they're valid. Raises error if not. Raises ------ exception `subprocess.CalledProcessError`: if the command fails def _call_command_in_repo(comm, repo, log, fail=False, log_flag=True): """Use `subprocess` to call a command in a certain (repo) directory. Logs the output (both `stderr` and `stdout`) to the log, and checks the return codes to make sure they're valid. Raises error if not. Raises ------ exception `subprocess.CalledProcessError`: if the command fails """ if log_flag: log.debug("Running '{}'.".format(" ".join(comm))) process = subprocess.Popen( comm, cwd=repo, stdout=subprocess.PIPE, stderr=subprocess.PIPE) (stdout, stderr) = process.communicate() if stderr is not None: err_msg = stderr.decode('ascii').strip().splitlines() for em in err_msg: log.error(em) if stdout is not None: out_msg = stdout.decode('ascii').strip().splitlines() for om in out_msg: log.warning(om) # Raises an error if the command failed. if fail: if process.returncode: raise subprocess.CalledProcessError return
Check that spectrum has legal combination of attributes. def _check(self): """Check that spectrum has legal combination of attributes.""" # Run the super method super(Spectrum, self)._check() err_str = None has_data = self._KEYS.DATA in self has_wave = self._KEYS.WAVELENGTHS in self has_flux = self._KEYS.FLUXES in self has_filename = self._KEYS.FILENAME in self if not has_data: if (not has_wave or not has_flux) and not has_filename: err_str = ( "If `{}` not given".format(self._KEYS.DATA) + "; `{}` or `{}` needed".format( self._KEYS.WAVELENGTHS, self._KEYS.FLUXES)) if err_str is not None: raise ValueError(err_str) return
Check if spectrum is duplicate of another. def is_duplicate_of(self, other): """Check if spectrum is duplicate of another.""" if super(Spectrum, self).is_duplicate_of(other): return True row_matches = 0 for ri, row in enumerate(self.get(self._KEYS.DATA, [])): lambda1, flux1 = tuple(row[0:2]) if (self._KEYS.DATA not in other or ri > len(other[self._KEYS.DATA])): break lambda2, flux2 = tuple(other[self._KEYS.DATA][ri][0:2]) minlambdalen = min(len(lambda1), len(lambda2)) minfluxlen = min(len(flux1), len(flux2)) if (lambda1[:minlambdalen + 1] == lambda2[:minlambdalen + 1] and flux1[:minfluxlen + 1] == flux2[:minfluxlen + 1] and float(flux1[:minfluxlen + 1]) != 0.0): row_matches += 1 # Five row matches should be enough to be sure spectrum is a dupe. if row_matches >= 5: return True # Matches need to happen in the first 10 rows. if ri >= 10: break return False
Logic for sorting keys in a `Spectrum` relative to one another. def sort_func(self, key): """Logic for sorting keys in a `Spectrum` relative to one another.""" if key == self._KEYS.TIME: return 'aaa' if key == self._KEYS.DATA: return 'zzy' if key == self._KEYS.SOURCE: return 'zzz' return key
Sorting logic for `Quantity` objects. def sort_func(self, key): """Sorting logic for `Quantity` objects.""" if key == self._KEYS.VALUE: return 'aaa' if key == self._KEYS.SOURCE: return 'zzz' return key
Return this class's attribute names (those not stating with '_'). Also retrieves the attributes from base classes, e.g. For: ``ENTRY(KeyCollection)``, ``ENTRY.keys()`` gives just the attributes of `ENTRY` (`KeyCollection` has no keys). For: ``SUPERNOVA(ENTRY)``, ``SUPERNOVA.keys()`` gives both the attributes of `SUPERNOVAE` itself, and of `ENTRY`. Returns ------- _keys : list of str List of names of internal attributes. Order is effectiely random. def keys(cls): """Return this class's attribute names (those not stating with '_'). Also retrieves the attributes from base classes, e.g. For: ``ENTRY(KeyCollection)``, ``ENTRY.keys()`` gives just the attributes of `ENTRY` (`KeyCollection` has no keys). For: ``SUPERNOVA(ENTRY)``, ``SUPERNOVA.keys()`` gives both the attributes of `SUPERNOVAE` itself, and of `ENTRY`. Returns ------- _keys : list of str List of names of internal attributes. Order is effectiely random. """ if cls._keys: return cls._keys # If `_keys` is not yet defined, create it # ---------------------------------------- _keys = [] # get the keys from all base-classes aswell (when this is subclasses) for mro in cls.__bases__: # base classes below `KeyCollection` (e.g. `object`) wont work if issubclass(mro, KeyCollection): _keys.extend(mro.keys()) # Get the keys from this particular subclass # Only non-hidden (no '_') and variables (non-callable) _keys.extend([ kk for kk in vars(cls).keys() if not kk.startswith('_') and not callable(getattr(cls, kk)) ]) # Store for future retrieval cls._keys = _keys return cls._keys
Return this class's attribute values (those not stating with '_'). Returns ------- _vals : list of objects List of values of internal attributes. Order is effectiely random. def vals(cls): """Return this class's attribute values (those not stating with '_'). Returns ------- _vals : list of objects List of values of internal attributes. Order is effectiely random. """ if cls._vals: return cls._vals # If `_vals` is not yet defined, create it # ---------------------------------------- _vals = [] # get the keys from all base-classes aswell (when this is subclasses) for mro in cls.__bases__: # base classes below `KeyCollection` (e.g. `object`) wont work if issubclass(mro, KeyCollection): _vals.extend(mro.vals()) # Get the keys from this particular subclass # Only non-hidden (no '_') and variables (non-callable) _vals.extend([ vv for kk, vv in vars(cls).items() if not kk.startswith('_') and not callable(getattr(cls, kk)) ]) # Store for future retrieval cls._vals = _vals return cls._vals
