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import time def is_in_last_days(stamp, n): """ Check whether the timestamp was created in the last n days. I guess the 'right' way to do this would be by using timedelta from the datetime module, but this felt 'ok' to me. """ return stamp - time.time() < n * (24 * 60 * 60)
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from typing import Any from typing import Union from typing import Tuple import operator def _ensure_index(x: Any) -> Union[int, Tuple[int, ...]]: """Ensure x is either an index or a tuple of indices.""" try: return operator.index(x) except TypeError: return tuple(map(operator.index, x))
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import subprocess def distribution_name(): """ Get the LSB release distribution name, e.g. "xenial" on Ubuntu 16.04 """ return subprocess.check_output("lsb_release -c -s", shell=True).strip().decode("utf-8")
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import random def generate_distracting_answer_dump(question_type, top_answers_split): """ Use other type top 3 answer to replace """ question_types = top_answers_split.keys() target_q_type = '' while not target_q_type: random_q_type = random.choice(question_types) if random_q_t...
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def line_pad(linestr, padding=''): """ :param linestr: multiple line string with `\n` as line separator. :param padding: left padding string to add before each line. It could also be a callable object that returns a string. This is useful when creating dynamic padding. :return: multiple line s...
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def mat_var(data, struc, field): """Get the 'field' from the 'struc' in the 'data' imported from Matlab""" return data[struc][field].item()
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def _cols_if_none(X, self_cols): """Since numerous transformers in the preprocessing and feature selection modules take ``cols`` arguments (which could end up as ``None`` via the ``validate_is_pd`` method), this will return the columns that should be used. Parameters ---------- X : Pandas ...
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def get_slice(config): """Get 2D slice defining crop operation appropriate for given configuration""" nw, nh = config.raw_tile_width, config.raw_tile_height ow, oh = config.overlap_x, config.overlap_y w_start, h_start = ow // 2, oh // 2 w_stop, h_stop = w_start + nw, h_start + nh return [slice(h...
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def torch_to_numpy(t): """ torch tensor to numpy array :param t: the torch tensor :return: numpy array """ return t.numpy()
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import os import shutil def prepare_calc_directory(mol_path, T, dir_name=None): """Copy pdb file into the directory with the same name. If such directory doesn't exist it will try to create it. Parameters ---------- mol_path : string Path to solute T : float A calculation tem...
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def str2floatTrap(someStr): """ Checks if there is either a starting '(' or an ending ')' around the input string and returns a string without them. :param someStr: input string :return: """ tempStr = someStr if tempStr.startswith('('): tempStr = tempStr[1:] if tempStr.endswi...
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import mimetypes def get_url_type(url): """ Tries to guess whether an URL points to an image. """ link_type, link_encoding = mimetypes.guess_type(url) if link_type is None: return "link" return "image" if link_type.startswith("image/") else "link"
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def gen_target_cfg_items(target_cfg): """ Convert target_cfg to list of target configs """ if isinstance(target_cfg, list): # list of templates defined for this target return target_cfg elif isinstance(target_cfg, dict): # only one template defined for this target ret...
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def pivot_ct(df, index, columns, sort=True, min_obs=0): """Fast count table.""" ct = df.pivot_table( index=index, columns=columns, aggfunc='size', fill_value=0, ) # sort if sort: ct = ct.loc[ct.sum(1).sort_values(ascending=False).index] ct = ct[ct...
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def intersection(l1, l2): """Return intersection of two lists as a new list:: >>> intersection([1, 2, 3], [2, 3, 4]) [2, 3] >>> intersection([1, 2, 3], [1, 2, 3, 4]) [1, 2, 3] >>> intersection([1, 2, 3], [3, 4]) [3] >>> intersection([1, 2, 3], [4, 5, 6]) ...
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import subprocess def run_cmd(cmd_line): """ Run command in system shell """ return subprocess.call(cmd_line, shell=True)
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def bytes_to_nibbles(data): """ Utility function to take a list of bytes (8 bit values) and turn it into a list of nibbles (4 bit values) :param data: a list of 8 bit values that will be converted :type data: list :return: a list of 4 bit values :rtype: list .. versionadded:: 1.16.0 ...
