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<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def accuracy_helper(egg, match='exact', distance='euclidean', features=None): """ Computes proportion of words recalled Parameters egg : quail.Egg Data to analyz...
def acc(lst): return len([i for i in np.unique(lst) if i>=0])/(egg.list_length) opts = dict(match=match, distance=distance, features=features) if match is 'exact': opts.update({'features' : 'item'}) recmat = recall_matrix(egg, **opts) if match in ['exact', 'best']: result...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _connect(self): """Establish connection to PostgreSQL Database."""
if self._connParams: self._conn = psycopg2.connect(**self._connParams) else: self._conn = psycopg2.connect('') try: ver_str = self._conn.get_parameter_status('server_version') except AttributeError: ver_str = self.getParam('server_version'...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _createStatsDict(self, headers, rows): """Utility method that returns database stats as a nested dictionary. @param headers: List of columns in query result....
dbstats = {} for row in rows: dbstats[row[0]] = dict(zip(headers[1:], row[1:])) return dbstats
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _createTotalsDict(self, headers, rows): """Utility method that returns totals for database statistics. @param headers: List of columns in query result. @para...
totals = [sum(col) for col in zip(*rows)[1:]] return dict(zip(headers[1:], totals))
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _simpleQuery(self, query): """Executes simple query which returns a single column. @param query: Query string. @return: Query result string. """
cur = self._conn.cursor() cur.execute(query) row = cur.fetchone() return util.parse_value(row[0])
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getConnectionStats(self): """Returns dictionary with number of connections for each database. @return: Dictionary of database connection statistics. """
cur = self._conn.cursor() cur.execute("""SELECT datname,numbackends FROM pg_stat_database;""") rows = cur.fetchall() if rows: return dict(rows) else: return {}
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getDatabaseStats(self): """Returns database block read, transaction and tuple stats for each database. @return: Nested dictionary of stats. """
headers = ('datname', 'numbackends', 'xact_commit', 'xact_rollback', 'blks_read', 'blks_hit', 'tup_returned', 'tup_fetched', 'tup_inserted', 'tup_updated', 'tup_deleted', 'disk_size') cur = self._conn.cursor() cur.execute("SELECT %s, pg_database_size(datn...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getLockStatsMode(self): """Returns the number of active lock discriminated by lock mode. @return: : Dictionary of stats. """
info_dict = {'all': dict(zip(self.lockModes, (0,) * len(self.lockModes))), 'wait': dict(zip(self.lockModes, (0,) * len(self.lockModes)))} cur = self._conn.cursor() cur.execute("SELECT TRIM(mode, 'Lock'), granted, COUNT(*) FROM pg_locks " "GROUP BY TRIM(m...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getLockStatsDB(self): """Returns the number of active lock discriminated by database. @return: : Dictionary of stats. """
info_dict = {'all': {}, 'wait': {}} cur = self._conn.cursor() cur.execute("SELECT d.datname, l.granted, COUNT(*) FROM pg_database d " "JOIN pg_locks l ON d.oid=l.database " "GROUP BY d.datname, l.granted;") rows = cur.fetchall...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getBgWriterStats(self): """Returns Global Background Writer and Checkpoint Activity stats. @return: Nested dictionary of stats. """
info_dict = {} if self.checkVersion('8.3'): cur = self._conn.cursor(cursor_factory=psycopg2.extras.RealDictCursor) cur.execute("SELECT * FROM pg_stat_bgwriter") info_dict = cur.fetchone() return info_dict
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _connect(self): """Establish connection to MySQL Database."""
if self._connParams: self._conn = MySQLdb.connect(**self._connParams) else: self._conn = MySQLdb.connect('')
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getStorageEngines(self): """Returns list of supported storage engines. @return: List of storage engine names. """
cur = self._conn.cursor() cur.execute("""SHOW STORAGE ENGINES;""") rows = cur.fetchall() if rows: return [row[0].lower() for row in rows if row[1] in ['YES', 'DEFAULT']] else: return []
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getParams(self): """Returns dictionary of all run-time parameters. @return: Dictionary of all Run-time parameters. """
cur = self._conn.cursor() cur.execute("SHOW GLOBAL VARIABLES") rows = cur.fetchall() info_dict = {} for row in rows: key = row[0] val = util.parse_value(row[1]) info_dict[key] = val return info_dict
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getProcessStatus(self): """Returns number of processes discriminated by state. @return: Dictionary mapping process state to number of processes. """
info_dict = {} cur = self._conn.cursor() cur.execute("""SHOW FULL PROCESSLIST;""") rows = cur.fetchall() if rows: for row in rows: if row[6] == '': state = 'idle' elif row[6] is None: state = 'ot...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getProcessDatabase(self): """Returns number of processes discriminated by database name. @return: Dictionary mapping database name to number of processes. ""...