Return this class's attribute values (those not stating with '_'), but only for attributes with `compare` set to `True`. Returns ------- _compare_vals : list of objects List of values of internal attributes to use when comparing `CatDict` objects. Order sorted by `Key` priority, followed by alphabetical. def compare_vals(cls, sort=True): """Return this class's attribute values (those not stating with '_'), but only for attributes with `compare` set to `True`. Returns ------- _compare_vals : list of objects List of values of internal attributes to use when comparing `CatDict` objects. Order sorted by `Key` priority, followed by alphabetical. """ if cls._compare_vals: return cls._compare_vals # If `_compare_vals` is not yet defined, create it # ---------------------------------------- _compare_vals = [] # get the keys from all base-classes aswell (when this is subclasses) for mro in cls.__bases__: # base classes below `KeyCollection` (e.g. `object`) wont work if issubclass(mro, KeyCollection): _compare_vals.extend(mro.compare_vals(sort=False)) # Get the keys from this particular subclass # Only non-hidden (no '_') and variables (non-callable) _compare_vals.extend([ vv for kk, vv in vars(cls).items() if (not kk.startswith('_') and not callable(getattr(cls, kk)) and vv.compare) ]) # Sort keys based on priority, high priority values first if sort: _compare_vals = sorted( _compare_vals, reverse=True, key=lambda key: (key.priority, key.name)) # Store for future retrieval cls._compare_vals = _compare_vals return cls._compare_vals
Return a 'pretty' string representation of this `Key`. note: do not override the builtin `__str__` or `__repr__` methods! def pretty(self): """Return a 'pretty' string representation of this `Key`. note: do not override the builtin `__str__` or `__repr__` methods! """ retval = ("Key(name={}, type={}, listable={}, compare={}, " "priority={}, kind_preference={}, " "replace_better={})").format( self.name, self.type, self.listable, self.compare, self.priority, self.kind_preference, self.replace_better) return retval
Make sure given value is consistent with this `Key` specification. NOTE: if `type` is 'None', then `listable` also is *not* checked. def check(self, val): """Make sure given value is consistent with this `Key` specification. NOTE: if `type` is 'None', then `listable` also is *not* checked. """ # If there is no `type` requirement, everything is allowed if self.type is None: return True is_list = isinstance(val, list) # If lists are not allowed, and this is a list --> false if not self.listable and is_list: return False # `is_number` already checks for either list or single value if self.type == KEY_TYPES.NUMERIC and not is_number(val): return False elif (self.type == KEY_TYPES.TIME and not is_number(val) and '-' not in val and '/' not in val): return False elif self.type == KEY_TYPES.STRING: # If its a list, check first element if is_list: if not isinstance(val[0], basestring): return False # Otherwise, check it elif not isinstance(val, basestring): return False elif self.type == KEY_TYPES.BOOL: if is_list and not isinstance(val[0], bool): return False elif not isinstance(val, bool): return False return True
Create a standard logger object which logs to file and or stdout stream. If a logger has already been created in this session, it is returned (unless `name` is given). Arguments --------- name : str, Handle for this logger, must be distinct for a distinct logger. stream_fmt : str or `None`, Format of log messages to stream (stdout). If `None`, default settings are used. file_fmt : str or `None`, Format of log messages to file. If `None`, default settings are used. date_fmt : str or `None` Format of time stamps to stream and/or file. If `None`, default settings are used. stream_level : int, Logging level for stream. file_level : int, Logging level for file. tofile : str or `None`, Filename to log to (turned off if `None`). tostr : bool, Log to stdout stream. Returns ------- logger : ``logging.Logger`` object, Logger object to use for logging. def get_logger(name=None, stream_fmt=None, file_fmt=None, date_fmt=None, stream_level=None, file_level=None, tofile=None, tostr=True): """Create a standard logger object which logs to file and or stdout stream. If a logger has already been created in this session, it is returned (unless `name` is given). Arguments --------- name : str, Handle for this logger, must be distinct for a distinct logger. stream_fmt : str or `None`, Format of log messages to stream (stdout). If `None`, default settings are used. file_fmt : str or `None`, Format of log messages to file. If `None`, default settings are used. date_fmt : str or `None` Format of time stamps to stream and/or file. If `None`, default settings are used. stream_level : int, Logging level for stream. file_level : int, Logging level for file. tofile : str or `None`, Filename to log to (turned off if `None`). tostr : bool, Log to stdout stream. Returns ------- logger : ``logging.Logger`` object, Logger object to use for logging. """ if tofile is None and not tostr: raise ValueError( "Must log to something: `tofile` or `tostr` must be `True`.") logger = logging.getLogger(name) # Add a custom attribute to this `logger` so that we know when an existing # one is being returned if hasattr(logger, '_OSC_LOGGER'): return logger else: logger._OSC_LOGGER = True # Set other custom parameters logger._LOADED = _LOADED_LEVEL # Make sure handlers don't get duplicated (ipython issue) while len(logger.handlers) > 0: logger.handlers.pop() # Prevents duplication or something something... logger.propagate = 0 # Determine and Set Logging Levels if file_level is None: file_level = _FILE_LEVEL_DEF if stream_level is None: stream_level = _STREAM_LEVEL_DEF # Logger object must be at minimum level logger.setLevel(int(np.min([file_level, stream_level]))) if date_fmt is None: date_fmt = '%Y/%m/%d %H:%M:%S' # Log to file # ----------- if tofile is not None: if file_fmt is None: file_fmt = "%(asctime)s %(levelname)8.8s [%(filename)20.20s:" file_fmt += "%(funcName)-20.20s]%(indent)s%(message)s" fileFormatter = IndentFormatter(file_fmt, datefmt=date_fmt) fileHandler = logging.FileHandler(tofile, 'w') fileHandler.setFormatter(fileFormatter) fileHandler.setLevel(file_level) logger.addHandler(fileHandler) # Store output filename to `logger` object logger.filename = tofile # Log To stdout # ------------- if tostr: if stream_fmt is None: stream_fmt = "%(indent)s%(message)s" strFormatter = IndentFormatter(stream_fmt, datefmt=date_fmt) strHandler = logging.StreamHandler() strHandler.setFormatter(strFormatter) strHandler.setLevel(stream_level) logger.addHandler(strHandler) return logger
Log an error message and raise an error. Arguments --------- log : `logging.Logger` object err_str : str Error message to be logged and raised. err_type : `Exception` object Type of error to raise. def log_raise(log, err_str, err_type=RuntimeError): """Log an error message and raise an error. Arguments --------- log : `logging.Logger` object err_str : str Error message to be logged and raised. err_type : `Exception` object Type of error to raise. """ log.error(err_str) # Make sure output is flushed # (happens automatically to `StreamHandlers`, but not `FileHandlers`) for handle in log.handlers: handle.flush() # Raise given error raise err_type(err_str)
Log the current memory usage. def log_memory(log, pref=None, lvl=logging.DEBUG, raise_flag=True): """Log the current memory usage. """ import os import sys cyc_str = "" KB = 1024.0 if pref is not None: cyc_str += "{}: ".format(pref) # Linux returns units in Bytes; OSX in kilobytes UNIT = KB*KB if sys.platform == 'darwin' else KB good = False # Use the `resource` module to check the maximum memory usage of this process try: import resource max_self = resource.getrusage(resource.RUSAGE_SELF).ru_maxrss max_child = resource.getrusage(resource.RUSAGE_CHILDREN).ru_maxrss _str = "RSS Max Self: {:7.2f} [MB], Child: {:7.2f} [MB]".format( max_self/UNIT, max_child/UNIT) cyc_str += _str except Exception as err: log.log(lvl, "resource.getrusage failed. '{}'".format(str(err))) if raise_flag: raise else: good = True # Use the `psutil` module to check the current memory/cpu usage of this process try: import psutil process = psutil.Process(os.getpid()) rss = process.memory_info().rss cpu_perc = process.cpu_percent() mem_perc = process.memory_percent() num_thr = process.num_threads() _str = "; RSS: {:7.2f} [MB], {:7.2f}%; Threads: {:3d}, CPU: {:7.2f}%".format( rss/UNIT, mem_perc, num_thr, cpu_perc) cyc_str += _str except Exception as err: log.log(lvl, "psutil.Process failed. '{}'".format(str(err))) if raise_flag: raise else: good = True if good: log.log(lvl, cyc_str) return
img: can be RGB (MxNx3) or gray (MxN) http://docs.opencv.org/master/modules/features2d/doc/drawing_function_of_keypoints_and_matches.html http://docs.opencv.org/trunk/modules/features2d/doc/drawing_function_of_keypoints_and_matches.html def doblob(morphed, blobdet, img, anno=True): """ img: can be RGB (MxNx3) or gray (MxN) http://docs.opencv.org/master/modules/features2d/doc/drawing_function_of_keypoints_and_matches.html http://docs.opencv.org/trunk/modules/features2d/doc/drawing_function_of_keypoints_and_matches.html """ keypoints = blobdet.detect(morphed) nkey = len(keypoints) kpsize = asarray([k.size for k in keypoints]) final = img.copy() # is the .copy necessary? final = cv2.drawKeypoints(img, keypoints, outImage=final, flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS) # %% plot count of blobs if anno: cv2.putText(final, text=str(nkey), org=(int(img.shape[1]*.9), 25), fontFace=cv2.FONT_HERSHEY_PLAIN, fontScale=2, color=(0, 255, 0), thickness=2) return final, nkey, kpsize
Parse arguments and return configuration settings. def load_args(self, args, clargs): """Parse arguments and return configuration settings. """ # Parse All Arguments args = self.parser.parse_args(args=clargs, namespace=args) # Print the help information if no subcommand is given # subcommand is required for operation if args.subcommand is None: self.parser.print_help() args = None return args
Create `argparse` instance, and setup with appropriate parameters. def _setup_argparse(self): """Create `argparse` instance, and setup with appropriate parameters. """ parser = argparse.ArgumentParser( prog='catalog', description='Parent Catalog class for astrocats.') subparsers = parser.add_subparsers( description='valid subcommands', dest='subcommand') # Data Import # ----------- # Add the 'import' command, and related arguments self._add_parser_arguments_import(subparsers) # Git Subcommands # --------------- self._add_parser_arguments_git(subparsers) # Analyze Catalogs # ---------------- # Add the 'analyze' command, and related arguments self._add_parser_arguments_analyze(subparsers) return parser
