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def filter_probes_by_nan_and_sd(data_df, probe_frac_cutoff, probe_sd_cutoff): """ Filter out probes whose fraction of samples measured is less than probe_frac_cutoff. Also remove probes with standard deviation higher than probe_sd_cutoff. Args: data_df (pandas df) probe_frac_cutoff (float b...
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import importlib def get_model(params): """Return the model class by its name.""" module_name, class_name = params.model.name.rsplit('.', 1) i = importlib.import_module(module_name) return getattr(i, class_name)
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def create_model_identifier(name, version): """Get a compatible string as a combination of name and version""" new_name = "%s-%s" % (name, str(version).replace('.', '-')) return new_name
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def emoji_boolean(condition: bool) -> str: """Returns emoji depending on `condition` Args: condition (bool): subject condition Returns: str: emoji """ return "🟢" if condition else "🔴"
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def _quantile(sorted_values, q): """ For a sorted (in increasing order) 1-d array, return the value corresponding to the quantile ``q``. """ assert ((q >= 0) & (q <= 1)) if q == 1: return sorted_values[-1] else: return sorted_values[int(q*len(sorted_values))]
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import random import math def rGeom(p): """Generate a geometrically distributed random number. p is the success probability. The numbers are in the range {0, 1, 2,...}""" # CDF = 1-(1-p)^(k+1) (CDF of geometric distribution) # (1-p)^(k+1) = 1-CDF (... solve for k ...) # k+1 = log(1-CDF)/log(1-p) ...
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def recursive_dict_to_list(dict_data): """ Returns a list containing all values from a dictionary and any child contained dictionary. """ list_data = [] for v in dict_data.values(): if type(v) == dict: for v1 in recursive_dict_to_list(v): list_data.append(v1) ...
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def cal_avg_distance(points, a, b, d, threshold_inlier): """ return average distance of points to the line model. Parameter --------- points : array like [[x1,y1],[x2,y2],...] a : float b : float d : float thereshold_inlier : float the threshold of discrimin...
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def full_name(app): """Builds App full_name, prepending the App with the name of the parent App. :param app: App as returned by queries.get_apps() :type app: dict :return: full name of the app :rtype: string """ name = app['name'] if app.get('parentApp'): parent_app = app['p...
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def default_introspection_processing_hook(introspection_response, client, id_token): """ Hook to customise the returned data from the token introspection endpoint :param introspection_response: :param client: :param id_token: :return: """ return introspection_response
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import random def get_random_crop_coords(height, width, crop_height, crop_width): """ get coordinates for cropping :param height: image height, int :param width: image width, int :param crop_height: crop height, int :param crop_width: crop width, int :return: xy coordinates """ y1...
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def get_src(node): """ Returns src module of node, None if attr not defined """ return hasattr(node, "srcmodule") and getattr(node, "srcmodule") or None
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def min_med_max(x): """Compute min, median, max of tensor x.""" return [x.min().item(), x.median().item(), x.max().item()]
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def get_matching_firstlevel_children_from_node(node, child_tag): """Takes a xml file as input and returns a list of first child elements to the root that matches the provided tag """ child_list = node.findall(child_tag) return child_list
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import re def extract_re_group(pattern): """ Extract the first captured group using the given pattern. """ def callable_(key, data, errors, context): value = data.get(key) or '' match = re.match(pattern, value) if not match: return try: data[key]...
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def get_object_api_names(api_name, list_objs): """ Return a list of object api_names from list_objs """ return [o.get(api_name) for o in list_objs]
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def get_missed_cleavages(sequences:list, n_missed_cleavages:int) -> list: """ Combine cleaved sequences to get sequences with missed cleavages Args: seqeuences (list of str): the list of cleaved sequences, no missed cleavages are there. n_missed_cleavages (int): the number of miss cleavage s...
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def _set_square(mul, square): """ Set square if square is None (for the initialization of methods for powering) """ if square == None: return lambda x : mul(x, x) else: return square
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def urljoin(*pieces): """Join componenet of url into a relative url Use to prevent double slash when joining subpath """ striped = [s.strip('/') for s in pieces] return '/'.join(s for s in striped if s)
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def get_objects_name(objects): """ Retrieves the names of objects. Parameters: objects (list): Objects to get names. Returns: list: Object names. """ names = [] for object in objects: if object.name[-5:-3] == '}.': names.append(object.name[:-4]) else...
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import math def degrees(angle): """Convert angle from radians to degrees.""" return 180 * angle / math.pi
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def savedata(fullpathfilename, data): """ Save data to a file: csv from a pandas dataframe :param fullpathfilename: Full path to the file :param data: pandas dataframe to save :return: True if successful, False if not """ try: data.to_csv(fullpathfilename, header=...
