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def producer_config(config): """Filter the producer config""" for field in ["group.id", "partition.assignment.strategy", "session.timeout.ms", "default.topic.config"]: if field in config: del config[field] return config
def get_normal_form(obj_name, with_space=True): """Transform object name to title form. Example: if with_space=True then risk_assessments -> Risk Assessments if with_space=False then risk_assessments -> RiskAssessments """ normal = obj_name.replace("_", " ").title() if with_space is True: return normal ...
def last(l): """ Returns the last element of a collection. .. note:: Useful when we do not want to have numbers in the code. Furthermore, it can be directly used in the function composition. Examples -------- >>> last([1, 2, 3]) 3 """ return l[-1]
def meets_requirements(count, r): """Does the password have enough of each type of character to meet the requirements?""" if (count['d'] >= r['d'] and count['l'] >= r['l'] and count['u'] >= r['u'] and count['s'] >= r['s']): return True else: return False
def getFactoryCreditMultiplier(factoryId): """ Returns the skill credit multiplier for a particular factory. factoryId is the factory-interior zone defined in ToontownGlobals.py. """ # for now, there's only one factory return 2.
def _frequency_of_pair(a, b, v, w, matrix): """ builds a map from (v, w) -> (p(a=v and b=w) for all possible pairs (v, w) a, b indeces of columns to be compared v, w respective values of columns a and b, we're looking at (not cheap) """ count=0 worry_count=0 for row in matri...
def format_month(month): """Formats a month to first 3 characters of the month input Args: month: user input month Returns: A ValueError if the input is not a month, or a 3 character month. """ months = ['Jan','Feb','Mar','Apr','May','Jun', 'Jul','Aug','Sep','Oct','Nov...
def sqrt(number): """ Calculate the floored square root of a number Args: number(int): Number to find the floored squared root Returns: int: Floored Square Root """ if number**2 == number: return number low, high = 0, number while low <= high: m = (low +...
def get_status_from_msg(finished_msg): """Return a job status based on the finished job message. 'complete' if the job created both output files successfully. 'failed' otherwise. """ if(len(finished_msg['upload_files']) == 2): return 'complete' else: return 'failed'
def _try_int(value): """Try to make some value into an int.""" try: return int(value) except (ValueError, TypeError): return None
def ensure_set(value): """ Given a single value or multiple values, ensure that we return a set. """ if isinstance(value, int): return {value} return set(value)
def transform_with(sample, transformers): """Transform a list of values using a list of functions. :param sample: list of values :param transformers: list of functions """ assert not isinstance(sample, dict) assert isinstance(sample, (tuple, list)) if transformers is None or len(transforme...
def is_consecutive_rows(lst): """Check if a list of integers is consecutive. Args: lst (list): The list of integers. Returns: True/False: If the list contains consecutive integers. Originally taken from and modified: http://stackoverflow.com/ questions/40091617/tes...
def getSafe(dict,key): """ Tests if the dictionary has the given key. If so, it retrieves the value and returns it. If not, returns None. :param dict: :param key: :return: """ if key in dict and dict[key]: return dict[key] else: return None
def _check(key: str) -> bool: """Returns `True` if `key` is valid identifier string else `False`.""" return isinstance(key, str) and key.isidentifier()
def print_pipeline(message, args, pipeline_data): """ Displays the current state of the pipeline in the console """ print("Message: ", message) print("Data", pipeline_data) return True
def euler1(lim=1000): """Solution for problem 1.""" # could use sum formula here return sum(i for i in range(lim) if i % 3 == 0 or i % 5 == 0)
def genpixmap(targetlevel): """Generate pixel value map.""" v=256.0/(targetlevel+1) m=[] j=0 for i in range(256): m.append(int(i/v)) return m
def sort_by_size(L): """ Return a copy of precinct list L, sorted into decreasing order by size. """ answer = L[:] answer.sort() answer.reverse() return answer
def _format_key(key: str) -> str: """Internal function for formatting keys in Tensorboard format.""" return key.title().replace('_', '')
def luminace(color_component): """Luminance of an individual Red, Green, or Blue, color component. :param color_component: Value between 0 and 255 (inclusive) :type color_component: int :return: Luminance value of the color component :rtype: float """ i = float(color_component) / 255 i...
