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def split_kwargs(original, anothers): """split a dict to 2 dicts. Args: original: original data. antohers: the elments will be put the other dict if its key in this tuple. Returns: (original, new) """ new = {} for key in anothers: try: new[...
def get_tags_gff3(tagline): """Extract tags from given tagline""" tags = dict() for t in tagline.strip(';').split(';'): tt = t.split('=') tags[tt[0]] = tt[1] return tags
def patternToIndex(pattern): """ the index of the pattern in lexicographically ordered k-mers """ if len(pattern) == 1: if pattern == 'A': return 0 elif pattern =='C': return 1 elif pattern =='G': return 2 elif pattern =='T': return 3 lastChar = pattern[-1:] pref...
def addrstr(astr): """Parse string astr as a socket address. Return (addr, af) where af is a socket.AddressFamily and the type of addr depends on af (see documentation of the socket module). If astr contains a slash it is interpreted as the file name of a AF_UNIX socket. Otherwise the syntax is ho...
def modify_eve_dict(eve_dict): """ Modify nested event dictionary to make it follow a more flattened approach so as to use full functionality of the run.py function `find_value(name, obj)`. The dictionaries of the format { "event_type":"http", "http":{ "hostname":"support...
def bit_invert(value, width=32): """! @brief Return the bitwise inverted value of the argument given a specified width. @param value Integer value to be inverted. @param width Bit width of both the input and output. If not supplied, this defaults to 32. @return Integer of the bitwise inversion of @...
def get_ellipse_equation_coefficient_by_simplest_focus_add(x1, y1, x2, y2, add): """ [1/a^2, 0, 1/b^2, 0, 0, -1] """ if y1 == 0: a = add / 2 aa = a * a c = abs(x1) bb = aa - c ** 2 return [1 / aa, 0, 1 / bb, 0, 0, -1] b = add / 2 bb = b * b c = abs(y1)...
def palindrome_anagram(S): """Find an anagram of the string that is palindrome """ visited = set() for s in S: if s in visited: visited.remove(s) else: visited.add(s) return len(visited) <= 1
def filter_requirements(requirements: str) -> list: """Filter the requirements, exclude comments, empty strings Parameters: ----------- requirements: str, string of requirements Returns: -------- list list of filtered requirements """ list_requirements = requirement...
def __get_gnome_url(pkg_info): """ Get gnome repo url of package """ src_repos = pkg_info["src_repo"].split("/") if len(src_repos) == 1: url = "https://gitlab.gnome.org/GNOME/" + pkg_info["src_repo"] + ".git" else: url = "https://gitlab.gnome.org/" + pkg_info["src_repo"] + ".git"...
def calculate_m_metric(flux_a: float, flux_b: float) -> float: """Calculate the m variability metric which is the modulation index between two fluxes. This is proportional to the fractional variability. See Section 5 of Mooley et al. (2016) for details, DOI: 10.3847/0004-637X/818/2/105. Args: f...
def is_same_sequence_sublist(child_list: list, parent_list: list) -> bool: """ Check if the parent list has a sublist which is identical to the child list including the sequence. Examples: - child_list = [1,2,3], parent_list=[5,1,2,3,9] -> ``True`` - child_list = [1,2,3], parent_list=[5,6,1,...
def entity_list(raw_entities_dict): """ Returns a list of tuples that preserves the qbbo_types and Id keys. (The input is what you get when you run quickbooks.transactions() or quickbooks.names()) Each item in list is a three-item tuple: (qbbo_type,Id,raw_entity_dict) """ e_list =...