info_dict = {} cur = self._conn.cursor() cur.execute("""SHOW FULL PROCESSLIST;""") rows = cur.fetchall() if rows: for row in rows: db = row[3] info_dict[db] = info_dict.get(db, 0) + 1 return info_dict
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getDatabases(self): """Returns list of databases. @return: List of databases. """
cur = self._conn.cursor() cur.execute("""SHOW DATABASES;""") rows = cur.fetchall() if rows: return [row[0] for row in rows] else: return []
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _retrieve(self): """Query Apache Tomcat Server Status Page in XML format and return the result as an ElementTree object. @return: ElementTree object of Statu...
url = "%s://%s:%d/manager/status" % (self._proto, self._host, self._port) params = {} params['XML'] = 'true' response = util.get_url(url, self._user, self._password, params) tree = ElementTree.XML(response) return tree
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getMemoryStats(self): """Return JVM Memory Stats for Apache Tomcat Server. @return: Dictionary of memory utilization stats. """
if self._statusxml is None: self.initStats() node = self._statusxml.find('jvm/memory') memstats = {} if node is not None: for (key,val) in node.items(): memstats[key] = util.parse_value(val) return memstats
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getConnectorStats(self): """Return dictionary of Connector Stats for Apache Tomcat Server. @return: Nested dictionary of Connector Stats. """
if self._statusxml is None: self.initStats() connnodes = self._statusxml.findall('connector') connstats = {} if connnodes: for connnode in connnodes: namestr = connnode.get('name') if namestr is not None: mobj =...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def load(filepath, update=True): """ Loads eggs, fried eggs ands example data Parameters filepath : str Location of file update : bool If true, updates egg to la...
if filepath == 'automatic' or filepath == 'example': fpath = os.path.dirname(os.path.abspath(__file__)) + '/data/automatic.egg' return load_egg(fpath) elif filepath == 'manual': fpath = os.path.dirname(os.path.abspath(__file__)) + '/data/manual.egg' return load_egg(fpath, updat...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def load_example_data(dataset='automatic'): """ Loads example data The automatic and manual example data are eggs containing 30 subjects who completed a free rec...
# can only be auto or manual assert dataset in ['automatic', 'manual', 'naturalistic'], "Dataset can only be automatic, manual, or naturalistic" if dataset == 'naturalistic': # open naturalistic egg egg = Egg(**dd.io.load(os.path.dirname(os.path.abspath(__file__)) + '/data/' + dataset + ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def spsolve(A, b): """Solve the sparse linear system Ax=b, where b may be a vector or a matrix. Parameters A : ndarray or sparse matrix The square matrix A will ...
x = UmfpackLU(A).solve(b) if b.ndim == 2 and b.shape[1] == 1: # compatibility with scipy.sparse.spsolve quirk return x.ravel() else: return x
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def solve(self, b): """ Solve linear equation A x = b for x Parameters b : ndarray Right-hand side of the matrix equation. Can be vector or a matrix. Returns ---...
if isspmatrix(b): b = b.toarray() if b.shape[0] != self._A.shape[1]: raise ValueError("Shape of b is not compatible with that of A") b_arr = asarray(b, dtype=self._A.dtype).reshape(b.shape[0], -1) x = np.zeros((self._A.shape[0], b_arr.shape[1]), dtype=self._A.d...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def solve_sparse(self, B): """ Solve linear equation of the form A X = B. Where B and X are sparse matrices. Parameters B : any scipy.sparse matrix Right-hand si...
