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def operations_get_supported_notification_types_post(): # noqa: E501 """operations_get_supported_notification_types_post # noqa: E501 :rtype: TapiNotificationGetSupportedNotificationTypes """ return 'do some magic!'
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import torch def check_cuda(): """ Checks if cuda device is available returns device """ device_type = "cpu" if torch.cuda.is_available(): print("NOTICE: You have a CUDA device. Running with CUDA") device_type = "cuda" device = torch.device(device_type) return device, dev...
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def to_degrees(dir, value): """ convert the GPS coordinates stored in the EXIF to degress in float format :param value: tuples of DMS :param dir: direction E/N/W/S """ d = float(value[0][0]) / float(value[0][1]) m = float(value[1][0]) / float(value[1][1]) s = float(value[2][0]) / float(...
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def instance_module_default_style(module_name, inst_name, ports): """ Connect in the same order as declared in the module :param module_name: :param inst_name: :param ports: :return: """ # Instance the module disp_str = "\n{} {} (\n".format(module_name, inst_name) for port in po...
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import math def distance(x1, y1, x2, y2): """Get euclidean distance between two points""" return math.sqrt(math.pow(abs(x1-x2), 2) + math.pow(abs(y1-y2), 2))
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def getLinks(info='site.info'): """look in the info, check for files, and make a list of links""" infoFile = open(info) links = infoFile.readlines()[1:] links = [link.strip() for link in links] linkInfo = [[item.strip() for item in name.split(',')] for name in links] infoFile.close() return(...
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def unknown_pairs_present(model): """ Test if PDB file contains unknown type pairs Parameters: model (obj): model object Returns: (bool): True if PDB file contains unknown type pairs """ grm = model.get_restraints_manager() sites_cart = model.get_sites_cart() site_labels = model.get_xray_struc...
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import re def hashtag_token(doc): """Create a hashtag token by merging the # token and relevant text""" indexes = [m.span() for m in re.finditer(r'#\w+', doc.text, flags=re.IGNORECASE)] for start, end in indexes: doc.merge(start_idx=start, end_idx=end) pattern = re.compile(r'#\w+') for ...
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import hashlib def gen_hash_filename(filename): """Generates an hashed filename as an unique picture ID param filename: Filename that schould be hashed """ return hashlib.sha224(str(filename).encode("utf-8")).hexdigest() + ".jpg"
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def get_list_query_cond(type: str, val: list, query_params: dict): """ Returns the entered list of strings as part of an SQL condition on the AHJ table of the form: (AHJ.`type` = 'val1' OR AHJ.`type` = 'val2' OR ... ) AND """ if val is not None and len(val) != 0: or_list = [] ...
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def _quote_tag_if_needed(tag: str) -> str: """Quotes tags just like timewarrior would quote them. Args: tag: The tag that should be quoted. Returns: The quoted tag. """ if tag[0] == '"' or tag[0] == "'": return tag special_chars = [" ", '"', "+", "-", "/", "(", ")", "<...
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def largest_prime_factor(input_num): """ Function returns the largest prime factor of an input. REQ: input_num >= 0 and whole :param input_num: {int} is original input number :return: {int} the largest prime factor of the input or {NoneType} if input_num < 2 """ # if input is less than 2,...
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def get_volumes(self): """ Documentation: --- Description: Associated each EBS volume object with its Name tag. --- Returns: volumes : dictionary Dictionary where the keys are the Name tags and the values are the EBS volum...
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def chose_examples(labels, label_set=None, number=1): """Choses n example of each label. """ if label_set is None: label_set = set(labels) out = [] for l in label_set: start = -1 for _ in range(number): start = labels.index(l, start + 1) out.append(sta...
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def get_fastqs_for_read_index(lane_to_fastqs, read_index): """Get a list of fastq urls for the given read index Args: lane_to_fastqs (Dict[Dict[str, str]]): dict of dict mapping each lane to a dict of read index to fastq url read_index (str): the read_index to filter by, e.g. "read1", "read2", ...