def username(email): """Keeps the username of an email address.""" return email and email.split('@', 1)[0]
def valid_cluster_header(ds, file): """ checks if colnames are comaptible with provided list :param ds: ds header name :param file: lsit of allowed header names :return: bool showing whether given colname is compatible with list """ return str(ds) in list(file)
def sgn(val): """Sign function. Returns -1 if val negative, 0 if zero, and 1 if positive. """ try: return val._sgn_() except AttributeError: if val == 0: return 0 if val > 0: return 1 else: return -1
def estimate_fee(estimated_size: int, fee_kb: int) -> int: """ Calculate fee based in the transaction size and the price per KiB. :param estimated_size: Estimated size for the transaction. :param fee_kb: Price of the transaction by KiB. :return: The estimated fee. """ return int(estimated_size * fee_kb / 1024.0 ...
def get_tool_name(header): """Gets the name of the tool that was used and that delivered the log.""" header = header.split(":") return header[1].strip(), ":".join(header[2:])
def none_of(pred, iterable): """ Returns ``True`` if ``pred`` returns ``False`` for all the elements in the ``iterable`` range or if the range is empty, and ``False`` otherwise. >>> none_of(lambda x: x % 2 == 0, [1, 3, 5, 7]) True :param pred: a predicate function to check a value from...
def get_last_index(dictionary: dict) -> int: """ Obtaining of the last index from the `dictionary`, functions returns `-1` if the `dict` is empty. """ indexes = list(dictionary) return indexes[-1] if indexes else -1
def is_google_registry_image(path: str) -> bool: """Returns true if the given Docker image path points to either the Google Container Registry or the Artifact Registry.""" host = path.partition('/')[0] return host == 'gcr.io' or host.endswith('docker.pkg.dev')
def make_diff_header(path, old_tag, new_tag, src_label=None, dst_label=None): """Generate the expected diff header for file PATH, with its old and new versions described in parentheses by OLD_TAG and NEW_TAG. SRC_LABEL and DST_LABEL are paths or urls that are added to the diff labels if we're diffing against th...
def genSubparts(string): """ Partition a string into all possible two parts, e.g. given "abcd", generate [("a", "bcd"), ("ab", "cd"), ("abc", "d")] For string of length 1, return empty list """ length = len(string) res = [] for i in range(1, length): res.append((string[0:i], stri...
def _PerModeMini(x): """Takes Numeric Code and returns String API code Input Values: 1:"Totals", 2:"PerGame" Used in: """ measure = {1:"Totals",2:"PerGame"} try: return measure[x] except: raise ValueError("Please enter a number between 1 and "+str(len(measure)))
def binary_eval(op, left, right): """token_lst has length 3 and format: [left_arg, operator, right_arg] operator(left_arg, right_arg) is returned""" return op(left, right)
def get_custom_params_value(custom_params_list, key): """ :param List custom_params_list: :param str key: :rtype: str """ param = next(iter( filter(lambda x: x['name'] == key, custom_params_list)), None) if param: return param['value'] else: return ...
def path_to_directions(l): """ as seen here: https://github.com/multinormal/ddsm/blob/master/ddsm-software/get_ddsm_groundtruth.m original documentation: http://marathon.csee.usf.edu/Mammography/DDSM/case_description.html#OVERLAYFILE rows and columns are swapped """ chain_code = {0: [-1, 0], ...
def soundex(name, len=4): """ Code referenced from http://code.activestate.com/recipes/52213-soundex-algorithm/ @author: Pradnya Kulkarni """ # digits holds the soundex values for the alphabet digits = "01230120022455012623010202" sndx = "" fc = "" # Translate alpha chars in name...
def to_internal_instsp(instsp): """Convert instantiation pair to assignments of internal variables.""" tyinst, inst = instsp tyinst2 = {"_" + nm: T for nm, T in tyinst.items()} inst2 = {"_" + nm: t for nm, t in inst.items()} return tyinst2, inst2
def dict2str(dictionary): """Helper function to easily compare lists of dicts whose values are strings.""" s = '' for k, v in dictionary.items(): s += str(v) return s
def is_valid_manifest(manifest_json, required_keys): """ Returns True if the manifest.json is a list of the form [{'k' : v}, ...], where each member dictionary contains an object_id key. Otherwise, returns False """ for record in manifest_json: record_keys = record.keys() if not ...