B = B.tocsc() cols = list() for j in xrange(B.shape[1]): col = self.solve(B[:,j]) cols.append(csc_matrix(col)) return hstack(cols)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def recall_matrix(egg, match='exact', distance='euclidean', features=None): """ Computes recall matrix given list of presented and list of recalled words Paramet...
if match in ['best', 'smooth']: if not features: features = [k for k,v in egg.pres.loc[0][0].values[0].items() if k!='item'] if not features: raise('No features found. Cannot match with best or smooth strategy') if not isinstance(features, list): featu...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _connect(self): """Connect to Asterisk Manager Interface."""
try: if sys.version_info[:2] >= (2,6): self._conn = telnetlib.Telnet(self._amihost, self._amiport, connTimeout) else: self._conn = telnetlib.Telnet(self._amihost, self._amiport) except: ra...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _getGreeting(self): """Read and parse Asterisk Manager Interface Greeting to determine and set Manager Interface version. """
greeting = self._conn.read_until("\r\n", connTimeout) mobj = re.match('Asterisk Call Manager\/([\d\.]+)\s*$', greeting) if mobj: self._ami_version = util.SoftwareVersion(mobj.group(1)) else: raise Exception("Asterisk Manager Interface version cannot be determined...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _initAsteriskVersion(self): """Query Asterisk Manager Interface for Asterisk Version to configure system for compatibility with multiple versions . CLI Comma...
if self._ami_version > util.SoftwareVersion('1.0'): cmd = "core show version" else: cmd = "show version" cmdresp = self.executeCommand(cmd) mobj = re.match('Asterisk\s*(SVN-branch-|\s)(\d+(\.\d+)*)', cmdresp) if mobj: self._asterisk_version = ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _login(self): """Login to Asterisk Manager Interface."""
self._sendAction("login", ( ("Username", self._amiuser), ("Secret", self._amipass), ("Events", "off"), )) resp = self._getResponse() if resp.get("Response") == "Success": return True else: raise Exception("Authenticatio...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _initModuleList(self): """Query Asterisk Manager Interface to initialize internal list of loaded modules. CLI Command - core show modules """
if self.checkVersion('1.4'): cmd = "module show" else: cmd = "show modules" cmdresp = self.executeCommand(cmd) self._modules = set() for line in cmdresp.splitlines()[1:-1]: mobj = re.match('\s*(\S+)\s', line) if mobj: ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _initApplicationList(self): """Query Asterisk Manager Interface to initialize internal list of available applications. CLI Command - core show applications "...
if self.checkVersion('1.4'): cmd = "core show applications" else: cmd = "show applications" cmdresp = self.executeCommand(cmd) self._applications = set() for line in cmdresp.splitlines()[1:-1]: mobj = re.match('\s*(\S+):', line) if...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _initChannelTypesList(self): """Query Asterisk Manager Interface to initialize internal list of supported channel types. CLI Command - core show applications...
if self.checkVersion('1.4'): cmd = "core show channeltypes" else: cmd = "show channeltypes" cmdresp = self.executeCommand(cmd) self._chantypes = set() for line in cmdresp.splitlines()[2:]: mobj = re.match('\s*(\S+)\s+.*\s+(yes|no)\s+', line) ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def hasModule(self, mod): """Returns True if mod is among the loaded modules. @param mod: Module name. @return: Boolean """
if self._modules is None: self._initModuleList() return mod in self._modules
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def hasApplication(self, app): """Returns True if app is among the loaded modules. @param app: Module name. @return: Boolean """
if self._applications is None: self._initApplicationList() return app in self._applications
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def hasChannelType(self, chan): """Returns True if chan is among the supported channel types. @param app: Module name. @return: Boolean """
if self._chantypes is None: self._initChannelTypesList() return chan in self._chantypes
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getCodecList(self): """Query Asterisk Manager Interface for defined codecs. CLI Command - core show codecs @return: Dictionary - Short Name -> (Type, Long Na...
if self.checkVersion('1.4'): cmd = "core show codecs" else: cmd = "show codecs" cmdresp = self.executeCommand(cmd) info_dict = {} for line in cmdresp.splitlines(): mobj = re.match('\s*(\d+)\s+\((.+)\)\s+\((.+)\)\s+(\w+)\s+(\w+)\s+\((.+)\)$', ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getChannelStats(self, chantypes=('dahdi', 'zap', 'sip', 'iax2', 'local')): """Query Asterisk Manager Interface for Channel Stats. CLI Command - core show cha...
if self.checkVersion('1.4'): cmd = "core show channels" else: cmd = "show channels" cmdresp = self.executeCommand(cmd) info_dict ={} for chanstr in chantypes: chan = chanstr.lower() if chan in ('zap', 'dahdi'): info...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getConferenceStats(self): """Query Asterisk Manager Interface for Conference Room Stats. CLI Command - meetme list @return: Dictionary of statistics counters...