def split_grad_list(grad_list): """ Args: grad_list: K x N x 2 Returns: K x N: gradients K x N: variables """ g = [] v = [] for tower in grad_list: g.append([x[0] for x in tower]) v.append([x[1] for x in tower]) return g, v
def sdf_count(file_obj): """Count the number of molecules in an SDF file. Counts the number of times '$$$$' occurs at the start of lines in the file. Parameters ---------- file_obj: A file-like object Returns ------- count: The number of molecules in the file (int) """ ret...
def bold_first_italics(graph): """For a newly broken-up graph, convert the first italics text to bold.""" if graph.count('*') > 1: return graph.replace('*', '**', 2) else: return graph
def reverse(current_block, *args): """Reverses the data of the current block.""" return current_block[::-1]
def create_ngrams(tokens, ngram=2, determiner='_'): """Create n_grams. """ new_tokens = [] for i in range(len(tokens)-ngram+1): new_token = determiner.join(tokens[i:i+ngram]) new_tokens.append(new_token) return new_tokens
def research_order(technology_id, after_technology_id, civ_ids): """Report research that began after a specified research finished.""" query = """ select imp.match_id, imp.player_number as number, imp.finished as imp_time, late.started::interval(0) as timestamp from research as imp ...
def _num_pre_blank_frames(stim_dict): """ _num_pre_blank_frames(stim_dict) Retrieves number of blank frames before stimulus starts. Arguments: stim_dict (dict): An Allen Institute session stimulus dictionary. Returns: num_pre_blank_frames (int): number of blank frames before stimu...
def check_valid_base_fraction(base_fraction): """ Checks that base fraction specified is either None, and therefore won't be used, or is between 0 and 1. :param base_fraction: Base fraction, which should be either None or a float. :return: True if base fraction is valid, False if not. """ if bas...
def neighbor_candidate_generator(src_cortical_area, src_neuron_id, dst_cortical_area): """ Identifies the list of candidate neurons in the destination cortical area that based on the rules defined by source cortical area are suitable fit for synapse creation. Args: src_cortical_area: sr...
def threshold_counts(counts, threshold=30, number=1): """ Returns True Makes sure that at least one of the samples meet a read count threshold. """ counter = 0 for i in counts: if sum(i) > threshold: counter += 1 if counter >= number:return True else: return False
def arg_keys(arg_name, keys): """Appends arg_name to the front of all values in keys. Args: arg_name: (string) String containing argument name. keys: (list of strings) Possible inputs of argument. Returns: List of strings with arg_name append to front of keys. """ return ["...
def parse_int(token): """Convert a token of a integer literal to its integer value. >>> parse_int("100") 100 >>> parse_int("0xA") 10 """ if token.startswith("0x"): return int(token, base=16) elif token.startswith("0o"): return int(token, base=8) else: return...
def _make_iter(obj, make_fn, **options): """ :param obj: An original mapping object :param make_fn: Function to make/convert to """ return type(obj)(make_fn(v, **options) for v in obj)
def countit(objs): """Return a dict with counts for each item in a list.""" out = {} for el in objs: out[el] = 1 + out.get(el, 0) out = {k: v for k, v in out.items()} return out
def check_bidi_comp(cond0, cond1, arg0, arg1): """ Check whether conditions are True for two arguments regardless of order. Parameters ---------- cond0, cond1 : callable Function of one variable that evaluate to a bool. arg0, arg1 : object Arguments to pass to `cond0` and `cond1...
def lorentz1D(x, x0, w): """Returns the probability density function of the Lorentzian (aka Cauchy) function with maximum at 1. Parameters ---------- x: ndarray or list A 1D vector of points for the dependent variable x0: float The center of the peak maximum ...