def convert_classes(raw_data, local_label_dict): """Convert the MC Land use classes to the specific things I'm interested in Args ---- raw_data (dict) : dictionary of raw data, returned from load_raw_data() local_label_dict (dict) : a dictionary that maps the datasets labels into the labels...
def multi_tmplt_1(x, y, z): """Tests Interfaces""" return x + y + z
def DeepSupervision(criterion, xs, y): """ Args: criterion: loss function xs: tuple of inputs y: ground truth """ loss = 0. for x in xs: loss += criterion(x, y) # loss /= len(xs) return loss
def max_nth_percent(n, data): """ A function that returns the nth percent top value, planned use is for plotting :param n: the percentile value desired for return :param data: the iterable object searched through :return: nth percent largest value """ import heapq data=list(data) n=floa...
def lennard_jones_potential(x): """ calculates the lennard-jones-potential of a given value x """ return 4 * ((x ** -12) - (x ** -6))
def find_migration_file_version(config, migrations, version, prior=False): """ Returns int (or None on failure) Finds the target migration version by its version string (not sortable version) in the list of migrations """ # find target ix = None for ix, m in enumerate(migrations): ...
def add_params(value, arg): """ Used in connection with Django's add_preserved_filters Usage: - url|add_params:'foo=bar&yolo=no' - url|add_params:'foo=bar'|add_params:'motto=yolo' use only for admin view """ first = '?' if '?' in value: first = '&' return v...
def have_mp3_extension(l): """Check if .mp3 extension is present""" if ".mp3" in str(l): return 1 else: return 0
def font_stretch(keyword): """Validation for the ``font-stretch`` property.""" return keyword in ( 'ultra-condensed', 'extra-condensed', 'condensed', 'semi-condensed', 'normal', 'semi-expanded', 'expanded', 'extra-expanded', 'ultra-expanded')
def any_above(prices, threshold): """Determines if there are any prices above a threshold.""" for x in prices: if x > threshold: return True return False
def dice_counts(dice): """Make a dictionary of how many of each value are in the dice """ return {x: dice.count(x) for x in range(1, 7)}
def _getParameterRange(key): """ Returns fur's default parameter range as 2-tuple (min, max). key: fur attribute (string) """ if "Density" ==key: return (10000.0, 30000.0) ## geometry attributes (1) for single strand if "Length" ==key: return (1.00, 5.00) if "BaseWidth"==key: return ...
def get_content_values_by_name(content, name): """ :type content: dict :param content: A dictionary as returned by KairosDB with timestamps converted to seconds since the epoch :type name: str :param name: The name of the entry in the results whose values will be returned :rtype: list :ret...
def sort_spec(spec): """Helper to provide a key function for `sorted` Provide key to sort by type first and by whatever identifies a particular type of spec dict Parameters ---------- spec: dict study specification dictionary Returns ------- string """ if spec['type...
def recall_at(targets, scores, k): """Calculation for recall at k.""" for target in targets: if target in scores[:k]: return 1.0 return 0.0
def generate_predefined_split(n=87, n_sessions=3): """Create a test_fold array for the PredefinedSplit function.""" test_fold = [] for s in range(n_sessions): test_fold.extend([s] * n) return test_fold
def assert_not_equal(other, obj, msg=None): """Fail if the two objects are equal as determined by the '==' operator. """ if obj == other: raise AssertionError(msg or '%r == %r' % (obj, other)) return obj
def decode_dict(source): """ docstring for """ if type(source) in [str, int, float, bool]: return source if type(source) == bytes: return source.decode() if type(source) in [list, set]: decode_list = [] for item in source: decode_list.append(decode_dic...