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def _equiv_topology(top_1, top_2): """Compare topologies using string reps of atoms and bonds""" for (b1, b2) in zip(top_1.bonds(), top_2.bonds()): if str(b1) != str(b2): return False for (a1, a2) in zip(top_1.atoms(), top_2.atoms()): if str(a1) != str(a2): return Fa...
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import re def ProcessGitHubLinks(markup, github): """Replaces the GitHub local links by the external variants.""" markup = re.sub( r'#(\d+)', r'[#\1](https://github.com/%s/issues/\1)' % github, markup) markup = re.sub( r'\[(.+?)\]\((wiki/.+?)\)', r'[\1](https://github.com/%s/\2)' %...
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def fmt_text(text): """ convert characters that aren't printable to hex format """ PRINTABLE_CHAR = set( list(range(ord(' '), ord('~') + 1)) + [ord('\r'), ord('\n')]) newtext = ("\\x{:02X}".format( c) if c not in PRINTABLE_CHAR else chr(c) for c in text) textlines = "\r\n".join(l.str...
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def get_grasp_polygon_lines_from_polygon(polygon): """ For use with matplotlib Line2D and draw_grasp() y, x order! really a polygon format rectangle [[yx], [yx], [yx], [yx]] """ num_bboxes = 4 x_current = [[] for k in range(num_bboxes)] y_current = [[] for k in range(num_bboxes)] y_idx...
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def getSubsetSize(data, bad_list=None, limit=10, testfrac=0.05): """Returns a dictionary of lists with structure: dict['valid'] - valid classes being used in dataset dict['learnsize'] - # of images being added to learnset dict['testsize'] - # of images being added to testset dict['short'] - classes ...
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import os def deleteFiles(src): """ parameter:- folder path with files This will delete files from folder """ for file in src: os.remove(file) print("--------deleted files-------") return None
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def prod_client(prod_client): """ Production client so tests can send request to service production endpoint """ client = prod_client() response = client.get('/get') assert response.status_code == 200 return client
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def transpose(df): """Transpose df, set 'Date' as index, and strip columns.""" df = df.T.reset_index().rename(columns={"index" : "Date"}) return df.set_index("Date")
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import requests def get_EQ_USGS_API(Params): """ This function inputs the required details for pulling API's from USGS using requests library. Parameters are taken through {params_diction} """ baseurl = 'https://earthquake.usgs.gov/fdsnws/event/1/query?' params_diction={} params_dict...
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def siamese_target(elements_0, elements_1, get_classes=lambda x: x[1]): """Creates the contrastive loss target vector for the given image pairs. A target of 0 is assigned when both images in a pair are *similar* (have the same class), 1 otherwise. Args: elements_0: normal batch of the first elements ...
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import os def read_from_text_file(directory: str, filename: str): """Reads in dictionaries and lists from text file""" list_from_file = [] dictionaryFromFile = {} if not os.path.exists(directory + filename): with open(directory + filename, "w") as filehandle: pass print(f"Ope...
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def _fix_precision(val: float, precision) -> int: """Convert floating point numbers to (implicitly) fixed point integers. Circuit parameters can be floats but we also need to use them as dictionary keys. We secretly use these fixed-precision integers. """ return int(val * precision)
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def adjustEdges(height, width, point): """ This handles the edge cases if the box's bounds are outside the image range based on current pixel. :param height: Height of the image. :param width: Width of the image. :param point: The current point. :return: """ newPoint = [point[0], point[1...
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import uuid def get_uuid(): """Return a new UUID in String format. :returns: String """ return str(uuid.uuid4())
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def _create_key_words_for_cluster(model, terms, clusters_amount): """Returns array of clusters each with 30 most important words""" order_centroids = model.cluster_centers_.argsort()[:, ::-1] res = [] for i in range(clusters_amount): arr = [] for ind in order_centroids[i, :30]: ...
