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def visit_addresses ( frame , return_addresses ) : """Visits all of the addresses , returns a new dict which contains just the addressed elements Parameters frame return _ addresses : a dictionary , keys will be column names of the resulting dataframe , and are what the user passed in as ' return _ colu...
outdict = dict ( ) for real_name , ( pyname , address ) in return_addresses . items ( ) : if address : xrval = frame [ pyname ] . loc [ address ] if xrval . size > 1 : outdict [ real_name ] = xrval else : outdict [ real_name ] = float ( np . squeeze ( xrval . values )...
def interruptWrite ( self , endpoint , buffer , timeout = 100 ) : r"""Perform a interrupt write request to the endpoint specified . Arguments : endpoint : endpoint number . buffer : sequence data buffer to write . This parameter can be any sequence type . timeout : operation timeout in milliseconds . ( de...
return self . dev . write ( endpoint , buffer , timeout )
def favorite_dashboard ( self , id , ** kwargs ) : # noqa : E501 """Mark a dashboard as favorite # noqa : E501 # noqa : E501 This method makes a synchronous HTTP request by default . To make an asynchronous HTTP request , please pass async _ req = True > > > thread = api . favorite _ dashboard ( id , async ...
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'async_req' ) : return self . favorite_dashboard_with_http_info ( id , ** kwargs ) # noqa : E501 else : ( data ) = self . favorite_dashboard_with_http_info ( id , ** kwargs ) # noqa : E501 return data
def set_sns ( style = "white" , context = "paper" , font_scale = 1.5 , color_codes = True , rc = { } ) : """Set default plot style using seaborn . Font size is set to match the size of the tick labels , rather than the axes labels ."""
rcd = { "lines.markersize" : 8 , "lines.markeredgewidth" : 1.25 , "legend.fontsize" : "small" , "font.size" : 12 / 1.5 * font_scale , "legend.frameon" : True , "axes.formatter.limits" : ( - 5 , 5 ) , "axes.grid" : True } rcd . update ( rc ) import seaborn as sns sns . set ( style = style , context = context , font_scal...
def unpack_frame ( message ) : """Called to unpack a STOMP message into a dictionary . returned = { # STOMP Command : ' cmd ' : ' . . . ' , # Headers e . g . ' headers ' : { ' destination ' : ' xyz ' , ' message - id ' : ' some event ' , etc , # Body : ' body ' : ' . . . 1234 . . . \x00 ' ,"""
body = [ ] returned = dict ( cmd = '' , headers = { } , body = '' ) breakdown = message . split ( '\n' ) # Get the message command : returned [ 'cmd' ] = breakdown [ 0 ] breakdown = breakdown [ 1 : ] def headD ( field ) : # find the first ' : ' everything to the left of this is a # header , everything to the right is d...
def getcellslice ( self , columnname , rownr , blc , trc , inc = [ ] ) : """Get a slice from a column cell holding an array . The columnname and ( 0 - relative ) rownr indicate the table cell . The slice to get is defined by the blc , trc , and optional inc arguments ( blc = bottom - left corner , trc = top -...
return self . _getcellslice ( columnname , rownr , blc , trc , inc )
def badEntries ( self ) : """Creates a new collection of the same type with only the bad entries # Returns ` CollectionWithIDs ` > A collection of only the bad entries"""
badEntries = set ( ) for i in self : if i . bad : badEntries . add ( i ) return type ( self ) ( badEntries , quietStart = True )
def evaluate ( self , env ) : """Evaluate the entire expression in the environment , returning a Unicode string ."""
out = [ ] for part in self . parts : if isinstance ( part , str ) : out . append ( part ) else : out . append ( part . evaluate ( env ) ) return u'' . join ( map ( str , out ) )
def wait_for_next_completion ( self , runtime_context ) : # type : ( RuntimeContext ) - > None """Wait for jobs to finish ."""
if runtime_context . workflow_eval_lock is not None : runtime_context . workflow_eval_lock . wait ( ) if self . exceptions : raise self . exceptions [ 0 ]
def allowed_values ( self ) : """A tuple containing the allowed values for this Slot . The Python equivalent of the CLIPS slot - allowed - values function ."""
data = clips . data . DataObject ( self . _env ) lib . EnvDeftemplateSlotAllowedValues ( self . _env , self . _tpl , self . _name , data . byref ) return tuple ( data . value ) if isinstance ( data . value , list ) else ( )
def run ( self ) : """Run consumer"""
if KSER_METRICS_ENABLED == "yes" : from prometheus_client import start_http_server logger . info ( "Metric.Starting..." ) start_http_server ( os . getenv ( "KSER_METRICS_PORT" , 8888 ) , os . getenv ( "KSER_METRICS_ADDRESS" , "0.0.0.0" ) ) logger . info ( "{}.Starting..." . format ( self . __class__ . __nam...
def eff_request_host ( request ) : """Return a tuple ( request - host , effective request - host name ) . As defined by RFC 2965 , except both are lowercased ."""
erhn = req_host = request_host ( request ) if req_host . find ( "." ) == - 1 and not IPV4_RE . search ( req_host ) : erhn = req_host + ".local" return req_host , erhn
def get_tables ( self , models ) : '''Extract all peewee models from the passed in module'''
return { obj . _meta . db_table : obj for obj in models . __dict__ . itervalues ( ) if isinstance ( obj , peewee . BaseModel ) and len ( obj . _meta . fields ) > 1 }
def _init_transforms ( self , subjs , voxels , features , random_state ) : """Initialize the mappings ( Wi ) with random orthogonal matrices . Parameters subjs : int The number of subjects . voxels : list of int A list with the number of voxels per subject . features : int The number of features in th...