def reverse(graph): """Reverse the direction of edges in a graph.""" reverse_graph = [[] for _ in range(len(graph))] for node, children in enumerate(graph): for child in children: reverse_graph[child].append(node) return reverse_graph
def is_std_logic(value): """Returns whether the given value is the Python equivalent of an std_logic.""" return value is True or value is False
def has_at_least_one_models_key(lc_keys): """Check if there is at least one optional Models dict key in lowercase keys """ model_keys = {"paper", "code", "weights", "config", "readme", "metadata", "r...
def erb_bandwidth(fc): """Bandwidth of an Equivalent Rectangular Bandwidth (ERB). Parameters ---------- fc : ndarray Center frequency, or center frequencies, of the filter. Returns ------- ndarray or float Equivalent rectangular bandwidth of the filter(s). """ # In...
def _swap_endian(val, length): """ Swap the endianness of a number """ if length <= 8: return val if length <= 16: return (val & 0xFF00) >> 8 | (val & 0xFF) << 8 if length <= 32: return ((val & 0xFF000000) >> 24 | (val & 0x00FF0000) >> 8 | ...
def check_dht_value_type(value): """ Checks to see if the type of the value is a valid type for placing in the dht. """ typeset = [int, float, bool, str, bytes] return type(value) in typeset
def mVPD( vpd, vpdclose, vpdopen ): """VPD dependent reduction function of the biome dependent potential conductance""" if vpd <= vpdopen: return 1.0 elif vpd >= vpdclose: return 1.0 else: return ( ( vpdclose - vpd ) / ( vpdclose - vpdopen ) )
def pseudo_quoteattr(value): """Quote attributes for pseudo-xml""" return '"%s"' % value
def is_valid_section_format(referenced_section): """ referenced_section - a list containing referenced chapter and paragraph. """ return referenced_section is not None and len(referenced_section) == 2
def row_to_dict(row): """ This takes a row from a resultset and returns a dict with the same structure :param row: :return: dict """ return {key: value for (key, value) in row.items()}
def _zero_forward_closed(x, y, c, l): """convert coordinates to zero-based, both strand, open/closed coordinates. Parameters are from, to, is_positive_strand, length of contig. """ y += 1 if not c: x, y = l - y, l - x return x, y
def get_backgroundcolor(window, defalut=0xeeeeee): """ Get background color through accesibility api. """ import sys try: acc = window.getAccessibleContext() if sys.platform.startswith("win"): return acc.getAccessibleChild(0).getBackground() else: return acc.g...
def parse_user(line, sep=','): """ Parses a user line Returns: tuple of (user_id, gender) """ fields = line.strip().split(sep) user_id = int(fields[0]) # convert user_id to int gender = fields[1] return user_id, gender
def create_one_hot_v(selected_set, reference): """ :param selected_set: :param reference: list/dict, is full set list or a item2id dict :return: """ v = [0 for i in range(len(reference))] # print('************** debug *************** create one hot v', selected_set, reference, ) if type...
def parse_line(line, file_type, verboseprint): """Parse a scan file line, returns state, proto, port, host, banner.""" result = [] if line[0] == "#": return result if file_type == "masscan": state, proto, port, host, _ = line.split() result = ["open", proto, port, host, ""] ...
def encode_bool(value): """Encode booleans to produce valid XML""" if value: return "true" return "false"
def _modify_instance_state_response(response_type, previous_state, new_state): """ Generates a response for a Start, Stop, Terminate requests. @param response_type: Cloudstack response. @param previous_state: The previous state of the instance. @param new_state: The new state of the instance. @...
def minutes_readable(minutes): """ convert the duration in minutes to a more readable form Args: minutes (float | int): duration in minutes Returns: str: duration as a string """ if minutes <= 60: return '{:0.0f} min'.format(minutes) elif 60 < minutes < 60 * 24: ...
def find_first_list_element_above(a_list, value): """ Simple method to return the index of the first element of a list that is greater than a specified value. Args: a_list: List of floats value: The value that the element must be greater than """ if max(a_list) <= value: Val...