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def unique_label(operator): """Function for generating short name for operator from it's address. It takes first 6 and last 4 symbols and combines it. """ return operator[:6] + operator[-4:]
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def bad_echo(value): """ Badly implemented echo method. :param value: :return: >>> bad_echo(5) 5 """ return 0
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import re def sphinx_escape(value): """ Escapes SphinxQL search expressions. """ if not isinstance(value, str): return value value = re.sub(r"([=<>()|!@~&/^$\-\'\"\\])", r'\\\\\\\1', value) value = re.sub(r'\b(SENTENCE|PARAGRAPH)\b', r'\\\\\\\1', value) return value
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def twitter_url(screen_name, no_rt, start, end): """Form url to access tweets via Twitter's search page. Params ------- screen_name : str no_rt : bool start : datetime-onj end : datetime-obj Returns ------- {string} search url for twitter """ url1 = 'https://twitter...
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from functools import reduce def product(fracs): """doc""" t = reduce(lambda x, y: x * y, fracs) return t.numerator, t.denominator
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def human_join(iterable, delim=', ', *, final='and'): """Joins an iterable in a human-readable way. The items are joined such that the last two items will be joined with a different delimiter than the rest. """ seq = tuple(iterable) if not seq: return '' return f"{delim.join(seq[:-...
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import base64 def s2b(s: str) -> bytes: """b64 string to bytes.""" return base64.b64decode(s)
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def elapsedTime(seconds, suffixes=['y','w','d','h','m','s'], add_s=False, separator=' '): """ Takes an amount of seconds and turns it into a human-readable amount of time. """ # the formatted time string to be returned time = [] # the pieces of time to iterate over (days, hours, minutes, etc) ...
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from typing import Union def constant_schedule(value: Union[float, int]): """Constructs a constant schedule. Args: value: value to be held constant throughout. Returns: schedule: A function that maps step counts to values. """ return lambda count: value
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def getDisplayName(name,suffix="Process"): """ comvert a camel-case name to an all lower case underscore separated name. """ if name.endswith(suffix) and suffix: name = name[:-len(suffix)] out = name[0] for i in range(1,len(name)): if name[i].isupper() and not name[i-1].isupp...
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def auth_headers(): """ Headers to set when authenticating against the API's. """ headers = { 'Content-Type': 'application/json', 'Accept': 'application/json', } return headers
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def parse_lon_lat(grid, lon, lat): """ Parse lat and lon parameters """ if lat is None: lat = grid.axes['lat']['data'][0] if lon is None: lon = grid.axes['lon']['data'][0] return lon, lat
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def get_unique(frame, column_name): """ Helper function to get unique count for column """ return frame[column_name].value_counts().compute()
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def get_column_by_cum(df): """Return .""" return list(df.columns[df.columns.str.endswith('cum')])
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def get_parlabel(pid): """Return label for a list of parameter ids Parameter: pid - list of parameter ids""" master = ['log $M_b$', '$a_b$', 'log $M_d$', '$a_d$', '$b_d$', '$V_h$', '$R_h$', '$\phi$', '$q_x$', '$q_y$', '$q_z$', '$a_{1,-1}$', '$a_{1,0}$', '$a_{1,1}$', '$a_{2,-2}$', '$a_{2,-1}$', '$a_...
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def get_properties(dataset, property_offsets=None): """ Extract properties and return values in a dictionary: { 'properties': { 'datetime': time, 'odc:creation_datetime': creation_time, ... } } """ props = dict() props['datetime'] = dataset.center_ti...
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def new_position(pos, vel): """Calculates the new position od the moons""" for i in range(4): for j in range(3): pos[i][j] += vel[i][j] return pos
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def get_enduse_regs( enduse, fuels_disagg): """ Get a specific enduse for all regions Arguments --------- enduse : str Enduse to sum fuels_disagg : list Fuels per disaggregated regions Returns ------- fuels_enduse : dict Fuels of an enduse fo...
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import random def next_unused_name_in_group(grp, length): """ Gives a name that isn't used in a Group. Generates a name of the desired length that is not a Dataset or Group in the given group. Note, if length is not large enough and `grp` is full enough, there may be no available names meaning that ...
