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def _unquote(string: str) -> str: """Removes the double quotes surrounding a string.""" return string[1:-1]
def list_to_svm_line(original_list): """ Concatenates list elements in consecutive element pairs. Parameters ---------- original_list : list The elements to be joined Returns ------- String Returns a string, resulting from concatenation of list elements in consecutive e...
def random_ints(count=20, min=1, max=50): """Return a list of `count` integers sampled uniformly at random from given range [`min`...`max`] with replacement (duplicates are allowed).""" import random return [random.randint(min, max) for _ in range(count)]
def divide_lists(ls, by): """ Divide lists by 'by'. """ return [x / float(by) for x in ls]
def GenerateAnnulusNodeToRZPhi(nRCoords, nZCoords, phiPoints): """ Generate the map from node IDs to r, z phi IDs for a structured 3D linear tet annulus mesh """ nodeToRzphi = [] index = 0 index = 0 for i in range(nRCoords): for j in range(nZCoords): for k in range(phiPoints): node...
def restructure_opentarget_response(json_doc): """ Restructure the API output from opentarget API. :param: json_doc: json output from opentarget API """ if not json_doc.get("data"): return json_doc for _doc in json_doc['data']: if "drug" in _doc: if "CHEMBL" in _doc[...
def calculate(name_list): """Returns the sum of the alphabetical value for each name in the list multiplied by its position in the list""" return sum( (i + 1) * (ord(c) - ord("A") + 1) for i, name in enumerate(sorted(name_list)) for c in name.strip('"') )
def triangle_n(n): """Returns the nth triangle number""" return int(n * (n + 1) / 2)
def version_1_39_12(model_dict): """Implement changes in a Model dict to make it compatible with version 1.39.12.""" removed_equip = 'PSZ-AC district chilled water with baseboard district hot water' replaced_equip = 'PSZ-AC district chilled water with district hot water' if 'energy' in model_dict['prope...
def remove_common_molecules(reactants, products): """ Removes common species between two lists leaving only reacting species. Parameters ---------- reactants, products : list of str List containing strings all molecular species. Returns ------- tuple of str Reduced list...
def project_sorted(row, sorted_cols): """Extract the values in the ORDER BY columns from a row. """ return [ row[col] for col in sorted_cols ]
def get_kth_inorder_record(root, k): """ Question 10.7 """ current_num = 0 cur = root prev = None while cur: next_node = None if cur.parent == prev: if cur.left: next_node = cur.left else: current_num += 1 ...
def binary_search(given_array, key, starting_index, ending_index): """ Using binary search method to find the accurate(inplace) place for 'key' to reduce the complexity for comparisons of insertion sort""" if starting_index == ending_index: if given_array[starting_index] > key: return st...
def _create_default_branch_id(repo_url, default_branch_ref_id): """ Return a unique node id for a repo's defaultBranchId using the given repo_url and default_branch_ref_id. This ensures that default branches for each GitHub repo are unique nodes in the graph. """ return f"{repo_url}:{default_branch_...
def i_sort_rec(seq, i=None): """ perform insertion sort recursively""" # if the sequence is empty return it if not seq: return seq if i is None: i=len(seq) if i==1: return i_sort_rec(seq, i-1) val = seq[i-1] del seq[i-1] seq.insert(0, val) i2 = 0 while...
def two_opt_swap(r: list, i: int, k: int) -> list: """Reverses items `i`:`k` in the list `r` https://en.wikipedia.org/wiki/2-opt.""" out = r.copy() out[i:k + 1] = out[k:i - 1:-1] return out
def get_resource_group_name_by_resource_id(resource_id): """Returns the resource group name from parsing the resource id. :param str resource_id: The resource id """ resource_id = resource_id.lower() resource_group_keyword = '/resourcegroups/' return resource_id[resource_id.index(resource_group_...