# Init the Random seed generator np . random . seed ( self . rand_seed ) # Draw a random W for each subject W = [ random_state . random_sample ( ( voxels [ i ] , features ) ) for i in range ( subjs ) ] # Make it orthogonal it with QR decomposition for i in range ( subjs ) : W [ i ] , _ = np . linalg . qr ( W [ i ] ...
def folder2db ( folder_name , debug , energy_limit , skip_folders , goto_reaction ) : """Read folder and collect data in local sqlite3 database"""
folder_name = folder_name . rstrip ( '/' ) skip = [ ] for s in skip_folders . split ( ', ' ) : for sk in s . split ( ',' ) : skip . append ( sk ) pub_id = _folder2db . main ( folder_name , debug , energy_limit , skip , goto_reaction ) if pub_id : print ( '' ) print ( '' ) print ( 'Ready to relea...
def get_asm_uids ( taxon_uid ) : """Returns a set of NCBI UIDs associated with the passed taxon . This query at NCBI returns all assemblies for the taxon subtree rooted at the passed taxon _ uid ."""
query = "txid%s[Organism:exp]" % taxon_uid logger . info ( "Entrez ESearch with query: %s" , query ) # Perform initial search for assembly UIDs with taxon ID as query . # Use NCBI history for the search . handle = entrez_retry ( Entrez . esearch , db = "assembly" , term = query , format = "xml" , usehistory = "y" ) rec...
def find_item ( self , fq_name ) : """Find an item in the specification by fully qualified name . Args : fq _ name ( str ) : Fully - qualified name of the item . Returns : The item if it is in the specification . None otherwise"""
names = fq_name . split ( self . _separator ) current = self . _yapconf_items for name in names : if isinstance ( current , ( YapconfDictItem , YapconfListItem ) ) : current = current . children if name not in current : return None current = current [ name ] return current
def _get_delta ( self , now , then ) : """Internal helper which will return a ` ` datetime . timedelta ` ` representing the time between ` ` now ` ` and ` ` then ` ` . Assumes ` ` now ` ` is a ` ` datetime . date ` ` or ` ` datetime . datetime ` ` later than ` ` then ` ` . If ` ` now ` ` and ` ` then ` ` ar...
if now . __class__ is not then . __class__ : now = datetime . date ( now . year , now . month , now . day ) then = datetime . date ( then . year , then . month , then . day ) if now < then : raise ValueError ( "Cannot determine moderation rules because date field is set to a value in the future" ) return no...
def get ( self , name : str ) -> Union [ None , str , List [ str ] ] : """获取 header"""
name = name . casefold ( ) if name == "referer" or name == "referrer" : if "referrer" in self . _headers : return self . _headers [ "referrer" ] elif "referer" in self . _headers : return self . _headers [ "referer" ] else : return None elif name in self . _headers : return self ...
def unassign ( pid_type , pid_value ) : """Unassign persistent identifier ."""
from . models import PersistentIdentifier obj = PersistentIdentifier . get ( pid_type , pid_value ) obj . unassign ( ) db . session . commit ( ) click . echo ( obj . status )
def reverse_cipher ( message ) : """反转加密法 : param message : 待加密字符串 : return : 被加密字符串"""
translated = '' i = len ( message ) - 1 while i >= 0 : translated = translated + message [ i ] i = i - 1 return translated
def from_css ( Class , csstext , encoding = None , href = None , media = None , title = None , validate = None ) : """parse CSS text into a Styles object , using cssutils"""
styles = Class ( ) cssStyleSheet = cssutils . parseString ( csstext , encoding = encoding , href = href , media = media , title = title , validate = validate ) for rule in cssStyleSheet . cssRules : if rule . type == cssutils . css . CSSRule . FONT_FACE_RULE : if styles . get ( '@font-face' ) is None : ...
def get_data ( latitude = 52.091579 , longitude = 5.119734 , usexml = False ) : """Get buienradar xml data and return results ."""
if usexml : log . info ( "Getting buienradar XML data for latitude=%s, longitude=%s" , latitude , longitude ) return get_xml_data ( latitude , longitude ) else : log . info ( "Getting buienradar JSON data for latitude=%s, longitude=%s" , latitude , longitude ) return get_json_data ( latitude , longitude...
def parse_cache ( self , full_df ) : """Format the cached data model into a dictionary of DataFrames and a criteria map DataFrame . Parameters full _ df : DataFrame result of self . get _ dm _ offline ( ) Returns data _ model : dictionary of DataFrames crit _ map : DataFrame"""
data_model = { } levels = [ 'specimens' , 'samples' , 'sites' , 'locations' , 'ages' , 'measurements' , 'criteria' , 'contribution' , 'images' ] criteria_map = pd . DataFrame ( full_df [ 'criteria_map' ] ) for level in levels : df = pd . DataFrame ( full_df [ 'tables' ] [ level ] [ 'columns' ] ) data_model [ le...
def send_raw_packet ( self , packet : str ) : """Encode and put packet string onto write buffer ."""
data = packet + '\r\n' log . debug ( 'writing data: %s' , repr ( data ) ) self . transport . write ( data . encode ( ) )
def variant ( case_id , variant_id ) : """Show a single variant ."""
case_obj = app . db . case ( case_id ) variant = app . db . variant ( case_id , variant_id ) if variant is None : return abort ( 404 , "variant not found" ) comments = app . db . comments ( variant_id = variant . md5 ) template = 'sv_variant.html' if app . db . variant_type == 'sv' else 'variant.html' return render...
