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def all_wheels_must_be_on_track(all_wheels_on_track): """ Return low factor if car doesn't have all its wheels on the track """ if not all_wheels_on_track: wheel_factor = 1e-3 # hard code multiplier rather than making it # continuous since we don't know the width of ...
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def comment(_str): """ Create a ANSYS comment """ return "! %s"%(_str)
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import copy def copy_images(images): """ Copies images and returns the new instances. The new images also have copied calculators. Parameters ---------- images: list List of ase atoms images to be copied. """ new_images = [] for image in images: calc = image.get_c...
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def rename(imgName, char): """ Helper function for renaming output files """ title = imgName.split(".jpg")[0] newTitle = "{}_{}.jpg".format(title, char) return newTitle
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def _escape_xref(xref_match): """Escape things that need to be escaped if they're in a cross-reference. """ xref = xref_match.group() xref = xref.replace('/', '%2F') xref = xref.replace('?', '%3F') xref = xref.replace('#', '%23') return xref
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def bpm_sync(bpm, quarter_notes): """ Turns a BPM value and a length given in beats into a frequency usable by a modifier. :param bpm: Beats Per Minutes :param quarter_notes: Length of LFO cycle in quarter notes :return: frequency in Hz """ return bpm / 60.0 / quarter_notes
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import math def getPoint(t, R, Rr, E, N): """ Get a point on a cycloid with the given parameters t: parameter R: major radius Rr: rolling radius E: eccentricity N: number of pins """ psi = math.atan2(math.sin((1-N)*t), ((R/(E*N))-math.cos((1-N)*t))) x = (R*math.cos...
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def _get_coord_affine(ndim): """Compute target coordinate based on a homogeneous transformation matrix. The homogeneous matrix has shape (ndim, ndim + 1). It corresponds to affine matrix where the last row of the affine is assumed to be: ``[0] * ndim + [1]``. Notes ----- Assumes the follow...
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import re def clean_html_from_string(raw_html): """ This function receives an HTML string of a text, and retrieves a clean string of its content. Args: raw_html: An HTML format text Returns: (string). A clean text string """ if not raw_html: return None clean_r = re.c...
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def users_in_same_organization(user_one, user_two): """Returns true if the two users passed in belong to the same organization.""" if not hasattr(user_one, 'organization') or not hasattr(user_two, 'organization'): return False return user_one.organization == user_two.organization
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def calculate_countdown__mod(count: int, index: int, duration: int) -> int: """ 把周期任务通过取模的方式平均分布到 duration 秒 内执行,用于削峰 :param count: 任务总数 :param index: 当前任务索引 :param duration: 执行周期 :return: 执行倒计时(s) """ return max(index, 1) % max(duration, 1)
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def parse_id(id_value: str) -> dict: """ Parse the id_value into its component parts. :param id_value: The id value to parse. :return: A dictionary containing the parts of the id including the prefix, uuid, and checksum. """ if len(id_value.split('-')) != 8: temp...
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def comp_cols(comps): """Return columns corresponding to the average composition :comps: str :returns: list str """ return ["<comp({})>".format(c) for c in comps]
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def rk4_update(dynamics_fun, state, num_updates, delta_t, t=None): """Applies num_update Runge-Kutta4 steps to integrate over delta_t. Returns update: delta_state""" def get_update(update): dt = delta_t / num_updates current_state = state + update k1 = dt * dynamics_fun(current_state) ...
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def get_seq_diff(seq_tuple): """Returns the difference between two TCP sequence numbers.""" (seq_min, seq_max) = seq_tuple if None in (seq_min, seq_max) or 0 in (seq_min, seq_max): return None # Seq wrap-around diff = seq_max - seq_min if diff < 0: diff += 2 ** 32 return ...