def DIVIDE(x, y): """ Divides one number by another and returns the result. See https://docs.mongodb.com/manual/reference/operator/aggregation/divide/ for more details :param x: The number or field of number (is the dividend) :param y: The number or field of number (is the divisor) :return: ...
def _rule_compare(rule1, rule2): """ Compare the common keys between security group rules against eachother """ commonkeys = set(rule1.keys()).intersection(rule2.keys()) for key in commonkeys: if rule1[key] != rule2[key]: return False return True
def normalize(c: str) -> str: """Returns the given char if alphanumeric, or normalizes/elides it""" if c.isalnum(): return c elif c == '-': return '_' else: return ''
def oneHotEncode_4_evtypes(x, r_vals=None): """ This function one hot encodes the input for the event types cascade, tracks, doubel-bang, starting tracks """ cascade = [1., 0., 0., 0.] track = [0., 1., 0., 0.] doublebang = [0., 0., 1., 0.] s_track = [0., 0., 0., 1.] # map x to possi...
def duration_hm(time_delta): """time_delta -> 1:01""" minutes, s = divmod(time_delta, 60) h, minutes = divmod(minutes, 60) return "%d:%02d" % (h, minutes)
def get_object_value(value) -> str: """Get value from object or enum.""" while hasattr(value, "value"): value = value.value return value
def get_ticker_name(s: str) -> str: """Gets ticker name from file name.""" x = s.find('_') name = s[:x] return name
def hk_obc_enabled(bits: list) -> bytes: """ First bit should be on the left, bitfield is read from left to right """ enabled_bits = 0 bits.reverse() for i in range(len(bits)): enabled_bits |= bits[i] << i return enabled_bits.to_bytes(4, byteorder='big')
def num_docs(a): """ Return a dict with all the documents returned in all queries """ full_prediction_set = {} for item in a: for doc in a[item]: if doc not in full_prediction_set: full_prediction_set[doc] = 0 full_prediction_set[doc] += 1 return ...
def dequantize(Q, cp, cn): """ Dequanitze from the given 1-bit quantization and the reconstruction values. Parameters: Q : input quantized values (+/- 1) cp: center of the quantization bins for positive values cn: center of the quantization bins for negative values """ Qn =...
def hinge_loss(predicted_value: float, real_label: float) -> float: """ Computes hinge loss for given predicted value, given the real label. :param predicted_value: inner product of data sample and coefficient vector, possibly corrected by intercept :param real_label: Real label :return...
def parameterize(ref): """Rewrites attributes to match the kwarg naming convention in client. >>> paramterize({'project_id': 0}) {'project': 0} """ params = ref.copy() for key in ref: if key[-3:] == '_id': params.setdefault(key[:-3], params.pop(key)) return params
def _join_smt2(seq, conn): """Produces a SMT-LIB 2.0 formula containing all elements of the sequence merged by a provided connective.""" if len(seq) == 0: return '' elif len(seq) == 1: return seq[0] else: return '({0} {1})'.format(conn, ' '.join(seq))
def count_pattern(pattern, lst): """ count_pattern() returns the count of the number of times that the pattern occurs in the lst """ count = 0 if type(pattern) != type(lst): raise TypeError("count_pattern() : arguments must be of the same type") elif not pattern or not lst: retur...
def indent_string(the_string, indent_level): """Indents the given string by a given number of spaces Args: the_string: str indent_level: int Returns a new string that is the same as the_string, except that each line is indented by 'indent_level' spaces. In python3, this can be done ...
def get_readout_time(dicom_img, dcm_info, dwell_time): """ Get read out time from a dicom image. Parameters ---------- dicom_img: dicom.dataset.FileDataset object one of the dicom image loaded by pydicom. dcm_info: dict array containing dicom data. dwell_time: float Effe...
