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def is_say_ingredients(text: str) -> bool: """ A utility method to determine if the user said the intent 'say_ingredients'. """ exact_match_phrases = [ "ingredient", "ingredients" ] sample_phrases = [ 'say ingredient', 'tell me the ingredient', 'what are the ingredient', 'tell th...
def strip_pem(x): """ Strips PEM to bare base64 encoded form :param x: :return: """ if x is None: return None pem = x.replace('-----BEGIN CERTIFICATE-----', '') pem = pem.replace('-----END CERTIFICATE-----', '') pem = pem.replace(' ', '') pem = pem.replace('\t', '') ...
def t48tot68(t48): """Convert from IPTS-48 to IPTS-68 temperature scales, as specified in the CF Standard Name information for sea_water_temperature http://cfconventions.org/Data/cf-standard-names/27/build/cf-standard-name-table.html temperatures are in degrees C""" t68 = t48...
def weight_path(model_path): """ Get path of weights based on path to IR Params: model_path: the string contains path to IR file Return: Path to weights file """ assert model_path.endswith('.xml'), "Wrong topology path was provided" return model_path[:-3] + 'bin'
def check_unified_length(data): """ check nested list data have same length :param data: list :return: bool """ assert isinstance(data, list) length_list = map(len, data) if len(set(length_list)) == 1: return True else: return False
def human_addr(addr): """ Turns a MAC address into human readable form. """ return ":".join(map(lambda a: "%02x" % ord(a), addr))
def create_logdir(dataset, label, rd): """ Directory to save training logs, weights, biases, etc.""" return "dsebm/train_logs/{}/label{}/rd{}".format( dataset,label, rd)
def gravity_gpemgh(GPE,mass,height): """Usage: Find gravity from gravitational potential energy, mass and height""" result=GPE/mass*height return result
def is_valid_tuple(data, length): """ Returns true if the tuple has the expected length and does NOT contain None values. :param data: The tuple :param length: The expected length :return: True if valid, false otherwise """ return len(data) == length and None not in data
def condensed_index(n, i, j): """ Calculate the condensed index of element (i, j) in an n x n condensed matrix. """ if i < j: return n * i - (i * (i + 1) // 2) + (j - i - 1) elif i > j: return n * j - (j * (j + 1) // 2) + (i - j - 1)
def clear_cached_catalog(db_session): """Clear the locally cached catalog.""" try: c = db_session.cursor() tables = ["artists", "albums", "songs"] for table_name in tables: c.execute("""DELETE FROM %s""" % table_name) db_session.commit() c.close() except: ...
def klGaussian(mean_1, mean_2, sig2=1.): """Kullback-Leibler divergence for Gaussian distributions.""" return ((mean_1 - mean_2) ** 2) / (2 * sig2)
def poly_export(poly): """Saves parts of a polytope as a dictionary for export to MATLAB. @param poly: L{Polytope} that will be exported. @return output: dictionary containing fields of poly """ if poly is None: return dict() return dict(A=poly.A, b=poly.b)
def remove_dict_nulls(d): """Return a shallow copy of a dictionary with all `None` values excluded. Args: d (dict): The dictionary to reduce. """ return {k: v for k, v in d.items() if v is not None}
def get_pure_wordlist(tweet): """ (str) -> list of str Return a list of string containing all words ending with alphanumerics. >>> get_pure_wordlist('Hello! @Leehom- @StarWay.') ['hello', '@leehom', '@starway'] >>> get_pure_wordlist('@Here: @1223 @here: me') ['@here', '@1223', '@h...
def get_include_guard_extension(Filename): """Transforms the letters of a filename, so that they can appear in a C-macro.""" include_guard_extension = "" for letter in Filename: if letter.isalpha() or letter.isdigit() or letter == "_": include_guard_extension += letter.upper() el...
def prep_docs_for_assesment(docs, labels): """ Sorts training docs into groups by their respective topics. Used for "gueesing: which model topic index belongs to which real topic id. :param training_docs: if not provided training docs from initialization will be used otherwise no action will be perf...
def amz_user_grant(user_id, name, permission): """ Returns XML Grant for user. :param user_id: user id :param name: user name :param permission: permission value """ grant = ( '<Grant>' '<Grantee xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" ' 'xsi:type="Cano...
def merge_dictionaries(base, primary): """ :param base: dictionary to replace values with :param primary: dictionary whose values we care about most :return: merged dictionary """ # create the dictionary if we pass a None base = base or {} primary = primary or {} merged = base.copy(...