if not self.hasConference(): return None if self.checkVersion('1.6'): cmd = "meetme list" else: cmd = "meetme" cmdresp = self.executeCommand(cmd) info_dict = dict(active_conferences = 0, conference_users = 0) for line in cmdresp.split...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getVoicemailStats(self): """Query Asterisk Manager Interface for Voicemail Stats. CLI Command - voicemail show users @return: Dictionary of statistics counte...
if not self.hasVoicemail(): return None if self.checkVersion('1.4'): cmd = "voicemail show users" else: cmd = "show voicemail users" cmdresp = self.executeCommand(cmd) info_dict = dict(accounts = 0, avg_messages = 0, max_messages = 0, ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getTrunkStats(self, trunkList): """Query Asterisk Manager Interface for Trunk Stats. CLI Command - core show channels @param trunkList: List of tuples of one...
re_list = [] info_dict = {} for filt in trunkList: info_dict[filt[0]] = 0 re_list.append(re.compile(filt[1], re.IGNORECASE)) if self.checkVersion('1.4'): cmd = "core show channels" else: cmd = "show channels" ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getFaxStatsCounters(self): """Query Asterisk Manager Interface for Fax Stats. CLI Command - fax show stats @return: Dictionary of fax stats. """
if not self.hasFax(): return None info_dict = {} cmdresp = self.executeCommand('fax show stats') ctxt = 'general' for section in cmdresp.strip().split('\n\n')[1:]: i = 0 for line in section.splitlines(): mobj = re.match('(\S.*\...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getFaxStatsSessions(self): """Query Asterisk Manager Interface for Fax Stats. CLI Command - fax show sessions @return: Dictionary of fax stats. """
if not self.hasFax(): return None info_dict = {} info_dict['total'] = 0 fax_types = ('g.711', 't.38') fax_operations = ('send', 'recv') fax_states = ('uninitialized', 'initialized', 'open', 'active', 'inactive', 'complete', 'unknown',) ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def simulate_list(nwords=16, nrec=10, ncats=4): """A function to simulate a list"""
# load wordpool wp = pd.read_csv('data/cut_wordpool.csv') # get one list wp = wp[wp['GROUP']==np.random.choice(list(range(16)), 1)[0]].sample(16) wp['COLOR'] = [[int(np.random.rand() * 255) for i in range(3)] for i in range(16)]
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def engineIncluded(self, name): """Utility method to check if a storage engine is included in graphs. @param name: Name of storage engine. @return: Returns True ...
if self._engines is None: self._engines = self._dbconn.getStorageEngines() return self.envCheckFilter('engine', name) and name in self._engines
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getSpaceUse(self): """Get disk space usage. @return: Dictionary of filesystem space utilization stats for filesystems. """
stats = {} try: out = subprocess.Popen([dfCmd, "-Pk"], stdout=subprocess.PIPE).communicate()[0] except: raise Exception('Execution of command %s failed.' % dfCmd) lines = out.splitlines() if len(lines) > 1: ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def connect(self, host, port): """Connects via a RS-485 to Ethernet adapter."""
sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) sock.connect((host, port)) self._reader = sock.makefile(mode='rb') self._writer = sock.makefile(mode='wb')
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def send_key(self, key): """Sends a key."""
_LOGGER.info('Queueing key %s', key) frame = self._get_key_event_frame(key) # Queue it to send immediately following the reception # of a keep-alive packet in an attempt to avoid bus collisions. self._send_queue.put({'frame': frame})
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def states(self): """Returns a set containing the enabled states."""
state_list = [] for state in States: if state.value & self._states != 0: state_list.append(state) if (self._flashing_states & States.FILTER) != 0: state_list.append(States.FILTER_LOW_SPEED) return state_list
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_state(self, state): """Returns True if the specified state is enabled."""