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from pathlib import Path import torch def load_pretrained(vae, path, load_predictor): """Load a previously trained model, and optionally ignore weights/bias for predictor""" load_path = Path(path) state = torch.load(load_path) if "epoch" in state.keys(): print(f"Loading model from epoch {state...
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def determine_best_contact(contacts): """ gibt Kontakt mit höchster übertragener Datenmenge aus übergebener Menge zurück :param contacts: list / set / ... :return: Contact """ current_best_data = 0 best_contact = None for contact in contacts: current_data = contact.get_data() ...
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import inspect def distprops(dist): """return a list of a distribution's properties""" return [ p for p in (set(inspect.getfullargspec(dist.__init__).args) - {"self"}) if hasattr(dist, p) ]
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def find_key(d: dict, key: str, default: None): """ Search for the first occurence of the given key deeply in the dict. When not found is returned the default value """ if key in d: return d[key] for k, v in d.items(): if isinstance(v, dict): item = find_key(v, key, default)...
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def polygon_trans(p): """ :param p: polygon list with dict("lat": v1, "lng": v2) as elements :return: polygon list with (v_lat, v_lng) as elements """ new_p = [] for point in p: new_p.append((point["lat"], point["lng"])) return new_p
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import os def ListFile(FilePath, extensions): """ 给定文件夹的路径和要提取的文件扩展名,返回一个文件列表 """ Files = [] filenames = os.listdir(FilePath) for file in filenames: AbsolutePath = os.path.abspath(os.path.join(FilePath, file)) # 文件的绝对路径 if os.path.splitext(file)[1] == extensions: # os.path.sp...
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def _buffer_if_necessary(shape): """Fix the basins shapes which are invalid. Following the advice given here: https://github.com/Toblerity/Shapely/issues/344 """ if not shape.is_valid: shape = shape.buffer(0.0) assert shape.is_valid return shape
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def get_stats(data): """ Returns some statistics about the given data, i.e. the number of unique entities, relations and their sum. Args: data (list): List of relation triples as tuples. Returns: tuple: #entities, #relations, #entities + #relations. """ entities = set() relations = set() for triple in d...
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def format_pylint_disables(error_names, tag=True): """ Format a list of error_names into a 'pylint: disable=' line. """ tag_str = "lint-amnesty, " if tag else "" if error_names: return u" # {tag}pylint: disable={disabled}".format( disabled=", ".join(sorted(error_names)), ...
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def full_bed_location(): """returns path to example full spec bed file""" return "tests/test_data/full_bed.bed"
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def default_permission(permissions): """ This permission should be used as the default (e.g. all guest, all media)""" for p in permissions: if p.name == 'Default': return p
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async def u2_get_device_display_h_and_w(d) -> tuple: """ u2获取设备的高跟宽 :param d: eg: u2 d :return: """ device_height = d.device_info.get('display', {}).get('height') device_width = d.device_info.get('display', {}).get('width') return device_height, device_width
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def sanitize_dict(value): """Recursively remove special characters from dictionary keys. The special characters are . and $, eg the special characters for MongoDB. Note that, in case of key collision after the removal of special characters, the common key will be updated with the value of the ...
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def is_jar_library(target): """Returns True if the target is an external jar library.""" return target.has_label('jars')
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def myfuncMean( TheListOfvalues ): """ This function computes and returns: 1.- The mean of a list holding any set of values. 2.- A message regarding whether the mean is or not a whole number. To call this function do: thevalues = [1,2,3,4,5] meanval, me...
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def is_zipfile(filename): """Quickly see if file is a ZIP file by checking the magic number. Will not accept a ZIP archive with an ending comment. """ try: fpin = open(filename, "rb") fpin.seek(-22, 2) # Seek to end-of-file record endrec = fpin.read() fpin....
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from pathlib import Path def get_expect_file(sql_file: Path) -> Path: """ Returns the csv file with the expected results for a sql file. """ if ( str(sql_file) == "" or sql_file.stem == "" or sql_file.suffix == "" or sql_file.suffix.lower() not in (".sql") ): ...