Create parser for 'import' subcommand, and associated arguments. def _add_parser_arguments_import(self, subparsers): """Create parser for 'import' subcommand, and associated arguments. """ import_pars = subparsers.add_parser( "import", help="Import data.") import_pars.add_argument( '--update', '-u', dest='update', default=False, action='store_true', help='Only update catalog using live sources.') import_pars.add_argument( '--load-stubs', dest='load_stubs', default=False, action='store_true', help='Load stubs before running.') import_pars.add_argument( '--archived', '-a', dest='archived', default=False, action='store_true', help='Always use task caches.') # Control which 'tasks' are executed # ---------------------------------- import_pars.add_argument( '--tasks', dest='args_task_list', nargs='*', default=None, help='space delimited list of tasks to perform.') import_pars.add_argument( '--yes', dest='yes_task_list', nargs='+', default=None, help='space delimited list of tasks to turn on.') import_pars.add_argument( '--no', dest='no_task_list', nargs='+', default=None, help='space delimited list of tasks to turn off.') import_pars.add_argument( '--min-task-priority', dest='min_task_priority', default=None, help='minimum priority for a task to run') import_pars.add_argument( '--max-task-priority', dest='max_task_priority', default=None, help='maximum priority for a task to run') import_pars.add_argument( '--task-groups', dest='task_groups', default=None, help='predefined group(s) of tasks to run.') return import_pars
Create a sub-parsers for git subcommands. def _add_parser_arguments_git(self, subparsers): """Create a sub-parsers for git subcommands. """ subparsers.add_parser( "git-clone", help="Clone all defined data repositories if they dont exist.") subparsers.add_parser( "git-push", help="Add all files to data repositories, commit, and push.") subparsers.add_parser( "git-pull", help="'Pull' all data repositories.") subparsers.add_parser( "git-reset-local", help="Hard reset all data repositories using local 'HEAD'.") subparsers.add_parser( "git-reset-origin", help="Hard reset all data repositories using 'origin/master'.") subparsers.add_parser( "git-status", help="Get the 'git status' of all data repositories.") return
Create a parser for the 'analyze' subcommand. def _add_parser_arguments_analyze(self, subparsers): """Create a parser for the 'analyze' subcommand. """ lyze_pars = subparsers.add_parser( "analyze", help="Perform basic analysis on this catalog.") lyze_pars.add_argument( '--count', '-c', dest='count', default=False, action='store_true', help='Determine counts of entries, files, etc.') return lyze_pars
Compress the file with the given name and delete the uncompressed file. The compressed filename is simply the input filename with '.gz' appended. Arguments --------- fname : str Name of the file to compress and delete. Returns ------- comp_fname : str Name of the compressed file produced. Equal to `fname + '.gz'`. def compress_gz(fname): """Compress the file with the given name and delete the uncompressed file. The compressed filename is simply the input filename with '.gz' appended. Arguments --------- fname : str Name of the file to compress and delete. Returns ------- comp_fname : str Name of the compressed file produced. Equal to `fname + '.gz'`. """ import shutil import gzip comp_fname = fname + '.gz' with codecs.open(fname, 'rb') as f_in, gzip.open( comp_fname, 'wb') as f_out: shutil.copyfileobj(f_in, f_out) os.remove(fname) return comp_fname
draws flow vectors on image this came from opencv/examples directory another way: http://docs.opencv.org/trunk/doc/py_tutorials/py_gui/py_drawing_functions/py_drawing_functions.html def draw_flow(img, flow, step=16, dtype=uint8): """ draws flow vectors on image this came from opencv/examples directory another way: http://docs.opencv.org/trunk/doc/py_tutorials/py_gui/py_drawing_functions/py_drawing_functions.html """ maxval = iinfo(img.dtype).max # scaleFact = 1. #arbitary factor to make flow visible canno = (0, maxval, 0) # green color h, w = img.shape[:2] y, x = mgrid[step//2:h:step, step//2:w:step].reshape(2, -1) fx, fy = flow[y, x].T # create line endpoints lines = vstack([x, y, (x+fx), (y+fy)]).T.reshape(-1, 2, 2) lines = int32(lines + 0.5) # create image if img.ndim == 2: # assume gray vis = cv2.cvtColor(img, cv2.COLOR_GRAY2BGR) else: # already RGB vis = img # draw line cv2.polylines(vis, lines, isClosed=False, color=canno, thickness=1, lineType=8) # draw filled green circles for (x1, y1), (x2, y2) in lines: cv2.circle(vis, center=(x1, y1), radius=1, color=canno, thickness=-1) return vis
mag must be uint8, uint16, uint32 and 2-D ang is in radians (float) def draw_hsv(mag, ang, dtype=uint8, fn=None): """ mag must be uint8, uint16, uint32 and 2-D ang is in radians (float) """ assert mag.shape == ang.shape assert mag.ndim == 2 maxval = iinfo(dtype).max hsv = dstack(((degrees(ang)/2).astype(dtype), # /2 to keep less than 255 ones_like(mag)*maxval, # maxval must be after in 1-D case cv2.normalize(mag, alpha=0, beta=maxval, norm_type=cv2.NORM_MINMAX))) rgb = cv2.cvtColor(hsv, cv2.COLOR_HSV2RGB) if fn is not None: print('writing ' + fn) cv2.imwrite(fn, rgb) return rgb
