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def make_csv(tiles, width): """ Takes a list of tiles and a width and returns a string of comma-separated values """ csv = "" for i in range(0, len(tiles), width): csv += ",".join(str(t) for t in tiles[i:i+width]) if i + width < len(tiles): csv += ',\n' else: ...
def ek_WT(cell): """ Returns the WT reversal potential (in mV) for the given integer index ``cell``. """ reversal_potentials = { 1: -91.6, 2: -92.8, 3: -95.1, 4: -92.3, 5: -106.1 } return reversal_potentials[cell]
def check_int(_, candidate): """Checks whether candidate is <int>.""" try: int(candidate) return True except: return False
def str_convert_beforeprint(x): """ #Before writing/output to printer put in utf-8 """ try: return x.encode("utf-8") except: return x
def conv_fmt(flag): """convective formatter""" if flag<0.5: return 's' if flag>0.5: return 'c' return ''
def mult(num1, num2=1): """ Multiplies two numbers Args: `num1`: The first number `num2`: The second number, default `1` Returns: The result of the **multiplication** process """ return (num1*num2)
def h(data): """ A small helper function to translate byte data into a human-readable hexadecimal representation. Each byte in the input data is converted into a two-character hexadecimal string and is joined to its neighbours with a colon character. This function is not essential to driver-building bu...
def lookupName(n, names): """Check if name is in list of names Parameters ---------- n : str Name to check names : list List of names to check in Returns ------- bool Flag denoting if name has been found in list (True) or not (False) """ if n in names:...
def has_identical_list_elements(list_): """Checks if all lists in the collection have the same members Arguments: list_: collection of lists Returns: true if all lists in the collection have the same members; false otherwise """ if not list_: return True for i in range(1, l...
def shift(register, feedback, output): """GPS Shift Register :param list feedback: which positions to use as feedback (1 indexed) :param list output: which positions are output (1 indexed) :returns output of shift register: """ # calculate output out = [register[i - 1] for i in output] ...
def convert_by_interpolation(integer: int) -> str: """ Converts an integer to a string using string interpolation. :param integer: an integer :return: the integer as a string """ return "%s" % integer
def edge_args(start, dest, direction, label, qos): """ Compute argument ordering for Edge constructor based on direction flag. @param direction str: 'i', 'o', or 'b' (in/out/bidir) relative to start @param start str: name of starting node @param start dest: name of destination node """ edge...
def extract_str(input_: str) -> str: """Extracts strings from the received input. Args: input_: Takes a string as argument. Returns: str: A string after removing special characters. """ return ''.join([i for i in input_ if not i.isdigit() and i not in [',', '.', '?', '-', '...
def clamp(v, low, high): """clamp v to the range of [low, high]""" return max(low, min(v, high))
def removeSubsets(sets): """ Removes all subsets from a list of sets. """ final_answer = [] # defensive copy sets = [set(_set) for _set in sets] sets.sort(key=len, reverse=True) i = 0 while i < len(sets): final_answer.append(sets[i]) for j in reversed(range(i+1, len(set...
def dict_to_sse_arg(d): """ Converts a dictionary to the argument syntax for this SSE """ # Dictionary used to convert argument values to the correct type types = {bool:"bool", int:"int", float:"float", str:"str"} # Output string s = "" # Format into the required syntax for k, v i...
def avg_stdev(lst): """Return average and standard deviation of the given list""" avg = sum(lst)/len(lst) sdsq = sum((x-avg) ** 2 for x in lst) stdev = (sdsq / (len(lst) -1)) ** 0.5 return avg, stdev
def longest_common_prefix(string1, string2): """get the longest common prefix in two strings""" i = 0 while i < len(string1) and len(string2) and string1[1] == string2[i]: i += 1 return string1[:i]
def jmp(amount: str, pos: int) -> int: """ jmp jumps to a new instruction relative to itself. The next instruction to execute is found using the argument as an offset from the jmp instruction; for example, jmp +2 would skip the next instruction, jmp +1 would continue to the instruction immediately below...
def _padright(width, s): """Flush left. >>> _padright(6, u'\u044f\u0439\u0446\u0430') == u'\u044f\u0439\u0446\u0430 ' True """ fmt = u"{0:<%ds}" % width return fmt.format(s)
def _any_not_none(*args): """Returns a boolean indicating if any argument is not None""" for arg in args: if arg is not None: return True return False
def move_idx_to_top(gra, idx1, idx2): """ move indexing for atm at idx1 to idx2 """ atms, bnds = gra newatms = {} newbnds = {} for key in atms: if key == idx1: newatms[idx2] = atms[key] elif idx2 <= key < idx1: newatms[key + 1] = atms[key] else: ...
def valid_field(field): """ Check if a field is valid """ return field and len(field) > 0
def split_array(ranges, threshold): """ Args: ranges: Output from laserscan threshold: Threshold for deciding when to start a new obstacle Returns: obstacles_1D: List of list of ranges """ obstacles_1D = [[ranges[0]]] current_obstacle_index = 0 for i in range(len(ranges)-1): if abs(ranges[i] - ranges[...