def rank ( self , item ) : '''Return the rank ( index ) of ` ` item ` ` in this : class : ` zset ` .'''
score = self . _dict . get ( item ) if score is not None : return self . _sl . rank ( score )
def _get_free_words ( self , blockAllowed , isRead ) : """Return the number of words free in the transmit packet"""
if blockAllowed : # DAP _ TransferBlock request packet : # BYTE | BYTE * * * * * | SHORT * * * * * | BYTE * * * * * | WORD * * * * * | # > 0x06 | DAP Index | Transfer Count | Transfer Request | Transfer Data | send = self . _size - 5 - 4 * self . _write_count # DAP _ TransferBlock response packet : # BYTE |...
def _mutate ( self ) : '''Mutate enclosed fields'''
for i in range ( self . _field_idx , len ( self . _fields ) ) : self . _field_idx = i if self . _current_field ( ) . mutate ( ) : return True self . _current_field ( ) . reset ( ) return False
def _relativePath ( self , fullPath ) : """Return fullPath relative to Store directory . Return fullPath if fullPath is not inside directory . Return None if fullPath is outside our scope ."""
if fullPath is None : return None assert fullPath . startswith ( "/" ) , fullPath path = os . path . relpath ( fullPath , self . userPath ) if not path . startswith ( "../" ) : return path elif self . ignoreExtraVolumes : return None else : return fullPath
def handle_prepared_selection_of_core_class_elements ( self , core_class , models ) : """Handles the selection for TreeStore widgets maintaining lists of a specific ` core _ class ` elements If widgets hold a TreeStore with elements of a specific ` core _ class ` , the local selection of that element type is ha...
if extend_selection ( ) : self . _selected . difference_update ( self . get_selected_elements_of_core_class ( core_class ) ) else : self . _selected . clear ( ) models = self . _check_model_types ( models ) if len ( models ) > 1 : models = reduce_to_parent_states ( models ) self . _selected . update ( model...
def extend ( self , http_api , route = "" , base_url = "" , ** kwargs ) : """Adds handlers from a different Hug API to this one - to create a single API"""
self . versions . update ( http_api . versions ) base_url = base_url or self . base_url for router_base_url , routes in http_api . routes . items ( ) : self . routes . setdefault ( base_url , OrderedDict ( ) ) for item_route , handler in routes . items ( ) : for method , versions in handler . items ( ) ...
def derivative ( self , z , x , y , fase ) : """Wrapper derivative for custom derived properties where x , y , z can be : P , T , v , rho , u , h , s , g , a"""
return deriv_H ( self , z , x , y , fase )
def smooth_gaps ( self , min_intron ) : """any gaps smaller than min _ intron are joined , andreturns a new mapping with gaps smoothed : param min _ intron : the smallest an intron can be , smaller gaps will be sealed : type min _ intron : int : return : a mapping with small gaps closed : rtype : MappingGen...
rngs = [ self . _rngs [ 0 ] . copy ( ) ] for i in range ( len ( self . _rngs ) - 1 ) : dist = - 1 if self . _rngs [ i + 1 ] . chr == rngs [ - 1 ] . chr : dist = self . _rngs [ i + 1 ] . start - rngs [ - 1 ] . end - 1 if dist >= min_intron or dist < 0 : rngs . append ( self . _rngs [ i + 1 ] ...
def _log_control ( self , s ) : """Write control characters to the appropriate log files"""
if self . encoding is not None : s = s . decode ( self . encoding , 'replace' ) self . _log ( s , 'send' )
def slackbuild ( self , name , sbo_file ) : """Read SlackBuild file"""
return URL ( self . sbo_url + name + sbo_file ) . reading ( )
def _RunUserDefinedFunctions_ ( config , data , histObj , position , namespace = __name__ ) : """Return a single updated data record and history object after running user - defined functions : param dict config : DWM configuration ( see DataDictionary ) : param dict data : single record ( dictionary ) to which ...
udfConfig = config [ 'userDefinedFunctions' ] if position in udfConfig : posConfig = udfConfig [ position ] for udf in posConfig . keys ( ) : posConfigUDF = posConfig [ udf ] data , histObj = getattr ( sys . modules [ namespace ] , posConfigUDF ) ( data = data , histObj = histObj ) return data ,...
def _send_paginated_message ( self , endpoint , params = None ) : """Send API message that results in a paginated response . The paginated responses are abstracted away by making API requests on demand as the response is iterated over . Paginated API messages support 3 additional parameters : ` before ` , `...
if params is None : params = dict ( ) url = self . url + endpoint while True : r = self . session . get ( url , params = params , auth = self . auth , timeout = 30 ) results = r . json ( ) for result in results : yield result # If there are no more pages , we ' re done . Otherwise update ` a...
def list_files ( tag = None , sat_id = None , data_path = None , format_str = None ) : """Return a Pandas Series of every file for chosen satellite data Parameters tag : ( string or NoneType ) Denotes type of file to load . Accepted types are ' ' and ' ascii ' . If ' ' is specified , the primary data type (...
import sys # if tag = = ' ionprf ' : # # from _ os constructor currently doesn ' t work because of the variable # # filename components at the end of each string . . . . . # ion _ fmt = ' * / ionPrf _ * . { year : 04d } . { day : 03d } . { hour : 02d } . { min : 02d } * _ nc ' # return pysat . Files . from _ os ( dir _...
def close ( self ) : """Close connection to an MS SQL Server . This function tries to close the connection and free all memory used . It can be called more than once in a row . No exception is raised in this case ."""
if self . _conn : if self . _pooling : _connection_pool . add ( self . _key , ( self . _conn , self . _main_cursor . _session ) ) else : self . _conn . close ( ) self . _active_cursor = None self . _main_cursor = None self . _conn = None self . _closed = True
def get_penalty_model ( specification ) : """Factory function for penaltymodel _ maxgap . Args : specification ( penaltymodel . Specification ) : The specification for the desired penalty model . Returns : : class : ` penaltymodel . PenaltyModel ` : Penalty model with the given specification . Raises : ...