def without_http_prefix(url): """ Returns a URL without the http:// or https:// prefixes """ if url.startswith('http://'): return url[7:] elif url.startswith('https://'): return url[8:] return url
def subset_with_values(target, lst): """Determines whether or not it is possible to create the target sum using values in the list. Values in the list can be positive, negative, or zero. The function returns a tuple of exactly two items. The first is a boolean, that indicates true if the sum is possible...
def gabfr_nbrs(gabfr): """ gabfr_nbrs(gabfr) Returns the numbers corresponding to the Gabor frame letters (A, B, C, D/U, G). Required args: - gabfr (str or list): gabor frame letter(s) Returns: - gab_nbr (int or list): gabor frame number(s) """ if not isinstance(gabf...
def rpower(n, k): """Recursive divide and conquer""" if k == 0: return 1 p = rpower(n, k >> 1) if k & 1: return n * p * p return p * p
def is_alphanumeric(word: str, valid_punctuation_marks: str = '-') -> bool: """ Check if a word contains only alpha-numeric characters and valid punctuation marks. Parameters ---------- word: `str` The given word valid_punctuation_marks: `str` Punctuation marks that are val...
def reverse(string): """Native reverse of a string looks a little bit cryptic, just a readable wrapper""" return string[::-1]
def dec_indent(indent, count=1): """ decrease indent, e.g. if indent = " ", and count = 1, return " ", if indent = " ", and count = 2, return "", """ if indent.endswith('\t'): indent = indent[:len(indent) - 1 * count] elif indent.endswith(' '): indent = in...
def cut(string, characters=2, trailing="normal"): """ Split a string into a list of N characters each. .. code:: python reusables.cut("abcdefghi") # ['ab', 'cd', 'ef', 'gh', 'i'] trailing gives you the following options: * normal: leaves remaining characters in their own last pos...
def isFormedBy(part, symbol_set): """ >>> from production import Production >>> p = Production(['A'], ['A', 'b', 'C']) >>> isFormedBy(p.right, ['A', 'b', 'C', 'd']) True >>> isFormedBy(p.right, ['A', 'B', 'C', 'd']) False """ for option in part: for symbol in option: ...
def flatten(xs): """Recursively flattens a list of lists of lists (arbitrarily, non-uniformly deep) into a single big list. """ res = [] def loop(ys): for i in ys: if isinstance(i, list): loop(i) elif i is None: pass else: ...
def bytesto(bytes, to, bsize=1024): """convert bytes to megabytes. bytes to mb: bytesto(bytes, 'm') bytes to gb: bytesto(bytes, 'g' etc. From https://gist.github.com/shawnbutts/3906915 """ levels = {"k": 1, "m": 2, "g": 3, "t": 4, "p": 5, "e": 6} answer = float(bytes) for _ in range(leve...
def merge_dict(a, b, path=None): """merge b into a. The values in b will override values in a. Args: a (dict): dict to merge to. b (dict): dict to merge from. Returns: dict1 with values merged from b. """ if path is None: path = [] for key in b: if key in a: ...
def username_first(twitter_data, a, b): """ (Twitterverse dictionary, str, str) -> int Return 1 if user a has a username that comes after user b's username alphabetically, -1 if user a's username comes before user b's username, and 0 if a tie, based on the data in twitter_data. >>> twitter_data = ...
def split_epiweek(epiweek): """ return a (year, week) pair from this epiweek """ return (epiweek // 100, epiweek % 100)
def dup_factions(factions, num_winners): """Expand a list of factions by a factor of num_winners into a list of candidates >>> dup_factions(['A', 'B'], 3) ['A1', 'A2', 'A3', 'B1', 'B2', 'B3'] """ return [f'{f}{n}' for f in factions for n in range(1, num_winners+1)]
def _merge_entities(e1, e2, primary_property, other_properties=None): """ Merge dict objects e1 and e2 so that the resulting dict has the data from both. Entities are in-particular dicts which may contain an "identifier" field, such as used by projects and authors. The primary_property names the f...