def anyhasprefix(value, prefixes): """ Check if `value` starts with on of the possible `prefixes` """ for p in prefixes: if value.startswith(p): return True return False
def find_group_missing_numbers(squares: list, grid: list) -> list: """ Gets the missing numbers from the group of squares :param squares: A list of tuples (row, column) coordinates of squares :param grid: The sudoku grid as a 3D list :return: A list containing all the numbers (1-9) missing from the...
def number(lines): """Apply enumerate approach.""" # dict: {number->c} # list: ['number: c'] # number_c_d = {i + 1: c for i, c in enumerate(lines)} # return number_c_d if lines == []: return [] number_c_ls = [str(i + 1) + ': ' + c for i, c in enumerate(lines)] return number_...
def parsimony_pressure(fitness: float, size: int, p_coeff: float) -> float: """Parsimony pressure method. Koza, 1992; Zhang & Muhlenbein, 1993; Zhang et al., 1993 :param fitness: Original fitness :param size: Size of individual :param p_coeff: Parsimon...
def merge_two_dicts(dict_01, dict_02): """ Merge 2 dictionaries and return the merged dictionary. Compatible with python 3.4 or lower """ merged_dict = dict_01.copy() # start with x's keys and values merged_dict.update(dict_02) # modifies z with y's keys and values & returns None ...
def concat(l1, l2): """ Join two possibly None lists """ if l1 is None: return l2 if l2 is None: return l1 return l1 + l2
def score_calc_5(sumI, n, beta_a_b, beta_aB, beta_c_d, beta_w_x, beta_y_z_P, gamma, L, sumI_all): """ Scoring function with 5 ion series: sumI(matched) / sumI(all) * n / L * ( 1 + beta[a + b] + beta[a-B] + beta[c + d] + beta[w + x] + beta[y + z + y-P + z-P]) n = total number of matching MS2 ions for t...
def make_spaces(in_string: str) -> str: """ This filter takes a string and replaces all dashes and underscores with spaces :param in_string: The string to change :type in_string: str :returns: A string with no dashes or underscores :rtype: str """ return in_string.r...
def sanitize(name): """Make the name able to be a valid path name. No spaces or slashes, everything lowercase""" return name.lower().replace(" ", "_").replace("/", "-slash-")
def sum_of_matrices(matrix1, matrix2): """ Sums the input matrices (matrix1 + matrix2). If dimension sizes are not match returns -1! Args: matrix1: 2D list matrix2: 2D list Return: result: 2D list. If dimension sizes are not match returns -1! result = [] """ resu...
def map_pressure_to_coeff(pressure_str): """ :param str pressure: :return: """ pressure = int(pressure_str) if pressure <= 1008: pressure_coeff = 3 elif pressure >= 1023: pressure_coeff = 1 else: pressure_coeff = 2 return pressure_coeff
def _revert(converter, result, converted=False, result_conversion=None, estimator=None, **converter_args): """ Use the `converter` to convert the given `result` if necessary. sklearn toolkit produces all its results as numpy format by default. ...
def human_format(num: int) -> str: """Returns num in human-redabale format from https://stackoverflow.com/a/579376 Args: num (int): number. Returns: str: Human-readable number. """ # f if num < 10000: return str(num) magnitude = 0 while abs(num) >= 1000: ...
def fix_segment_table(segment_table): """Given a list of dictionaries in the form [{"start":start_frequency, "stop":stop_frequency,"number_points":number_points,"step":frequency_step}...] returns a table that is ordered by start frequency and has no overlapping points""" segment_table = sorted(segment_t...
def _get_padding(num_bins, bin_size): """ For parallel iteration: gets the smallest number L' >= bin_size such that num_bins is smaller than the lowest factor of L'. """ trial_size = bin_size while True: success_flag = True for divisor in range(2, num_bins - 1): if tr...