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def get_height(clust): """Return height for given cluster""" # Is this an endpoint? The the height is just 1 if not clust.left and not clust.right: return 1 # Otherwise the height is the same of the heights of each branch return get_height(clust.left) + get_height(clust.right)
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def add_comma_separation(input: int) -> str: """Adds comma-separation for thousands to an integer.""" return f'{input:,.0f}'
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from bs4 import BeautifulSoup def prettify_html(html: str) -> str: """ Create beautiful HTML using BeautifulSoup :param html: The input raw HTML :return: The beautiful HTML """ soup = BeautifulSoup(html) return soup.prettify()
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from typing import Tuple import pathlib def _parse_github_path(path: str) -> Tuple[str, str, str]: """Parse the absolute github path. Args: path: The full github path. Returns: repo: The repository identifiant. branch: Repository branch. path: The inner path. Raises: ValueError: If the ...
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import re def is_url_valid(url: str) -> bool: """ Check if the URL is a valid comment URL. Args: url: The URL to check. Returns: True if the URL is a valid comment URL, False otherwise. """ pattern = r"https://www\.deviantart\.com/comments/\d+/\d+/\d+" return bool(re.ma...
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def Dot(v1, v2): """ Returns the Dot product between two vectors: **Arguments**: - two vectors (sequences of bit ids) **Returns**: an integer **Notes** - the vectors must be sorted - duplicate bit IDs are counted more than once >>> Dot( (1,2,3,4,10), (2,4,6) ) 2 Her...
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def iodp_sample_names(df): """ Convert expedition, hole, section, type, interval to sample name in format: exp-hole-type-sect-interval Parameters ___________ df : Pandas DataFrame dataframe read in from .csv file downloaded from LIMS online database Returns -------------- ...
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def adjusted_legth_text(text, length): """Returns a text padded with spaces on the right to match a length :param text: Text to pad :type text: str :param length: Desired length with padding :type length: int :return: Padded text :rtype: int """ if len(text) < length: return text + "".join([" " for _ in ra...
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def get_content_infos(requests_obj, show_id): """ Retrieves some informations for the content to beautify output, specifically description and well formatted name """ infos_url = "https://www.vvvvid.it/vvvvid/ondemand/" + show_id + "/info/" json_file = ( requests_obj["session"] ....
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def search_event(query, hits, n_total_hits, query_time_ms, source_id=None): """Format the properties of the ``search`` event. :param query: a dictionary that specifies the query and it's options :type query: dict :param hits: a list of the returned hits. Each item in the list should co...
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import torch def mask_to_label(mask, classes): """ Returns the combined masks, i.e. label for a mask based on the color classes. Arguments: mask {torch.Tensor} -- mask tensor [shape = (B, N, H, W) ; B = Batch Size, N = Number of Classes] classes {torch.Tensor} -- color classes tensor [sha...
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from typing import Dict from typing import Any from datetime import datetime def capture_config(**kwargs) -> Dict[str, Any]: """ Capture arguments for the current experiment and add timestamps. Parameters ---------- kwargs: Dict Arguments for the current experiment. Returns -----...
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def plural(n): """Utility function to optionally pluralize words based on the value of n. """ if n == 1: return '' else: return 's'
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def config_parser_to_dict(config): """ Translates the items in the config parser object to dict. :param config: RawConfigParser :return: Dictionary with the contents :rtype: dict """ contents = {} for section in config.sections(): contents.update({section: {item[0]: item[1] for...
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def invoke_transitive(proto_compile_rule, name_suffix, kwargs): """Invoke a proto_compile rule using kwargs Invoke is a convenience function for library rules that call proto_compile rules. Rather than having to do the same boilerplate across many different files, this function centralizes the logic o...
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def callable_get(collection, key, default=None, args=[]): """Get item from collection. Return collection applied to args, if it is callable""" result = collection.get(key, default) if callable(result): return result(*args) return result
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def funstr2schema(funstr: str) -> dict: """ A `funstr` is a functional-string, containing information of a schema in one string, written in a certain way. Explinations: Let funstr = (a:x, b:y) -> f:x. (c:x) -> g. (f:x, g:y) -> h:y (:x, :y) -> f mening that f is ex...