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def pluralize(count, singular, plural): """Return singular or plural based on count""" if count == 1: return singular else: return plural
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import os def load_environment_value(config_key) -> str: """Obtain a environmental variable.""" tmp_val = os.getenv(config_key, None) if tmp_val is None: raise Exception("Environment Variable {} not found!".format(config_key)) return tmp_val
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def to_name(value): """ Replace all underscores with space, and only take first path when with relationship So first_name becomes first name And company.name becomes company """ return value.split('.')[0].replace('_', ' ')
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def derivative_expr(printer, ast): """Prints expression "expr'".""" expr_str = printer.ast_to_string(ast["expr"]) return f"{expr_str}'"
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import six def elide(string, max_length, ellipsis="...", position=1.0): """ Elides characters to reduce a string to a maximum length. Replaces elided characters with an ellipsis. >>> string = "Hello, world. This is a test." >>> elide(string, 24) 'Hello, world. This i...' >>> e...
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def convert_to_hex(input_string: str): """Convert input_string into string of hexadecimal values.""" return " ".join([hex(ord(ch))[2:] for ch in input_string])
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import warnings def _full_project_name(self, project): """Deduce the full project name.""" if project.startswith(('openSUSE', 'SUSE')): return project if 'Factory' in project or 'openSUSE' in project: return 'openSUSE:%s' % project if 'SLE' in project: return 'SUSE:%s' % proj...
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def 取整(value): """ 调用格式: 〈整数型〉 取整 (双精度小数型 欲取整的小数) - 系统核心支持库->算术运算 英文名称:int 返回一个小数的整数部分。本命令与“绝对取整”命令不相同之处为: 如果给定小数为负数,则本命令返回小于或等于该小数的第一个负整数,而“绝对取整”命令则会返回大于或等于该小数的第一个负整数。例如,本命令将 -7.8 转换成 -8,而“绝对取整”命令将 -7.8 转换成 -7。本命令为初级命令。 参数<1>的名称为“欲取整的小数”,类型为“双精度小数型(double)”。 操作系统需求: Windows、Linux "...
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import os def get_path(rootpath, wantedpath): """Return path to wantedpath relative to rootpath.""" return os.path.join( os.path.dirname(rootpath), wantedpath )
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import math def risk_level_allocation(station, first_der, second_der): """Assign flood risk level to the given station""" risk_levels = 0 # Risk allocation criteria! relative_water_level = station.relative_water_level() if isinstance(relative_water_level, float) and relative_water_level >= 0: ...
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import platform import subprocess def ping(host: str) -> bool: """ Returns True if host (str) responds to a ping request. Remember that a host may not respond to a ping (ICMP) request even if the host name is valid. :param host: IP or hostname :type host: str :returns: True if host responds t...
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import json def _convert_result(result): # pragma: no cover """Translate SOAP result entries into dicts.""" translation = { 'RGE_RUC': 'rnc', 'RGE_NOMBRE': 'name', 'NOMBRE_COMERCIAL': 'commercial_name', 'CATEGORIA': 'category', 'REGIMEN_PAGOS': 'payment_regime', ...
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def color565(r, g, b): """Return RGB565 color value. Args: r (int): Red value. g (int): Green value. b (int): Blue value. """ return (r & 0xf8) << 8 | (g & 0xfc) << 3 | b >> 3
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def convert_uint32_to_array(value): """ Convert a number into an array of 4 bytes (LSB). """ return [ (value >> 0 & 0xFF), (value >> 8 & 0xFF), (value >> 16 & 0xFF), (value >> 24 & 0xFF) ]
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def solve(v): """ Sum big numbers and get first digits. """ # no gmp support, pruning table # int32 support: trunc digits t = ( 37107, #2875339021027, 46376, #9376774900097, 74324, #9861995247410, 91942, #2133635741615, 23067, #5882075393461, 89261, #67069...
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def read_data(filename): """ read the cities data ffrom txt file and store them as a list of tuples of (x, y) """ cities = [] with open(filename) as f: lines = f.readlines() n = int(lines[0].split()[0]) for line in lines[1:]: cities.append((float(line.split()[0]), float(l...
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import functools def Factorial(x): """Computes the factorial of an integer number. """ # 0) SECURITY CHECK if not isinstance(x, int): raise ValueError( "'Factorial' function only accepts integers" ) # 1) COMPUTE THE FACTORIAL if x == 0 or x == 1: return 1 else: ret...