# Check to see if we have a change request pending; if we do # return the value we expect it to change to. for data in list(self._send_queue.queue): desired_states = data['desired_states'] for desired_state in desired_states: if desired_state['state'] == ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def trace(function, *args, **k) : """Decorates a function by tracing the begining and end of the function execution, if doTrace global is True"""
if doTrace : print ("> "+function.__name__, args, k) result = function(*args, **k) if doTrace : print ("< "+function.__name__, args, k, "->", result) return result
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def chol(A): """ Calculate the lower triangular matrix of the Cholesky decomposition of a symmetric, positive-definite matrix. """
A = np.array(A) assert A.shape[0] == A.shape[1], "Input matrix must be square" L = [[0.0] * len(A) for _ in range(len(A))] for i in range(len(A)): for j in range(i + 1): s = sum(L[i][k] * L[j][k] for k in range(j)) L[i][j] = ( (A[i][i] - s) ** 0...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def get(self, uri, params={}): '''A generic method to make GET requests to the OpenDNS Investigate API on the given URI. ''' return self._session.get(urljoin(Investigate.BASE_URL, uri), params=params, headers=self._auth_header, proxies=self.proxies )
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def post(self, uri, params={}, data={}): '''A generic method to make POST requests to the OpenDNS Investigate API on the given URI. ''' return self._session.post( urljoin(Investigate.BASE_URL, uri), params=params, data=data, headers=self._auth_header, ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def categorization(self, domains, labels=False): '''Get the domain status and categorization of a domain or list of domains. 'domains' can be either a single domain, or a list of domains. Setting 'labels' to True will give back categorizations in human-readable form. For more de...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def cooccurrences(self, domain): '''Get the cooccurrences of the given domain. For details, see https://investigate.umbrella.com/docs/api#co-occurrences ''' uri = self._uris["cooccurrences"].format(domain) return self.get_parse(uri)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def related(self, domain): '''Get the related domains of the given domain. For details, see https://investigate.umbrella.com/docs/api#relatedDomains ''' uri = self._uris["related"].format(domain) return self.get_parse(uri)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def security(self, domain): '''Get the Security Information for the given domain. For details, see https://investigate.umbrella.com/docs/api#securityInfo ''' uri = self._uris["security"].format(domain) return self.get_parse(uri)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def domain_whois(self, domain): '''Gets whois information for a domain''' uri = self._uris["whois_domain"].format(domain) resp_json = self.get_parse(uri) return resp_json
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def domain_whois_history(self, domain, limit=None): '''Gets whois history for a domain''' params = dict() if limit is not None: params['limit'] = limit uri = self._uris["whois_domain_history"].format(domain) resp_json = self.get_parse(uri, params) return res...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def ns_whois(self, nameservers, limit=DEFAULT_LIMIT, offset=DEFAULT_OFFSET, sort_field=DEFAULT_SORT): '''Gets the domains that have been registered with a nameserver or nameservers''' if not isinstance(nameservers, list): uri = self._uris["whois_ns"].format(nameservers) p...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def search(self, pattern, start=None, limit=None, include_category=None): '''Searches for domains that match a given pattern''' params = dict() if start is None: start = datetime.timedelta(days=30) if isinstance(start, datetime.timedelta): params['start'] = int...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def samples(self, anystring, limit=None, offset=None, sortby=None): '''Return an object representing the samples identified by the input domain, IP, or URL''' uri = self._uris['samples'].format(anystring) params = {'limit': limit, 'offset': offset, 'sortby': sortby} return self.get_par...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def sample(self, hash, limit=None, offset=None): '''Return an object representing the sample identified by the input hash, or an empty object if that sample is not found''' uri = self._uris['sample'].format(hash) params = {'limit': limit, 'offset': offset} return self.get_parse(uri, pa...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def as_for_ip(self, ip): '''Gets the AS information for a given IP address.''' if not Investigate.IP_PATTERN.match(ip): raise Investigate.IP_ERR uri = self._uris["as_for_ip"].format(ip) resp_json = self.get_parse(uri) return resp_json
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def prefixes_for_asn(self, asn): '''Gets the AS information for a given ASN. Return the CIDR and geolocation associated with the AS.''' uri = self._uris["prefixes_for_asn"].format(asn) resp_json = self.get_parse(uri) return resp_json
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def acosh(x): """ Inverse hyperbolic cosine """
if isinstance(x, UncertainFunction): mcpts = np.arccosh(x._mcpts) return UncertainFunction(mcpts) else: return np.arccosh(x)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def asinh(x): """ Inverse hyperbolic sine """