def handle_domainlist(url, _domain, _method, **_): """ :param url: Incoming URL dictionary :type url: dict :param _domain: Incoming domain (it's not being used for this handler) :type _domain: str :param _method: Incoming request method (it's not being used for this handler) :type _method: s...
def _split_name(name): """Splits a name in two components divided by '.'""" comp = name.split('.') if len(comp) > 1: return (comp[0], '.'.join(comp[1:])) return (None, name)
def decipher_all(decipher, objid, genno, x): """Recursively deciphers the given object. """ if isinstance(x, bytes): return decipher(objid, genno, x) if isinstance(x, list): x = [decipher_all(decipher, objid, genno, v) for v in x] elif isinstance(x, dict): for (k, v) in x.ite...
def is_one_to_one(d): """ (dict of {str: int}) -> bool Return True if and only if no two of d's keys map to the same value. >>> is_one_to_one({'a': 1, 'b': 2, 'c': 3}) True >>> is_one_to_one({'a': 1, 'b': 2, 'c': 1}) False >>> is_one_to_one({}) True """ values = [] ...
def csc_norm(n, Ap, Ax): """ Computes the 1-norm of a sparse matrix = max (sum (abs (A))), largest column sum. @param A: column-compressed matrix @return: the 1-norm if successful, -1 on error """ norm = 0 for j in range(n): s = 0 for p in range(Ap[j], Ap[j + 1]): ...
def argument_name(name: str) -> str: """Standardises argument name. Examples: ```python argument_name("hello") == "--hello" argument_name("hello_world") == "--hello-world" ``` Args: name (str): Name of the argument. Returns: str: Standardised name of th...
def scaling_transform(w1, h1, w2, h2): """Rescale rectangle (w1, h1) to fit in rectangle (w2, h2) without changing the ratio.""" r1 = w1 / h1 r2 = w2 / h2 if r1 <= r2: h = h2 w = r1 * h2 else: w = w2 h = w2 / r1 return w, h
def clipped(piece_idx, move_idx): """ Determines whether the move is a valid knight move and is not clipped given the 8x8 geometry """ if move_idx not in range(64): return True move_x, move_y = (move_idx % 8, move_idx // 8) piece_x, piece_y = (piece_idx % 8, piece_idx // 8) x_dif...
def remove_trailing(number: int): """ Verwijderd de trailing 0 van integers https://stackoverflow.com/questions/52908011/better-way-to-remove-trailing-zeros-from-an-integer """ while number % 10 == 0 and number != 0: number //= 10 return number
def apply_deltas(start,deltas): """ Return a list of the sums of DELTAS starting from START. """ result = [] current = start for delta in deltas: current = current + delta result.append(current) return result
def buckle_thickness(D_o, P_p, sig_y): """Return the nominal buckle thickness [t] based on the propagation pressure. Considers the worst case maximum external pressure and ignores internal pressure - PD8010-2 Equation (G.21). :param float D_o: Outside Diameter [m] :param float P_p: Propagation pres...
def get_content(context, target): """ It gets the content from any file with data in it(auto generated) and returns in list """ lines = [] try: with open(target,encoding='UTF-8') as file: for line in file: line = line.strip() lines.appe...
def _clean_2007_text(s): """Replace special 2007 formatting strings (XML escaped, etc.) with actual text. @param s (str) The string to clean. @return (str) The cleaned string. """ s = s.replace("&amp;", "&")\ .replace("&gt;", ">")\ .replace("&lt;", "<")\ .replac...
def min_board(list_of_board): """ get the board with the min cost """ cost = float("inf") board = None index = -1 for i in range(len(list_of_board)): elem_cost, elem_board = list_of_board[i] if (elem_cost < cost): cost = elem_cost board = elem_board ...