def is_key_suitable_for_name(key_name): """Check if a key is suitable for name input.""" return len(key_name) == 1 and key_name.isalnum() or key_name in ['-', '_']
def multiset(target, key, value): """ Set keys multiple layers deep in a target dict. Parameters ------------- target : dict Location to set new keys into key : str Key to set, in the form 'a/b/c' will be available as target[a][b][c] = value value : any Will be added...
def getUriParent(uri): """Return URI of parent collection with trailing '/', or None, if URI is top-level. This function simply strips the last segment. It does not test, if the target is a 'collection', or even exists. """ if not uri or uri.strip() == "/": return None retur...
def x_times(a): """ Multiply the given polinomial a, x times. """ return (((a << 1) ^ 0x1B) & 0xFF) if (a & 0x80) else (a << 1)
def event_converter(event): """ Converts event to string format that shows the event's portait on Reddit. """ if event["monsterType"] == "DRAGON": event = event["monsterSubType"] else: event = event["monsterType"] if event == "BARON_NASHOR": return "[B](#mt-barons)" ...
def duplicates(L): """ Return a list of the duplicates occurring in a given list L. Args: L (list): an input list Returns: a sorted list (possibly empty) of the elements appearing more than once in input list L. Examples: >>> duplicates([1, 2, 1, 3, 1, 4, 2, 5]) ...
def generate_INCLUDE_GET_READY_OUTPUT_CHAR_REPR(total_number_parameters): """Generate on the model: number_remaining_parameters = 1; """ return("number_remaining_parameters = " + str(total_number_parameters) + ";")
def normalize_by_mean(nodes, edges, feature_list, sequence_info): """ Normalize over all existing edges in the batch """ normalizing_feature_names = [feature for feature in feature_list if feature+"_MNORM_" in feature_list] for feature in normalizing_feature_names: data = edges[feature].clone() ...
def egcd(a, b): """Extended Euclid's algorithm for the modular inverse calculation. """ if a == 0: return (b, 0, 1) else: g, y, x = egcd(b % a, a) return (g, x - (b // a) * y, y)
def pad_text_batch(data_batch, vocab2int): """Pad text with <PAD> so that each text of a batch has the same length""" max_text = max([len(text) for text in data_batch]) return [text + [vocab2int['<PAD>']] * (max_text - len(text)) for text in data_batch]
def find_subclasses(cls): """ Finds subclasses of the given class""" classes = [] for subclass in cls.__subclasses__(): classes.append(subclass) classes.extend(find_subclasses(subclass)) return classes
def sm_name(section): """:return: name of the submodule as parsed from the section name""" section = section.strip() return section[11:-1]
def reorder(rules): """ Set in ascending order a list of rules, based on their score. """ return(sorted(rules, key = lambda x : x.score))
def __url_path_format(version_id: str, resource_name: str, method_name: str) -> str: """ Function makes the method path using specific format. :param version_id: Version of API :param method_name: Name of method :param resource_name: Name of resource :return: str """ return f"/{versi...
def is_true ( val ): """ Returns true if input is a boolean and true or is a string and looks like a true value. """ return val == True or val in [ 'True', 'true', 'T', 't' ]
def value_in(resource, value): """ check for field in resource :param resource: :param value: :return: True | False """ if value in resource: if isinstance(resource[value], dict): if resource[value] == {}: return False else: ret...
def top_sentences(query, sentences, idfs, n): """ Given a `query` (a set of words), `sentences` (a dictionary mapping sentences to a list of their words), and `idfs` (a dictionary mapping words to their IDF values), return a list of the `n` top sentences that match the query, ranked according to idf...
def identify_climate_scenario_run(scen_info, target_scen): """Identify the first matching run for a given climate scenario. Returns ---------- * str or None, run id """ for scen in scen_info: if target_scen in scen_info[scen]['climate_scenario']: return scen # End for ...
def poly(coefs,z): """Evaluate a polynomial at z given its coefficient vector""" result = 0j for c in reversed(coefs): result = result*z + c return result
def stringify_list(list_: list, quoted: bool = False ) -> str: """Converts a list to a string representation. Accepts a list of mixed data type objects and returns a string representation. Optionally encloses each item in single-quotes. Args: list_: The li...
def format_artist(index, data): """Returns a formatted line of text describing the artist.""" return "{}. {artist}\n".format(index, **data)
def _B36Check(b36val): """ Verify that a string is a valid path base-36 integer. >>> _B36Check('aa') 'aa' >>> _B36Check('.') Traceback (most recent call last): ... ValueError: invalid ... """ int(b36val, 36) return str(b36val).lower()
def is_iterable(obj): """Return True if the object is a list or a tuple. Parameters ---------- obj : list or tuple Object to be tested. Returns ------- bool True if the object is a list or a tuple. """ return isinstance(obj, list) or isinstance(obj, tuple)
def build_tt_message(event, params): """Given an event and dictionary containing parameters, builds a TeamTalk message. Also preserves datatypes. inverse of parse_tt_message""" message = event for key, val in params.items(): message += " " + key + "=" # integers aren't encapsulated in quotes if isinstance(va...