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def columns(thelist, n): """ Break a list into ``n`` columns, filling up each column to the maximum equal length possible. For example:: >>> from pprint import pprint >>> for i in range(7, 11): ... print '%sx%s:' % (i, 3) ... pprint(columns(range(i), 3), width=20) ...
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import torch def soft_lu_bound2(x, l_limit, u_limit): """soft lower and upper bound: force argument into a range """ m = lambda x: torch.tanh(x) y = l_limit + (1 + m(x))/2 *(u_limit - l_limit) return y
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def encode_bigint_bitvec(value, bitlen=None): """Encode a Bit-Endian integer into a vector of bits""" if bitlen is None: bitlen = value.bit_length() binval = '{{:0{:d}b}}'.format(bitlen).format(value) return [int(x) for x in binval]
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def motifPosCmp(motifOcc1, motifOcc2): """Compares two motif occurences according to their position on a given sequence. The occurences must be on the same sequence.""" assert(motifOcc1.getSeqName() == motifOcc2.getSeqName()) motifOcc1Centre = motifOcc1.getCentre() motifOcc2Centre = motifOcc2.getCe...
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import re def _parse_cli_input(line): """ Parses a command line input, which may include a transformation name (optional), its occurrence ID, and its parameters (optional). Syntax Examples: * 5 - Chooses the fifth transformation * MapReduceFusion$0 - First...
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def colorHash(text): """ Stolen from https://github.com/zenozeng/color-hash """ SaturationArray = [0.66, 0.83, .95] LightnessArray = [0.5, 0.66, 0.75] h = hash(text) Hue = h % 359 # (Note that 359 is a prime) Saturation = SaturationArray[h // 360 % len(SaturationArray)] Lightness =...
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def GetJSObjectByTypeAndId(js, type, id, throw_on_fail = True): """.""" try: for object in js['objects'][type]: if object['id'] == id: return object except: pass if throw_on_fail: raise RuntimeError("Object %s id:%d does not exist" % (type, id)) return None
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from pathlib import Path import os def get_all_md(path): """get alls files markdown from folder and subfolders Args: path (Path): path for to search files md Returns: list: markdown files's list """ list_md = [] for file in Path(path).iterdir(): if file.is_dir(): ...
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def getMeshToNetworkIdxMatchingLocations(settings): """ Returns file path of saved dictionary associating location's idx in unstructured mesh with its idx in array of clustered data (for locations present in all sub-domains, e.g. overlapping regions)""" filename = "meshIdxToNetIdxMatching_" + str(settings....
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import os def fixture_location(name): """ Get the file location of the fixture with the given name. """ return os.path.join(os.path.dirname(__file__), 'fixtures', name)
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def _add_default_fields(ds, fields): """ Add some default fields to rays to assure they can be processed correctly. """ if ("gas", "temperature") in ds.derived_field_list: fields.append(("gas", 'temperature')) # H_nuclei_density should be added if possible to assure that the _log_nH # f...
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import typing import pkg_resources def get_imagenet_classes() -> typing.List[str]: """Get the list of ImageNet 2012 classes.""" filepath = pkg_resources.resource_filename("vit_keras", "imagenet2012.txt") with open(filepath) as f: classes = [l.strip() for l in f.readlines()] return classes
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import math def pts_near(gt_bbx, pred_bbx, rad): # change name """ Determine if two points are within a radius. Parameters ---------- gt_bbx : dict [centre_x, centre_y] pred_bbx : dict [centre_x, centre_y] Returns ------- True or False """ # creat...
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def getFilteredDivs(divs): """routine to filter elements corresponding to a comment/reply""" filtered = list() for div in divs: if len(div.get("class")) == 1: filtered.append(div) return filtered
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def len4bytes(v1, v2, v3, v4): """Return the packet body length when represented on 4 bytes""" return (v1 << 24) | (v2 << 16) | (v3 << 8) | v4
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def solution(n: int = 1000) -> int: """ returns number of fractions containing a numerator with more digits than the denominator in the first n expansions. >>> solution(14) 2 >>> solution(100) 15 >>> solution(10000) 1508 """ prev_numerator, prev_denominator = 1, 1 result ...
