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from typing import Tuple def convert_tuple_to_prayer_dict(tuple_data: Tuple) -> dict: """Convert tuple record from DB to prayer dictionary. :param tuple_data: Prayer data from DB :return: Dict in thr format -> {Title Name Prayer} ...
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def is_num(val): """Return True if val is number, i.e. int of float.""" return isinstance(val, int) or isinstance(val, float)
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import torch def _softplus(x): """Implements the softplus function.""" return torch.nn.functional.softplus(x, beta=1, threshold=10000)
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def _filter_distance(barcodes, candidate, min_dist, distance): """Test whether {candidate} can be added to {barcodes} based on the minimum distance between {candidate} and all barcodes in {barcodes}. :arg list barcodes: List of barcodes. :arg str candidate: Candidate barcode. :arg int min_dist: Min...
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def read_list(filename): """ read a list of strings from file, one per line """ fd = open(filename,'r') lines = [] for line in fd: lines.append(line.strip()) return lines
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def create_fan_string(fan_id): """ Function which accepts a fan_id arg and returns sql string param: fan_id = '1234' returns: " AND youtube_fan_id = 1234" """ video_string = f" AND youtube_fan_id = {fan_id}" return video_string
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def _CredentialFrom(messages, credential_data): """Translate a dict of credential data into a message object. Args: messages: The API message to use. credential_data: A dict containing credential data. Returns: An Credential message object derived from credential_data. """ basic_auth = messages.B...
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def int_lin(y1, y2, x1, x2, score): """Interpolates score in a linear function. """ return y1 + (score - x1) * (y2 - y1) / (x2 - x1)
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def display( function=None, *, boolean=None, ordering=None, description=None, empty_value=None ): """ Conveniently add attributes to a display function:: @admin.display( boolean=True, ordering='-publish_date', description='Is Published?', ) def is...
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def getMode(mode): """ Process EAST mode code and returns reveal class Classes are chosen by closest resemblance :param mode: EAST mode code :return: Reveal class """ if(mode == "incremental_allume"): return "fragment highlight-red" if(mode == "incremental_ombre"): return...
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def do_intersect(bb1, bb2): """ Helper function that returns True if two bounding boxes overlap. """ if bb1[0] + bb1[2] < bb2[0] or bb2[0] + bb2[2] < bb1[0]: return False if bb1[1] + bb1[3] < bb2[1] or bb2[1] + bb2[3] < bb1[1]: return False return True
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import torch def class_reduce(num: torch.Tensor, denom: torch.Tensor, weights: torch.Tensor, class_reduction: str = 'none') -> torch.Tensor: """ Function used to reduce classification metrics of the form `num / denom * weights`. For example for calculatin...
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def repr_opcode(opcode): """Returns a textual representation for the given opcode. @type opcode: int @rtype: str """ opmap = {1: "open", 2: "refresh", 3: "update", 4: "notify", 5: "status", 6: "delete"} return opmap.get(opcode, "unknown (%d)" % opcode)
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def pip_to_rez_package_name(dist_name): """Convert a distribution name to a rez compatible name. The rez package name can't be simply set to the dist name, because some pip packages have hyphen in the name. In rez this is not a valid package name (it would be interpreted as the start of the version). ...
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def check_parse_errors(options, args): """Do validations on command line options, returning error messages, if any.""" if not options.language: return "language parameter not informed." elif not args: return "base path not informed." else: return None
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def strip_characters(text: str, *args: str) -> str: """Remove specified characters from given text.""" for char in args: text = text.replace(char, "") return text
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import re import html def format_type(expr): """ Format type expression for popup Set span 'type' for types and 'tyvar' for type variables """ if not expr: return expr tyname = re.search(r'([a-zA-Z]\w*)|(->|=>|::|\u2192|\u21d2|\u2237)', expr) if tyname: tyexpr = expr[tyname...
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def null_guess(atomic, params={}): """Default guess type for testing, returns empty array""" return []
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def reduce_func(nodes): """Collect messages and update node representations. Parameters ---------- nodes : NodeBatch A batch of nodes. Returns ------- dict mapping 'hv_new' to Float32 tensor of shape (V, K * T) Updated node representations. V for the number of nodes, K for ...