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def translate_keypoints(keypoints, translation): """Translate keypoints. # Arguments kepoints: Numpy array of shape ``(num_keypoints, 2)``. translation: A list of length two indicating the x,y translation values # Returns Numpy array """ return keypoints + translation
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def relu(x): """ ReLU element-wise activation. Args: x: array-like, any shape, array to compute activations for. Returns: x_relu: same type and shape as x, element wise application of ReLU to x. """ return x * (x > 0)
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def can_open_file(gcode_filepath): """ check whether a given filepath can be opened. If the filepath throws an error, False is returned. If the file can be opened, True is returned. """ if isinstance(gcode_filepath, str): # if gcode_filepath is a string try: # try opening file ...
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def net_to_linkdict(net): """ Convert Net object from parse_net_file to dict { (from,to) : Link } mapping a link indexed by (from,to) tuple to Link data Parameters: net - Net object as returned by parse_net_file() Return value: dict {(from,to):Link} as described above """ ...
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def get_all_descendants(db, parent): """Return all (non-retired) descendants of the parent. Parameters ---------- db : MongoDatabase The Mongo database from which request document data can be retrieved. parent : str The parent for which all descendants are desired. Ret...
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def parseWR(str): """ Parses the wavelength range. """ wr = str.strip('wr=[ ]"') return [float(i.strip(' ')) for i in wr.split(',')]
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def three_one(three): """ Converts three-letter amino acid codes to one-letter. Arguments: three (str): Three letter amino acid code; AMBER and CHARMM nomenclature for alternative protonation states is supported, but lost by conversion. Returns: str: Corresponding one-lette...
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def x_ian(x, word): """ Given a string x, returns True if all the letters in x are contained in word in the same order as they appear in x. >>> x_ian('srini', 'histrionic') True >>> x_ian('john', 'mahjong') False >>> x_ian('dina', 'dinosaur') True >>> x_ian('pangus', 'angus') ...
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def unquote(s): """Adds quotes to a string.""" return '"' + s + '"'
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import torch def ClassificationAccuracy(output, target): """ ClassificationAccuracy on a given batch Args: output(:obj:`torch.Tensor`) - predicted segmentation mask of shape BATCHES x SCORES FOR DIFFERENT CLASSES target(:obj:`torch.Tensor`) - expected segmentation mask ...
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def transition_model(corpus, page, damping_factor): """ Return a probability distribution over which page to visit next, given a current page. With probability `damping_factor`, choose a link at random linked to by `page`. With probability `1 - damping_factor`, choose a link at random chosen fr...
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def be(entry: object) -> str: """ Return a stringified version of object replacing Nones with empty strings """ return str(entry).strip() if entry else ''
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import requests def _get_url(url, type_=None, cookies=None): """Get content on given HTTP(S) url using Wget user agent. This method uses :mod:`requests` to make the request. The `type_` that is passed determines some behavior. Passing `rss` will set the `Accept` header to request `'application/rs...
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def count_args(x): """Counts number of unique arguments (org and response combined).""" return x[['org', 'response']].stack().nunique()
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def bitLeftShift(binIn, n): """ Input: - binIn: a binary number stored as a string. The most significant bit is stored as the first character in the string and so forth. - n: the number of bits to be shifted and n >= 0. Output: bin(binIn << n) """ pos = 0 allZero = True for digit in...
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def avarage(num1, num2): """ (number, number) -> number Return the avarage of num1 and num2.​ >>> avarage(10,20) 15.0 >>> avarage(2.5, 3.0) 2.75 """ return (num1 + num2) / 2
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import struct def _decode_int(fp): """Decode an int tag :type fp: A binary `file object` :rtype: int """ return struct.unpack('>i', fp.read(4))[0]
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import re def sort_alphanumeric(it): """ Sorts the given iterable in the way that is expected. E.g. test.txt, test_1.txt, test_2.txt, test_11.txt :param iterable it: Iterable to be sorted :return iterable: Sorted iterable """ def _convert(text): if text.isdigit(): ret...
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def MultipleSameInput(Input,alphabet_guess_already): """if Input is in alphabet_guess_already, return True""" if Input in alphabet_guess_already: return True else: return False
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def get_xml_tag_dict(xml_tree, tag, attribute): """Searches an XML tree for a tag. Under this tag it get all elements and returns them as a dict with "attribute" as the key, and the text for the element as the value Args: xml_tree (xml.etree.ElementTree): XML-tree to search through tag (str...