def httpResponse(text, status, start_response): """ httpResponse """ text = "%s" % str(text) response_headers = [('Content-type', 'text/html'), ('Content-Length', str(len(text)))] if start_response: start_response(status, response_headers) return [text.encode('utf-8')]
def first_non_empty(items): """ Return first non empty item from the list. If nothing is found, we just pick the first item. If there is no item, we return the whole form (defaulting to []). """ if items: for it in items: if it: return it return item...
def get_first_object_or_none(queryset): """ A shortcut to obtain the first object of a queryset if it exists or None otherwise. """ try: return queryset[:1][0] except IndexError: return None
def incsum(prevsum, prevmean, mean, x): """Caclulate incremental sum of square deviations""" newsum = prevsum + abs((x - prevmean) * (x - mean)) return newsum
def getNewDimensions(width , height , block_size=8): """ Since block width = height we can use only one variable to compare""" if height % block_size !=0 : new_ht = height + (block_size - (height%block_size)) else: new_ht = height if width % block_size !=0: new_wt = width + (block_size - (width%block_size)) ...
def replace_vars(arg, i=0): """ Doc String """ if isinstance(arg, tuple): ret = [] for elem in arg: replaced, i = replace_vars(elem, i) ret.append(replaced) return tuple(ret), i elif isinstance(arg, str) and len(arg) > 0 and arg[0] == '?': retu...
def extract_target_box(proc: str): """ Extracts target box as a tuple of 4 integers (x1, y1, x2, y2) from a string that ends with four integers, in parentheses, separated by a comma. """ a = proc.strip(")").split("(") assert len(a) == 2 b = a[1].split(",") assert len(b) == 4 retu...
def PathArgument(context, path): """Resolve path from context variable is possible. """ try: # Path argument was context variable name. return context[path] except KeyError: # Path argument was a string value. return path
def instrument_port_prevent_reset(pwr_status, n_intervals, text, placeholder): """prevents the input box's value to be reset by dcc.Interval""" if pwr_status: return text else: return placeholder
def prepend_speechreps_for_dict_encoding(speechreps, prepend_str="HUB", mask_symbol="<mask>", eos_symbol="</s>"): """ take list of hubert codes (int from 0 to K-1 where K is number of k-means clusters) return a string version ...
def sumorients(in_: list): """ Sums the four orientations into one image, computes sum of 4 elements of a list. """ out = in_[0] + in_[1] + in_[2] + in_[3] return out
def batch_data(data, batch_size): """Given a list, batch that list into chunks of size batch_size Args: data (List): list to be batched batch_size (int): size of each batch Returns: batches (List[List]): a list of lists, each inner list of size batch_size except possibly ...
def _escape_dq(s): """Lightweight escaping function used in writing curl calls... """ if not isinstance(s, str): if isinstance(s, bool): return 'true' if s else 'false' return s if '"' in s: ss = s.split('"') return '"{}"'.format('\\"'.join(ss)) return '"...
def search( top, aName ): """Search down through the copybook structure.""" for aDDE in top: if aDDE.name == aName: return aDDE
def gen_param_help(hyper_parameters): """ Generates help for hyper parameters section. """ type_map = {"FLOAT": float, "INTEGER": int, "BOOLEAN": bool} help_keys = ("header", "type", "default_value", "max_value", "min_value") def _gen_param_help(prefix, cur_params): cur_help = {} ...
def say_hello( greeting: str = "Hello", name: str = "World", print_message: bool = True ): """ A simple function to say hello :param greeting: the greeting to use :param name: the person to greet :param print_message: flag to indicate whether to print to the commandline """ hello_str = ...
def limit_throughput_sinr(throughput): """Function to limit throughput for SINR! Args: throughput: (limit) User throughput in bps! Returns: _: (list) Limited User throughput in bps! """ _ = list(filter(lambda x: x < 5 * 10 ** 6, throughput)) return...
