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def b_getma ( b ) : """Get masked array from input GDAL Band Parameters b : gdal . Band Input GDAL Band Returns np . ma . array Masked array containing raster values"""
b_ndv = get_ndv_b ( b ) # bma = np . ma . masked _ equal ( b . ReadAsArray ( ) , b _ ndv ) # This is more appropriate for float , handles precision issues bma = np . ma . masked_values ( b . ReadAsArray ( ) , b_ndv ) return bma
def _sync_to_group ( self , device ) : '''Sync the device to the cluster group : param device : bigip object - - device to sync to group'''
config_sync_cmd = 'config-sync to-group %s' % self . name device . tm . cm . exec_cmd ( 'run' , utilCmdArgs = config_sync_cmd )
def _binary_arithemtic ( self , left , binary , right ) : """Parameters operand : Column object , integer or float Value on which to apply operator to this column binary : char binary arithmetic operator ( - , + , * , / , ^ , % ) Returns self Notes Returning self will allow the next object to use th...
if isinstance ( right , ( int , float ) ) : right = right elif isinstance ( right , Column ) : right = right . execution_name else : raise AttributeError ( "{} can only be used " . format ( binary ) + "with integer, float or column" ) if isinstance ( left , ( int , float ) ) : left = left elif isinstanc...
def lstm_state_tuples ( num_nodes , name ) : """Convenience so that the names of the vars are defined in the same file ."""
if not isinstance ( num_nodes , tf . compat . integral_types ) : raise ValueError ( 'num_nodes must be an integer: %s' % num_nodes ) return [ ( STATE_NAME % name + '_0' , tf . float32 , num_nodes ) , ( STATE_NAME % name + '_1' , tf . float32 , num_nodes ) ]
def _copy_context_into_mutable ( context ) : """Copy a properly formatted context into a mutable data structure ."""
def make_mutable ( val ) : if isinstance ( val , Mapping ) : return dict ( val ) else : return val if not isinstance ( context , ( str , Mapping ) ) : try : return [ make_mutable ( val ) for val in context ] except TypeError : pass return make_mutable ( context )
def execute_runner_async ( runner , workunit_factory = None , workunit_name = None , workunit_labels = None , workunit_log_config = None ) : """Executes the given java runner asynchronously . We can ' t use ' with ' here because the workunit _ generator ' s _ _ exit _ _ function must be called after the process...
if not isinstance ( runner , Executor . Runner ) : raise ValueError ( 'The runner argument must be a java Executor.Runner instance, ' 'given {} of type {}' . format ( runner , type ( runner ) ) ) if workunit_factory is None : return SubprocessProcessHandler ( runner . spawn ( ) ) else : workunit_labels = [ ...
def create_user ( name , username , email , password , token_manager = None , app_url = defaults . APP_URL ) : """create a new user with the specified name , username email and password"""
headers = token_manager . get_access_token_headers ( ) auth_url = environment . get_auth_url ( app_url = app_url ) url = "%s/api/v1/accounts" % auth_url payload = { 'name' : name , 'username' : username , 'email' : email , 'password' : password } response = requests . post ( url , data = json . dumps ( payload ) , head...
def set_customjs_callback ( self , js_callback , handle ) : """Generates a CustomJS callback by generating the required JS code and gathering all plotting handles and installs it on the requested callback handle ."""
if self . on_events : for event in self . on_events : handle . js_on_event ( event , js_callback ) if self . on_changes : for change in self . on_changes : handle . js_on_change ( change , js_callback ) elif hasattr ( handle , 'callback' ) : handle . callback = js_callback
def nack ( self , id , transaction = None , receipt = None ) : """Let the server know that a message was not consumed . : param str id : the unique id of the message to nack : param str transaction : include this nack in a named transaction"""
assert id is not None , "'id' is required" headers = { HDR_ID : id } if transaction : headers [ HDR_TRANSACTION ] = transaction if receipt : headers [ HDR_RECEIPT ] = receipt self . send_frame ( CMD_NACK , headers )
def check_float_param ( self , param , low , high , name ) : """Check if the value of the given parameter is in the given range and a float . Designed for testing parameters like ` mu ` and ` eps ` . To pass this function the variable ` param ` must be able to be converted into a float with a value between ...
try : param = float ( param ) except : raise ValueError ( 'Parameter {} is not float or similar' . format ( name ) ) if low != None or high != None : if not low <= param <= high : raise ValueError ( 'Parameter {} is not in range <{}, {}>' . format ( name , low , high ) ) return param
def detect_circle ( nodes ) : """Wrapper for recursive _ detect _ circle function"""
# Verify nodes and traveled types if not isinstance ( nodes , dict ) : raise TypeError ( '"nodes" must be a dictionary' ) dependencies = set ( nodes . keys ( ) ) traveled = [ ] heads = _detect_circle ( nodes , dependencies , traveled ) return DependencyTree ( heads )
def task_detail ( job_id = None , task_name = None ) : """Show a detailed description of a specific task ."""
jobs = get_jobs ( ) job = [ job for job in jobs if str ( job [ 'job_id' ] ) == job_id ] [ 0 ] return render_template ( 'task_detail.html' , job = job , task_name = task_name , task = [ task for task in job [ 'tasks' ] if task [ 'name' ] == task_name ] [ 0 ] )
def get_users ( self , condensed = False ) : '''Grabs all users in the slack team This should should only be used for getting list of all users . Do not use it for searching users . Use get _ user _ info instead . Args : condensed ( bool ) : if true triggers list condensing functionality Returns : dict ...
user_list = self . slack_client . api_call ( 'users.list' ) if not user_list . get ( 'ok' ) : return None if condensed : users = [ { 'id' : item . get ( 'id' ) , 'name' : item . get ( 'name' ) , 'display_name' : item . get ( 'profile' ) . get ( 'display_name' ) } for item in user_list . get ( 'members' ) ] ...
def set_marktype_cb ( self , w , index ) : """Set type of marking ."""