def unflatten(dictionary): """Unflattens a dictionary by splitting keys at '.'s. This function unflattens a hierarchical dictionary by splitting its keys at '.'s. It is used internally for converting the configuration dictionary to more convenient formats. Implementation was inspired by `this Stack...
def revcomp(s): """Reverse complement function""" comp_map = {"A": "T", "a": "t", "C": "G", "c": "g", "g": "c", "G": "C", "T": "A", "t": "a"} return "".join(reversed([comp_map.get(x, x) for x in s]))
def get_next_set_offset(context, matching_sets): """Get the set search offset for the next query.""" # Set the next offset. If we found all matching sets, set the offset to 'done' if len(matching_sets) == 8: return f"{context.inline_query_id}:{context.offset + 8}" # We reached the end of the st...
def normalize_sum(array): """normalize a vector to sum to 1""" s = sum(array) return [x / s for x in array]
def args_and_keywords(function): """ Return the information about the function's argument signature. Return a list of the function's positional argument names and a dictionary containing the function's keyword arguments. Example: >>> import random >>> args, kw = arg...
def clean_conversation(conv, x): """ Removes first turn """ return conv[1:] if x > 1 else conv
def ru(s=""): """ resolve unicode and return printable string """ if type(s) == type(1) or type(s) == type(9999999999999999): return s return None if not s else s.encode('ascii', 'ignore')
def unique(input_list): """Return unique value of the input list""" try: # intilize a null list unique_list = [] # traverse for all elements for x in input_list: # check if exists in unique_list or not if x not in unique_list: uniqu...
def parse_align_focus(tgt_src_align_focus): """Parse the input 'tgt_src_align_focus' string list.""" if isinstance(tgt_src_align_focus, str): # for compatibility reason from legacy models assert tgt_src_align_focus[0] == 'p' and tgt_src_align_focus[2] == 'n' prv = int(tgt_src_align_focus...
def sanitise_phone_number(val): """ We store (almost) whatever number the user provided but massage it later. """ return '+44%s' % val[1:] if val.startswith('0') else val
def TypeOrVar(dart_type, comment=None): """Returns string for declaring something with |dart_type| in a context where if a type is omitted, 'var' must be used instead.""" if dart_type == 'dynamic': if comment: return 'var /*%s*/' % comment # e.g. var /*T*/ x; else: re...
def check_revealed_tile(board, tile): """ Function checks if a tile location contains a ship piece. board -> the tiled board either a ship piece or none tile -> location of tile returns True if ship piece exists at tile location """ return board[tile[0][0]][tile[0][1]] != None
def is_binary_file(path, bufsize=1024): """ detects whether the file given in `path` is a binary file. `bufsize` determines how many bytes of the file are checked. The method was inspired by http://stackoverflow.com/a/7392391/932593 """ # determine the set of binary characters or load them...
def write_tlv(data): """Convert a dict to TLV8 bytes.""" tlv = b'' for key, value in data.items(): tag = bytes([int(key)]) length = len(value) pos = 0 # A tag with length > 255 is added multiple times and concatenated into # one buffer when reading the TLV again. ...
def default(value, default): """ Returns a specified default value if the provided value is None. Args: value (object): The value. default (object): The default value to use if value is None. Returns: object: Either value, or the default. """ return value if value is no...
def contains_embedded_molfile(field_value): """Returns True if the RD file $DATUM field value contains an embedded molfile, otherwise returns False.""" return field_value == '$MFMT'
def roundf(x, precision=0): """Like round but works with large exponents in floats and high precision Based on http://stackoverflow.com/a/6539677/623735 >>> 234042163./(2**24) 13.94999998807... >>> roundf(234042163./(2**24), 5) 13.95 >>> roundf(1234.1234e-123, 5) 1.2341e-120 >>> roun...
def _diff_list(a, b): """ Compares 2 lists and returns the elements in list a only """ b = set(b) return [aa for aa in a if aa not in b]
def ImagePropFromGlobalDict(glob_dict, mount_point): """Build an image property dictionary from the global dictionary. Args: glob_dict: the global dictionary from the build system. mount_point: such as "system", "data" etc. """ d = {} if "build.prop" in glob_dict: bp = glob_dict["build.prop"] ...
def get_ln_flag_pair_of_bit(flag_bit: int) -> int: """Ln Feature flags are assigned in pairs, one even, one odd. See BOLT-09. Return the other flag from the pair. e.g. 6 -> 7 e.g. 7 -> 6 """ if flag_bit % 2 == 0: return flag_bit + 1 else: return flag_bit - 1
def CRRAutilityP_inv(uP, gam): """ Evaluates the inverse of the CRRA marginal utility function (with risk aversion parameter gam) at a given marginal utility level uP. Parameters ---------- uP : float Marginal utility value gam : float Risk aversion Returns ------- ...