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import torch def hsv_to_rgb(input_hsv_tensor): """ Differentiable HSV to RGB conversion function. :param input_hsv_tensor: Batch of HSV images [batch_size, 3, height, width] :return: Batch of RGB images [batch_size, 3, height, width] """ assert len(input_hsv_tensor.shape) == 4 and input_hsv_te...
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def get_profile_info(org_vm, inst): """ Get the org, name, and version from the profile instance and return them as a tuple. """ org = org_vm.tovalues(inst['RegisteredOrganization']) name = inst['RegisteredName'] vers = inst['RegisteredVersion'] return org, name, vers
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import pyarrow as pa def load_arrow(file) -> pa.Table: """Load batched data written to file back out into a table again Example ------- >>> t = pa.Table.from_pandas(df) # doctest: +SKIP >>> with open("myfile", mode="wb") as f: # doctest: +SKIP ... for batch in t.to_batches(): # doctest...
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import torch import math def count_qubits_gate_matrix(gate: torch.Tensor): """Get the number of qubits that a gate matrix acts on. By convention, a gate matrix has the shape (*optional_batch_dims, 2^k, 2^k) where k is the number of qubits that the gate acts on. Note that k might be smaller ...
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def most_affected_area(affected_areas_count): """Find most affected area and the number of hurricanes it was involved in.""" max_area = 'Central America' max_area_count = 0 for area in affected_areas_count: if affected_areas_count[area] > max_area_count: max_area = area max_area_count = affected...
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import re def word_list(raw): """ Converts raw sentences to list of words. :param raw: sentence to be cleaned up :return: list of words """ clean_words = re.sub(r"[^a-zA-Z]", ' ', raw) return clean_words.split()
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def FindPart(part: dict, mime_type: str): """ Recursively parses the parts of an email and returns the first part with the requested mime_type. :param part: Part of the email to parse (generally called on the payload). :param mime_type: MIME Type to look for. :return: The part of the email with the...
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from functools import reduce def scalar_prod(scalars_list): """ This method returns the product of the list of scalars which it has as input. Parameters ---------- scalars_list : list[int|float|complex] | tuple[int|float|complex] Returns ------- complex|float|int """ if ...
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def get_column_headers(df): """Return column headers for all count colums in dataframe.""" col_headers = [name for name in df.columns if 'ct' in name] return col_headers
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def strategy(history, memory): """ Defect every few turns, based on the fibonacci sequence. i.e., defect turn 2 (1), turn 3 (1), turn 5 (2), turn 8 (3), turn 13 (5) """ if memory is None: last_defection_turn = 0 prev_fibonacci = 1 current_fibonacci = 1 else: last_...
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def isDmzProxySecurityLevelValid( level ): """Indicates whether the supplied level is valid for secure proxy security.""" if (('high' == level) or ('medium' == level) or ('low' == level)): return True return False
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def create_cifar_filter_func(classes, get_val): """Create filter function that takes in the class label and filters if it is not one of classes. If get_val is True, subtracts 50 from class label first (since validation for CIFAR-50 is done on last 50 classes). """ if get_val: return lambda x...
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def slice_function_graph(function_graph, cfg_slice_to_sink): """ Slice a function graph, keeping only the nodes present in the <CFGSliceToSink> representation. Because the <CFGSliceToSink> is build from the CFG, and the function graph is *NOT* a subgraph of the CFG, edges of the function graph will no ...
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from typing import Counter def repeating_bits(n: list[str], index: int) -> tuple: """ Find most and least repeating bit in given index :param n: list of numbers as strings :param index: index of bit to find :return: tuple of most and least repeating bit """ bits = [int(i[index]) for i in n...
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import csv def load_asdp_ordering(orderfile): """ Loads an ASDP ordering produced by JEWEL from a CSV file Parameters ---------- orderfile: str path to order CSV file Returns ------- ordering: list list of dicts containing entries for the following fields: ...