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def _sparse_ftrs_values(ftr_name): """Returns the name of the values for sparse feature `ftr_name`""" return f"{ftr_name}_values"
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def calcInstrNoiseSq(photParams): """ Combine all of the noise due to intrumentation into one value @param [in] photParams is an instantiation of the PhotometricParameters class that carries details about the photometric response of the telescope. @param [out] The noise due to all of these sou...
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def read_chroms(directory, genome_name): """ Read a tab-delimited text file with list of chromosomes and their sizes. Args: directory (str): directory of the file location (ex: '/Users/kimm/') genome_name (str): name of reference genome (ex: 'dm3', 'mm10', 'hg38', 'hg19', etc.) ...
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import re def _sanitize_value(value): """Sanitizes a value into a valid BigQuery label value.""" return re.sub(r'[^\w-]+', '', value.lower().replace('/', '-'))[0:63]
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def results_to_changemodel(fitted_models, start_day, end_day, break_day, magnitudes, observation_count, change_probability, curve_qa): """ Helper method to consolidate results into a concise, self documenting data structure. This also converts any s...
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def collatz_conjecture(n): """ Collatz Conjectures are a mathematical phenomenon where every number following a set of processes ends up becoming one. The processes are: Start with a number n > 1. Find the number of steps it takes to reach one using the following process: If n is even, divide it by 2. If n is odd...
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import re def cleanReason(reason: str) -> str: """ Converts data form of similarity reason (e.g. `bills-nearly_identical`) to a more readable form (e.g. `nearly identical`) Args: reason (str): The similarity reason in its data form Returns: (str): The similarity reason in its reada...
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import math def squaredims(n): """Given an integer, calculate the factorization n = a * b, where |a - b| <= 2, a <= b >>> squaredims(100) (10, 10) """ a = math.floor(math.sqrt(n)) b = math.ceil(n / a) return a, b
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def is_alarms_table(table): """ True if table of alarms notifications """ phrase = 'alarm' return phrase == table.short_title[:len(phrase)].lower()
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import json def manifest_get_data(to_path,key_name,attribute): """ Extract an attribute value from the manifest of an integration :param to_path: the output path to integration md files :param key_name: integration key name for root object :param attribute: attribute to get data from...
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def load_list(fname: str): """Plain text list loader. Reads from file separated by newlines, and returns a list of the file with whitespaces stripped. Args: fname (str): Name of file to be read. Returns: List[str]: A stripped list of strings, using newlines as a seperator from file. ...
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import toml import logging def _parse_conf(conf_file: str): """Parses the incoming toml config file""" try: conf = toml.load(conf_file) except Exception as e: logging.warning(f"Failed to decode TOML file: {e}. Using chrome as browser.") return "chrome", "", "", "", "" else: ...
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import re def stripXML(text): """ Remove XML annotation from a string. """ text = re.sub(r'<[^>]*>', '', text) text = re.sub(r'\s+', ' ', text) text = text.strip() return text
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def find_header_size(filename): """Script to find the header size of a filterbank file Args: filename (str): Name of file Returns size of header in Bytes (int) """ # open datafile filfile=open(filename,'rb') # go to the start of the file filfile.seek(0) #read some region l...
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import binascii def hexlify_bksl(data): """Encode bytes into an hexadecimal string with backslashes""" hexstr = binascii.hexlify(data).decode('ascii') return ''.join('\\x' + hexstr[i:i + 2] for i in range(0, len(hexstr), 2))
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def _createSetProperty(pName): """Internal method to create a SetXXX() method where XXX == pName.""" propName = pName def setProperty(self, value): return self.SetPropertyWithName(propName, value) return setProperty
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def read_public_key(public_key_path: str) -> str: """Loads the public key from file or raises a `RuntimeError`. :param public_key_path: Path to the public key. """ with open(public_key_path, 'r') as file: public_key_lines = [i for i in file.readlines() if i] if len(public_key_lines...
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def delete_items_by_index(list_, index_list, copy=False): """ Remove items from ``list_`` at positions specified in ``index_list`` The original ``list_`` is preserved if ``copy`` is True Args: list_ (list): index_list (list): copy (bool): preserves original list if True Exa...