def deserialize_gn_args(args): """Deserialize the raw string of gn args into a dict.""" if not args: return {} args_hash = {} for line in args.splitlines(): key, val = line.split('=') args_hash[key.strip()] = val.strip() return args_hash
def checksum_raw_fletcher16(message): """ Fletcher16 check function. Receives a message with a checksum appended and returns 0 if message is correct and another value if not. """ sum1 = 0 sum2 = 0 for byte in message: sum1 = (sum1 + byte) sum2 = (sum1 + sum2) sum1 %= 255 ...
def is_list(node: dict) -> bool: """Check whether a node is a list node.""" return 'listItem' in node
def my_mean(inp): """ Calculate average of numerical values in the list Parameters ---------- inp : list input """ result = 0 count = 0 if inp: if isinstance(inp, list): for t in inp: if isinstance(t, int) or isinstance(t, float): ...
def closest_power_2(x): """ Returns the closest power of 2 that is less than x >>> closest_power_2(6) 4 >>> closest_power_2(32) 16 >>> closest_power_2(87) 64 >>> closest_power_2(4095) 2048 >>> closest_power_2(524290) 524288 """ n=1 while 2**n <x: n = n+1 ...
def to_list(root): """ returns a List repr of a Binary Tree """ def _to_list(root, acc): if root is None: return acc acc.append(root.val if root.val else None) _to_list(root.left, acc) _to_list(root.right, acc) return acc return _to_list(root, [])
def find_usable_exits(room, stuff): """ Given a room, and the player's stuff, find a list of exits that they can use right now. That means the exits must not be hidden, and if they require a key, the player has it. RETURNS - a list of exits that are visible (not hidden) and don't require a key! ...
def sites_to_cell(sites): """Get the minimum covering cell for ``sites``. Examples -------- >>> sites_to_cell([(1, 3, 3), (2, 2, 4)]) ((1, 2, 3) , (2, 2, 2)) """ imin = jmin = kmin = float('inf') imax = jmax = kmax = float('-inf') for i, j, k in sites: imin, jmin, k...
def sum_medians(medians): """ Takes a list of integers; returns a sum of all elements. """ sum_of_medians = 0 for m in medians: sum_of_medians += m return sum_of_medians
def obj_to_list(sa_obj, field_order): """Takes a SQLAlchemy object - returns a list of all its data""" return [getattr(sa_obj, field_name, None) for field_name in field_order]
def count_words(tokenized_sentences): """ Count the number of word appearence in the tokenized sentences Args: tokenized_sentences: List of lists of strings Returns: dict that maps word (str) to the frequency (int) """ word_counts = {} ### START CODE HERE (...
def _save_div(x, y): """ Args: x: y: Returns: """ if y != 0.0: return x / y return x
def _and(queries): """ Returns a query item matching the "and" of all query items. Args: queries (List[str]): A list of query terms to and. Returns: The query string. """ if len(queries) == 1: return queries[0] return f"({' '.join(queries)})"
def filter_articles(raw_html: str) -> str: """Filters HTML out, which is not enclosed by article-tags. Beautifulsoup is inaccurate and slow when applied on a larger HTML string, this filtration fixes this. """ raw_html_lst = raw_html.split("\n") # count number of article tags within the documen...
def angle_in_bounds(angle, min_angle, max_angle): """ Determine if an angle is between two other angles. """ if min_angle <= max_angle: return min_angle <= angle <= max_angle else: # If min_angle < max_angle then range crosses # zero degrees, so break up test # into t...
def whitespace_tokenizer(s, **kwargs): """Tokenize on whitespace""" token_list = s.split(' ') return token_list
def get_image_paras(image_paras): """Gets image parameters. Args: image_paras (dict): The dictionary containing image parameters. Returns: tuple: A tuple containing no_data, min_size, min_depth, interval, resolution. """ no_data = image_paras["no_data"] min_size = image_par...
def print_verilog_literal(size, value): """Print a verilog literal with expicilt size""" if(value >= 0): return "%s'd%s" % (size, value) else: return "-%s'd%s" % (size, abs(value))
def get_client_ip(request): """ Naively yank the first IP address in an X-Forwarded-For header and assume this is correct. Note: Don't use this in security sensitive situations since this value may be forged from a client. """ if request: try: return request.META['HTTP_X...