# check that the feasible _ configurations are spin feasible_configurations = specification . feasible_configurations if specification . vartype is dimod . BINARY : feasible_configurations = { tuple ( 2 * v - 1 for v in config ) : en for config , en in feasible_configurations . items ( ) } # convert ising _ quadrat...
def queryURL ( self , xri , service_type = None ) : """Build a URL to query the proxy resolver . @ param xri : An XRI to resolve . @ type xri : unicode @ param service _ type : The service type to resolve , if you desire service endpoint selection . A service type is a URI . @ type service _ type : str ...
# Trim off the xri : / / prefix . The proxy resolver didn ' t accept it # when this code was written , but that may ( or may not ) change for # XRI Resolution 2.0 Working Draft 11. qxri = toURINormal ( xri ) [ 6 : ] hxri = self . proxy_url + qxri args = { # XXX : If the proxy resolver will ensure that it doesn ' t retu...
def from_file ( cls , fname , form = None ) : """Read an orthography profile from a metadata file or a default tab - separated profile file ."""
try : tg = TableGroup . from_file ( fname ) opfname = None except JSONDecodeError : tg = TableGroup . fromvalue ( cls . MD ) opfname = fname if len ( tg . tables ) != 1 : raise ValueError ( 'profile description must contain exactly one table' ) metadata = tg . common_props metadata . update ( fname ...
def get ( self , key ) : """get a set of keys from redis"""
res = self . connection . get ( key ) print ( res ) return res
def initialize_segment_register_x64 ( self , state , concrete_target ) : """Set the gs register in the angr to the value of the fs register in the concrete process : param state : state which will be modified : param concrete _ target : concrete target that will be used to read the fs register : return : None...
_l . debug ( "Synchronizing gs segment register" ) state . regs . gs = self . _read_gs_register_x64 ( concrete_target )
def decode ( self ) : """Decode this report from a msgpack encoded binary blob ."""
report_dict = msgpack . unpackb ( self . raw_report , raw = False ) events = [ IOTileEvent . FromDict ( x ) for x in report_dict . get ( 'events' , [ ] ) ] readings = [ IOTileReading . FromDict ( x ) for x in report_dict . get ( 'data' , [ ] ) ] if 'device' not in report_dict : raise DataError ( "Invalid encoded Fl...
def connection_factory_absent ( name , both = True , server = None ) : '''Ensures the transaction factory is absent . name Name of the connection factory both Delete both the pool and the resource , defaults to ` ` true ` `'''
ret = { 'name' : name , 'result' : None , 'comment' : None , 'changes' : { } } pool_name = '{0}-Connection-Pool' . format ( name ) pool_ret = _do_element_absent ( pool_name , 'connector_c_pool' , { 'cascade' : both } , server ) if not pool_ret [ 'error' ] : if __opts__ [ 'test' ] and pool_ret [ 'delete' ] : ...
def request_url ( self , request , proxies ) : """Obtain the url to use when making the final request . If the message is being sent through a HTTP proxy , the full URL has to be used . Otherwise , we should only use the path portion of the URL . This should not be called from user code , and is only exposed ...
proxies = proxies or { } scheme = urlparse ( request . url ) . scheme proxy = proxies . get ( scheme ) if proxy and scheme != 'https' : url = urldefragauth ( request . url ) else : url = request . path_url return url
def get_max_val_indices ( input_list ) : """This function determines all indices of the maximum values in the supplied list . Examples : > > > get _ max _ val _ indices ( [ 12 , 33 , 23 , 10 , 67 , 89 , 45 , 667 , 23 , 12 , 11 , 10 , 54 ] ) > > > get _ max _ val _ indices ( [ 1 , 2 , 2 , 2 , 4 , 4 , 4 , 5 , 5...
max_value = max ( input_list ) indices = [ index for index , value in enumerate ( input_list ) if value == max_value ] return indices
def load_completions ( self ) : """Load completions from the completion index . Updates the following attributes : * commands * subcommands * global _ opts * args _ opts"""
try : index_str = self . load_index ( utils . AWSCLI_VERSION ) except IndexLoadError : return index_str = self . load_index ( utils . AWSCLI_VERSION ) index_data = json . loads ( index_str ) index_root = index_data [ 'aws' ] # ec2 , s3 , elb . . . self . commands = index_root [ 'commands' ] # - - profile , - - ...
def _parse_family_pb ( family_pb ) : """Parses a Family protobuf into a dictionary . : type family _ pb : : class : ` . _ generated . data _ pb2 . Family ` : param family _ pb : A protobuf : rtype : tuple : returns : A string and dictionary . The string is the name of the column family and the dictionary ...
result = { } for column in family_pb . columns : result [ column . qualifier ] = cells = [ ] for cell in column . cells : val_pair = ( cell . value , _datetime_from_microseconds ( cell . timestamp_micros ) ) cells . append ( val_pair ) return family_pb . name , result
def switch_showfilter_icon ( self , toggled ) : """Switch the icon on the showfilter _ tb : param toggled : the state of the button : type toggled : : class : ` bool ` : returns : None : rtype : None : raises : None"""
at = QtCore . Qt . DownArrow if toggled else QtCore . Qt . RightArrow self . showfilter_tb . setArrowType ( at )
def _make_verb_helper ( verb_func , add_groups = False ) : """Create function that prepares verb for the verb function The functions created add expressions to be evaluated to the verb , then call the core verb function Parameters verb _ func : function Core verb function . This is the function called aft...