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def mknj2i(item): """ Transforms "mknj" notation into tensor index order for the ERI. Args: item (str): an arbitrary transpose of "mknj" letters; Returns: 4 indexes. """ notation = "mknj" notation = dict(zip(notation, range(len(notation)))) return tuple(notation[i] for i...
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import math import string def alphabet_enumeration(length): """ Return list of letters : A, B, ... Z, AA, AB, ... See mapentity/leaflet.enumeration.js """ if length == 0: return [] if length == 1: return ["A"] width = int(math.ceil(math.log(length, 26))) enums = [] ...
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def msec_to_units(time_ms, resolution): """Convert milliseconds to BLE specific time units.""" units = time_ms * 1000 / resolution return int(units)
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import pickle async def load_users(): """ Loads users from 'users.pickle' file :return: dictionary {id:User} """ with open("users.pickle", "rb") as file: users_info_loaded = pickle.load(file) print("Users loaded") return users_info_loaded
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def big_l_array(p, lp): """ Generate L array using pattern and L' array, Theorem 0.2.2, see proof :param p: the pattern :param lp: the L' array :return: the L array """ l = [0] * len(p) l[1] = lp[1] for i in range(2, len(p)): l[i] = max(l[i - 1], lp[i]) return l
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import torch def make_pad_mask(lengths: torch.Tensor, le : bool = True) -> torch.Tensor: """Make mask tensor containing indices of padded part. See description of make_non_pad_mask. Args: lengths (torch.Tensor): Batch of lengths (B,). Returns: torch.Tensor: Mask tensor containing ind...
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def between(bound_min, bound_max, value): """Checks whether the value is between the min and max values, inclusive.""" return bound_min <= value and value <= bound_max
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def read_item_dict(item_file): """Reads an source/rir dict from a tab separated source/rir file.""" item_dict = {} with open(item_file, 'r') as f: for line in f: line = line.rstrip('\n') fields = line.split('\t') item_key = fields[0] items = fields[1:] subfolder = items[0].split(...
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def _swift_module_search_path_map_fn(module): """Returns the path to the directory containing a `.swiftmodule` file. This function is intended to be used as a mapping function for modules passed into `Args.add_all`. Args: module: The module structure (as returned by `swift_common.c...
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import gzip def _get_open_function_from_extension(filename, kind="yaml"): """Returns the function open is the extension is ``kind`` or 'gzip.open' if it is ``kind``.gz'; otherwise, raises ValueError """ if filename.endswith(".{}.gz".format(kind)): return gzip.open elif filename.endswith("....
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def normalize_framework(framework: str) -> str: """Normalize framework strings by lowering case.""" return framework.lower()
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import re def __modify_name_remove(file_name, string, position): """ Core method to remove a string from the base name of a file. """ file_newname = "" if position == "any": file_newname = file_name.replace(string, "") elif position == "prefix": file_newname = re.sub("^" +...
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def lazy_property(func): """惰性属性修饰器。 如我们可以定义下面一个 `Circle` 的类,定义其中 计算面积的属性为惰性属性 .. code-block:: python @dataclass class Circle: x: float y: float r: float @lazy_property def area(self): print("computing") ...
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from typing import Sequence def joiner(values: Sequence, join_str: str = ", ", last_str: str = ", "): """Joins values together with an additional `last_str` to format how the final value is joined to the rest of the list Args: values (Sequence): Values to join join_str (str, optional): Wh...
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def shift_tokens_left(input_ids, pad_token_id): """Shift input ids one token to the left""" prev_output_tokens = input_ids.clone() prev_output_tokens[:, :-1] = input_ids[:, 1:] prev_output_tokens[:, -1] = pad_token_id return prev_output_tokens
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def create_layer_set(width=7000, height=7000): """Generate layer set data for xml file""" # I think this sets up the canvas? layer_set = f""" <t2_layer_set oid="3" width="{width:.1f}" height="{height:.1f}" transform="matrix(1.0,0.0,0.0,1.0,0.0,0.0)" title="Top Lev...
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def defocus_to_image_displacement(W020, fno, wavelength=None): """Compute image displacment from wavefront defocus expressed in waves 0-P to. Parameters ---------- W020 : `float` or `numpy.ndarray` wavefront defocus, units of waves if wavelength != None, else units of length fno : `float` ...
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def getWeightsFromIds(weights, kernelIds): """Get the weights corresponding to the provided indices. .. note:: The kernel indices are assumed to start with 1 instead of 0. This is because we use sparse matrices to represent kernel ids, which would remove zero-based ids. This method subtracts 1 ...