if isinstance(x, UncertainFunction): mcpts = np.arcsinh(x._mcpts) return UncertainFunction(mcpts) else: return np.arcsinh(x)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def atanh(x): """ Inverse hyperbolic tangent """
if isinstance(x, UncertainFunction): mcpts = np.arctanh(x._mcpts) return UncertainFunction(mcpts) else: return np.arctanh(x)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def degrees(x): """ Convert radians to degrees """
if isinstance(x, UncertainFunction): mcpts = np.degrees(x._mcpts) return UncertainFunction(mcpts) else: return np.degrees(x)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def fabs(x): """ Absolute value function """
if isinstance(x, UncertainFunction): mcpts = np.fabs(x._mcpts) return UncertainFunction(mcpts) else: return np.fabs(x)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def hypot(x, y): """ Calculate the hypotenuse given two "legs" of a right triangle """
if isinstance(x, UncertainFunction) or isinstance(x, UncertainFunction): ufx = to_uncertain_func(x) ufy = to_uncertain_func(y) mcpts = np.hypot(ufx._mcpts, ufy._mcpts) return UncertainFunction(mcpts) else: return np.hypot(x, y)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def log10(x): """ Base-10 logarithm """
if isinstance(x, UncertainFunction): mcpts = np.log10(x._mcpts) return UncertainFunction(mcpts) else: return np.log10(x)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def radians(x): """ Convert degrees to radians """
if isinstance(x, UncertainFunction): mcpts = np.radians(x._mcpts) return UncertainFunction(mcpts) else: return np.radians(x)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def sqrt(x): """ Square-root function """
if isinstance(x, UncertainFunction): mcpts = np.sqrt(x._mcpts) return UncertainFunction(mcpts) else: return np.sqrt(x)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def trunc(x): """ Truncate the values to the integer value without rounding """
if isinstance(x, UncertainFunction): mcpts = np.trunc(x._mcpts) return UncertainFunction(mcpts) else: return np.trunc(x)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def var(self): """ Variance value as a result of an uncertainty calculation """
mn = self.mean vr = np.mean((self._mcpts - mn) ** 2) return vr
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def load_hat(self, path): # pylint: disable=no-self-use """Loads the hat from a picture at path. Args: path: The path to load from Returns: The hat data. """
hat = cv2.imread(path, cv2.IMREAD_UNCHANGED) if hat is None: raise ValueError('No hat image found at `{}`'.format(path)) b, g, r, a = cv2.split(hat) return cv2.merge((r, g, b, a))
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def find_faces(self, image, draw_box=False): """Uses a haarcascade to detect faces inside an image. Args: image: The image. draw_box: If True, the image will be ...
frame_gray = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY) faces = self.cascade.detectMultiScale( frame_gray, scaleFactor=1.3, minNeighbors=5, minSize=(50, 50), flags=0) if draw_box: for x, y, w, h in faces: cv2....
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def changed(self, message=None, *args): """Marks the object as changed. If a `parent` attribute is set, the `changed()` method on the parent will be called, prop...
if message is not None: self.logger.debug('%s: %s', self._repr(), message % args) self.logger.debug('%s: changed', self._repr()) if self.parent is not None: self.parent.changed() elif isinstance(self, Mutable): super(TrackedObject, self).changed()
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def register(cls, origin_type): """Decorator for mutation tracker registration. The provided `origin_type` is mapped to the decorated class such that future call...
def decorator(tracked_type): """Adds the decorated class to the `_type_mapping` dictionary.""" cls._type_mapping[origin_type] = tracked_type return tracked_type return decorator
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def convert(cls, obj, parent): """Converts objects to registered tracked types This checks the type of the given object against the registered tracked types. Whe...
replacement_type = cls._type_mapping.get(type(obj)) if replacement_type is not None: new = replacement_type(obj) new.parent = parent return new return obj
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def convert_items(self, items): """Generator like `convert_iterable`, but for 2-tuple iterators."""
return ((key, self.convert(value, self)) for key, value in items)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def convert_mapping(self, mapping): """Convenience method to track either a dict or a 2-tuple iterator."""
if isinstance(mapping, dict): return self.convert_items(iteritems(mapping)) return self.convert_items(mapping)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def md2rst(md_lines): 'Only converts headers' lvl2header_char = {1: '=', 2: '-', 3: '~'} for md_line in md_lines: if md_line.startswith('#'): header_indent, header_text = md_line.split(' ', 1) yield header_text header_char = lvl2header_char[len(header_indent)] ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def aslist(generator): 'Function decorator to transform a generator into a list' def wrapper(*args, **kwargs): return list(generator(*args, **kwargs)) return wrapper
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def coerce(cls, key, value): """Convert plain dictionary to NestedMutable."""