@ wraps ( verb_func ) def _verb_func ( verb ) : verb . expressions , new_columns = build_expressions ( verb ) if add_groups : verb . groups = new_columns return verb_func ( verb ) return _verb_func
def mock_stream ( hamiltonian , prog_orbit , prog_mass , k_mean , k_disp , release_every = 1 , Integrator = DOPRI853Integrator , Integrator_kwargs = dict ( ) , snapshot_filename = None , output_every = 1 , seed = None ) : """Generate a mock stellar stream in the specified potential with a progenitor system that e...
if isinstance ( hamiltonian , CPotentialBase ) : warnings . warn ( "This function now expects a `Hamiltonian` instance " "instead of a `PotentialBase` subclass instance. If you " "are using a static reference frame, you just need to " "pass your potential object in to the Hamiltonian " "constructor to use, e.g., Ha...
def select_between_exonic_splice_site_and_alternate_effect ( effect ) : """If the given effect is an ExonicSpliceSite then it might contain an alternate effect of higher priority . In that case , return the alternate effect . Otherwise , this acts as an identity function ."""
if effect . __class__ is not ExonicSpliceSite : return effect if effect . alternate_effect is None : return effect splice_priority = effect_priority ( effect ) alternate_priority = effect_priority ( effect . alternate_effect ) if splice_priority > alternate_priority : return effect else : return effect ...
def _chglog ( amend : bool = False , stage : bool = False , next_version : str = None , auto_next_version : bool = False ) : """Writes the changelog Args : amend : amend last commit with changes stage : stage changes"""
if config . CHANGELOG_DISABLE ( ) : LOGGER . info ( 'skipping changelog update as per config' ) else : epab . utils . ensure_exe ( 'git' ) epab . utils . ensure_exe ( 'gitchangelog' ) LOGGER . info ( 'writing changelog' ) if auto_next_version : next_version = epab . utils . get_next_version ...
def has_true ( self , e , extra_constraints = ( ) , solver = None , model_callback = None ) : # pylint : disable = unused - argument """Should return True if ` e ` can possible be True . : param e : The AST . : param extra _ constraints : Extra constraints ( as ASTs ) to add to the solver for this solve . : p...
# if self . _ solver _ required and solver is None : # raise BackendError ( " % s requires a solver for evaluation " % self . _ _ class _ _ . _ _ name _ _ ) return self . _has_true ( self . convert ( e ) , extra_constraints = extra_constraints , solver = solver , model_callback = model_callback )
def _call ( self , x , out = None ) : """Implement ` ` self ( x [ , out ] ) ` ` ."""
if out is None : return self . vector * self . functional ( x ) else : scalar = self . functional ( x ) out . lincomb ( scalar , self . vector )
def read_csv_with_different_type ( csv_name , column_types_dict , usecols = None ) : """Returns a DataFrame from a . csv file stored in / data / raw / . Reads the CSV as string ."""
csv_path = os . path . join ( DATA_FOLDER , csv_name ) csv = pd . read_csv ( csv_path , usecols = usecols , encoding = "utf-8" , dtype = column_types_dict , engine = "python" , ) for key_column , val_type in column_types_dict . items ( ) : if val_type == str : csv [ key_column ] = csv [ key_column ] . str ....
def get_apex ( self , lat , height = None ) : """Calculate apex height Parameters lat : ( float ) Latitude in degrees height : ( float or NoneType ) Height above the surface of the earth in km or NoneType to use reference height ( default = None ) Returns apex _ height : ( float ) Height of the fi...
lat = helpers . checklat ( lat , name = 'alat' ) if height is None : height = self . refh cos_lat_squared = np . cos ( np . radians ( lat ) ) ** 2 apex_height = ( self . RE + height ) / cos_lat_squared - self . RE return apex_height
def setFixedHeight ( self , height ) : """Sets the maximum height value to the inputed height and emits the sizeConstraintChanged signal . : param height | < int >"""
super ( XView , self ) . setFixedHeight ( height ) if ( not self . signalsBlocked ( ) ) : self . sizeConstraintChanged . emit ( )
def one ( self ) : """Return a single row of the results or None if empty . This is basically a shortcut to ` result _ set . current _ rows [ 0 ] ` and should only be used when you know a query returns a single row . Consider using an iterator if the ResultSet contains more than one row ."""
row = None if self . _current_rows : try : row = self . _current_rows [ 0 ] except TypeError : # generator object is not subscriptable , PYTHON - 1026 row = next ( iter ( self . _current_rows ) ) return row
def make_header ( self , locale , catalog ) : """Populate header with correct data from top - most locale file ."""
return { "po-revision-date" : self . get_catalogue_header_value ( catalog , 'PO-Revision-Date' ) , "mime-version" : self . get_catalogue_header_value ( catalog , 'MIME-Version' ) , "last-translator" : 'Automatic <hi@thorgate.eu>' , "x-generator" : "Python" , "language" : self . get_catalogue_header_value ( catalog , 'L...