self . marktype = self . _mark_options [ index ] # Mark size is not used for point if self . marktype != 'point' : self . w . mark_size . set_enabled ( True ) else : self . w . mark_size . set_enabled ( False )
def fig_voight_painting ( h , index = None , palette = 'colorblind' , height_factor = 0.01 , fig = None ) : """Make a figure of shared haplotype prefixes for both left and right flanks , centred on some variant of choice . Parameters h : array _ like , int , shape ( n _ variants , n _ haplotypes ) Haplotype...
import matplotlib . pyplot as plt from matplotlib . gridspec import GridSpec import seaborn as sns # check inputs h = asarray_ndim ( h , 2 ) if index is None : # use midpoint index = h . shape [ 0 ] // 2 # divide data into two flanks hl = h [ : index + 1 ] [ : : - 1 ] hr = h [ index : ] # paint both flanks pl , il ...
def hash ( cls , path , digest = None , hasher = sha1 ) : """Return the digest of a single file in a memory - efficient manner ."""
if digest is None : digest = hasher ( ) with open ( path , 'rb' ) as fh : cls . update_hash ( fh , digest ) return digest . hexdigest ( )
def serial_udb_extra_f8_send ( self , sue_HEIGHT_TARGET_MAX , sue_HEIGHT_TARGET_MIN , sue_ALT_HOLD_THROTTLE_MIN , sue_ALT_HOLD_THROTTLE_MAX , sue_ALT_HOLD_PITCH_MIN , sue_ALT_HOLD_PITCH_MAX , sue_ALT_HOLD_PITCH_HIGH , force_mavlink1 = False ) : '''Backwards compatible version of SERIAL _ UDB _ EXTRA F8 : format s...
return self . send ( self . serial_udb_extra_f8_encode ( sue_HEIGHT_TARGET_MAX , sue_HEIGHT_TARGET_MIN , sue_ALT_HOLD_THROTTLE_MIN , sue_ALT_HOLD_THROTTLE_MAX , sue_ALT_HOLD_PITCH_MIN , sue_ALT_HOLD_PITCH_MAX , sue_ALT_HOLD_PITCH_HIGH ) , force_mavlink1 = force_mavlink1 )
def grep_projects ( tofind_list , user_profile = None , verbose = True , new = False , ** kwargs ) : r"""Greps the projects defined in the current UserProfile Args : tofind _ list ( list ) : user _ profile ( None ) : ( default = None ) Kwargs : user _ profile CommandLine : python - m utool - - tf grep...
import utool as ut user_profile = ensure_user_profile ( user_profile ) print ( 'user_profile = {!r}' . format ( user_profile ) ) kwargs = kwargs . copy ( ) colored = kwargs . pop ( 'colored' , True ) grepkw = { } grepkw [ 'greater_exclude_dirs' ] = user_profile . project_exclude_dirs grepkw [ 'exclude_dirs' ] = user_pr...
def RunMetadata ( self , tag ) : """Given a tag , return the associated session . run ( ) metadata . Args : tag : A string tag associated with the event . Raises : ValueError : If the tag is not found . Returns : The metadata in form of ` RunMetadata ` proto ."""
if tag not in self . _tagged_metadata : raise ValueError ( 'There is no run metadata with this tag name' ) run_metadata = config_pb2 . RunMetadata ( ) run_metadata . ParseFromString ( self . _tagged_metadata [ tag ] ) return run_metadata
def _get_signed_url ( self , params ) : """Returns a Premier account signed url . Docs on signature : https : / / developers . google . com / maps / documentation / business / webservices / auth # digital _ signatures"""
params [ 'client' ] = self . client_id if self . channel : params [ 'channel' ] = self . channel path = "?" . join ( ( self . api_path , urlencode ( params ) ) ) signature = hmac . new ( base64 . urlsafe_b64decode ( self . secret_key ) , path . encode ( 'utf-8' ) , hashlib . sha1 ) signature = base64 . urlsafe_b64e...
def uppercase_chars ( string : any ) -> str : """Return all ( and only ) the uppercase chars in the given string ."""
return '' . join ( [ c if c . isupper ( ) else '' for c in str ( string ) ] )
def delete ( self , * args , ** kwargs ) : """Executes an HTTP DELETE . : Parameters : - ` args ` : Non - keyword arguments - ` kwargs ` : Keyword arguments"""
return self . session . delete ( * args , ** self . get_kwargs ( ** kwargs ) )
def diff_mtime_map ( map1 , map2 ) : '''Is there a change to the mtime map ? return a boolean'''
# check if the mtimes are the same if sorted ( map1 ) != sorted ( map2 ) : return True # map1 and map2 are guaranteed to have same keys , # so compare mtimes for filename , mtime in six . iteritems ( map1 ) : if map2 [ filename ] != mtime : return True # we made it , that means we have no changes return...
def success ( self , request , message , extra_tags = '' , fail_silently = False ) : """Add a message with the ` ` SUCCESS ` ` level ."""
add ( self . target_name , request , constants . SUCCESS , message , extra_tags = extra_tags , fail_silently = fail_silently )
def list ( self , ** params ) : """Retrieve all notes Returns all notes available to the user , according to the parameters provided : calls : ` ` get / notes ` ` : param dict params : ( optional ) Search options . : return : List of dictionaries that support attriubte - style access , which represent colle...
_ , _ , notes = self . http_client . get ( "/notes" , params = params ) return notes
def normalize ( filename ) : """Return an absolute path of the given file name ."""