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import itertools def union(first, *args, **kwargs): """Takes a list of dictionaries and performs union of each. Can take additional key=values as parameters to overwrite or add key/value-pairs. No side-effects,""" new = first.__class__() for item in itertools.chain([first], args, [kwargs]): ...
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def binaryFilesEqual(fn1, fn2): """True if two files are bytewise identical.""" with open(fn1, "rb") as f1, open(fn2, "rb") as f2: for byte1, byte2 in zip(f1, f2): if byte1 != byte2: return False return True
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def score_char_overlap(term1: str, term2: str) -> int: """Count the number of overlapping character tokens in two strings. :param term1: a term string :type term1: str :param term2: a term string :type term2: str :return: the number of overlapping ngrams :rtype: int """ num_char_mat...
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from typing import Iterable from typing import Callable def set_validator(valid_set: Iterable[str]) -> Callable: """Return set validator for given iterable of strings. Parameters ----------------- valid_set: Iterable[str], Iterable of lists that compose the valid set. Returns -------...
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def cleanup_value(value): """Try and convert the given value to a float.""" value = value.strip() try: return float(value) except Exception: return value
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def clean_command_type(text: str) -> str: """Remove parents from the command type""" text = text.replace("Command.", "") text = text.replace("CommandType.", "") return text
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import tempfile import getpass def get_default_session_filename(username: str) -> str: """Returns default session filename for given username.""" dirname = tempfile.gettempdir() + "/" + ".instaloader-" + getpass.getuser() filename = dirname + "/" + "session-" + username return filename.lower()
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import re def remove_html_tags(s, pad=' '): """ From http://stackoverflow.com/a/12982689/610569 """ return re.sub('<.*?>', pad, s)
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import re def parse_points(points_str): """Parses the points specification for polyline and polygon elements (SVG 1.1, 9.7.1). """ # Treat #-# as # -# points_str = points_str.replace('-', ' -') return [float(s) for s in re.split("[\x20\x09\x0D\x0A]+|[,]", points_str) if s != ""]
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def ccw(A, B, C, dim): """ Check if the points are listed in counter-clockwise order. """ if dim == 2: # only 2 dimensions return((C[:, 1] - A[:, 1]) * (B[:, 0] - A[:, 0]) > (B[:, 1] - A[:, 1]) * (C[:, 0] - A[:, 0])) else: # dim should be equal to 3 return((C[:, 1, :] - A[:,...
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def group_type_object_factory(group_type_name): """Cook up a fake group type """ group_type = { 'name': group_type_name } return group_type
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import sqlite3 import os def open_sqlite3_db(dir): """Open the sqlite3 database contained in dir. We use "data.sqlite3".""" return sqlite3.connect(os.path.join(dir, 'data.sqlite3'))
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import os import json def get_sent_list(sent_file): """Return the list of (name, email) tuples that we've already sent to.""" results = [] if os.path.exists(sent_file): for line in open(sent_file): info = json.loads(line) results.append(info) return results
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import os def CheckHomeForFile(filename): """Checks the users home dir for the existence of the given file. Returns the path to the file if it's there, or None if it is not. """ full_path = os.path.expanduser(os.path.join('~', filename)) if os.path.exists(full_path): return full_path return None
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def find_text(node, path): """Find a node's text or None """ return getattr(node.find(path), 'text', None)
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def format_time(time): """ Format time based on strftime. Args: time: Expected time as datetime.datetime class Returns: Formatted time. """ return time.replace(second=0).strftime('%Y-%m-%d %H:%M:%S')
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import string import random def get_random_inum(): """[Generates a fake random inum, aplhanumeric 30 digits] Returns: [str]: [30 digit alphanumeric string to be used as inum] """ letters_and_digits = string.ascii_letters + string.digits fake_inum = ''.join((random.choice(letters_and_digit...
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def lr_decay(optimizer, hp): """Decay learning rate by a factor of lr_decay""" for param_group in optimizer.param_groups: if param_group['lr'] > hp.min_lr: param_group['lr'] *= hp.lr_decay return optimizer
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def get_accuracy_string(full_rep_accs): """format string with accuracies""" return '%05.2f/%05.2f/%05.2f'%(full_rep_accs[0], full_rep_accs[1], full_rep_accs[2])
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def foobar(x): """ foobar docstring :param x: :return: """ return x**2
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from typing import Iterable from pathlib import Path def list_images(img_dir) -> Iterable[str]: """List all image files in img_dir. Returns an iterator that lists the files to process. Subclasses may want to override this to return specific image types or filter the results. By default, will list all ima...