def estimateBackgroundLevel ( img , image_is_artefact_free = False , min_rel_size = 0.05 , max_abs_size = 11 ) : '''estimate background level through finding the most homogeneous area and take its average min _ size - relative size of the examined area'''
s0 , s1 = img . shape [ : 2 ] s = min ( max_abs_size , int ( max ( s0 , s1 ) * min_rel_size ) ) arr = np . zeros ( shape = ( s0 - 2 * s , s1 - 2 * s ) , dtype = img . dtype ) # fill arr : _spatialStd ( img , arr , s ) # most homogeneous area : i , j = np . unravel_index ( arr . argmin ( ) , arr . shape ) sub = img [ in...
def registered ( self , driver , frameworkId , masterInfo ) : """Invoked when the scheduler successfully registers with a Mesos master"""
log . debug ( "Registered with framework ID %s" , frameworkId . value ) # Save the framework ID self . frameworkId = frameworkId . value
def find ( self , path , resolved = True ) : """Get the definition object for the schema type located at the specified path . The path may contain ( . ) dot notation to specify nested types . Actually , the path separator is usually a ( . ) but can be redefined during contruction . @ param path : A ( . ) ...
result = None parts = self . split ( path ) try : result = self . root ( parts ) if len ( parts ) > 1 : result = result . resolve ( nobuiltin = True ) result = self . branch ( result , parts ) result = self . leaf ( result , parts ) if resolved : result = result . resolve ( n...
def read_file ( filename ) : """Read contents of the specified file . Parameters : filename : str The name of the file to be read Returns : lines : list of str The contents of the file , split by line"""
infile = open ( filename , 'r' ) lines = infile . readlines ( ) infile . close ( ) return lines
def hooks ( ctx ) : """List registered hooks ( in the order they run ) ."""
from . . hooks . run_hooks_hook import RunHooksHook bundles = _get_bundles ( ctx . obj . data [ 'env' ] ) hooks = RunHooksHook ( None ) . collect_from_bundles ( bundles ) print_table ( ( 'Hook Name' , 'Default Bundle Module' , 'Bundle Module Override Attr' , 'Description' ) , [ ( hook . name , hook . bundle_module_name...
def import_string ( import_name , silent = False ) : """Imports an object based on a string . This is useful if you want to use import paths as endpoints or something similar . An import path can be specified either in dotted notation ( ` ` xml . sax . saxutils . escape ` ` ) or with a colon as object delimit...
# XXX : py3 review needed assert isinstance ( import_name , string_types ) # force the import name to automatically convert to strings import_name = str ( import_name ) try : if ':' in import_name : module , obj = import_name . split ( ':' , 1 ) elif '.' in import_name : module , obj = import_na...
def download_page ( url , data = None ) : '''Returns the response for the given url . The optional data argument is passed directly to urlopen .'''
conn = urllib2 . urlopen ( url , data ) resp = conn . read ( ) conn . close ( ) return resp
def recursive_copy ( source , destination ) : """A wrapper around distutils . dir _ util . copy _ tree but won ' t throw any exception when the source directory does not exist . Args : source ( str ) : source path destination ( str ) : destination path"""
if os . path . isdir ( source ) : copy_tree ( source , destination )
def encrypt_state_m ( self , plaintext_in , key_in , reset ) : """Builds a multiple cycle AES Encryption state machine circuit : param reset : a one bit signal telling the state machine to reset and accept the current plaintext and key : return ready , cipher _ text : ready is a one bit signal showing that ...
if len ( key_in ) != len ( plaintext_in ) : raise pyrtl . PyrtlError ( "AES key and plaintext should be the same length" ) plain_text , key = ( pyrtl . Register ( len ( plaintext_in ) ) for i in range ( 2 ) ) key_exp_in , add_round_in = ( pyrtl . WireVector ( len ( plaintext_in ) ) for i in range ( 2 ) ) counter = ...
def gcp ( main = False ) : """Get the current project Parameters main : bool If True , the current main project is returned , otherwise the current subproject is returned . See Also scp : Sets the current project project : Creates a new project"""
if main : return project ( ) if _current_project is None else _current_project else : return gcp ( True ) if _current_subproject is None else _current_subproject
def cmd_devop ( self , args ) : '''device operations'''
usage = "Usage: devop <read|write> <spi|i2c> name bus address" if len ( args ) < 5 : print ( usage ) return if args [ 1 ] == 'spi' : bustype = mavutil . mavlink . DEVICE_OP_BUSTYPE_SPI elif args [ 1 ] == 'i2c' : bustype = mavutil . mavlink . DEVICE_OP_BUSTYPE_I2C else : print ( usage ) if args [ 0 ]...
def complete_invoice ( self , invoice_id , complete_dict ) : """Completes an invoice : param complete _ dict : the complete dict with the template id : param invoice _ id : the invoice id : return : Response"""
return self . _create_put_request ( resource = INVOICES , billomat_id = invoice_id , command = COMPLETE , send_data = complete_dict )
def _get_run_input_fields_for_applet ( executable_input , ** kwargs ) : '''Takes the same arguments as the run method . Creates an input hash for the / applet - xxxx / run method .'''