def idToMQTTClientID(id:str, isCSE:bool=True) -> str: """ Convert a oneM2M ID to an MQTT client ID. """ return f'{"C::" if isCSE else "A::"}{id.lstrip("/")}'
def NormalizeEmail(email): """Normalizes the email from git repo. Some email is like: test@chromium.org@bbb929c8-8fbe-4397-9dbb-9b2b20218538. """ parts = email.split('@') return '@'.join(parts[0:2])
def hsl_to_rgb(hue, saturation, lightness): """ :param hue: degrees :param saturation: percentage :param lightness: percentage :returns: (r, g, b) as floats in the 0..1 range """ hue = (hue / 360) % 1 saturation = min(1, max(0, saturation / 100)) lightness = min(1, max(0, lightness /...
def format_assignments(text): """ Aligns assignment statements in the source file and return a text. """ lines = text.split("\n") # process text line by and store each line at its starting index formated_text = [] a_block_left = [] a_block_right = [] # these statements may contain ...
def threads(threads: int, single_threaded: bool) -> int: """ Number of threads to run in each Gunicorn worker. """ if single_threaded: return 1 return threads
def is_in_mapping_cache(referenced_revision_tag, referenced_section, mapping_cache): """ Checks if the referenced section is in the mapping cache Supports both entry formats (1.2:3.4 and 1.2/3.4) """ s1 = ":".join(referenced_section) s2 = "/".join(referenced_section) ...
def _find_room_helper(room_obj_list, room): """simple list search for finding object in first part of a tuple""" for r_obj in room_obj_list: if r_obj[0] == room: return r_obj[1] return None
def match(patternSuffix: str, wordSuffix: str): """Returns False if patternSuffix[0] does not match wordSuffix[0]. A match is when patternSuffix[0] == '?' or patternSuffix[0] == wordSuffix[0]. This function recures until both or one of the two inputs are exhausted or a match of patternSuffi...
def obj_of(k, v): """Creates an object containing a single key:value pair""" return {k: v}
def extent(obj): """Get the start and end offset attributes of a dict-like object""" return obj.get('startOffset', -1), obj.get('endOffset', -1)
def parse_boolean(value, length, cursor): """Typecast the postgres boolean to a python boolean. Postgres returns the boolean as a string with 'true' or 'false' """ return value[:1] == b"t" if value is not None else None
def lagrange_poly(x, xp, fp): """ given points (xp, fp), fit a lagrange polynomial and return the value at point x """ f = 0.0 # sum over points m = 0 while (m < len(xp)): # create the Lagrange basis polynomial for point m l = None n = 0 while ...
def pixels_to_figsize(opt_dim, opt_dpi): """Converts pixel dimension to inches figsize """ w, h = opt_dim return (w / opt_dpi, h / opt_dpi)
def _get_proxy_type(type_id): """ Return human readable proxy type Args: type_id: 0=frontend, 1=backend, 2=server, 3=socket/listener """ proxy_types = { 0: 'frontend', 1: 'backend', 2: 'server', 3: 'socket/listener', } return proxy_types.get(in...
def prime_factors(n): """Returns all the prime factors of a positive integer""" factors = [] d = 2 while n > 1: while n % d == 0: factors.append(d) n //= d d = d + 1 if d*d > n: if n > 1: factors.append(n) break return factors
def confirm_membership(required_set, proposed): """ Return True if all elements in required set are present in proposed >>> confirm_membership({'a', 'b'}, {'c': 0, 'a': 2, 'b': 0}) True >>> confirm_membership({'a':3, 'b':4}, {'c': 0, 'a': 2, 'b': 0}) True """ return set(required_set...
def parse_ranges(s): """Parse s as a list of range specs.""" range_list = [] # return value is a list of doc indexes ranges = s.split(",") # list of ranges for r in ranges: try: i = int(r) range_list.append(i) except ValueError: # check if range ...
def modexp5(b,m): """e=5, use addition chain""" b2=(b*b)%m b4=(b2*b2)%m b5=(b*b4)%m assert(b5==pow(b,5,m)) return b5
def limit_labels_for_label_normalizer( label_normalizer, acceptable_labels): """Limits keys and values in label_normalizer to acceptable labels.""" limited_label_normalizer = {} for k, v in label_normalizer.items(): if k in acceptable_labels: limited_label_normalizer[k] = sorted( accep...