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def _to_mumps_number(v): """Given a value, attempt to coerce it to either an integer or float.""" sign = 1 ndec = 0 try: tmp = float(v) if tmp.is_integer(): return int(tmp) else: return tmp except ValueError: v = str(v) n = [] ...
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def generate_shard_args(outfiles, num_examples): """Generate start and end indices per outfile.""" num_shards = len(outfiles) num_examples_per_shard = num_examples // num_shards start_idxs = [i * num_examples_per_shard for i in range(num_shards)] end_idxs = list(start_idxs) end_idxs.pop(0) end_idxs.append...
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def find_biggest_pattern_in_patterns(dict): """ dict: dictionary of translation vector->pattern Returns the biggest pattern and its corresponding translation vector. """ max_length = -1 pattern = None trans_vector = None for key in dict: if len(dict[key])>max_length: ...
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def _installable(args): """ Return True only if the args to pip install indicate something to install. >>> _installable(['inflect']) True >>> _installable(['-q']) False >>> _installable(['-q', 'inflect']) True >>> _installable(['-rfoo.txt']) True >>> _installable(['proje...
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from typing import Counter def sum_counters(counters): """Aggregate collections.Counter objects by summing counts :param counters: list/tuple of counters to sum :return: aggregated counters with counts summed >>> d1 = text_analyzer.Document('1 2 fizz 4 buzz fizz 7 8') >>> d2 = text_analyzer.Docu...
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import time import calendar def gen_date_list(begin_date, end_date): """Generates a list of dates of the form yyyymmdd from a being date to end date Inputs: begin_date -- such as "20070101" end_date -- such as "20070103" Returns: date_list -- such as ["20070101","20070102","20070103"] ...
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def frames_to_time(frames, framerate): """Convert frame count to time (using framerate).""" return frames / framerate
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def int2verilog(val, vw): """ :param val: A signed integer to convert to a verilog literal. :param vw: The word length of the constant value. """ sign = '-' if val < 0 else '' s = ''.join((sign, str(vw), '\'sd', str(abs(val)))) return s
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def get_index_names(df): """ Get names from either single or multi-part index """ if df.index.name is not None: df_index_names = [df.index.name] else: df_index_names = list(df.index.names) df_index_names = [x for x in df_index_names if x is not None] return df_index_names
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import re def sanitize_path(path): """Replace illegal path characters and spaces in path.""" return re.sub(r"[^a-zA-Z0-9_\-/\.]", "", path.replace(" ", "_"))
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def get_coordinates(region): """ Define coordinates chr, start pos and end positions from region string chrX:start-end. Return coordinate list. """ chromosome = region.split(":")[0] coord = region.split(":")[1] coord_list = coord.split("-") begin = int(coord_list[0]) end = int(coord_list...
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def getSocketFamily(socket): """ Return the family of the given socket. @param socket: The socket to get the family of. @type socket: L{socket.socket} @rtype: L{int} """ return socket.family
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def rename_part(oEditor, oldname, newname): """ Rename a part. Parameters ---------- oEditor : pywin32 COMObject The HFSS editor in which the operation will be performed. oldname : str The name of the part to rename newname : str The new name to assign to the pa...
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def get_shape_points2(cur, shape_id): """ Given a shape_id, return its shape-sequence (as a dict of lists). get_shape_points function returns them as a list of dicts Parameters ---------- cur: sqlite3.Cursor cursor to a GTFS database shape_id: str id of the route Return...
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def get_matching_card(card_list, card_to_match): """ This function returns the card that matches the one passed in """ the_matching_card = None for test_card in card_list: if test_card.value == card_to_match.value and test_card != card_to_match: the_matching_card = test_card ...