def triangle_area(base, height): """Returns the area of a triangle""" return (base * height) / 2
def off_square(point, edge_length): """Calculate if we have jumped off the current square""" middle_point = int(edge_length / 2) return abs(point.real) > middle_point or abs(point.imag) > middle_point
def sort_unique(edges): """Make sure there are no duplicate edges and that for each ``coo_a < coo_b``. """ return tuple(sorted( tuple(sorted(edge)) for edge in set(map(frozenset, edges)) ))
def get_pair_linear_scaling(s0,t0): """ Get pair for linear scaling with number of stations. Parameters ---------- s0 : int station id t0 : int polarization id """ pair=[str(s0),str(t0),"A","A"] return(pair)
def to_tensor_item(value): """ Transform from None to -1 or retain the initial value. :param value: a value to be changed to an element/item in a tensor :return: a number representing the value, tensor with value -1 represents the None input """ if value is None: value = -1.0 re...
def sub_from_color(color, value): """Subtract value from a color.""" sub = lambda v: (v - value) % 256 if isinstance(color, int): return sub(color) return tuple(map(sub, color))
def get_filename(img_path): """ gets the filename of the image """ return img_path.split("/")[-1]
def remove_star_text(input_string): """ Simple preprocess custom method """ if "star-rating" in input_string[0]: return input_string[0].split(" ")[-1] return input_string
def parse_hostportstr(hostportstr): """ Parse hostportstr like 'xxx.xxx.xxx.xxx:xxx' """ host = hostportstr.split(':')[0] port = int(hostportstr.split(':')[1]) return host, port
def fix_image_file_name(barcode, file_name): """ volume barcodes containing underscore, like "Cal5th_001", may have file_name incorrectly as Cal5th_00100196_1.tif instead of Cal5th_001_00100196_1.tif. Attempt to fix by replacing portion before first underscore with barcode. Caller should the...
def join_strings_by_keywords(list, keywords, join=' '): """Join strings by keywords. Returns a new list with joined strings.""" res = [] append = False for i, elem in enumerate(list): if (append): try: res[-1] = res[-1] + join + elem except: ...
def get_filename(path: str): """ Extract the file name and return it """ if type(path) != str: return "" chunks = path.split("/") return chunks[-1]
def _GetReleaseTracks(api_version): """Returns a string representation of release tracks. Args: api_version: API version to generate release tracks for. """ if 'alpha' in api_version: return '[ALPHA]' elif 'beta' in api_version: return '[ALPHA, BETA]' else: return '[ALPHA, BETA, GA]'
def reduce_structure(reduce, accumulate, *param_dicts): """ For every element in the structure, apply the reduce operation and accumulate it to the rest with the accumulate operation """ result = None for d in param_dicts: for key, value in d.items(): if result: resu...
def float_eq( a, b, err=1e-08): """ Check if floats a and b are equal within tolerance err @return boolean """ return abs(a - b) <= err
def truncate_coordinate(coordinate): """ Author: https://stackoverflow.com/questions/783897/truncating-floats-in-python This is function truncates coordinates to 3-decimal places. Inputs: - coordinate: float, of latitude or longitude Outputs: - trunc_coordinate: float, truncated la...
def check_grid_side(ctx, param, value: int) -> int: """ check the size of the grid :type value: int """ if value < 5: raise ValueError("all sides of grid must be at least 5") return value
def ParseJava(full_name): """Breaks java full_name into parts. See unit tests for example signatures. Returns: A tuple of (full_name, template_name, name), where: * full_name = "class_with_package#member(args): type" * template_name = "class_with_package#member" * name = "class_without_pac...
def _audience_condition_deserializer(obj_dict): """ Deserializer defining how dict objects need to be decoded for audience conditions. Args: obj_dict: Dict representing one audience condition. Returns: List consisting of condition key with corresponding value, type and match. """ return [ ...
def immutable(method, self, *args, **kwargs): """ Decorator. Passes a copy of the entity to the method so that the original object remains un touched. Used in methods to get a fluent immatable API. """ return method(self.copy(), *args, **kwargs)
def read_file_data(filepath): # type: (str) -> list """ reads the database files and returns them as list. """ dblist = [] try: with open(filepath, 'r') as f: dblist = f.read().splitlines() except (IOError, TypeError) as e: print(e) return dblist
def filter_tagged_vocabulary(tagged_vocabulary, vocabulary, split="|"): """Filters tagged_vocabulary (tokens merged with tags) for tokens occurring in vocabulary. Parameters ---------- tagged_vocabulary : collection vocabulary of tokens (can be merged with tags) vocabulary : collection ...