# Default value means we do not resolve a model file . if filename == "default" : return filename filename = expanduser ( filename ) if isabs ( filename ) : return filename else : return join ( os . getcwd ( ) , filename )
def contourf_to_geojson ( contourf , geojson_filepath = None , min_angle_deg = None , ndigits = 5 , unit = '' , stroke_width = 1 , fill_opacity = .9 , geojson_properties = None , strdump = False , serialize = True ) : """Transform matplotlib . contourf to geojson with MultiPolygons ."""
polygon_features = [ ] mps = [ ] contourf_idx = 0 for coll in contourf . collections : color = coll . get_facecolor ( ) for path in coll . get_paths ( ) : for coord in path . to_polygons ( ) : if min_angle_deg : coord = keep_high_angle ( coord , min_angle_deg ) co...
def get_matching_blocks ( self ) : """Similar to : py : meth : ` get _ opcodes ` , but returns only the opcodes that are equal and returns them in a somewhat different format ( i . e . ` ` ( i , j , n ) ` ` ) ."""
opcodes = self . get_opcodes ( ) match_opcodes = filter ( lambda x : x [ 0 ] == EQUAL , opcodes ) return map ( lambda opcode : [ opcode [ 1 ] , opcode [ 3 ] , opcode [ 2 ] - opcode [ 1 ] ] , match_opcodes )
def get_single_node ( self ) -> yaml . Node : """Hook used when loading a single document . This is the hook we use to hook yatiml into ruamel . yaml . It is called by the yaml libray when the user uses load ( ) to load a YAML document . Returns : A processed node representing the document ."""
node = super ( ) . get_single_node ( ) if node is not None : node = self . __process_node ( node , type ( self ) . document_type ) return node
def agents_me_update ( self , data , ** kwargs ) : "https : / / developer . zendesk . com / rest _ api / docs / chat / agents # update - requesting - agent"
api_path = "/api/v2/agents/me" return self . call ( api_path , method = "PUT" , data = data , ** kwargs )
def create_topic ( self , topic ) : """Create a topic ."""
nsq . assert_valid_topic_name ( topic ) return self . _request ( 'POST' , '/topic/create' , fields = { 'topic' : topic } )
def starfit ( folder , multiplicities = [ 'single' ] , models = 'mist' , use_emcee = False , plot_only = False , overwrite = False , verbose = False , logger = None , starmodel_type = None , ini_file = 'star.ini' , no_plots = False , bands = None , ** kwargs ) : """Runs starfit routine for a given folder ."""
nstars = { 'single' : 1 , 'binary' : 2 , 'triple' : 3 } if starmodel_type is None : Mod = StarModel else : Mod = starmodel_type ichrone = None print ( 'Fitting {}' . format ( folder ) ) for mult in multiplicities : print ( '{} starfit...' . format ( mult ) ) model_filename = '{}_starmodel_{}.h5' . forma...
def _check_acl ( self , acl_no , network , netmask ) : """Check a ACL config exists in the running config . : param acl _ no : access control list ( ACL ) number : param network : network which this ACL permits : param netmask : netmask of the network : return :"""
exp_cfg_lines = [ 'ip access-list standard ' + str ( acl_no ) , ' permit ' + str ( network ) + ' ' + str ( netmask ) ] ios_cfg = self . _get_running_config ( ) parse = HTParser ( ios_cfg ) acls_raw = parse . find_children ( exp_cfg_lines [ 0 ] ) if acls_raw : if exp_cfg_lines [ 1 ] in acls_raw : return True...
def run_commands ( commands , # type : List [ Union [ str , List [ str ] , Dict [ str , Union [ str , List [ str ] ] ] ] ] directory , # type : str env = None # type : Optional [ Dict [ str , Union [ str , int ] ] ] ) : # noqa # type : ( . . . ) - > None """Run list of commands ."""
if env is None : env = os . environ . copy ( ) for step in commands : if isinstance ( step , ( list , six . string_types ) ) : execution_dir = directory raw_command = step elif step . get ( 'command' ) : # dictionary execution_dir = os . path . join ( directory , step . get ( 'cwd' )...
def from_radians ( cls , lat_radians , long_radians ) : '''Return a new instance of Point from a pair of coordinates in radians .'''
return cls ( math . degrees ( lat_radians ) , math . degrees ( long_radians ) )
def request_minion_cachedir ( minion_id , opts = None , fingerprint = '' , pubkey = None , provider = None , base = None , ) : '''Creates an entry in the requested / cachedir . This means that Salt Cloud has made a request to a cloud provider to create an instance , but it has not yet verified that the instance...
if base is None : base = __opts__ [ 'cachedir' ] if not fingerprint and pubkey is not None : fingerprint = salt . utils . crypt . pem_finger ( key = pubkey , sum_type = ( opts and opts . get ( 'hash_type' ) or 'sha256' ) ) init_cachedir ( base ) data = { 'minion_id' : minion_id , 'fingerprint' : fingerprint , '...
def get_interface_detail_input_request_type_get_next_request_last_rcvd_interface_interface_name ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) get_interface_detail = ET . Element ( "get_interface_detail" ) config = get_interface_detail input = ET . SubElement ( get_interface_detail , "input" ) request_type = ET . SubElement ( input , "request-type" ) get_next_request = ET . SubElement ( request_type , "get-next-request" ) la...
def artifact_quality ( self , artifact_quality ) : """Sets the artifact _ quality of this ArtifactRest . : param artifact _ quality : The artifact _ quality of this ArtifactRest . : type : str"""
allowed_values = [ "NEW" , "VERIFIED" , "TESTED" , "DEPRECATED" , "BLACKLISTED" , "DELETED" , "TEMPORARY" ] if artifact_quality not in allowed_values : raise ValueError ( "Invalid value for `artifact_quality` ({0}), must be one of {1}" . format ( artifact_quality , allowed_values ) ) self . _artifact_quality = arti...
def get ( url , max_backoff = 32 , verbose = False , ** kwargs ) : """Adding retries to requests . get with exponential backoff . Args : url ( str ) : The URL to fetch max _ backoff ( int ) : The number of seconds to sleep at maximums verbose ( bool ) : Whether to print exceptions . Returns : Response :...
sleep_seconds = 1 while sleep_seconds <= max_backoff : try : # you may overwrite ` timeout ` via ` kwargs ` response = requests . get ( url , ** { ** { 'timeout' : 30 } , ** kwargs } ) # for 4xx , return instantly , no hope of success if 400 <= response . status_code < 500 : retu...
def dir_is_glotk ( path ) : """check that the current directory is a glotk project folder"""
test_set = set ( [ "gloTK_info" , "gloTK_assemblies" , "gloTK_configs" , "gloTK_reads" , "gloTK_fastqc" , "gloTK_kmer" , "gloTK_reports" ] ) # http : / / stackoverflow . com / questions / 11968976/ files = set ( [ f for f in os . listdir ( '.' ) if os . path . isdir ( f ) ] ) intersection = test_set . intersection ( fi...