flow dimensions y,x,2 3-D. flow[...,0] is magnitude, flow[...,1] is angle def flow2magang(flow, dtype=uint8): """ flow dimensions y,x,2 3-D. flow[...,0] is magnitude, flow[...,1] is angle """ fx, fy = flow[..., 0], flow[..., 1] return hypot(fx, fy).astype(dtype), arctan2(fy, fx) + pi
dir One of IOC_NONE, IOC_WRITE, IOC_READ, or IOC_READ|IOC_WRITE. Direction is from the application's point of view, not kernel's. size (14-bits unsigned integer) Size of the buffer passed to ioctl's "arg" argument. def IOC(dir, type, nr, size): """ dir One of IOC_NONE, IOC_WRITE, IOC_READ, or IOC_READ|IOC_WRITE. Direction is from the application's point of view, not kernel's. size (14-bits unsigned integer) Size of the buffer passed to ioctl's "arg" argument. """ assert dir <= _IOC_DIRMASK, dir assert type <= _IOC_TYPEMASK, type assert nr <= _IOC_NRMASK, nr assert size <= _IOC_SIZEMASK, size return (dir << _IOC_DIRSHIFT) | (type << _IOC_TYPESHIFT) | (nr << _IOC_NRSHIFT) | (size << _IOC_SIZESHIFT)
Returns the size of given type, and check its suitability for use in an ioctl command number. def IOC_TYPECHECK(t): """ Returns the size of given type, and check its suitability for use in an ioctl command number. """ result = ctypes.sizeof(t) assert result <= _IOC_SIZEMASK, result return result
An ioctl with read parameters. size (ctype type or instance) Type/structure of the argument passed to ioctl's "arg" argument. def IOR(type, nr, size): """ An ioctl with read parameters. size (ctype type or instance) Type/structure of the argument passed to ioctl's "arg" argument. """ return IOC(IOC_READ, type, nr, IOC_TYPECHECK(size))
An ioctl with write parameters. size (ctype type or instance) Type/structure of the argument passed to ioctl's "arg" argument. def IOW(type, nr, size): """ An ioctl with write parameters. size (ctype type or instance) Type/structure of the argument passed to ioctl's "arg" argument. """ return IOC(IOC_WRITE, type, nr, IOC_TYPECHECK(size))
An ioctl with both read an writes parameters. size (ctype type or instance) Type/structure of the argument passed to ioctl's "arg" argument. def IOWR(type, nr, size): """ An ioctl with both read an writes parameters. size (ctype type or instance) Type/structure of the argument passed to ioctl's "arg" argument. """ return IOC(IOC_READ | IOC_WRITE, type, nr, IOC_TYPECHECK(size))
Get a path including only the trailing `num` directories. Returns ------- last_path : str def _get_last_dirs(path, num=1): """Get a path including only the trailing `num` directories. Returns ------- last_path : str """ head, tail = os.path.split(path) last_path = str(tail) for ii in range(num): head, tail = os.path.split(head) last_path = os.path.join(tail, last_path) last_path = "..." + last_path return last_path
Run the analysis routines determined from the given `args`. def analyze(self, args): """Run the analysis routines determined from the given `args`. """ self.log.info("Running catalog analysis") if args.count: self.count() return
Analyze the counts of ...things. Returns ------- retvals : dict Dictionary of 'property-name: counts' pairs for further processing def count(self): """Analyze the counts of ...things. Returns ------- retvals : dict Dictionary of 'property-name: counts' pairs for further processing """ self.log.info("Running 'count'") retvals = {} # Numbers of 'tasks' num_tasks = self._count_tasks() retvals['num_tasks'] = num_tasks # Numbers of 'files' num_files = self._count_repo_files() retvals['num_files'] = num_files return retvals
Count the number of tasks, both in the json and directory. Returns ------- num_tasks : int The total number of all tasks included in the `tasks.json` file. def _count_tasks(self): """Count the number of tasks, both in the json and directory. Returns ------- num_tasks : int The total number of all tasks included in the `tasks.json` file. """ self.log.warning("Tasks:") tasks, task_names = self.catalog._load_task_list_from_file() # Total number of all tasks num_tasks = len(tasks) # Number which are active by default num_tasks_act = len([tt for tt, vv in tasks.items() if vv.active]) # Number of python files in the tasks directory num_task_files = os.path.join(self.catalog.PATHS.tasks_dir, '*.py') num_task_files = len(glob(num_task_files)) tasks_str = "{} ({} default active) with {} task-files.".format( num_tasks, num_tasks_act, num_task_files) self.log.warning(tasks_str) return num_tasks