def get_id(state): """ Assigns a unique natural number to each board state. :param state: Two dimensional array containing the state of the game board :return: Id number of the state """ cell_id = 0 exponent = 8 for row in state: for column in row: if column == 1: ...
def remove_text_inside_brackets(text, brackets="()[]{}"): """Removes all content inside brackets""" count = [0] * (len(brackets) // 2) # count open/close brackets saved_chars = [] for character in text: for idx, brack in enumerate(brackets): if character == brack: # found bracket ...
def multAll(lst): """Multiplies a list of variables together""" if len(lst) == 0: return 0 out = lst[0] for i in range(1,len(lst)): out *= lst[i] return out
def _shell_quote(word): """Use single quotes to make the word usable as a single commandline argument on bash, so that debug output can be easily runnable. """ return "'" + word.replace("'", "'\"'\"'") + "'"
def base_expansion(num: int, base: int = 2): """ return a base expansion """ q = int(num) b = int(base) count = 0 expansion = [] while q != 0: expansion.append(q % b) q = q//b count += 1 expansion.reverse() res = "".join(map(str, expansion)) return int...
def commandLine(Argv): """ Method converting a list of arguments/parameter in a command line format (to include in the execution of a program for exemple). list --> str """ assert type(Argv) is list, "The argument of this method are the arguments to convert in the command line format. (type Lis...
def _get_job_string(ii, jj, ii_zfill, jj_zfill, protocol): """Returns the job string used in `generate_job_indexes`.""" _s_ii = str(ii).zfill(ii_zfill) _s_jj = str(jj).zfill(jj_zfill) return "p%s-%s-%s" % (str(protocol), _s_ii, _s_jj)
def truncate(base, length, ellipsis="..."): """Truncate a string""" lenbase = len(base) if length >= lenbase: return base return base[:length - len(ellipsis)] + ellipsis
def _tokenize_string(formula): """ Converts a string formula into a series of tokens for evaluation Takes a string and divides it into a list of individual string tokens. Special tokens include ``"(", ")", "+", "^", "[", "]", "=", "~"``, where these have the expected Python behavior, with ``"="`` a...
def zip_object(keys, values=None): """Creates a dict composed from lists of keys and values. Pass either a single two dimensional list, i.e. ``[[key1, value1], [key2, value2]]``, or two lists, one of keys and one of corresponding values. Args: keys (list): either a list of keys or a list of ``[...
def assignment_no_params_with_context(context): """Expected assignment_no_params_with_context __doc__""" return "assignment_no_params_with_context - Expected result (context value: %s)" % context['value']
def unhappy_point(list, index): """ Checks if a point is unhappy. Returns False if happy. """ if list[index] == list[index - 1] or list[index] == list[(index + 1) % len(list)]: return False return True
def process_coordinate_string(str): """ Take the coordinate string from the KML file, and break it up into [[Lat,Lon,Alt],[Lat,Lon,Alt],...] """ long_lat_alt_arr = [] for point in str.split('\n'): if len(point) > 0: long_lat_alt_arr.append( [float(point.split(',')...
def find_ngrams(token_dict, text, n): """ See: https://github.com/facebookresearch/ParlAI/blob/master/parlai/core/dict.py#L31 token_dict: {'hello world', 'ol boy'} text: ['hello', 'world', 'buddy', 'ol', 'boy'] n: max n of n-gram ret: ['hello world', 'buddy', 'ol boy'] """ #...
def badhash(x): """ Just a quick and dirty hash function for doing a deterministic shuffle based on image_id. Source: https://stackoverflow.com/questions/664014/what-integer-hash-function-are-good-that-accepts-an-integer-hash-key """ x = (((x >> 16) ^ x) * 0x045d9f3b) & 0xFFFFFFFF x = (((x ...