def set_initialize_mode ( complexity = 2 ) : """Set initialization mode . Default is slow mode . * * 中文文档 * * 设置WinFile类的全局变量 , 指定WinFile . initialize方法所绑定的初始化方式 。"""
if complexity == 3 : WinFile . initialize = WinFile . level3_initialize WinFile . init_mode = 3 elif complexity == 2 : WinFile . initialize = WinFile . level2_initialize WinFile . init_mode = 2 elif complexity == 1 : WinFile . initialize = WinFile . level1_initialize WinFile . init_mode = 1 else...
def find_tor_binary ( globs = ( '/usr/sbin/' , '/usr/bin/' , '/Applications/TorBrowser_*.app/Contents/MacOS/' ) , system_tor = True ) : """Tries to find the tor executable using the shell first or in in the paths whose glob - patterns is in the given ' globs ' - tuple . : param globs : A tuple of shell - styl...
# Try to find the tor executable using the shell if system_tor : try : proc = subprocess . Popen ( ( 'which tor' ) , stdout = subprocess . PIPE , stderr = subprocess . PIPE , shell = True ) except OSError : pass else : stdout , _ = proc . communicate ( ) if proc . poll ( ) ==...
def get_artists ( self , limit = 50 , cacheable = True ) : """Returns a sequence of Album objects if limit = = None it will return all ( may take a while )"""
seq = [ ] for node in _collect_nodes ( limit , self , self . ws_prefix + ".getArtists" , cacheable ) : name = _extract ( node , "name" ) playcount = _number ( _extract ( node , "playcount" ) ) tagcount = _number ( _extract ( node , "tagcount" ) ) seq . append ( LibraryItem ( Artist ( name , self . netwo...
def return_net ( word , word_net , depth = 1 ) : '''Creates a list of unique words that are at a provided depth from root word . @ Args : word : root word from which the linked words should be returned . word _ net : word network ( dictionary of word instances ) to be refered in this process . depth : depth...
if depth < 1 : raise Exception ( TAG + "Degree value error.range(1,~)" ) if depth == 1 : return list ( word_net [ word ] . frwrd_links ) elif depth > 1 : words = word_net [ word ] . frwrd_links res = [ ] for w in words : res . extend ( return_net ( w , word_net , depth = depth - 1 ) ) re...
def disable_inheritance ( path , objectType , copy = True ) : '''Disable inheritance on an object Args : path : The path to the object objectType : The type of object ( FILE , DIRECTORY , REGISTRY ) copy : True will copy the Inherited ACEs to the DACL before disabling inheritance Returns ( dict ) : A dict...
dc = daclConstants ( ) objectType = dc . getObjectTypeBit ( objectType ) path = dc . processPath ( path , objectType ) return _set_dacl_inheritance ( path , objectType , False , copy , None )
def _loadf16 ( ins ) : """Load a 32 bit ( 16.16 ) fixed point value from a memory address If 2nd arg . start with ' * ' , it is always treated as an indirect value ."""
output = _f16_oper ( ins . quad [ 2 ] ) output . append ( 'push de' ) output . append ( 'push hl' ) return output
def check_authentication ( self , load , auth_type , key = None , show_username = False ) : '''. . versionadded : : 2018.3.0 Go through various checks to see if the token / eauth / user can be authenticated . Returns a dictionary containing the following keys : - auth _ list - username - error If an err...
auth_list = [ ] username = load . get ( 'username' , 'UNKNOWN' ) ret = { 'auth_list' : auth_list , 'username' : username , 'error' : { } } # Authenticate if auth_type == 'token' : token = self . authenticate_token ( load ) if not token : ret [ 'error' ] = { 'name' : 'TokenAuthenticationError' , 'message...
def _find_sources_with_paths ( im , target , sources , polarity ) : """Get the subset of source nodes with paths to the target . Given a target , a list of sources , and a path polarity , perform a breadth - first search upstream from the target to find paths to any of the upstream sources . Parameters im...
# First , create a list of visited nodes # Adapted from # http : / / stackoverflow . com / questions / 8922060/ # how - to - trace - the - path - in - a - breadth - first - search # FIXME : the sign information for the target should be associated with # the observable itself queue = deque ( [ [ ( target , 1 ) ] ] ) whi...
async def enable_analog_reporting ( self , pin ) : """Enables analog reporting . By turning reporting on for a single pin , : param pin : Analog pin number . For example for A0 , the number is 0. : returns : No return value"""
command = [ PrivateConstants . REPORT_ANALOG + pin , PrivateConstants . REPORTING_ENABLE ] await self . _send_command ( command )
def get_symmetry_from_database ( hall_number ) : """Return symmetry operations corresponding to a Hall symbol . The Hall symbol is given by the serial number in between 1 and 530. The symmetry operations are given by a dictionary whose keys are ' rotations ' and ' translations ' . If it fails , None is retu...
_set_no_error ( ) rotations = np . zeros ( ( 192 , 3 , 3 ) , dtype = 'intc' ) translations = np . zeros ( ( 192 , 3 ) , dtype = 'double' ) num_sym = spg . symmetry_from_database ( rotations , translations , hall_number ) _set_error_message ( ) if num_sym is None : return None else : return { 'rotations' : np . ...
def process_relation ( self , relation , last_relation ) : """Process a relation into an INDRA statement . Parameters relation : MedscanRelation The relation to process ( a CONTROL svo with normalized verb ) last _ relation : MedscanRelation The relation immediately proceding the relation to process withi...
subj_res = self . agent_from_entity ( relation , relation . subj ) obj_res = self . agent_from_entity ( relation , relation . obj ) if subj_res is None or obj_res is None : # Don ' t extract a statement if the subject or object cannot # be resolved return subj , subj_bounds = subj_res obj , obj_bounds = obj_res # M...