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def generate_sorted(degree): """ Generates list of numbers in ascending order. """ lst = [] for i in range(2**degree): lst.append(i) return lst
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def indices(A): """ Return a sequence containing all the indices for elements in A. >>> indices([6, 3, 2, 9, 10]) [0, 1, 2, 3, 4] """ return range(len(A))
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from typing import List def _erase_elements_from(items: List, start_i: int): """ Erase from the given 'i' onward >>> _erase_elements_from([1, 2, 3], 0) [None, None, None] >>> _erase_elements_from([1, 2, 3], 1) [1, None, None] >>> _erase_elements_from([1, 2, 3], 2) [1, 2, None] >>>...
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import requests def get_json(url, payload=None, verbose=True): """ Get JSON from an online service with optimal URL parameters. """ r = requests.get(url, params=payload) if verbose: print("Fetched: {}".format(r.url)) if r.status_code != 200: print("Error: {}.".format(r.status_code)) ...
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def unpack(s): """Convenience function to get a list as a string without the braces. Parameters ---------- s : list The list to be turned into a string. Returns ------- string The list as a string. """ x = " ".join(map(str, s)) return x
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import re import json def read_jsonc(file: str) -> dict: """Cコメント付きJSONファイルを読み込む Args: file (str): JSONファイル Returns: dict: JOSNオブジェクト """ with open(file, encoding='utf-8') as f: text = f.read() text = re.sub(r'/\*[\s\S]*?\*/|//.*', '', text) return json.loads(text...
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def getOutputsNames(net): """ Get the names of the output layers """ # Get the names of all the layers in the network layersNames = net.getLayerNames() # Get the names of the output layers, i.e. the layers with unconnected outputs return [layersNames[i[0] - 1] for i in net.getUnconnectedOutL...
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def _msd_anom_1d(time, D_alpha, alpha): """1d anomalous diffusion function.""" return 2.0*D_alpha*time**alpha
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def get_output_size(dataloaders): """ Infer the expected output size and task to perform Args: dataloaders: dict of torch.dataloader objects Return: an int, inferred output size a str, task to carry out """ # Find the max amount of unique labels among dataloaders nb_labels = 0 labels_data_type = None ...
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def create_basename(args): """ Name to characterize the data. Can be used for dir name and file name. """ ls = args.drug_fea + args.cell_fea if args.src is None: name = '.'.join(ls) else: src_names = '_'.join(args.src) name = '.'.join([src_names] + ls) name = 'data.' + name ...
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from pathlib import Path def _validate_ignore_cells_with_warning(actual: str, test_nb_path: Path) -> bool: """Validate the results of notebooks with warnings.""" expected_out = [ "cell_2:3:1: F401 'glob' imported but unused", ] expected = "".join(f"{str(test_nb_path)}:{i}\n" for i in expected_...
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def bubble_sort(items): """Sorts a list of items in ascending order. """ for i in range(len(items)): swapped = False for j in range(len(items) - 1): if items[j] > items[j+1]: swapped = True items[j], items[j+1] = items[j+1], items[j] if not...
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def getMinMaxOfRangeList(ranges): """ Get the min and max of a given range list. """ _max = max([x[1] for x in ranges]) _min = min([x[0] for x in ranges]) return _min, _max
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def unique_list(l, preserve_order=True): """Make list contain only unique elements but preserve order. >>> l = [1,2,4,3,2,3,1,0] >>> unique_list(l) [1, 2, 4, 3, 0] >>> l [1, 2, 4, 3, 2, 3, 1, 0] >>> unique_list(l, preserve_order=False) [0, 1, 2, 3, 4] >>> unique_list([[1],[2],[2],[1...
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def _get_docks_available(sta): """Given a GBFS station status blob, return the number of docks""" return sta['num_docks_available']
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import math def dist(a, b): """ distance between point a and point b """ return math.sqrt(sum([(a[i] - b[i]) * (a[i] - b[i]) for i in range(len(a))]))
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def __calc_year(entered_year: int, beginning_year: int) -> int: """ Calculates the year as a single digit (0 for first year, 2 for 3rd year) (+1 because it's zero indexed) """ return entered_year - beginning_year + 1
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def atom(text): """Parse text into a single float or int or str.""" try: x = float(text) return round(x) if round(x) == x else x except ValueError: return text
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def _WrapUnaryOp(op_fn, inner, ctx, item): """Wrapper for unary operator functions. """ return op_fn(inner(ctx, item))
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from typing import Any def _convert_sql_format(value: Any) -> str: """ Given a Python value, convert to string representation of the equivalent SQL datatype. :param value: A value, ie: a literal, a variable etc. :return: The string representation of the SQL equivalent. >>> _convert_sql_format(...