def truthy(value): """ Stringy Truthyness """ value=str(value).lower().strip(' ') if value in ['none','false','0','nope','','[]']: return False else: return True
def get_senml_json_record(parsed, urn, label): """helper function returning value of associated label example SenML input: [{'bn': '/1/', 'n': '0/0', 'v': 123}, {'n': '0/1', 'v': 300}, {'n': '0/2', 'v': 0}, {'n': '0/3', 'v': 0}, {'n': '0/5', 'v': 0}, {'n': '0/6', 'vb': False}, {'n': '0...
def to_bytes(s, encoding='utf-8'): """Ensure that s is converted to bytes from the encoding.""" if hasattr(s, 'encode') and not isinstance(s, bytes): s = s.encode(encoding) return s
def overlaps_with_subspace(wavefunc: dict, subspace: list) -> bool: """ Calculates if there is overlap betweeen the wavefunction and the subspace spanned by the computational basis vectors provided in the subspace parameter. Note: This only works for subspaces aligned with the comp. basis. :param wa...
def TransformSize(r, zero='0', precision=1, units_in=None, units_out=None, min=0): """Formats a human readable size in bytes. Args: r: A size in bytes. zero: Returns this if size==0. Ignored if None. precision: The number of digits displayed after the decimal point. units_in: A un...
def escape_strings(escapist: str) -> str: """Escapes strings as required for ultisnips snippets Escapes instances of \\, `, {, }, $ Parameters ---------- escapist: str A string to apply string replacement on Returns ------- str The input string with all defined replace...
def check_replace(val, replace_rules): """Replaces string in val by rules in dictionary replace_rules For example: REPLACE_RULES = { "1,-1": ["i", "[", "]", "l", "7", "?", "t"], "q,": ["qg","qq","gg","gq"] } Arguments: val {str} -- input string replace_rules {d...
def capitalize_all_words(str): """Capitalizes all words in the string Args: - str: passed in string to be capitalized """ string_list = str.split() output = '' for string in string_list: output += string.capitalize() + ' ' output = output[:-1] return output
def render_bookmarks_bar(label, name): """Renders a bookmarks bar with all available sections""" ## note that this relies on document.radiopadre.add_section() above to populate each bookmark bar return f""" <div> <a name="{label}" /> <div class="rp-section-bookmarks" data-na...
def _testinfra_validator(instruction): """ """ try: compile(instruction, '_testinfra_validator', 'exec') except SyntaxError as exc: return str(exc)
def intersect_two_lists(list_a, list_b): """ Finds the intersections between two lists of TimeSlots. Internally, each list should not have any TimeSlots that intersect """ result = [ ] for item_a in list_a: for item_b in list_b: intersect = item_a.intersect(item_b) if intersect: result.appe...
def _eval_factored_isogeny(phis, P): """ This method pushes a point `P` through a given sequence ``phis`` of compatible isogenies. EXAMPLES:: sage: from sage.schemes.elliptic_curves import hom_composite sage: E = EllipticCurve(GF(419), [1,0]) sage: Q = E(21,8) sage: phi...
def cardinal_direction(b): """ Calculate the cardinal direction for a given bearing. Ex: 0 is 'North Args: b: bearing (in degrees) Returns: A string representing cardinal direction """ dirs = ["North", "North-East", "East", "South-East", "South", "South-West", "West", ...
def mention_match(mention1, mention2): """ Checks if two mentions matches each other. Matching condition: One of the mentions is sub-string of the other one. """ match = ((mention1 in mention2) or (mention2 in mention1)) return match
def csv_drop_unknown(data): """Drop keys whose values are `(Unknown)`.""" _ = lambda x: None if x == "(Unknown)" else x data = [{k: v for k, v in ds.items() if v != "(Unknown)"} for ds in data] for ds in data: if "exchanges" in ds: ds["exchanges"] = [ {k: v for k, v...
def powersof2(n): """ O(log(n)) """ powers = [] power = 1 while n > 0: remainder = n % 2 n = n / 2 if remainder > 0: powers += [power] power *= 2 return powers
def split_by_pred(pred, iterable, constructor=list): """Sort elements of `iterable` into two lists based on predicate `pred`. Returns a tuple (l1, l2), where * l1: list of elements in `iterable` for which pred(elem) == True * l2: list of elements in `iterable` for which pred(elem) == False """ ...
def get_gaps(bands): """Calculate gaps from bands Parameters ---------- bands : array_like of array_like of float Energy bands of model Returns ------- gaps list of float Energy gaps of model """ if not len(bands): return None b = bands[0] gaps = [[0...
def _int_floor(value, multiple_of=1): """Round C{value} down to be a C{multiple_of} something.""" # Mimicks the Excel "floor" function (for code stolen from occupancy calculator) from math import floor return int(floor(value/multiple_of))*multiple_of