def index_data_relations ( self ) : '''Standard Fedora relations to be included in : meth : ` index _ data ` output . This implementation includes all standard relations included in the Fedora relations namespace , but should be extended or overridden as appropriate for custom : class : ` ~ eulfedora . mode...
data = { } # NOTE : hasModel relation is handled with top - level object properties above # currently not indexing other model rels ( service bindings ) for rel in fedora_rels : values = [ ] for o in self . rels_ext . content . objects ( self . uriref , relsextns [ rel ] ) : values . append ( force_text...
def from_cap ( cls , theta , lmax , clat = None , clon = None , nmax = None , theta_degrees = True , coord_degrees = True , dj_matrix = None ) : """Construct spherical cap Slepian functions . Usage x = Slepian . from _ cap ( theta , lmax , [ clat , clon , nmax , theta _ degrees , coord _ degrees , dj _ matrix...
if theta_degrees : tapers , eigenvalues , taper_order = _shtools . SHReturnTapers ( _np . radians ( theta ) , lmax ) else : tapers , eigenvalues , taper_order = _shtools . SHReturnTapers ( theta , lmax ) return SlepianCap ( theta , tapers , eigenvalues , taper_order , clat , clon , nmax , theta_degrees , coord_...
def success ( self ) : """Return boolean indicating whether a solution was found"""
self . _check_valid ( ) return self . _problem . _p . get_status ( ) == qsoptex . SolutionStatus . OPTIMAL
def vcs_upload ( ) : """Uploads the project with the selected VCS tool ."""
if env . deploy_tool == "git" : remote_path = "ssh://%s@%s%s" % ( env . user , env . host_string , env . repo_path ) if not exists ( env . repo_path ) : run ( "mkdir -p %s" % env . repo_path ) with cd ( env . repo_path ) : run ( "git init --bare" ) local ( "git push -f %s master"...
def expect ( self , pattern , timeout = - 1 , searchwindowsize = - 1 , async_ = False , ** kw ) : '''This seeks through the stream until a pattern is matched . The pattern is overloaded and may take several types . The pattern can be a StringType , EOF , a compiled re , or a list of any of those types . Strin...
if 'async' in kw : async_ = kw . pop ( 'async' ) if kw : raise TypeError ( "Unknown keyword arguments: {}" . format ( kw ) ) compiled_pattern_list = self . compile_pattern_list ( pattern ) return self . expect_list ( compiled_pattern_list , timeout , searchwindowsize , async_ )
def find_good_temp_dir ( candidate_temp_dirs ) : """Given a list of candidate temp directories extracted from ` ` ansible . cfg ` ` , combine it with the Python - builtin list of candidate directories used by : mod : ` tempfile ` , then iteratively try each until one is found that is both writeable and execut...
paths = [ os . path . expandvars ( os . path . expanduser ( p ) ) for p in candidate_temp_dirs ] paths . extend ( tempfile . _candidate_tempdir_list ( ) ) for path in paths : if is_good_temp_dir ( path ) : LOG . debug ( 'Selected temp directory: %r (from %r)' , path , paths ) return path raise IOErr...
def _normalize ( obj ) : """Normalize dicts and lists : param obj : : return : normalized object"""
if isinstance ( obj , list ) : return [ _normalize ( item ) for item in obj ] elif isinstance ( obj , dict ) : return { k : _normalize ( v ) for k , v in obj . items ( ) if v is not None } elif hasattr ( obj , 'to_python' ) : return obj . to_python ( ) return obj
def config_string_to_dict ( string , result = None ) : """Convert a given configuration string : : key _ 1 = value _ 1 | key _ 2 = value _ 2 | . . . | key _ n = value _ n into the corresponding dictionary : : dictionary [ key _ 1 ] = value _ 1 dictionary [ key _ 2 ] = value _ 2 dictionary [ key _ n ] = va...
if string is None : return { } pairs = string . split ( gc . CONFIG_STRING_SEPARATOR_SYMBOL ) return pairs_to_dict ( pairs , result )
def parse_metric_family ( self , response ) : """Parse the MetricFamily from a valid requests . Response object to provide a MetricFamily object ( see [ 0 ] ) The text format uses iter _ lines ( ) generator . The protobuf format directly parse the response . content property searching for Prometheus messages of...
if 'application/vnd.google.protobuf' in response . headers [ 'Content-Type' ] : n = 0 buf = response . content while n < len ( buf ) : msg_len , new_pos = _DecodeVarint32 ( buf , n ) n = new_pos msg_buf = buf [ n : n + msg_len ] n += msg_len message = metrics_pb2 . Me...
def _copy_ancestor_docstring ( mro_list , func ) : # pylint : disable = W0613 """Decorator to set docstring for * func * from * mro *"""
if func . __doc__ is not None : raise RuntimeError ( 'Function already has docstring' ) # Search for docstring in superclass for cls in mro_list : super_fn = getattr ( cls , func . __name__ , None ) if super_fn is None : continue func . __doc__ = super_fn . __doc__ break else : raise Run...
def get_class_weights ( y , smooth_factor = 0 ) : """Returns the weights for each class based on the frequencies of the samples . Args : y : A list of true labels ( the labels must be hashable ) . smooth _ factor : A factor that smooths extremely uneven weights . Returns : A dictionary with the weight for...
from collections import Counter counter = Counter ( y ) if smooth_factor > 0 : p = max ( counter . values ( ) ) * smooth_factor for k in counter . keys ( ) : counter [ k ] += p majority = max ( counter . values ( ) ) return { cls : float ( majority / count ) for cls , count in counter . items ( ) }
def list_event_sources ( self ) : """Returns the existing event sources . : rtype : ~ collections . Iterable [ str ]"""
# Server does not do pagination on listings of this resource . # Return an iterator anyway for similarity with other API methods path = '/archive/{}/events/sources' . format ( self . _instance ) response = self . _client . get_proto ( path = path ) message = archive_pb2 . EventSourceInfo ( ) message . ParseFromString (...
def get_metric_values ( self , group_name ) : """Get the faked metric values for a metric group , by its metric group name . The result includes all metric object values added earlier for that metric group name , using : meth : ` ~ zhmcclient . FakedMetricsContextManager . add _ metric _ object _ values ` ...
if group_name not in self . _metric_values : raise ValueError ( "Metric values for this group name do not " "exist: {}" . format ( group_name ) ) return self . _metric_values [ group_name ]
def Mandhane_Gregory_Aziz_regime ( m , x , rhol , rhog , mul , mug , sigma , D , full_output = False ) : r'''Classifies the regime of a two - phase flow according to Mandhane , Gregory , and Azis ( 1974 ) flow map . The flow regimes in this method are ' elongated bubble ' , ' stratified ' , ' annular mist ' ,...