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def _format_digest(digest, scheme, encoding): """Formats the arguments to a string: {scheme[.encoding]}digest.""" if not encoding: return "{%s}%s" % (scheme, digest) return "{%s.%s}%s" % (scheme, encoding, digest)
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def _read_text_file(path): """ Read and return all the contents of the text-file with the given path. It is returned as a single string where all lines are concatenated. """ with open(path, 'rt') as file: # Read a list of strings. lines = file.readlines() # Concatenate to a...
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def get_model_shortcode(model_list): """ Get shortcode for the models, passed in as a list of strings """ shortcode_dict = { "tuned_localboosting": "tK", "tuned_cfsv2pp": "tC", "tuned_climpp": "tD", "perpp": "L", "multillr": "M", "tuned_salient2": "tS" ...
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def preamble_for_label(label): """ Return the preamble for the documentation block for the given label. :param label: The label to use as the paragraph title. :return: The string that should be preamble of the new section. """ preamble = str("\n" + " "*4 + "@par " + label + ":\n\n") preambl...
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def isbn13_checksum (isbn_str): """ Return the checksum over the coding (first 12 digits) of an ISBN-13. :Parameters: isbn_str : string An ISBN-13 without the trailing checksum digit. :Returns: The checksum character, ``0`` to ``9``. For example: >>> isbn13_checksum ("978094001673") '6' >>> isbn13...
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import re def get_output_path(manifest, regex): """ lists status.nodes in an argo manifest, and grabs intermediary output files paths using the node tree represented by status.nodes[*].name. Keeps only nodes of type 'Pod' and phase 'succeeded'. Parameters ---------- manifest : dict regex ...
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import logging def setup_logger(log_path): """Create a logger and return the handle.""" # Create a custom logger logger = logging.getLogger(__name__) logger.setLevel(10) # Create console handler c_handler = logging.StreamHandler() c_handler.setLevel(21) # Create file handler f_h...
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def to_string(pairs): """Converts a series of (int, int) tuples to a time series string.""" return " ".join("%i:%i" % pair for pair in pairs)
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def get_members(module): """Get all public members from a module.""" namespace = [attr for attr in dir(module) if not attr.startswith("_")] return [getattr(module, attr) for attr in namespace]
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def get_icon_info(family_name, icons, host, asset_url_pattern): """Returns a list containing tuples of icon names and their URLs""" icon_info = [] for icon in icons: if family_name not in icon['unsupported_families']: name = icon['name'] url_params = { 'family...
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def get_epsg_srid(srs_name): """Parse a given srs name in different possible formats WFS 1.1.0 supports (see 9.2, page 36): * EPSG:<EPSG code> * URI Style 2 * urn:EPSG:geographicCRS:<epsg code> :param srs_name: the Coordinate reference system. Examples: * EPSG:<EPSG code> *...
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import re def strip_item(s): """ removes all types of brackets and quotation marks from string object used to strip name objects """ s = re.sub(r'[()\[\],"]', '', s) # removes all types of brackets and quotes return s.strip().lower()
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def team_year_key(*args): """ Create a key string to identify a combination of team and year. If 2 arguments are passed, it assumes it must construct a key from a pair of team and year. If 1 argument is passed, it assumes it is a key and must de-construct it into a team and year pair. """ ...
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def c2m(pos, scale=100): """Convert screen/pixel coordinates to map coordinates""" return pos * 40.85 * 100 / 2048 / scale + 1
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def build_label(vertex_id, agents): """Builds the emoji representation of all agents on a single vertex""" return f"{vertex_id}" + "".join(agent.emojify() for agent in agents)
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def wrap_msg(msg): """ Wrap a log message with '=' marks. Necessary for making cluster load background logging distinguishable Args: msg (str): The log message to wrap Returns: str: The wrapped log message """ marks = "=" * len(msg) if len(msg) < 150 else "=" * 150 ret...