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def get_doppler_params_output_format(keys): """Set a canonical output precision for frequency evolution parameters. This uses the same format (`%.16g`) as the `write_FstatCandidate_to_fp()` function of `lalapps_ComputeFstatistic_v2`. This assigns that format to each parameter name in `keys` wh...
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def pascals_triangle(n): """The first n rows of pascal's triangle""" out = [[1]] L = [1] for i in range(1,n): t = [0] + L for i in range(len(L)): t[i] += L[i] L = t out.append(L) return out
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def shape_expectation_failed(prefix, suffix, tensors:dict): """ Automated message generation for assertion errors on tensor shapes. :param prefix: Prepended message string :param suffix: Appended message string :param tensors: a dictionary with string labels as ids and the tensors as values, ten...
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def calc_precision(score_dict): """ Compute precision metric from the score dictionary inputs: score_dict dictionary with the keys 'TP', 'FP' and 'FN' output: precision float with the precision value """ precision = float(score_dict["TP"]) / float(score_dict["TP"] + sc...
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def fibo_iter(num): """Iterative Fibo.""" if num == 0: return 0 second_to_last = 0 last = 1 for _ in range(1, num): second_to_last, last = last, second_to_last + last return last
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import copy def get_topic_node_args(node_data): """ Returns (source_id, title) from node_data dictionary. """ node_data = copy.deepcopy(node_data) source_id = node_data.pop('source_id') title = node_data.pop('title') license = node_data.pop('license') return source_id, title
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import math def nCr(n, r): """ Number of combinations of a set of size n of distinct objects choosing r objects. :param int n: :param int r: :return int: """ result = math.factorial(n) \ / math.factorial(n-r) / math.factorial(r) return result
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def trigram_examples(scope="function"): """Trigram examples for test""" trigram_examples = { "Peter": ["$$P1", "$Pe1", "Pet1", "ete1", "ter1", "er$1", "r$$1"], "prepress": [ "$$p1", "$pr1", "pre1", "rep1", "epr1", "pre2", ...
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def locked(func): """Decorator which locks self.lock.""" def nested(self, *args, **kwargs): self.lock.acquire() try: return func(self, *args, **kwargs) finally: self.lock.release() return nested
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def get_tide_station(stations): """ Prompts user to select a NOAA station from a list. Displays a list of NOAA tide station ID & descritions, and prompts user to select one unless only on station is present. Returns the selected (or sole) station ID and station description, or None if user declin...
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def partition_shape_multipliers( shape, partition_shape): """ Given an array shape and a partition shape, determine for each dimension how many times the partition's extent can fit in the shape's extent. Returns a list of multipliers: for each dimension one. """ rank = len(shap...
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from typing import List def cleanup_files(files: List[str]) -> List[str]: """Remove redundant directory paths and root them""" last = None result = [] for path in sorted(files, reverse=True): if last is not None: if path.endswith("/") and last.startswith(path): con...
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import unicodedata def asciify(text): """ A wonderful function to remove accents from characters, and discard other non-ASCII characters. Outputs a string of only ASCII characters. >>> print(asciify('ædœomycodermis')) aedoeomycodermis >>> print(asciify('Zürich')) Zurich >>> prin...
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def disable() -> dict: """Disables database tracking, prevents database events from being sent to the client.""" return {"method": "Database.disable", "params": {}}
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def create_ssl_config(certfile=None, keyfile=None, cafile=None, check_hostname=True, secure=True, ssl_context=None): """ Choose CertificateManager settings :param certfile: path of certfile - contains public key :param keyfile: path of keyfile - contains private key :param cafile: path of cafile - c...
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import glob def count_jobs(path): """Count number of directories in workdir """ return len(glob.glob(path))
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def parabolic(sample_array, peak_index): """ Quadratic interpolation for estimating the true position of an inter-sample local maximum when nearby samples are known. Parameters ---------- sample_array : array_like (1D) Array of samples. peak_index : int Index for the loca...