def clean_empty_keyvalues_from_dict(d): """ Cleans all key value pairs from the object that have empty values, like [], {} and ''. Arguments: d {object} -- The object to be sent to metax. (might have empty values) Returns: object -- Object without the empty values. """ if not...
def starts_with(match, ignore_case = True): """ Starts with a prefix Parameters ---------- match : str String to match columns ignore_case : bool If TRUE, the default, ignores case when matching names. Examples -------- >>> df = tp.Tibble({'a': range(3), 'add': rang...
def convert(flippy): """ Convert to Martin's format. """ for char in ('[ ]'): flippy = str(flippy).replace(char, '') flippy = flippy.replace('0', '-').replace('1', '#') return flippy
def equal_chunks(list, chunk_size): """return successive n-sized chunks from l.""" chunks = [] for i in range(0, len(list), chunk_size): chunks.append(list[i:i + chunk_size]) return chunks
def date_str(year, month, day, hour=0, minute=0, second=0., microsecond=None): """ Creates an ISO 8601 string. """ # Get microsecond if not provided if microsecond is None: if type(second) is float: microsecond = int((second - int(second)) * 1000000) else: ...
def convert_frequency(value): """! @brief Applies scale suffix to frequency value string.""" value = value.strip() suffix = value[-1].lower() if suffix in ('k', 'm'): value = int(value[:-1]) if suffix == 'k': value *= 1000 elif suffix == 'm': value *= 1000...
def lsst_sky_brightness(bands=''): """ Sample from the LSST sky brightness distribution """ dist = {'u': 22.99, 'g': 22.26, 'r': 21.2, 'i': 20.48, 'z': 19.6, 'Y': 18.61} return [dist[b] for b in bands.split(',')]
def replaceRefund(e): """Redistribute compensation type values.""" e['compensation_type'] = 'partial_refund' if e['compensation_amount']<55.0 else 'full_refund' return e
def flatten(l, ltypes=(list, tuple)): """flatten an array or list""" ltype = type(l) l = list(l) i = 0 while i < len(l): while isinstance(l[i], ltypes): if not l[i]: l.pop(i) i -= 1 break else: l[i:i + 1]...
def denorm(data, mean, std): """stream am model need to denorm """ return data * std + mean
def check_bbox(bb): """check bounding box""" bbox = [] bbox.append(bb['coordinate_x']) bbox.append(bb['coordinate_y']) bbox.append(bb['width']) bbox.append(bb['height']) return bbox
def clean(some_string, uppercase=False): """ helper to clean up an input string """ if uppercase: return some_string.strip().upper() else: return some_string.strip().lower()
def compute_max_len(example): """Compute the max length of the sequence, before the padding tokens""" if '[PAD]' not in example['tokens']: return len(example['tokens']) return example['tokens'].index('[PAD]')
def _GetFailedStepsForEachCL(analysis): """Gets suspected CLs and their corresponding failed steps.""" suspected_cl_steps = {} if (analysis is None or analysis.result is None or not analysis.result['failures']): return suspected_cl_steps for failure in analysis.result['failures']: for suspected_c...
def get_digit_at_pos(num, base, pos): """ Gets the integer at the given position of the number in a specific base @param num The number we wish to find the converted digit in @param base The base in which the digit is calculated @param pos The position of the digit to be found ...
def getFaceData( data ): """Extracts vertex, normal and uv indices for a face definition. data consists of strings: i, i/i, i//i, or i/i/i. All strings in the data should be of the same format. Format determines what indices are defined""" dataLists = [[], [], []] for s in data: ...
def get_xpath_for_date_of_available_time_element(day_index: int) -> str: """ The element showing date of the available time is found in the div having the xpath: '/html/body/div[4]/div[2]/div/div[5]/div/div[2]/div[3]/div[N]/span' ^ where N ...