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def create_word_count_dict(word_count_queryset): """ This function creates a dictionary where the keys are word names and the values are word counts from a given queryset. :param word_count_queryset: A WordCountQueryset containing word names and their associated word counts. :return: A dictionar...
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def unique_list(l): """Remove duplicate term from a list Parameters ---------- l : list A list potentially contains duplicate terms Returns ulist : list A list without unique terms """ ulist = [] for item in l: if item not in ulist: u...
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import math def euclidean_distance(p1: tuple, p2: tuple) -> float: """ :param p1: :param p2: :return: """ return math.hypot(p2[0] - p1[0], p2[1] - p1[1])
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def prepare_html(payload): """ replace the user input with correct html code. so that we can submit the data to Jama in an expected format @params: payload -> user input """ return payload.replace('\n', '<br>')
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def get_keys_or_list(data): """ Recursive function to go through .json file """ if isinstance(data,list): num = int(input("Enter the number of element of list:\n")) new_data = data[num-1] indo = get_keys_or_list(new_data) return (indo) elif isinstance(data,dict): ...
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import pathlib import shutil def move_marc_files_check_tsv(*args, **kwargs) -> str: """Moves MARC files to migration/data/instances, sets XCOM if tsv is present""" task_instance = kwargs["task_instance"] airflow = kwargs.get("airflow", "/opt/airflow") source_directory = kwargs["source"] marc...
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import jinja2 import json def json_filter(val, indent=0): """Jinja2 filter function 'json' produces JSONified string of the value""" if val is None or isinstance(val, jinja2.Undefined): return "null" return json.dumps(val, indent=indent, sort_keys=True)
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import torch def normalized_columns_initializer(weights, std=1.0): """normalize weights in Q-network""" out = torch.randn(weights.size()) out *= std / torch.sqrt(out.pow(2).sum(1,keepdim=True).expand_as(out)) # thanks to this initialization, we have var(out) = std^2 return out
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from typing import List import subprocess import sys def shell_response(cmd: List) -> List[str]: """ uses subprocess.run() """ process = subprocess.run(cmd, capture_output=True, encoding='utf-8') output = process.stdout.split('\n') if process.returncode != 0: print(process.stderr) sys....
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import random def mutUniform(individual, expr, pset): """Randomly select a point in the tree *individual*, then replace the subtree at that point as a root by the expression generated using method :func:`expr`. :param individual: The tree to be mutated. :param expr: A function object that can gen...
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import random def randomize(applicants): """ Random permutation of applicant list. Typical usage is before prioritization. """ return random.sample(applicants, k = len(applicants))
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def next_day(fishes): """Meh >>> fishes = read_input('example') >>> fishes = next_day(fishes) >>> fishes [1, 1, 2, 1, 0, 0, 0, 0, 0] >>> fishes = next_day(fishes) >>> fishes [1, 2, 1, 0, 0, 0, 1, 0, 1] >>> fishes = read_input('example') >>> for n in range(18): ... fishes = ...
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def add_public_holidays(data_frame): """ Adds new column holidays into `data_frame` with default value 0. Than iterates through whole data_frame and add 1 into holidays column to each time stamp that occurs on public holiday in Czech Republic. Holiday dates for years 2017, 2018 and 2019 are listed in list below. ...
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import os def get_base_fname_without_ext(fname: str) -> str: """Returns the file name without the extension (or without extensions if multiple) from the supplied path.""" base = os.path.basename(fname) return os.path.splitext(base)[0]
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def choose(color): """ Used to convert the png into 4 color. """ r, g, b, a = color if r < 90: return (0, 0, 0, 255) if r >= 77 and r < 160: return (134, 30, 214, 255) if r >= 160 and r < 208: return (172, 143, 239, 255) else: return (255, 255, 255, 255)
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import re def check_if_balanced(my_string): """ Check if particular citation has balanced brackets. :param: citation to be taken in consideration """ my_string = re.sub('\w|\s|[^{}]','', my_string) brackets = ['()', '{}', '[]'] while any(x in my_string for x in brackets): for br...
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