if value is None: return value if isinstance(value, cls): return value if isinstance(value, dict): return NestedMutableDict.coerce(key, value) if isinstance(value, list): return NestedMutableList.coerce(key, value) return super(cls...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def is_mod_function(mod, fun): """Checks if a function in a module was declared in that module. http://stackoverflow.com/a/1107150/3004221 Args: mod: the module ...
return inspect.isfunction(fun) and inspect.getmodule(fun) == mod
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def is_mod_class(mod, cls): """Checks if a class in a module was declared in that module. Args: mod: the module cls: the class """
return inspect.isclass(cls) and inspect.getmodule(cls) == mod
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def list_functions(mod_name): """Lists all functions declared in a module. http://stackoverflow.com/a/1107150/3004221 Args: mod_name: the module name Returns: A ...
mod = sys.modules[mod_name] return [func.__name__ for func in mod.__dict__.values() if is_mod_function(mod, func)]
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def list_classes(mod_name): """Lists all classes declared in a module. Args: mod_name: the module name Returns: A list of functions declared in that module. """
mod = sys.modules[mod_name] return [cls.__name__ for cls in mod.__dict__.values() if is_mod_class(mod, cls)]
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_linenumbers(functions, module, searchstr='def {}(image): \n'): """Returns a dictionary which maps function names to line numbers. Args: functions: a list...
lines = inspect.getsourcelines(module)[0] line_numbers = {} for function in functions: try: line_numbers[function] = lines.index( searchstr.format(function)) + 1 except ValueError: print(r'Can not find `{}`'.format(searchstr.format(function))) ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def format_doc(fun): """Formats the documentation in a nicer way and for notebook cells."""
SEPARATOR = '=============================' func = cvloop.functions.__dict__[fun] doc_lines = ['{}'.format(l).strip() for l in func.__doc__.split('\n')] if hasattr(func, '__init__'): doc_lines.append(SEPARATOR) doc_lines += ['{}'.format(l).strip() for l in func.__...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def main(): """Main function creates the cvloop.functions example notebook."""
notebook = { 'cells': [ { 'cell_type': 'markdown', 'metadata': {}, 'source': [ '# cvloop functions\n\n', 'This notebook shows an overview over all cvloop ', 'functions provided in the [`c...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def prepare_axes(axes, title, size, cmap=None): """Prepares an axes object for clean plotting. Removes x and y axes labels and ticks, sets the aspect ratio to be...
if axes is None: return None # prepare axis itself axes.set_xlim([0, size[1]]) axes.set_ylim([size[0], 0]) axes.set_aspect('equal') axes.axis('off') if isinstance(cmap, str): title = '{} (cmap: {})'.format(title, cmap) axes.set_title(title) # prepare image data ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def connect_event_handlers(self): """Connects event handlers to the figure."""
self.figure.canvas.mpl_connect('close_event', self.evt_release) self.figure.canvas.mpl_connect('pause_event', self.evt_toggle_pause)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def evt_toggle_pause(self, *args): # pylint: disable=unused-argument """Pauses and resumes the video source."""
if self.event_source._timer is None: # noqa: e501 pylint: disable=protected-access self.event_source.start() else: self.event_source.stop()
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def print_info(self, capture): """Prints information about the unprocessed image. Reads one frame from the source to determine image colors, dimensions and data ...
self.frame_offset += 1 ret, frame = capture.read() if ret: print('Capture Information') print('\tDimensions (HxW): {}x{}'.format(*frame.shape[0:2])) print('\tColor channels: {}'.format(frame.shape[2] if len(...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def determine_size(self, capture): """Determines the height and width of the image source. If no dimensions are available, this method defaults to a resolution o...
width = 640 height = 480 if capture and hasattr(capture, 'get'): width = capture.get(cv2.CAP_PROP_FRAME_WIDTH) height = capture.get(cv2.CAP_PROP_FRAME_HEIGHT) else: self.frame_offset += 1 ret, frame = capture.read() if ret: ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _init_draw(self): """Initializes the drawing of the frames by setting the images to random colors. This function is called by TimedAnimation. """
if self.original is not None: self.original.set_data(np.random.random((10, 10, 3))) self.processed.set_data(np.random.random((10, 10, 3)))
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def read_frame(self): """Reads a frame and converts the color if needed. In case no frame is available, i.e. self.capture.read() returns False as the first retur...
ret, frame = self.capture.read() if not ret: self.event_source.stop() try: self.capture.release() except AttributeError: # has no release method, thus just pass pass return None if self.convert_color...