# Although it says " for _ applet " , this is factored out of # DXApplet because apps currently use the same mechanism for unsupported_arg in [ 'stage_instance_types' , 'stage_folders' , 'rerun_stages' , 'ignore_reuse_stages' ] : if kwargs . get ( unsupported_arg ) : raise DXError ( unsupported_arg + ' is n...
def cbpdnmd_ystep ( k ) : """Do the Y step of the cbpdn stage . The only parameter is the slice index ` k ` and there are no return values ; all inputs and outputs are from and to global variables ."""
if mp_W . shape [ 0 ] > 1 : W = mp_W [ k ] else : W = mp_W AXU0 = mp_DX [ k ] - mp_S [ k ] + mp_Z_U0 [ k ] AXU1 = mp_Z_X [ k ] + mp_Z_U1 [ k ] mp_Z_Y0 [ k ] = mp_xrho * AXU0 / ( W ** 2 + mp_xrho ) mp_Z_Y1 [ k ] = sp . prox_l1 ( AXU1 , ( mp_lmbda / mp_xrho ) )
def grouper_dict ( d , n ) : """Evenly divide dictionary into fixed - length piece , no filled value if chunk size smaller than fixed - length . Usage : : > > > list ( grouper _ dict ( { 1 : ' A ' , 2 : ' B ' , 3 : ' C ' , 4 : ' D ' , 5 : ' E ' , 6 : ' F ' , 7 : ' G ' , 8 : ' H ' , 9 : ' I ' , 10 : ' J ' } ...
chunk = dict ( ) counter = 0 for k , v in d . items ( ) : counter += 1 chunk [ k ] = v print ( counter , chunk ) if counter == n : yield chunk chunk = dict ( ) counter = 0 if len ( chunk ) > 0 : yield chunk
def size ( ctx , dataset , kwargs ) : "Show dataset size"
kwargs = parse_kwargs ( kwargs ) ( print ) ( data ( dataset , ** ctx . obj ) . get ( ** kwargs ) . complete_set . size )
def get_last_weekday_in_month ( year , month , weekday ) : """Get the last weekday in a given month . e . g : > > > # the last monday in Jan 2013 > > > Calendar . get _ last _ weekday _ in _ month ( 2013 , 1 , MON ) datetime . date ( 2013 , 1 , 28)"""
day = date ( year , month , monthrange ( year , month ) [ 1 ] ) while True : if day . weekday ( ) == weekday : break day = day - timedelta ( days = 1 ) return day
def get_upload_content ( pmid , force_fulltext_lookup = False ) : """Get full text and / or abstract for paper and upload to S3."""
# Make sure that the PMID doesn ' t start with PMID so that it doesn ' t # screw up the literature clients if pmid . startswith ( 'PMID' ) : pmid = pmid [ 4 : ] # First , check S3: ( ft_content_s3 , ft_content_type_s3 ) = get_full_text ( pmid ) # The abstract is on S3 but there is no full text ; if we ' re not forc...
def iter_sources ( self ) : """Iterates over all source names and IDs ."""
for src_id in xrange ( self . get_source_count ( ) ) : yield src_id , self . get_source_name ( src_id )
def items ( self ) : """Get all list items"""
query = self . get_queryset ( ) fields = self . get_model_config ( ) . get_list_fields ( ) for item in query . iterator ( ) : row = OrderedDict ( ) for field_name in self . get_current_fields ( ) : field = fields . get ( field_name ) if not field_name : row [ field_name ] = '' ...
def inet_ntoa ( address ) : """Convert a network format IPv6 address into text . @ param address : the binary address @ type address : string @ rtype : string @ raises ValueError : the address isn ' t 16 bytes long"""
if len ( address ) != 16 : raise ValueError ( "IPv6 addresses are 16 bytes long" ) hex = address . encode ( 'hex_codec' ) chunks = [ ] i = 0 l = len ( hex ) while i < l : chunk = hex [ i : i + 4 ] # strip leading zeros . we do this with an re instead of # with lstrip ( ) because lstrip ( ) didn ' t supp...
def parameters ( self , value ) : """Used to set all of the model ' s parameters to new values . * * Parameters : * * value : array _ like New values for the model parameters . Must be of length ` ` self . n _ parameters ` ` ."""
if len ( value ) != self . n_parameters : raise ValueError ( "Incorrect length of parameter vector. " "Model has %d parameters, but got %d" % ( self . n_parameters , len ( value ) ) ) i = 0 for hl in self . hidden_layers : hl . parameters = value [ i : i + hl . n_parameters ] i += hl . n_parameters self . t...
def inverse_transform ( t ) : """Return the inverse transformation of t : param t : A transform [ [ x , y , z ] , [ x , y , z , w ] ] : return : t2 such as multiply _ transform _ ( t , t2 ) = [ [ 0 , 0 , 0 ] , [ 0 , 0 , 0 , 1 ] ]"""
return [ quat_rotate ( tf . transformations . quaternion_inverse ( t [ 1 ] ) , [ - t [ 0 ] [ 0 ] , - t [ 0 ] [ 1 ] , - t [ 0 ] [ 2 ] ] ) , tf . transformations . quaternion_inverse ( t [ 1 ] ) ]
def delete_all ( self , * args , ** kwargs ) : """Deletes objects that match a set of conditions supplied . This method forwards filters directly to the repository . It does not instantiate entities and it does not trigger Entity callbacks or validations . Returns the number of objects matched and deleted .""...
deleted_item_count = 0 repository = repo_factory . get_repository ( self . _entity_cls ) try : deleted_item_count = repository . delete_all ( self . _criteria ) except Exception : # FIXME Log Exception raise return deleted_item_count
def _assert_is_dictlike ( maybe_dictlike , valid_keys ) : """Raises a TypeError iff ` maybe _ dictlike ` is not a dictlike object ."""