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def map_label(label, alias): """ Update label from its alias value in config.yaml. ``` alias.get(label, label) ``` If the `label` has an alias, use it else use the label as-is. This requires labels to be created this way: ```yaml alias: aliased_label_1: real_label a...
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from pathlib import Path def assemble_path(*args): """Join together all specified inputs into a directory path.""" if not args: raise ValueError("You must specify at each one path parameter to assemble") assembled_path = Path(args[0]) for index, path in enumerate(args[1:]): assembled_p...
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from typing import OrderedDict def list_drop_duplicates(li: list, keep: str = 'first') -> list: """ Drop duplicates from a (ordered) list :param li: List to drop duplicates from :param keep: Keep first or last occurrence of the unique items """ if keep == 'first': return list(OrderedD...
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def get_all_locales(cache): """Gets a list of all locales and prints them out to the terminal""" locales = sorted(list(set([x['locale'] for x in cache.itervalues()]))) return locales
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def is_api_disabled(config, api_name): """Check if api_name is disabled in the config. Args: config (dict): GCP API client configuration. api_name (str): The name of the GCP api to check. Returns: bool: True if the API is disabled in the configuration, else False. """ retur...
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import glob def get_file_paths(path_to_data: str = 'drive/MyDrive/Belgorodskaya/*.tif', feature_names: list = ['tmax', 'tmin', 'pr']): """ Filters out required features amongs terraclim dataset Arguments: path_to_data (str): path to directory that containts terraclim dataset feature_names (list):...
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def normalize(v): """ Normalizes v Args: v -- Vector Returns: Vector """ l = sum([t ** 2 for t in v]) ** -0.5 return [l * t for t in v]
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def scfenergy(outputfile): """ Temp fix for Q-Chem outputs (need to fix cclib upstream)""" scfenergies = [] with open(outputfile, 'r') as handle: lines = handle.readlines() for line in lines: if 'Total energy in the final basis set' in line: scfenergies.append(f...
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def deserialize_measurement(serialized): """Deserialize a `openff.evaluator.unit.Measurement` from a dictionary of the form `{'value', 'error'}`. Parameters ---------- serialized : dict of str and str A dictionary representation of a `openff.evaluator.unit.Measurement` which must ha...
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def score(letter): """ Returns index of letter in alphabet e.g. A -> 1, B -> 2, ... """ string = 'ABCDEFGHIJKLMNOPQRSTUVWXYZ' return(string.index(letter) + 1)
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def aggregate_to_ts_and_endpoint(data, verbosity=False): """Aggregate/sum the returned data by timestamp and endpoint alias.""" aggs = {} # Aggregate/sum the returned data by timestamp and endpoint alias. for row in data.data: if verbosity: print(' *', row) for data in row.d...
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def exhausted_search(nums, k): """Linear search the top k smallest elements. Arguments: nums {list} -- 1d list with int or float. k {int} Returns: list -- Top k smallest elements. """ rets = [] idxs = [] key = None for _ in range(k): val = float("inf") ...
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def getConnectionParameters(): """ :returns: URL string respresenting broker connection parameters """ return "amqp://guest:guest@localhost:5672/%2F"
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import re import unicodedata def slugify(string): """ Slugify unicode string. Example: >>> slugify("Hélló Wörld") "hello-world" """ if not string: return '' return re.sub(r'[-\s]+', '-', re.sub(r'[^\w\s-]', '', unicodedata.normalize('NFKD', string)).strip().lower())
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import argparse def argument_parser(): """This function captures the comandline arguments for clean_dataset module""" # passing arguments to average dataset parse = argparse.ArgumentParser(description="summarize the dataset by average") # summary option parse.add_argument( "-a", "...