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def Tail(filename, n_lines): """Return the last several lines of a file. If the file does not exist, an empty string is returned. Args: filename: Name of the file to read. n_lines: Number of lines to return. Returns: String containing the file data. """ lines = [] try: with open(filenam...
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def sec_to_time(sec: int) -> str: """ Convert second to human readable time """ h = sec // 3600 sec = sec % 3600 m = sec // 60 sec = sec % 60 return '{:02}:{:02}:{:02}'.format(h, m, sec)
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import re from typing import OrderedDict def expose_extr(hrefs): """Takes soup element of one search page of immowelt and returns all the exposes as list of str Args: hrefs (soup element): search page of immowelt Returns: list: exposes as strings """ exposes = [re.findall("\/...
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import sympy def symbol(name, real=True): """ Create symbolic variables :param name: symbol names :type name: str :param real: assume variable is real, defaults to True :type real: bool, optional :return: SymPy symbols :rtype: sympy .. runblock:: pycon >>> from spatialma...
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def bucketed_list(l, bucket_size): """Breaks an input list into multiple lists with a certain bucket size. Arguments: l: A list of items bucket_size: The size of buckets to create. Returns: A list of lists, where each entry contains a subset of items from the input list. """ n = max(1, bucke...
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def assert_indexed(func): """ Decorator to ensure surface has been indexed prior to calling function. """ def asserted(self, *args, **kwargs): if self.indexed is None: raise RuntimeError("Surface must be indexed before calling ", func.__name__) ...
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def get_credit_card_full_po_lines_from_date(alma_api_client, date): """Get a list of full PO line records for credit card purchases (acquisition_methood = EXCHANGE) from the specified date.""" brief_po_lines = alma_api_client.get_brief_po_lines("EXCHANGE") credit_card_full_po_lines = [] for brief_po...
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def pkcs_1_5(b: bytes, size: int) -> int: """ PKCS#1.5 padding. Create a block of the form: 00 || BT || PS || 00 || b Where BT is usually 0x01 and PS are 0xff bytes in a number such that the whole block is filled. The length of b must be less than the size of the block minus 3 (...
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from typing import List def spatial_to_serial_order(hole_sequence: List[int], holes: List[int]) -> List[int]: """ Converts a temporal sequence of spatial holes into a list of serial order positions. Converts the list of spatial holes in use (``hole_sequence``) and the ...
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def _find_formatter(formatters): """Returns a formatter that takes x, and applies formatter based on types. Args: formatters: map from type to formatter Returns: function: x -> displayable output """ def formatter(x): for type_, formatter_for_type in formatters.items(): if isinstance(x, t...
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def _f2s(number, dec=4): """ Return string representation of ``number``. Returned string is: * without trailing decimal zeros, * with at most ``dec`` decimal places. """ if not isinstance(number, (int, float)): return number return '{{:.{:d}f}}'.format(dec).format(numbe...
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def generate_script(group, entry_point, header, template): """Generate the script based on the template. :param str group: The entry-point group name, e.g., "console_scripts". :param str header: The first line of the script, e.g., "!#/usr/bin/env python". :param str template: Th...
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def determine_band_channel(kal_out): """Return band, channel, target frequency from kal output.""" band = None channel = None tgt_freq = None while band is None: for line in kal_out.splitlines(): line = line.decode("utf-8") if "Using " in line and " channel " in line:...
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import random import string def random_string(length: int = 8) -> str: """ Returns a random string (just letters) of a specified length :param length: the length :return: the random string """ return "".join(random.choice(string.ascii_letters) for _ in range(length))
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def f_rise(t_half): """ Davenport+ 2014 Eqn. 1 """ return (1 + 1.941 * t_half - 0.175 * t_half**2 - 2.246 * t_half**3 - 1.125 * t_half**4)
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