A = 0.25 * pi * D * D Vsl = m * ( 1.0 - x ) / ( rhol * A ) Vsg = m * x / ( rhog * A ) # Convert to imperial units Vsl , Vsg = Vsl / 0.3048 , Vsg / 0.3048 # X1 = ( rhog / 0.0808 ) * * 0.333 * ( rhol * 72.4/62.4 / sigma ) * * 0.25 * ( mug / 0.018 ) * * 0.2 # Y1 = ( rhol * 72.4/62.4 / sigma ) * * 0.25 * ( mul / 1 . ) * * ...
def get_current_version ( repo_path ) : """Given a repo will return the version string , according to semantic versioning , counting as non - backwards compatible commit any one with a message header that matches ( case insensitive ) : : sem - ver : . * break . * And as features any commit with a header mat...
repo = dulwich . repo . Repo ( repo_path ) tags = get_tags ( repo ) maj_version = 0 feat_version = 0 fix_version = 0 for commit_sha , children in reversed ( get_children_per_first_parent ( repo_path ) . items ( ) ) : commit = get_repo_object ( repo , commit_sha ) maj_version , feat_version , fix_version = get_v...
def _update_physics ( self ) : """Update physics using the current value of ' quantity ' Notes The algorithm directly writes the value of ' quantity ' into the phase . This method was implemented relaxing one of the OpenPNM rules of algorithms not being able to write into phases ."""
phase = self . project . phases ( ) [ self . settings [ 'phase' ] ] physics = self . project . find_physics ( phase = phase ) for item in self . settings [ 'sources' ] : # Regenerate models with new guess quantity = self . settings [ 'quantity' ] # Put quantity on phase so physics finds it when regenerating ...
def det ( L ) : """Determinant Compute the determinant given a lower triangular matrix Inputs : lower triangular matrix Outputs : det _ L : determinant of L"""
size_L = L . shape if np . size ( L ) == 1 : return np . array ( L ) else : try : assert np . all ( np . tril ( L ) == L ) except AssertionError : print 'Error: Input is not a lower triangular matrix.' return 0 try : assert size_L [ 0 ] == size_L [ 1 ] except Assertio...
def check ( self , dsm , independence_factor = 5 , ** kwargs ) : """Check least common mechanism . Args : dsm ( : class : ` DesignStructureMatrix ` ) : the DSM to check . independence _ factor ( int ) : if the maximum dependencies for one module is inferior or equal to the DSM size divided by the independ...
# leastCommonMechanismMatrix least_common_mechanism = False message = '' # get the list of dependent modules for each module data = dsm . data categories = dsm . categories dsm_size = dsm . size [ 0 ] if not categories : categories = [ 'appmodule' ] * dsm_size dependent_module_number = [ ] # evaluate Matrix ( data ...
def push_pv ( self , tokens ) : """Creates and Generator object , populates it with data , finds its Bus and adds it ."""
logger . debug ( "Pushing PV data: %s" % tokens ) bus = self . case . buses [ tokens [ "bus_no" ] - 1 ] g = Generator ( bus ) g . p = tokens [ "p" ] g . q_max = tokens [ "q_max" ] g . q_min = tokens [ "q_min" ] # Optional parameter # if tokens . has _ key ( " status " ) : # g . online = tokens [ " status " ] self . cas...
def check_dissociated ( self , cutoff = 1.2 ) : """Check if adsorbate dissociates"""
dissociated = False if not len ( self . B ) > self . nslab + 1 : # only one adsorbate return dissociated adsatoms = [ atom for atom in self . B [ self . nslab : ] ] ads0 , ads1 = set ( atom . symbol for atom in adsatoms ) bond_dist = get_ads_dist ( self . B , ads0 , ads1 ) Cradii = [ cradii [ atom . number ] for at...
def load_mo ( self , state , page_idx ) : """Loads a memory object from memory . : param page _ idx : the index into the page : returns : a tuple of the object"""
mo = self . _storage [ page_idx - self . _page_addr ] # print filter ( lambda x : x ! = None , self . _ storage ) if mo is None and hasattr ( self , "from_dbg" ) : byte_val = get_debugger ( ) . get_byte ( page_idx ) mo = SimMemoryObject ( claripy . BVV ( byte_val , 8 ) , page_idx ) self . _storage [ page_id...
def help_handler ( docpie , flag ) : """Default help ( ` - - help ` , ` - h ` ) handler . print help string and exit . when help = ' short _ brief ' , flag startswith ` - - ` will print the full ` doc ` , ` - ` for " Usage " section and " Option " section only . when help = ' short _ brief _ notice ' , flag s...
help_type = docpie . help helpstyle = docpie . helpstyle if helpstyle == 'python' : doc = Docpie . help_style_python ( docpie . doc ) elif helpstyle == 'dedent' : doc = Docpie . help_style_dedent ( docpie . doc ) # elif help _ style = = ' raw ' : # doc = Docpie . help _ style _ raw ( docpie . doc ) else : d...
def poisson_dist ( p1 , p2 ) : """Calculates the Poisson distance between two vectors . p1 can be a sparse matrix , while p2 has to be a dense matrix ."""