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import tempfile import gzip def process_reads_crick(args): """process crick trimmed reads and make them ready for mapping with STAR""" crick_r1 = tempfile.NamedTemporaryFile(suffix=".fastq", prefix='crick_r1', dir=args.tmpdir, delete=False) crick_r2 = te...
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def computeSimilarityScores(inputs, fvecfunc, combfunc, clsfunc): """Computes similarity scores for all pairs in the given set of inputs. Exhaustively goes through all pairs of inputs, and looks up feature vectors using the given fvecfunc. Pairs of feature vectors are combined using the combfunc. These ...
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import os def create_directory(directory): """Create parent directories as necessary. :param directory: (~str) Path of directory to be made. :return: True - if directory is created, and False - if not. """ try: os.makedirs(directory) return True except OSError: # Checks...
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def get_device_id(device): """ Get the device_id of a device """ return device.type[len('_arsdk-'):-len('._udp.local.')]
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def _rename_chord(chord): """Rename chord. Default: 26 chord classes, 12 maj + 12 min + other + non-chord.""" root, attribute = chord['root'], chord['attribute'] attribute = attribute.split('/')[0] # remove inversion if root == 'N': # non-chord return root elif any(s in attribute for s in ...
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def _valueList(self, mat): """Return the given MMatrix as a value list. :param matrix: The MMatrix to generate the list from. :type matrix: om2.MMatrix :return: The list of matrix values. :rtype: list(float) """ values = [] for i in range(4): for j in range(4): valu...
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import re def remove_default_namespace(src): """ Remove default xmlns from the given string. :param str src: Source string :returns: String with xmlns definitions removed. """ return re.sub(r' xmlns="[^"]+"', '', src)
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import click import shutil import os import subprocess import sys def create_env(dest, env_name='env'): """ Create a virtual environment. :param dest: The full path to the project root. """ click.echo('Creating a virtual environment...') virtualenv = shutil.which('virtualenv') if virtualen...
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def get_display_range(worksheet): """ Get the conditions displayed on a worksheet. args: worksheet (seeq.spy.workbooks._worksheet.AnalysisWorksheet): Worksheet returns: conditions (dict): Display range. {'Start':Timestamp, 'End':Timestamp} """ return worksheet.display_range
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def _is_prefix(lhs, rhs): """ return True if the first list is a prefix of the second """ rhs = list(rhs) while rhs: if lhs == rhs: return True rhs.pop() return False
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def get_pipeline(pipeline): """Manipulates the input pipeline into a usable form.""" if isinstance(pipeline, list): pipeline = {"pipeline": pipeline} elif isinstance(pipeline, dict): if "pipeline" not in pipeline: pipeline = {"pipeline": [pipeline]} else: raise TypeEr...
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def count_number_of_entries(row, feature, ref_counts): """Count the number entries for given building based on building reference number. row : pandas.Series EPC dataset row. feature: str Feature by which to count building entries. e.g. "BUILDING_REFERNCE_NUMBER" or "BUILDING_I...
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import functools def compose(*args): """ :param args: a list of functions :return: composition of the functions """ def compose2(f1, f2): def composed(*args_c, **kwargs_c): return f1(f2(*args_c, **kwargs_c)) return composed return functools.reduce(compose2, args)
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def comment_parser(reddit_comment_object): """Parses a comment and returns selected parameters""" post_timestamp = reddit_comment_object.created_utc post_id = reddit_comment_object.id score = reddit_comment_object.score ups = reddit_comment_object.ups downs = reddit_comment_object.downs pos...
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def ids2tokens(vocab, tokids): """ Convert list of numeric token ID arrays `tokids` to a character token array with the help of the vocabulary array `vocab`. Returns result as list of string token arrays. .. seealso:: :func:`~tmtoolkit.preprocess.tokens2ids` which reverses this operation. :par...
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def pad_trunc(data, maxlen): """ For a given dataset pad with zero vectors or truncate to maxlen """ new_data = [] # Create a vector of 0's the length of our word vectors zero_vector = [] for _ in range(len(data[0][0])): zero_vector.append(0.0) for sample in data: if len(sampl...