Count the number of files in the data repositories. `_COUNT_FILE_TYPES` are used to determine which file types are checked explicitly. `_IGNORE_FILES` determine which files are ignored in (most) counts. Returns ------- repo_files : int Total number of (non-ignored) files in all data repositories. def _count_repo_files(self): """Count the number of files in the data repositories. `_COUNT_FILE_TYPES` are used to determine which file types are checked explicitly. `_IGNORE_FILES` determine which files are ignored in (most) counts. Returns ------- repo_files : int Total number of (non-ignored) files in all data repositories. """ self.log.warning("Files:") num_files = 0 repos = self.catalog.PATHS.get_all_repo_folders() num_type = np.zeros(len(self._COUNT_FILE_TYPES), dtype=int) num_ign = 0 for rep in repos: # Get the last portion of the filepath for this repo last_path = _get_last_dirs(rep, 2) # Get counts for different file types n_all = self._count_files_by_type(rep, '*') n_type = np.zeros(len(self._COUNT_FILE_TYPES), dtype=int) for ii, ftype in enumerate(self._COUNT_FILE_TYPES): n_type[ii] = self._count_files_by_type(rep, '*.' + ftype) # Get the number of ignored files # (total including ignore, minus 'all') n_ign = self._count_files_by_type(rep, '*', ignore=False) n_ign -= n_all f_str = self._file_nums_str(n_all, n_type, n_ign) f_str = "{}: {}".format(last_path, f_str) self.log.warning(f_str) # Update cumulative counts num_files += n_all num_type += n_type num_ign += n_ign f_str = self._file_nums_str(num_files, num_type, num_ign) self.log.warning(f_str) return num_files
Construct a string showing the number of different file types. Returns ------- f_str : str def _file_nums_str(self, n_all, n_type, n_ign): """Construct a string showing the number of different file types. Returns ------- f_str : str """ # 'other' is the difference between all and named n_oth = n_all - np.sum(n_type) f_str = "{} Files".format(n_all) + " (" if len(n_type): f_str += ", ".join("{} {}".format(name, num) for name, num in zip(self._COUNT_FILE_TYPES, n_type)) f_str += ", " f_str += "other {}; {} ignored)".format(n_oth, n_ign) return f_str
Count files in the given path, with the given pattern. If `ignore = True`, skip files in the `_IGNORE_FILES` list. Returns ------- num_files : int def _count_files_by_type(self, path, pattern, ignore=True): """Count files in the given path, with the given pattern. If `ignore = True`, skip files in the `_IGNORE_FILES` list. Returns ------- num_files : int """ # Get all files matching the given path and pattern files = glob(os.path.join(path, pattern)) # Count the files files = [ff for ff in files if os.path.split(ff)[-1] not in self._IGNORE_FILES or not ignore] num_files = len(files) return num_files
Given a URL, try to find the ADS bibcode. Currently: only `ads` URLs will work, e.g. Returns ------- code : str or 'None' The Bibcode if found, otherwise 'None' def bibcode_from_url(cls, url): """Given a URL, try to find the ADS bibcode. Currently: only `ads` URLs will work, e.g. Returns ------- code : str or 'None' The Bibcode if found, otherwise 'None' """ try: code = url.split('/abs/') code = code[1].strip() return code except: return None
Return the path that this Entry should be saved to. def _get_save_path(self, bury=False): """Return the path that this Entry should be saved to.""" filename = self.get_filename(self[self._KEYS.NAME]) # Put objects that shouldn't belong in this catalog in the boneyard if bury: outdir = self.catalog.get_repo_boneyard() # Get normal repository save directory else: repo_folders = self.catalog.PATHS.get_repo_output_folders() # If no repo folders exist, raise an error -- cannot save if not len(repo_folders): err_str = ( "No output data repositories found. Cannot save.\n" "Make sure that repo names are correctly configured " "in the `input/repos.json` file, and either manually or " "automatically (using `astrocats CATALOG git-clone`) " "clone the appropriate data repositories.") self.catalog.log.error(err_str) raise RuntimeError(err_str) outdir = repo_folders[0] return outdir, filename
Convert the object into a plain OrderedDict. def _ordered(self, odict): """Convert the object into a plain OrderedDict.""" ndict = OrderedDict() if isinstance(odict, CatDict) or isinstance(odict, Entry): key = odict.sort_func else: key = None nkeys = list(sorted(odict.keys(), key=key)) for key in nkeys: if isinstance(odict[key], OrderedDict): odict[key] = self._ordered(odict[key]) if isinstance(odict[key], list): if (not (odict[key] and not isinstance(odict[key][0], OrderedDict))): nlist = [] for item in odict[key]: if isinstance(item, OrderedDict): nlist.append(self._ordered(item)) else: nlist.append(item) odict[key] = nlist ndict[key] = odict[key] return ndict
Return a unique hash associated with the listed keys. def get_hash(self, keys=[]): """Return a unique hash associated with the listed keys.""" if not len(keys): keys = list(self.keys()) string_rep = '' oself = self._ordered(deepcopy(self)) for key in keys: string_rep += json.dumps(oself.get(key, ''), sort_keys=True) return hashlib.sha512(string_rep.encode()).hexdigest()[:16]
Clean quantity value before it is added to entry. def _clean_quantity(self, quantity): """Clean quantity value before it is added to entry.""" value = quantity.get(QUANTITY.VALUE, '').strip() error = quantity.get(QUANTITY.E_VALUE, '').strip() unit = quantity.get(QUANTITY.U_VALUE, '').strip() kind = quantity.get(QUANTITY.KIND, '') if isinstance(kind, list) and not isinstance(kind, string_types): kind = [x.strip() for x in kind] else: kind = kind.strip() if not value: return False if is_number(value): value = '%g' % Decimal(value) if error: error = '%g' % Decimal(error) if value: quantity[QUANTITY.VALUE] = value if error: quantity[QUANTITY.E_VALUE] = error if unit: quantity[QUANTITY.U_VALUE] = unit if kind: quantity[QUANTITY.KIND] = kind return True