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def get_publish_token(package_name: str): """ parses the package_name into the name of the token to publish the package. Example: @google-cloud/storage => google-cloud-storage-npm-token dialogflow => dialogflow-npm-token Args: package: Name of the npm package. Returns: ...
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def apply_masks(spectrogram, masks): """ Takes in a signal spectrogram and apply a set of T-F masks to it to recover the sources. Inputs: spectrogram: Numpy array of shape (T, F) containing the complex spectrogram of the signal to mask. masks: Numpy array of shape (T...
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def _GetRieDiskInfoMessage(disk_index, host, port, magic): """Returns the hashed text for import/export disk information. @type disk_index: number @param disk_index: Index of disk (included in hash) @type host: string @param host: Hostname @type port: number @param port: Daemon port @type magic: string...
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def _argsort(y_score, k=None): """ Returns the indexes in descending order of the top k score or all scores if k is None """ ranks = y_score.argsort() argsort = ranks[::-1] if k is not None: argsort = argsort[0:k] return argsort
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def compare_ccatParse(ref, ccatParse): """Compare a parsing code (ccat-parse) to a reference. Wildcard (*) accepted. A parsing code is a 8-char word: person (1=1st, 2=2nd, 3=3rd) tense (P=present, I=imperfect, F=future, A=aorist, X=perfect, Y=pluperfect) voice (A=active, M=middle, P...
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import re def has_cjk(text): """ infer if chinese (unihan), korean (hangul) or japanese (hirgana) characters are present :param text: :return: """ # CJK, Hirgana, Katana. Unified Ideagoraphs. Hangjul. search = re.search("[\u3000-\u30ff\u3400-\u4dbf\u4e00-\u9fff\uac00-\ud7af]...
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def convert_ids_to_toks(token_ids, tokenizer): """ Convert tokens id to tokens word :input: token_ids: tokens id tokenizer: tokenizer from Huggingface """ special_tokens = tokenizer.special_tokens_map_extended.values() results = [] for tok_ids in token_ids: tok_wo...
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def generate_absolute_parameter(parameter_values): """Generate parameters list for absolute parameter type.""" return parameter_values
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import re def _get_location_url(raw): """ Extract device description url from discovery response raw -- raw discovery response return -- location url string """ t = re.findall('\n(?i)location:\s*(.*)\r\s*', raw, re.M) if len(t) > 0: return t[0] return ''
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def lorentzian_one(x, fwhm, mu): """ Returns a Lorentzian line shape at x with FWHM fwhm and mean mu """ return 1.0 / (1+4*((x-mu)/fwhm)**2)
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from typing import List from typing import Dict from typing import Tuple def generate_text_n_input_ontology_indices( text_fields: List[str], forte_data_fields_dict: Dict[str, str] ) -> Tuple[str, Dict[str, Tuple[int, int]]]: """ Retrieve ontologies from data fields and concatenate them into text. Also...
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def makeFilenameFromNodePath(nodePath): """ Make filename from node path. Parameters: nodePath: a list of node names (path from root node to specific node) return value is a full path for the filesystem. e.g. "folder1/folder2/file.pickle" """ baseFilename = ",".join(nodePath) extension ...
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def overflow(keyword): """Validation for the ``overflow`` property.""" return keyword in ('auto', 'visible', 'hidden', 'scroll')
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import random def amb( pitch_center=40, pitch_range=6, pulse=120, rhythm=0.0, detune=0.0, repeat=0.5, memory=5, length=24, ): """Simple version of Larry Polansky's Anna's Music Box as a function.""" # start with empty lists for both pitch and duration my_pitches = [] m...
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def replace_capture_group(group_match_object, group_alternatives_set_list): """ Replace a capture group match object with a back reference. Appends the capture group's alternatives (as a set) to the supplied list of sets of capture group alternatives. """ group_alternatives_string = group_match_object.gr...