# ugh . . . p1_ = p1 + eps p2_ = p2 + eps return np . dot ( p1_ - p2_ , np . log ( p1_ / p2_ ) )
def getQCAnalyses ( self ) : """Return the Quality Control analyses . : returns : a list of QC analyses : rtype : List of ReferenceAnalysis / DuplicateAnalysis"""
qc_types = [ 'ReferenceAnalysis' , 'DuplicateAnalysis' ] analyses = self . getAnalyses ( ) return [ a for a in analyses if a . portal_type in qc_types ]
def Kdiag ( self , X ) : """Compute the diagonal of the covariance matrix associated to X ."""
vyt = self . variance_Yt vyx = self . variance_Yx lyt = 1. / ( 2 * self . lengthscale_Yt ) lyx = 1. / ( 2 * self . lengthscale_Yx ) a = self . a b = self . b c = self . c # # dk ^ 2 / dtdt ' k1 = ( 2 * lyt ) * vyt * vyx # # dk ^ 2 / dx ^ 2 k2 = ( - 2 * lyx ) * vyt * vyx # # dk ^ 4 / dx ^ 2dx ' ^ 2 k3 = ( 4 * 3 * lyx **...
def _update_cache ( self ) : """To avoid build _ schema every time , we cache some values : they only change when a SearchIndex changes , which typically restarts the Python ."""
fields = connections [ self . connection_alias ] . get_unified_index ( ) . all_searchfields ( ) if self . _fields != fields : self . _fields = fields self . _content_field_name , self . _schema = self . build_schema ( self . _fields )
def main ( args_list = None ) : """Wrapper for find _ schemes if called from command line"""
args_list = args_list or sys . argv [ 1 : ] parser = argparse . ArgumentParser ( description = 'Discover schemes of given stanza file' ) parser . add_argument ( 'infile' , type = argparse . FileType ( 'r' ) , ) parser . add_argument ( 'outfile' , help = 'Where the result is written to. Default: stdout' , nargs = '?' , ...
def skip ( self , count = 1 ) : '''Skip the first count contiguous elements of the source sequence . If the source sequence contains fewer than count elements returns an empty sequence and does not raise an exception . Note : This method uses deferred execution . Args : count : The number of elements to s...
if self . closed ( ) : raise ValueError ( "Attempt to call skip() on a closed Queryable." ) count = max ( 0 , count ) if count == 0 : return self # Try an optimised version if hasattr ( self . _iterable , "__getitem__" ) : try : stop = len ( self . _iterable ) return self . _create ( self . ...
def get_all_parts ( self , max_parts = None , part_number_marker = None ) : """Return the uploaded parts of this MultiPart Upload . This is a lower - level method that requires you to manually page through results . To simplify this process , you can just use the object itself as an iterator and it will autom...
self . _parts = [ ] query_args = 'uploadId=%s' % self . id if max_parts : query_args += '&max-parts=%d' % max_parts if part_number_marker : query_args += '&part-number-marker=%s' % part_number_marker response = self . bucket . connection . make_request ( 'GET' , self . bucket . name , self . key_name , query_ar...
def hide_bundle_services ( self , bundle ) : """Hides the services of the given bundle ( removes them from lists , but lets them be unregistered ) : param bundle : The bundle providing services : return : The references of the hidden services"""
with self . __svc_lock : try : svc_refs = self . __bundle_svc . pop ( bundle ) except KeyError : # Nothing to do return set ( ) else : # Clean the registry specs = set ( ) for svc_ref in svc_refs : if svc_ref . is_factory ( ) : continue ...
def retype ( value , index_column = None ) : """if the input is a ` DataFrame ` , convert it to this class . : param index _ column : the column that will be used as index , default to ` date ` : param value : value to convert : return : this extended class"""
if index_column is None : index_column = 'date' if isinstance ( value , pd . DataFrame ) : # use all lower case for column name value . columns = map ( lambda c : c . lower ( ) , value . columns ) if index_column in value . columns : value . set_index ( index_column , inplace = True ) value = St...
def forward_algo ( self , observations ) : """Finds the probability of an observation sequence for given model parameters * * Arguments * * : : param observations : The observation sequence , where each element belongs to ' observations ' variable declared with _ _ init _ _ object . : type observations : A li...
# Store total number of observations total _ stages = len ( observations ) total_stages = len ( observations ) # Alpha [ i ] stores the probability of reaching state ' i ' in stage ' j ' where ' j ' is the iteration number # Inittialize Alpha ob_ind = self . obs_map [ observations [ 0 ] ] alpha = np . multiply ( np . t...
def setHistogramRange ( self , mn , mx , padding = 0.1 ) : """Set the Y range on the histogram plot . This disables auto - scaling ."""
self . vb . enableAutoRange ( self . vb . YAxis , False ) self . vb . setYRange ( mn , mx , padding )
def apply_change ( self ) : """Applies changes to the permissions of the role . To make a change to the permission of the role , a request in the following format should be sent : . . code - block : : python ' change ' : ' id ' : ' workflow2 . lane1 . task1 ' , ' checked ' : false The ' id ' field of ...
changes = self . input [ 'change' ] key = self . current . task_data [ 'role_id' ] role = RoleModel . objects . get ( key = key ) for change in changes : permission = PermissionModel . objects . get ( code = change [ 'id' ] ) if change [ 'checked' ] is True : role . add_permission ( permission ) els...
def _getRightsAssignments ( user_right ) : '''helper function to return all the user rights assignments / users'''
sids = [ ] polHandle = win32security . LsaOpenPolicy ( None , win32security . POLICY_ALL_ACCESS ) sids = win32security . LsaEnumerateAccountsWithUserRight ( polHandle , user_right ) return sids
def activate_backup_image ( reset = False ) : '''Activates the firmware backup image . CLI Example : Args : reset ( bool ) : Reset the CIMC device on activate . . . code - block : : bash salt ' * ' cimc . activate _ backup _ image salt ' * ' cimc . activate _ backup _ image reset = True'''
dn = "sys/rack-unit-1/mgmt/fw-boot-def/bootunit-combined" r = "no" if reset is True : r = "yes" inconfig = """<firmwareBootUnit dn='sys/rack-unit-1/mgmt/fw-boot-def/bootunit-combined' adminState='trigger' image='backup' resetOnActivate='{0}' />""" . format ( r ) ret = __proxy__ [ 'cimc.set_config_modify' ] ( dn...