Convert `OrderedDict` into `Entry` or its derivative classes. def _convert_odict_to_classes(self, data, clean=False, merge=True, pop_schema=True, compare_to_existing=True, filter_on={}): """Convert `OrderedDict` into `Entry` or its derivative classes.""" self._log.debug("_convert_odict_to_classes(): {}".format(self.name())) self._log.debug("This should be a temporary fix. Dont be lazy.") # Setup filters. Currently only used for photometry. fkeys = list(filter_on.keys()) # Handle 'name' name_key = self._KEYS.NAME if name_key in data: self[name_key] = data.pop(name_key) # Handle 'schema' schema_key = self._KEYS.SCHEMA if schema_key in data: # Schema should be re-added every execution (done elsewhere) so # just delete the old entry if pop_schema: data.pop(schema_key) else: self[schema_key] = data.pop(schema_key) # Cleanup 'internal' repository stuff if clean: # Add data to `self` in ways accomodating 'internal' formats and # leeway. Removes each added entry from `data` so the remaining # stuff can be handled normally data = self.clean_internal(data) # Handle 'sources' # ---------------- src_key = self._KEYS.SOURCES if src_key in data: # Remove from `data` sources = data.pop(src_key) self._log.debug("Found {} '{}' entries".format( len(sources), src_key)) self._log.debug("{}: {}".format(src_key, sources)) for src in sources: self.add_source(allow_alias=True, **src) # Handle `photometry` # ------------------- photo_key = self._KEYS.PHOTOMETRY if photo_key in data: photoms = data.pop(photo_key) self._log.debug("Found {} '{}' entries".format( len(photoms), photo_key)) phcount = 0 for photo in photoms: skip = False for fkey in fkeys: if fkey in photo and photo[fkey] not in filter_on[fkey]: skip = True if skip: continue self._add_cat_dict( Photometry, self._KEYS.PHOTOMETRY, compare_to_existing=compare_to_existing, **photo) phcount += 1 self._log.debug("Added {} '{}' entries".format( phcount, photo_key)) # Handle `spectra` # --------------- spec_key = self._KEYS.SPECTRA if spec_key in data: # When we are cleaning internal data, we don't always want to # require all of the normal spectrum data elements. spectra = data.pop(spec_key) self._log.debug("Found {} '{}' entries".format( len(spectra), spec_key)) for spec in spectra: self._add_cat_dict( Spectrum, self._KEYS.SPECTRA, compare_to_existing=compare_to_existing, **spec) # Handle `error` # -------------- err_key = self._KEYS.ERRORS if err_key in data: errors = data.pop(err_key) self._log.debug("Found {} '{}' entries".format( len(errors), err_key)) for err in errors: self._add_cat_dict(Error, self._KEYS.ERRORS, **err) # Handle `models` # --------------- model_key = self._KEYS.MODELS if model_key in data: # When we are cleaning internal data, we don't always want to # require all of the normal spectrum data elements. model = data.pop(model_key) self._log.debug("Found {} '{}' entries".format( len(model), model_key)) for mod in model: self._add_cat_dict( Model, self._KEYS.MODELS, compare_to_existing=compare_to_existing, **mod) # Handle everything else --- should be `Quantity`s # ------------------------------------------------ if len(data): self._log.debug("{} remaining entries, assuming `Quantity`".format( len(data))) # Iterate over remaining keys for key in list(data.keys()): vals = data.pop(key) # All quantities should be in lists of that quantity # E.g. `aliases` is a list of alias quantities if not isinstance(vals, list): vals = [vals] self._log.debug("{}: {}".format(key, vals)) for vv in vals: self._add_cat_dict( Quantity, key, check_for_dupes=merge, compare_to_existing=compare_to_existing, **vv) if merge and self.dupe_of: self.merge_dupes() return
Check that a source exists and that a quantity isn't erroneous. def _check_cat_dict_source(self, cat_dict_class, key_in_self, **kwargs): """Check that a source exists and that a quantity isn't erroneous.""" # Make sure that a source is given source = kwargs.get(cat_dict_class._KEYS.SOURCE, None) if source is None: raise CatDictError( "{}: `source` must be provided!".format(self[self._KEYS.NAME]), warn=True) # Check that source is a list of integers for x in source.split(','): if not is_integer(x): raise CatDictError( "{}: `source` is comma-delimited list of " " integers!".format(self[self._KEYS.NAME]), warn=True) # If this source/data is erroneous, skip it if self.is_erroneous(key_in_self, source): self._log.info("This source is erroneous, skipping") return None # If this source/data is private, skip it if (self.catalog.args is not None and not self.catalog.args.private and self.is_private(key_in_self, source)): self._log.info("This source is private, skipping") return None return source
Add a `CatDict` to this `Entry`. CatDict only added if initialization succeeds and it doesn't already exist within the Entry. def _add_cat_dict(self, cat_dict_class, key_in_self, check_for_dupes=True, compare_to_existing=True, **kwargs): """Add a `CatDict` to this `Entry`. CatDict only added if initialization succeeds and it doesn't already exist within the Entry. """ # Make sure that a source is given, and is valid (nor erroneous) if cat_dict_class != Error: try: source = self._check_cat_dict_source(cat_dict_class, key_in_self, **kwargs) except CatDictError as err: if err.warn: self._log.info("'{}' Not adding '{}': '{}'".format(self[ self._KEYS.NAME], key_in_self, str(err))) return False if source is None: return False # Try to create a new instance of this subclass of `CatDict` new_entry = self._init_cat_dict(cat_dict_class, key_in_self, **kwargs) if