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def _map_locations_ids_to_resource_names(client, location_ids): """Converts a list of location IDs to resource names. Args: client: an initialized GoogleAdsClient instance. location_ids: a list of location ID strings. Returns: a list of resource name strings using the given locatio...
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def _rstrip_location_id(device_dict): """Strips location_id down to base hex value with no trailing zeroes.""" return device_dict['location_id'].split()[0].rstrip('0')
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def chi2(a, b, sigma): """ Chi squared of two vectors """ return (((a - b) / sigma)**2).sum()
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def dest(region): """Extract the destination part of a region triple""" return (region[1], region[2])
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def getcookies(cookiejar, host, path): """Get a dictionary of the cookies from 'cookiejar' that apply to the given request host and request path.""" cookies = {} for cdomain in cookiejar: if ('.' + host).endswith(cdomain): for cpath in cookiejar[cdomain]: if path.star...
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def __firstMatch(matches, string): """ Takes in a list of Match objects and returns the minimal start point among them. If there aren't any successful matches it returns the length of the searched string. """ starts = map(lambda m: len(string) if m is None else m.start(), matches) return min(starts)
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def find_in_string(sub, string): """Check if a substring is contained in another string. :param sub: Substring :type: str :param string: String which is checked if the substring is contained :type: str :return: Result if the substring is contained in the string :rtype: boolean """ ...
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def get_columns_by_label(labels, samplecol, filters=[], querystr=None): """Get sample columns according to a condition from a set of labels Args: labels: dataframe matching sample labels to conditions/factors samplecol: name of column holding sample/file names filters: tuples containing ...
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from datetime import datetime import pytz def now_in_timezone(tz): """ tz should be tzdata identifier, e.g. America/New_York """ return datetime.now(pytz.timezone(tz))
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def pgcd(a, b): #http://python.jpvweb.com/mesrecettespython/doku.php?id=pgcd_ppcm """Retourne le pgcd de a et b. Version etendu du pgcd avec le 1er coef de bezout (pour inversion modulaire de a). >>> pgcd(35, 21) 7 >>> pgcd(2016, 1996) 4 """ r, u = a, 1 rp, up = b, 0 while rp !=...
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def coerce_to_str(obj): """ Coerce a constant VBA object (integer, Null, etc) to a string. :param obj: VBA object :return: string """ # in VBA, Null/None is equivalent to an empty string if ((obj is None) or (obj == "NULL")): return '' else: return str(obj)
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def checkDone(mousePress, doneButton): """Check if DONE button is clicked. If yes, return TRUE""" if doneButton.clicked(mousePress): return True else: return False
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def SanitizeSQL(sql): """Convert singled quotes to dual single quotes, so SQL doesnt terminate the string improperly""" sql = str(sql).replace("'", "''") return sql
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import unicodedata def strip_accents(s: str) -> str: """ Remove accents from given string: Example: strip_accents("Málaga") -> Malaga Args: s: str - string to process Returns: string without accents """ return "".join( c for c in unicodedata.normalize("NFD", s) if ...
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def remove_falsey_values_in_array(lst: list): """Removes falsey values such as 0, '', False, None from the list. Examples: >>> list_with_falsey = [0, 1, False, 2, '', ' ', 3, 'a', 's', 34, None]\n >>> remove_falsey_values_in_array(list_with_falsey)\n [1, 2, ' ', 3, 'a', 's', 34] ...
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def revision_list_to_obsoletes_dict(revision_list): """Args: revision_list: list of tuple tuple: PID, SID, OBSOLETES_PID, OBSOLETED_BY_PID. Returns: dict: Dict of obsoleted PID to obsoleting PID. """ return { pid: obsoletes_pid for pid, sid, obsoletes_pid, obsoleted_by_pid in rev...
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import base64 def decode_dcc_upload_contents(contents, encoding='utf-8'): """ decodes the content returned by a dcc.Upload component's callback :param contents: a string with a comma separating the content type and the encoded content :param encoding: the encoding convention of the en...
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def list_intersect(a, b): """ Intersection of two lists """ return list(set(a).intersection(set(b)))
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