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def get_block_size(num_antennas=1, tchans_per_block=128, num_bits=8, num_pols=2, num_branches=1024, num_chans=64, fftlength=1024, int_factor=4): """ Calculate block size, given a ...
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def dimensionsKeepAspect(targetWidth, targetHeight, oldWidth, oldHeight): """ Gives resizing dimensions to keep an image within (targetWidth, targetHeight) while preserving the original aspect ratio. Does not upsize iamges smaller than the target dimensions. """ if (oldWidth < targetWidth) and (...
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from datetime import datetime def datetime_to_number(dt: datetime): """ convert datetime to number :param dt: datetime :return: 4 byte number """ year = dt.year - 2000 month = dt.month - 1 day = dt.day - 1 hour = dt.hour minute = dt.minute second = dt.second temp = year...
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import json import os def _workflow_upload_file_load(workflow_file: str) -> tuple: """Attempts to load the workflow from a file Arguments: workflow_file - the path to the workflow file Returns: A tuple containing the loaded workflow and a message, in that order Notes: If the wo...
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import numpy import re def fread_vector(stream): """The fread_vector() function reads a vector from the stream pointed to by @p stream and returns it as a numpy array. @param stream Stream object @return Tensor as numpy array """ return (numpy.array( [float(d) for d in re.split("\s+", stream...
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def calcIPNotation(value): """ Calculates the notation of the ip addresse given its value """ notat = [] for i in range(4): shift = 255 << ( 8*(3-i) ) part = value & shift part = part >> ( 8*(3-i) ) notat.app...
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def load_best_blast_hit( blast_result_file ): """! @brief load best blast hit per query """ best_hits = {} with open( blast_result_file, "r" ) as f: line = f.readline() while line: parts = line.strip().split('\t') try: data = best_hits[ parts[0] ] if float( parts[-1] ) > data['score']: del...
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def get_sites(): """ Return the list of jahia sites for which we have data """ return ['atelierweb2']
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def parse_slack_message_object(message_obj): """parse user_name/channel_name out of slack controller Notes: `slackbot.message`.keys(): [type, channel, user, text, ts, source_team, team] Args: message_obj (:obj:`slackbot.message`): response object for slack Returns: dict: messa...
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def generate_builder_inputs(fixture_code, generate_structure): """Generate a set of default inputs for the ``Wannier90BandsWorkChain.get_builder_from_protocol()`` method.""" def _generate_builder_inputs(structure_id="Si"): inputs = { "codes": { "pw": fixture_code("quantumesp...
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def calculate_IonS(salt): """DOE handbook, Chapter 5, p. 13/22, eq. 7.2.4""" return 19.924 * salt / (1000 - 1.005 * salt)
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def filter_atlas_and_dataset(scores_df, atlas_df, metatlas_dataset, column='passing'): """ Splits atlas and metatlas_dataset by compound according to if it passes/fails minimum requirements set by: 'min_intensity', 'rt_tolerance','mz_tolerance', 'min_msms_score', 'min_nu...
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def parse_namespace(publicDeclarations): """ from . import util import json namespace_json = util.parse_namespace(publicDeclarations["publicDeclarations"]) json.dump(namespace_json, open("c:/namespace.json",'w')) """ namespaces_dict = {} for namespace in publicDeclarations: name...
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def str_dict(input_dict): """ Convert all the values in a dictionary to str :param input_dict: :type input_dict: dict{any: any] :return: dictionary including str values :rtype dict[any: str] """ return {key: "{}".format(value) for key, value in input_dict.items()}
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from typing import Union from pathlib import Path from typing import Any import pickle def read_pkl(pkl: Union[str, Path]) -> Any: """ Read pickle file. Parameters ---------- pkl : str or pathlib.Path The path od pickle file. Returns ------- obj : Any Restored object. """...
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def straightforward_search_1d(a): """ @fn straightforward_search_1d """ if (a[0] >= a[1]): return 0 N = a.length() if (a[N - 1] >= a[N - 2]): return N - 1; for i in range(1, N - 1): if (a[i] >= a[i - 1] and a[i] >= a[i + 1]): return i return -1
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