new_entry is None: return False # Compare this new entry with all previous entries to make sure is new if compare_to_existing and cat_dict_class != Error: for item in self.get(key_in_self, []): if new_entry.is_duplicate_of(item): item.append_sources_from(new_entry) # Return the entry in case we want to use any additional # tags to augment the old entry return new_entry # If this is an alias, add it to the parent catalog's reverse # dictionary linking aliases to names for fast lookup. if key_in_self == self._KEYS.ALIAS: # Check if this adding this alias makes us a dupe, if so mark # ourselves as a dupe. if (check_for_dupes and 'aliases' in dir(self.catalog) and new_entry[QUANTITY.VALUE] in self.catalog.aliases): possible_dupe = self.catalog.aliases[new_entry[QUANTITY.VALUE]] # print(possible_dupe) if (possible_dupe != self[self._KEYS.NAME] and possible_dupe in self.catalog.entries): self.dupe_of.append(possible_dupe) if 'aliases' in dir(self.catalog): self.catalog.aliases[new_entry[QUANTITY.VALUE]] = self[ self._KEYS.NAME] self.setdefault(key_in_self, []).append(new_entry) if (key_in_self == self._KEYS.ALIAS and check_for_dupes and self.dupe_of): self.merge_dupes() return True
Construct a new `Entry` instance from an input file. The input file can be given explicitly by `path`, or a path will be constructed appropriately if possible. Arguments --------- catalog : `astrocats.catalog.catalog.Catalog` instance The parent catalog object of which this entry belongs. name : str or 'None' The name of this entry, e.g. `SN1987A` for a `Supernova` entry. If no `path` is given, a path is constructed by trying to find a file in one of the 'output' repositories with this `name`. note: either `name` or `path` must be provided. path : str or 'None' The absolutely path of the input file. note: either `name` or `path` must be provided. clean : bool Whether special sanitization processing should be done on the input data. This is mostly for input files from the 'internal' repositories. def init_from_file(cls, catalog, name=None, path=None, clean=False, merge=True, pop_schema=True, ignore_keys=[], compare_to_existing=True, try_gzip=False, filter_on={}): """Construct a new `Entry` instance from an input file. The input file can be given explicitly by `path`, or a path will be constructed appropriately if possible. Arguments --------- catalog : `astrocats.catalog.catalog.Catalog` instance The parent catalog object of which this entry belongs. name : str or 'None' The name of this entry, e.g. `SN1987A` for a `Supernova` entry. If no `path` is given, a path is constructed by trying to find a file in one of the 'output' repositories with this `name`. note: either `name` or `path` must be provided. path : str or 'None' The absolutely path of the input file. note: either `name` or `path` must be provided. clean : bool Whether special sanitization processing should be done on the input data. This is mostly for input files from the 'internal' repositories. """ if not catalog: from astrocats.catalog.catalog import Catalog log = logging.getLogger() catalog = Catalog(None, log) catalog.log.debug("init_from_file()") if name is None and path is None: err = ("Either entry `name` or `path` must be specified to load " "entry.") log.error(err) raise ValueError(err) # If the path is given, use that to load from load_path = '' if path is not None: load_path = path name = '' # If the name is given, try to find a path for it else: repo_paths = catalog.PATHS.get_repo_output_folders() for rep in repo_paths: filename = cls.get_filename(name) newpath = os.path.join(rep, filename + '.json') if os.path.isfile(newpath): load_path = newpath break if load_path is None or not os.path.isfile(load_path): # FIX: is this warning worthy? return None # Create a new `Entry` instance new_entry = cls(catalog, name) # Check if .gz file if try_gzip and not load_path.endswith('.gz'): try_gzip = False # Fill it with data from json file new_entry._load_data_from_json( load_path, clean=clean, merge=merge, pop_schema=pop_schema, ignore_keys=ignore_keys, compare_to_existing=compare_to_existing, gzip=try_gzip, filter_on=filter_on) return new_entry
Add an alias, optionally 'cleaning' the alias string. Calls the parent `catalog` method `clean_entry_name` - to apply the same name-cleaning as is applied to entry names themselves. Returns ------- alias : str The stored version of the alias (cleaned or not). def add_alias(self, alias, source, clean=True): """Add an alias, optionally 'cleaning' the alias string. Calls the parent `catalog` method `clean_entry_name` - to apply the same name-cleaning as is applied to entry names themselves. Returns ------- alias : str The stored version of the alias (cleaned or not). """ if clean: alias = self.catalog.clean_entry_name(alias) self.add_quantity(self._KEYS.ALIAS, alias, source) return alias
Add an `Error` instance to this entry. def add_error(self, value, **kwargs): """Add an `Error` instance to this entry.""" kwargs.update({ERROR.VALUE: value}) self._add_cat_dict(Error, self._KEYS.ERRORS, **kwargs) return
Add a `Photometry` instance to this entry. def add_photometry(self, compare_to_existing=True, **kwargs): """Add a `Photometry` instance to this entry.""" self._add_cat_dict( Photometry, self._KEYS.PHOTOMETRY, compare_to_existing=compare_to_existing, **kwargs) return