def http_put ( self , path , query_data = { } , post_data = { } , files = None , ** kwargs ) : """Make a PUT request to the Gitlab server . Args : path ( str ) : Path or full URL to query ( ' / projects ' or ' http : / / whatever / v4 / api / projecs ' ) query _ data ( dict ) : Data to send as query paramet...
result = self . http_request ( 'put' , path , query_data = query_data , post_data = post_data , files = files , ** kwargs ) try : return result . json ( ) except Exception : raise GitlabParsingError ( error_message = "Failed to parse the server message" )
def list_config_files ( ) -> List [ Text ] : """This function returns the list of configuration files to load . This is a callable so the configuration can be reloaded with files that changed in between ."""
return [ os . path . join ( os . path . dirname ( __file__ ) , 'default_settings.py' ) , os . getenv ( ENVIRONMENT_VARIABLE , '' ) , ]
def launch_protect ( job , patient_data , univ_options , tool_options ) : """The launchpad for ProTECT . The DAG for ProTECT can be viewed in Flowchart . txt . : param dict patient _ data : Dict of information regarding the input sequences for the patient : param dict univ _ options : Dict of universal options ...
# Add Patient id to univ _ options as is is passed to every major node in the DAG and can be used # as a prefix for the logfile . univ_options [ 'patient' ] = patient_data [ 'patient_id' ] univ_options [ 'tumor_type' ] = patient_data [ 'tumor_type' ] # Ascertain number of cpus to use per job for tool in tool_options : ...
def update_from_stats ( self , stats ) : """Update columns based on partition statistics"""
sd = dict ( stats ) for c in self . columns : if c not in sd : continue stat = sd [ c ] if stat . size and stat . size > c . size : c . size = stat . size c . lom = stat . lom
def getParameterByValue ( self , value ) : """Searchs a parameter by value and returns it ."""
result = None for parameter in self . getParameters ( ) : valueParam = parameter . getValue ( ) if valueParam == value : result = parameter break return result
def set_provider ( self , provider_id ) : """Sets a provider . arg : provider _ id ( osid . id . Id ) : the new provider raise : InvalidArgument - ` ` provider _ id ` ` is invalid raise : NoAccess - ` ` Metadata . isReadOnly ( ) ` ` is ` ` true ` ` raise : NullArgument - ` ` provider _ id ` ` is ` ` null ` ...
if provider_id is None : raise NullArgument ( 'provider_id cannot be None' ) if self . get_provider_metadata ( ) . is_read_only ( ) : raise NoAccess ( ) if not self . my_osid_object_form . _is_valid_id ( provider_id ) : raise InvalidArgument ( 'provider_id must be instance of Id' ) self . my_osid_object_for...
def batch_for_sv ( samples ) : """Prepare a set of samples for parallel structural variant calling . CWL input target - - groups samples into batches and structural variant callers for parallel processing ."""
samples = cwlutils . assign_complex_to_samples ( samples ) to_process , extras , background = _batch_split_by_sv ( samples , "standard" ) out = [ cwlutils . samples_to_records ( xs ) for xs in to_process . values ( ) ] + extras return out
def get_object_cat1 ( con , token , cat , kwargs ) : """Constructs the " GET " URL . The functions is used by the get _ object method First Category of " GET " URL construction . Again calling it first category because more complex functions maybe added later ."""
req_str = "/" + kwargs [ 'id' ] + "?" # / id ? req_str += "access_token=" + token # / id ? @ acces _ token = . . . . . del kwargs [ 'id' ] key = settings . get_object_cat1_param [ cat ] # get the param name for the category ( single , multiple ) req_str += "&" + key + "=" # / id ? @ acces _ token = . . . . . key = if k...
def make_ultrametric ( self , strategy = 1 ) : """Returns a tree with branch lengths transformed so that the tree is ultrametric . Strategies include ( 1 ) tip - align : extend tips to the length of the fartest tip from the root ; ( 2 ) non - parametric rate - smoothing : minimize ancestor - descendant local ...
ctree = self . _ttree . copy ( ) if strategy == 1 : for node in ctree . treenode . traverse ( ) : if node . is_leaf ( ) : node . dist = node . height + 1 else : raise NotImplementedError ( "Strategy {} not yet implemented. Seeking developers." . format ( strategy ) ) return ctree
def make_package ( name , path , make_base = None , make_root = None , skip_existing = True , warn_on_skip = True ) : """Make and install a package . Example : > > > def make _ root ( variant , path ) : > > > os . symlink ( " / foo _ payload / misc / python27 " , " ext " ) > > > with make _ package ( ' foo ...
maker = PackageMaker ( name ) yield maker # post - with - block : package = maker . get_package ( ) cwd = os . getcwd ( ) src_variants = [ ] # skip those variants that already exist if skip_existing : for variant in package . iter_variants ( ) : variant_ = variant . install ( path , dry_run = True ) ...
def clone ( self ) : """Return a new bitfield with the same value . The returned value is a copy , and so is no longer linked to the original bitfield . This is important when the original is located at anything other than normal memory , with accesses to it either slow or having side effects . Creating a c...
temp = self . __class__ ( ) temp . base = self . base return temp
def parse_arguments ( argv ) : """Create the argument parser"""
parser = argparse . ArgumentParser ( description = DESCRIPTION ) base_parser = argparse . ArgumentParser ( add_help = False ) parser . add_argument ( '-V' , '--version' , action = 'version' , version = 'taxit v' + version , help = 'Print the version number and exit' ) parser . add_argument ( '-v' , '--verbose' , action...
def commit ( self , if_match = None , wait = True , timeout = None ) : """Apply all the changes on the current model . : param wait : Whether to wait until the operation is completed : param timeout : The maximum amount of time required for this operation to be completed . If optional : param wait : is True...
if not self . _changes : LOG . debug ( "No changes available for %s: %s" , self . __class__ . __name__ , self . resource_id ) return LOG . debug ( "Apply all the changes on the current %s: %s" , self . __class__ . __name__ , self . resource_id ) client = self . _get_client ( ) endpoint = self . _endpoint . form...