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def config_file(tmpdir_factory): """Creates a sample looker.ini file and returns its path""" filename = tmpdir_factory.mktemp("settings").join("looker.ini") filename.write( """ [Looker] # Base URL for API. Do not include /api/* in the url base_url=https://host1.looker.com:19999 # API 3 client id cli...
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import ast def get_names(expression): """get a list of names in expression""" names = set() for node in ast.walk(expression): if type(node) is ast.Name: names.add(node.id) return names
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import re def parse_original(original_file): """Parse original wikitable content into a dictionary, keyed by atoms""" words = {} key = None pending = [] # <nowiki> tags are optional. Meant to extract the text inside the # template. pat = re.compile(r'\| \{\{ALB\|(?:<nowiki>)?([^<>]*)(?:</n...
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import turtle def create_turtle(c, s): """ Creates a turtle :param c: turtle's color :param s: turtle's size :return: returns the turtle object fully created """ t = turtle.Turtle() t.pencolor(c) t.pensize(s) return t
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def clean_response(inp): """ Remove arbitrary characters from the response string """ # Remove all alert characters. inp = inp.replace('', '') return inp
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def doble_queso(pizza): """ (list of str) -> list of str Agrega queso al principio y final de la pizza si no tiene >>> doble_queso(['queso', "jamon"]) ['queso', 'jamon', 'queso'] >>> doble_queso(["jamon", 'queso']) ['queso', 'jamon', 'queso'] >>> doble_queso(["jamon"]) ['queso', 'j...
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from typing import Iterable import hashlib def hash_sample_ids(sample_names: Iterable[str]) -> str: """ Return a unique hash string from a set of strings :param sample_names: set of strings :return: a string hash """ for sn in sample_names: assert ' ' not in sn, sn return hashlib.s...
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def parse_substring(allele, pred, max_len=None): """ Extract substring of letters for which predicate is True """ result = "" pos = 0 if max_len is None: max_len = len(allele) else: max_len = min(max_len, len(allele)) while pos < max_len and pred(allele[pos]): res...
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def preprocess(words): """Returns a string of words stripped of punctuation""" punct_str = '!"#$%&\'()*+,-./:;<=>/?@[\\]^_`{|}~«» ' return ' '.join([w.strip(punct_str).lower() for w in words.split()])
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import math def distance(start, end): """Calculate the distance between two points.""" x0, y0 = start x1, y1 = end dx = x1 - x0 dy = y1 - y0 start_to_end = math.sqrt(dx*dx + dy*dy) return start_to_end
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def strpbrk(cpu_context, func_name, func_args): """ Locate characters in string. Returns a pointer to the first occurrence of str1 of any of the characters that are part of str2, or a null pointer if there are no matches. """ str1_ptr, str2_ptr = func_args str1 = cpu_context.memory.read_dat...
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def _ray_remote(function, params): """This is a ray remote function (see ray documentation). It runs the `function` on each ray worker. :param function: function to be executed remotely. :type function: callable :param params: Parameters of the run. :type params: dict :return: ray object ""...
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def get_clean_paragraph(count): """ Creates a clean paragraph dict Returns -------- dict A dict with title, content en the count """ return { "title": "", "content": "", "count": count }
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def loss_fn(model, batch): """ loss_fn as required by do_train """ return model(batch['image'], batch['annotations'])
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import torch def gelu(input_tensor): """Gaussian Error Linear Unit. This is a smoother version of the RELU. Original paper: https://arxiv.org/abs/1606.08415 Args: input_tensor: float Tensor to perform activation. Returns: `input_tensor` with the GELU activation applied. """ cdf = 0.5 * (1.0 +...
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def _query_for_log(query: bytes) -> str: """ Takes a query that ran returned by psycopg2 and converts it into nicely loggable format with no newlines, extra spaces, and converted to string :param query: Query ran by psycopg2 :return: Cleaned up string representing the query """ ...
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def commit_to_url(full_commit_hash: str) -> str: """Provides a remote URL (eg. for GitHub) for a given commit ID Args: full_commit_hash (str): commit ID Returns: str: URL """ return f"https://github.com/hacksoc/hacksoc.org/commit/{full_commit_hash}"
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def source_shorthand(source): """Expands source aliases (e.g. 4u ==> 4u1820) """ if source == '4u': return '4u1820' elif source == 'gs': return 'gs1826' else: return source
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def update(input_ch, answer, dashed): """ This function update the progress when users make a right guess (string manipulation) :param input_ch: str, an alphabet users enter in this round :param answer: str, the final answer :param dashed: str, the dashed answer :return decrypted: str, the updat...