def inc_patch_no(v = "0.0.0"): """inc_patch_no takes a symvar and increments the right most value in the dot touple""" suffix = '' if "-" in v: (v, suffix) = v.split("-") parts = v.split(".") if len(parts) == 3: #major_no = parts[0] #minor_no = parts[1] patch_no = int...
def find_final_position(obs: dict) -> int: """Find final player position.""" if len(obs["geese"][0]) == 0: pos = 4 - sum([1 if len(i) == 0 else 0 for i in obs["geese"][1:]]) else: geese = [0, 1, 2, 3] length = [len(i) for i in obs["geese"]] order = list(zip(*sorted(zip(lengt...
def _docstring(docstring): """Return summary of docstring""" return " ".join(docstring.split("\n")[4:5]) if docstring else ""
def float_to_uint(x, x_min, x_max, bits): """ Converts float to unsigned int """ span = float(x_max - x_min) offset = float(x_min) return int((x - offset) * float(((1 << bits) - 1) / span))
def _kernel(kernel_spec): """Expands the kernel spec into a length 2 list. Args: kernel_spec: An integer or a length 1 or 2 sequence that is expanded to a list. Returns: A length 2 list. """ if isinstance(kernel_spec, int): return [kernel_spec, kernel_spec] elif len(kernel_spec) == 1: ...
def remove(thing, l): """ REMOVE thing list outputs a copy of ``list`` with every member equal to ``thing`` removed. """ l = l[:] l.remove(thing) return l
def chieffPH(m1, m2, s1, s2): """ Computes the effective spin from PhenomB/C input: m1, m2, s1z, s2z output: chi effective """ return (m1*s1 + m2*s2) / (m1 + m2)
def isiterable(obj): """ Return whether an object is iterable """ # see https://docs.python.org/3/library/collections.abc.html#collections.abc.Iterable try: iter(obj) return True except: return False
def mouv(m_): """ Converts SINGLE movement from human comprehensive to boolean and str Parameters ---------- m_ : str The movement <F B L R U D> [' 2] Returns ------- f : str The face to move <F B L R U D> cw : boolean True = rotates clockwise r180 : boolean True = rotates twice """ # Creating ret...
def get_service(vm, port): """Return the service for a given port.""" for service in vm.get('suppliedServices', []): if service['portRange'] == port: return service
def formatCurVal(val): """ Helper function for formatting current values to 3 significant digits, but avoiding the use of scientific notation for display. Also, integers are shown at full precision. """ if val is None: return '' elif val == int(val): return '{:,}'.format(in...
def condensed_coords(i, j, n): """Transform square distance matrix coordinates to the corresponding index into a condensed, 1D form of the matrix. Parameters ---------- i : int Row index. j : int Column index. n : int Size of the square matrix (length of first or sec...
def chunk_list(items, size): """ Return a list of chunks :param items: List :param size: int The number of items per chunk :return: List """ size = max(1, size) return [items[i:i + size] for i in range(0, len(items), size)]
def create_intersection(whole_dict, sub_dict): """ Reduces a dictionary to have the same keys as an another dict. :param whole_dict: dict, the dictionary to be reduced. :param sub_dict: dict, the dictionary with the required keys. :return: dict, the reduced dict. """ reduced_dict = {} fo...
def gv_get_event_code(event): """get the event code""" #if event == '+RESP:GTFRI': return '5' #programated report #elif event == '+RESP:GTSOS': return '1' #panic report #elif event == '+RESP:GTSPD': return '2' #speed alarm #elif event == '+RESP:GTIGN': return '6' #ignition on report #elif event ...
def update(rules): """Adjust the rules to contain loops""" rules["8"] = "42 | 42 8" rules["11"] = "42 31 | 42 11 31" return rules
def get_network(properties): """ Get the configuration that connects the instance to an existing network and assigns to it an ephemeral public IP. """ network_name = properties.get('network') return { 'network': 'global/networks/{}'.format(network_name), 'accessConfigs': [ ...