def ParseGTestListTests(raw_list): """Parses a raw test list as provided by --gtest_list_tests. Args: raw_list: The raw test listing with the following format: IPCChannelTest. SendMessageInChannelConnected IPCSyncChannelTest. Simple DISABLED_SendWithTimeoutMixedOKAndTimeout Return...
def _is_gse2(filename): """ Checks whether a file is GSE2.0 format. :type filename: str :param filename: Name of the GSE2.0 file to be checked. :rtype: bool :return: ``True`` if GSE2.0 file. """ try: with open(filename, 'rb') as fh: temp = fh.read(12) except Exce...
def short_doc(obj): """ Returns the first line of the object's docstring """ if obj.__doc__: lines = obj.__doc__.strip(' \n').splitlines() if lines: return lines[0] return None
def atmDensPoly6th(ht, dens_co): """ Compute the atmosphere density using a 6th order polynomial. This is used in the ablation simulation for faster execution. Arguments: ht: [float] Height above sea level (m). dens_co: [list] Coeffs of the 6th order polynomial. Return: a...
def replace_ellipsis(n, index): """Replace ... with slices, :, : ,: >>> replace_ellipsis(4, (3, Ellipsis, 2)) (3, slice(None, None, None), slice(None, None, None), 2) >>> replace_ellipsis(2, (Ellipsis, None)) (slice(None, None, None), slice(None, None, None), None) """ # Careful about using ...
def dev_merge_dicts(dicta: dict, dictb: dict): """merge two dicts. under development. """ if not isinstance(dicta, dict) or not isinstance(dictb, dict): return dicta new_dicta = {**dicta, **dictb} for k, v in new_dicta.items(): if isinstance(v, dict): if (k in dicta)...
def area(r): """returns surface""" return(333/106*r**2)
def _strip_double_quote(value: str) -> str: """Strip one leading/single trailing double-quote.""" if value[0] == '"': value = value[1:] if value[-1] == '"': value = value[:-1] return value
def capability(event, endpoint, name, description, others=None): """ A helper function to generate one capability line for the capabilities() """ path = event['path'] named_path_element = path.rfind('/capabilities') if named_path_element>0: prefix = path[0:named_path_element] else: ...
def add_file_to_dict(dictionary, file): """ Populates a dictionary with key: file name value: number of instances in the directory Args: dictionary: dictionary of file names file: file name to be added to dictionary Returns: The modified dictionary """ # ...
def flatten_keys(dictionary): """ Flattens the keys for a nested dictionary using dot notation. This returns all the keys which can be accessed via `get_by_path`. Example: For example, {'a': None, 'b': {'x': None}} would return ['a', 'b.x'] Args: dictionary (dict): A di...
def _make_triplets(seq, phase=0): """Select a valid amino acid sequence given a 3-letter code input (PRIVATE). This function takes a single three-letter amino acid sequence and the phase of the sequence to return the longest intact amino acid sequence possible. Parts of the input sequence before and af...
def get_suit_of_card(position_of_card, deck): """Returns the suit of the card that has the specific position in the deck""" suit_int = deck[position_of_card][0] if suit_int == 0: return "Spades" elif suit_int == 1: return "Hearts"
def xeval(sexpr): """ >>> xeval('') 0 >>> xeval('1234567') 1234567 >>> xeval('+1234567') 1234567 >>> xeval('-1234567') -1234567 >>> xeval('2+3') 5 >>> xeval('2-3') -1 >>> xeval('2-23+4') -17 >>> xeval('2-01+3-1') 3 >>> xeval('1-2-3-4-5') -13 ...
def duration(s): """Turn a duration in seconds into a human readable string""" m, s = divmod(s, 60) h, m = divmod(m, 60) d, h = divmod(h, 24) parts = [] if d: parts.append('%dd' % (d)) if h: parts.append('%dh' % (h)) if m: parts.append('%dm' % (m)) if s: ...