# This covers a common mistake when people use incorrect dictionary nesting # for initializers / partitioners etc . The previous error message was quite # opaque , this should be much clearer . if not hasattr ( maybe_dictlike , "__getitem__" ) : raise TypeError ( "Expected a dict-like object with possible keys %s, ...
def _gwf_channel_segments ( path , channel , warn = True ) : """Yields the segments containing data for ` ` channel ` ` in this GWF path"""
stream = open_gwf ( path ) # get segments for frames toc = stream . GetTOC ( ) secs = toc . GetGTimeS ( ) nano = toc . GetGTimeN ( ) dur = toc . GetDt ( ) readers = [ getattr ( stream , 'ReadFr{0}Data' . format ( type_ . title ( ) ) ) for type_ in ( "proc" , "sim" , "adc" ) ] # for each segment , try and read the data ...
def tx_extract ( payload , senders , inputs , outputs , block_id , vtxindex , txid ) : """Extract and return a dict of fields from the underlying blockchain transaction data that are useful to this operation . structure : inputs | outputs sender scriptsig + scriptPubkey | OP _ RETURN with token transfer pay...
sender_script = None sender_address = None recipient_script = None recipient_address = None try : # first two outputs matter to us assert check_tx_output_types ( outputs [ : 2 ] , block_id ) assert len ( senders ) > 0 assert 'script_pubkey' in senders [ 0 ] . keys ( ) assert 'addresses' in senders [ 0 ]...
async def _flowupdater ( self ) : """Coroutine calling ` updateflow ( ) `"""
lastresult = set ( v for v in self . _savedresult if v is not None and not v . isdeleted ( ) ) flowupdate = FlowUpdaterNotification . createMatcher ( self , FlowUpdaterNotification . FLOWUPDATE ) while True : currentresult = [ v for v in self . _savedresult if v is not None and not v . isdeleted ( ) ] # Calcula...
def cmd ( send , msg , args ) : """Translate something . Syntax : { command } [ - - from < language code > ] [ - - to < language code > ] < text > See https : / / cloud . google . com / translate / v2 / translate - reference # supported _ languages for a list of valid language codes"""
parser = arguments . ArgParser ( args [ 'config' ] ) parser . add_argument ( '--lang' , '--from' , default = None ) parser . add_argument ( '--to' , default = 'en' ) parser . add_argument ( 'msg' , nargs = '+' ) try : cmdargs = parser . parse_args ( msg ) except arguments . ArgumentException as e : send ( str (...
async def complete ( self , code : str , opts : dict = None ) -> Iterable [ str ] : '''Gets the auto - completion candidates from the given code string , as if a user has pressed the tab key just after the code in IDEs . Depending on the language of the compute session , this feature may not be supported . ...
opts = { } if opts is None else opts params = { } if self . owner_access_key : params [ 'owner_access_key' ] = self . owner_access_key rqst = Request ( self . session , 'POST' , '/kernel/{}/complete' . format ( self . kernel_id ) , params = params ) rqst . set_json ( { 'code' : code , 'options' : { 'row' : int ( op...
def evaluate ( self , x ) : '''Evaluate this polynomial at value x , returning the result ( which is the sum of all evaluations at each term ) .'''
# Holds the sum over each term in the polynomial # c = 0 # Holds the current power of x . This is multiplied by x after each term # in the polynomial is added up . Initialized to x ^ 0 = 1 # p = 1 # for term in self . coefficients [ : : - 1 ] : # c = c + term * p # p = p * x # return c # Faster alternative using Horner...
def _right_zero_blocks ( self , r ) : """Number of blocks with zeros from the right in block row ` r ` ."""
if not self . _include_off_diagonal : return self . _block_rows - r - 1 elif self . _upper : return 0 elif self . _include_diagonal : return self . _block_rows - r - 1 else : return self . _block_rows - r
def sent_folder ( self ) : """Shortcut to get SentItems Folder instance : rtype : mailbox . Folder"""
return self . folder_constructor ( parent = self , name = 'SentItems' , folder_id = OutlookWellKnowFolderNames . SENT . value )
def SLICE_0 ( self , instr ) : 'obj [ : ]'
value = self . ast_stack . pop ( ) kw = dict ( lineno = instr . lineno , col_offset = 0 ) slice = _ast . Slice ( lower = None , step = None , upper = None , ** kw ) subscr = _ast . Subscript ( value = value , slice = slice , ctx = _ast . Load ( ) , ** kw ) self . ast_stack . append ( subscr )
def parse ( self , line ) : """Parse a line of the Nginx error log"""
csv_list = line . split ( "," ) date_time_message = csv_list . pop ( 0 ) . split ( " " , 2 ) otherinfo = dict ( ) for item in csv_list : key_value_pair = item . split ( ":" , 1 ) key = key_value_pair [ 0 ] . strip ( ) if len ( key_value_pair ) > 1 : value = key_value_pair [ 1 ] . strip ( ) i...
def shutdown ( self ) : """Shutdown the application and exit : returns : No return value"""
task = asyncio . ensure_future ( self . core . shutdown ( ) ) self . loop . run_until_complete ( task )
def infer_object_subtype ( self , api , pid = None , create = False , default_pidspace = None ) : """Construct a DigitalObject or appropriate subclass , inferring the appropriate subtype using : meth : ` best _ subtype _ for _ object ` . Note that this method signature has been selected to match the : class :...
obj = DigitalObject ( api , pid , create , default_pidspace ) if create : return obj if not obj . exists : return obj match_type = self . best_subtype_for_object ( obj ) return match_type ( api , pid )