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def read_DDTpos(inhdr): """ Read reference wavelength and DDT-estimated position from DDTLREF and DDT[X|Y]P keywords. Will raise KeyError if keywords are not available. """ try: lddt = inhdr['DDTLREF'] # Ref. wavelength [A] xddt = inhdr['DDTXP'] # Predicted position [spx] ...
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from pathlib import Path def get_project_root() -> Path: """Return the path to project (i.e. the top level dat_analysis folder which contains src etc""" return Path(__file__).parent.parent.parent
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def AR_6(dul): """Association release AR-6. On receiving P-DATA-TF during attempted association release request send P-DATA indication State-event triggers: Sta7 + Evt10 Parameters ---------- dul : dul.DULServiceProvider The DICOM Upper Layer Service instance for the local AE ...
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def get_votes(conn, track_id): """ Get votes for track_id from VoteData table :param conn: :param track_id: :return votes: """ sql = """ SELECT votes FROM votedata WHERE track_id = ?; """ cur = conn.cursor() cur.execute(sql, (track_id,)) return cur.fetchone()
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from pathlib import Path def mtimes(file_list): """Return a list of modified times for the given list of files""" files = {} for f in file_list: path = Path(f) files[f] = path.stat().st_mtime return files
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import re def get_map_seed(instructions): """Extract map seed from instructions.""" match = re.search(rb'\x00.*? (\-?[0-9]+)\x00.*?\.rms', instructions) seed = None if match: seed = int(match.group(1)) return seed
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import inspect def function_path(fn): """ Returns the name of the function along with the module containing it: module.submodule.name """ module = inspect.getmodule(fn) if module is not None: return '{}.{}'.format(module.__name__, fn.__name__) else: return fn.__name__
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def m1m2_to_nu(m1,m2): """Symmetric mass ratio from m1, m2""" return m1*m2/(m1+m2)**2
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def select_trajectory(mdsys): """ Extract the trajectory from the simulation data """ mdt = mdsys.trajectory return mdt
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import requests def get_repo_public_key(username: str, repo_name: str, token: str) -> dict: """ Get the public key for a repository via the Github API. At least for private repos, a personal access token (PAT) with the repo scope is required. :param username: The users github username :param repo_nam...
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from typing import List def flatten_once(lst: List) -> List: """ Flattens the list lst one level. """ return [item for sublist in lst for item in sublist]
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def reconcile(current, desired): """Return sets (to_add, to_remove) indicating elements that should be added to or removed from ``current`` to produce ``desired``. """ to_remove = current - desired to_add = desired - current return to_add, to_remove
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def facade_versions(name, versions): """ facade_versions returns a new object that correctly returns a object in format expected by the connection facades inspection. :param name: name of the facade :param versions: versions to support by the facade """ if name.endswith('Facade'): na...
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def _from_rgb(rgb): """translates an rgb tuple of int to a tkinter friendly color code """ return "#%02x%02x%02x" % rgb
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def is_enrollment_row(tag): """ True if the tag is an enrollment row :param tag: the tag to check :return: true if the tag is an enrollment row """ is_tr = tag.name == 'tr' cells = tag.find_all('td') has_2_cells = len(cells) == 2 has_enrollment_title = cells[0].get_text() == 'Enrol...
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def to_spine_case(original: str) -> str: """ Convert this_thing to this-thing. """ return original.lower().replace("_", "-")
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def uniq_list(in_list): """ Takes a list of elements and removes duplicates and returns this list :param in_list: Input list :return: List containing unique items. """ seen = set() result = [] for item in in_list: if item in seen: continue seen.add(item) result.append(item) return result
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def to_set(labels_list): """given a list of labels from annotations, return the set of (unique) labels Parameters ---------- labels_list : list of lists, i.e. labels from annotations Returns ------- labelset Examples -------- >>> labels_list = [voc.annot.labels for vo...
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def filter_stories(stories, triggerlist): """ Takes in a list of NewsStory instances. Returns: a list of only the stories for which a trigger in triggerlist fires. """ storylist = list() for story in stories: for T in triggerlist: if T.evaluate(story): stor...
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def decode_imsi(imsi64): """ Convert from the compacted uint back to a string, using the second two bits to determine the padding Args: imsi64 - compacted representation of imsi with padding at end Returns: imsi string in the form IMSI00101... """ prefix_len = (imsi64 >> 1) &...
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def check_peptide(peptide:str, AAs:set)->bool: """ Check if the peptide contains non-AA letters. Args: peptide (str): peptide sequence. AAs (set): the set of legal amino acids. See alphapept.constants.AAs Returns: bool: True if all letters in the peptide is the subset of AAs, oth...
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