def find_between(string, first, last): """Return substring between 'first' and 'last'.""" try: start = string.index(first) + len(first) end = string.index(last, start) return string[start:end] except ValueError: return ""
def getsize(data): """Return the smallest possible integer size for the given array.""" maxdata = max(data) if maxdata < (1 << 8): return 1 if maxdata < (1 << 16): return 2 return 4
def l2_loss(x: float, y: float) -> float: """ Compute the L2 loss function. Return the square difference between the inputs. https://www.bitlog.com/knowledge-base/machine-learning/loss-function/#l2-error Parameters ---------- x : float The estimate y : float The actual...
def action_get_into_bash(image_name, image_tag, user_name): """The function action_get_into_bash takes into the bash shell running in the container. Arguments: image_name: Name of the image to be used to build the container. image_tag: The tag of the image which is used to build the container. ...
def escape_html_chars(str_val): """ Escape special HTML characters (& <>) @type str_val: string @return: formatted string @rtype: string """ if str_val is None: return None output = str_val output = output.replace('&', '&amp;') output = output.replace(' ', '&nbsp;') o...
def convert_to_int(str_byte: str) -> int: """Take string representation of byte and convert to int""" return int(str_byte, 2)
def count_ballots(ballots): """ Counts the "for" and "against" ballots :param ballots: Vote ballots :return: A tuple of dictionaries: for and against votes """ # Count the number of votes for each candidate results_for = {} results_against = {} blanks = [] for name, ballot in b...
def pkcs7_unpad(bytes_, len_): """Unpad a byte sequence with PKCS #7.""" remainder = bytes_[-1] pad_len = remainder if remainder != 0 else len_ msg = bytes_[:-pad_len] pad = bytes_[-pad_len:] if remainder >= len_ or any(p != remainder for p in pad): raise ValueError("Invalid padding") ...
def permutation(s): """ @s: list of elements, eg: [1,2,3] return: list of permutations, eg: [[1,2,3], [1,3,2], [2,1,3], [2,3,1], [3,1,2], [3,2,1]] """ ret = [] length = len(s) if length == 0: return ret if length == 1: return [s] curr = s[0] for prev in permutat...
def global2local(gobal_coord, start, end, strand): """Returns local coordinate in a global region""" # swap if strands disagree if strand == 1: return gobal_coord - start else: return end - gobal_coord
def split_line(line): """Split a line read from file into a name/sequence tuple Arguments: line: line of text with name and sequence separated by tab. Returns: (name,sequence) tuple. """ name = line.strip('\n').split('\t')[0] seq = line.strip('\n').split('\t')[-1] return (name...
def get_keys(dictionary): """ :param dictionary: python dict obj :return: sorted list of keys of dictionary """ keys = sorted(list(dictionary.keys())) print("length of keys: ", len(keys)) return keys
def rgbu8_size(width, height): """Calculate rgb 24bit image size Args: width: image width height: image height Returns: rgb 24bit image data size """ return int(width * height * 3)
def parse_author_and_permlink(url): """ Parses a typical steem URL and returns a tuple including the author and permlink. Ex: http://steemit.com/@author/permlink """ try: author = url.split("@")[1].split("/")[0] permlink = url.split("@")[1].split("/")[1] except IndexError as ...
def get_smiles(res): """ Get a list of SMILES from function results """ smiles = set() for smi in res: try: smiles.add( "{}\t{}".format( smi["molecule_structures"]["canonical_smiles"], smi["molecule_chembl_id"], ...
def _is_private(name: str) -> bool: """Return true if the name is private. :param name: name of an attribute """ return name.startswith('_')
def barxor(a, b): # xor two strings of different lengths """XOR the given byte strings. If they are not of equal lengths, right pad the shorter one with zeroes. """ if len(a) > len(b): return [ord(x) ^ ord(y) for (x, y) in zip(a[:len(b)], b)] else: return [ord(x) ^ ord(y) for (x, y) in zip(a, b[:l...