def format_datetime(value, context=None): """Formats a value as an iso8601 date/time. Formatting preserves timezone information if present. """ if not value: return value return value.isoformat()
def nested_dict_lookup(key, var): """Searches a nested dictionary for a key and returns the first key it finds. Returns None if not found. Warning: if key is in multiple nest levels, this will only return one of those values.""" o = None if hasattr(var, 'iteritems'): for k, v in var.items(): if...
def get_key_name_as_convention(desired_name: str): """ :param desired_name: The name you would like to convert :return: The key name as a personal convention I'm using for brightness.ini """ return desired_name.lower().replace(" ", "").replace(":", "")
def any_exist(paths): """Return True if any path in list exists.""" return any([path.exists() for path in paths])
def filter_response(response, filter_fields): """Filter PowerFlex API response by fields provided in `filter_fields`. Supports only flat filtering. Case-sensitive. :param response: PowerFlex API response :param filter_fields: key-value pairs of filter field and its value :type filter_fields: dict ...
def _clean_protocol_metadata(protocol_metadata: dict) -> dict: """Replace confusing '|' (reserved for separation btw elements) with space. Only 1 manufacturer with this apparently but... """ return { k: v.replace("|", " ") if isinstance(v, str) else v # there are some None (not ...
def getkey(dict_, key, default=None): """Return dict_.get(key, default) """ return dict_.get(key, default)
def rundescriptor_in_dsname(dsname): """Returns (str) run-descriptor flom dsname, e.g. "6-12" from dsname="exp=xcsx35617:run=6-12". """ for fld in dsname.split(':'): if fld[:4]=='run=': return fld.split('=')[-1] return None
def decode_media_origin(hex_str: str) -> str: """ Decode a string encoded with encode_media_origin() and return a string. """ return bytes.fromhex(hex_str).decode()
def get_weekdays(first_weekday=0): """Get weekdays as numbers [0..6], starting with first_weekday""" return list(list(range(0, 7)) * 2)[first_weekday: first_weekday + 7]
def missing_explanation(json): """Returns false if all recommendations have an explanation. Returns errormessage and status code if not.""" for recommendations in json.values(): for rec in recommendations: if 'explanation' not in rec: return 'Recommendations must include ...
def get_metadata_from_attributes(Object, skip_attributes = None, custom_classes = None): """ Get metadata dict from attributes of an object. Parameters ---------- Object : object from which the attributes are. skip_attributes : list, optional If given, these attributes are...
def aero_dat(Re, Ma, Kn, p_inf, q_inf, rho_inf, gamma_var, Cd_prev, Cl_prev): """ Constant aerdynamic coefficients - space shuttle example """ C_d = 0.84 C_l = 0.84 C_s = 0.0 return [C_d, C_l, C_s]
def sol_rad_island(et_radiation): """ Estimate incoming solar (or shortwave) radiation, *Rs* (radiation hitting a horizontal plane after scattering by the atmosphere) for an island location. An island is defined as a land mass with width perpendicular to the coastline <= 20 km. Use this method ...
def shout(word): """Return a string with three exclamation marks""" # Concatenate the strings: shout_word shout_word = word + '!!!' # Replace print with return return shout_word
def expected_p_t(step: int, p0: float, c_lambda: float, model_type: str) -> float: """ Computes expected value of transition probability according to theoretical results. :param step: :param p0: :param c_lambda: :param model_type: :return: """ if model_type == 'success_punished': ...
def get_el_feedin_tariff_chp(q_nom, el_feedin_epex=0.02978, vnn=0.01): """ Calculates feed-in tariff for CHP-produced electricity. Parameters ---------- q_nom : nominal thermal power of chp in kW el_feedin_epex : epex price for electricity in Euro/kWh vnn : avoided grid charges ("vermiedene...
def post_games(match_id='POST'): """Create a game. Return game details and status.""" # If game_id then something is wrong # If match_id then create a new game in that match # If no match_id then create a new game with no match result = '{"game_id":"POST", "match_id":"'+str(match_id)+'"}' return...
def make_text(words): """Return textstring output of get_text("words"). Word items are sorted for reading sequence left to right, top to bottom. """ line_dict = {} # key: vertical coordinate, value: list of words words.sort(key=lambda w: w[0]) # sort by horizontal coordinate for w in words...
def isXPathNonVar(var): """Returns true iff var is a string ("foo" or 'foo') or a number.""" if (var.startswith("'") and var.endswith("'")) or \ (var.startswith('"') and var.endswith('"')): return True # list from XPathToCode, below if var.lower() in ["count", "empty", "true", "fals...
def instancegroup_config(id, instanceCount): """ create instance_group :param id: id :type id: string :param instanceCount: instanceCount :type instanceCount: int :return: instancegroup_config """ instancegroup_config = { 'id': id, 'instanceCount': instanceCount }...
def gc_sandstone(Vp, B=0.80416, C=-0.85588): """ Vs from Vp using Greenberg-Castagna sandstone coefficients. Vs = A*Vp**2.0 + B*Vp + C """ Vs = B*Vp + C return Vs
def ms_to_strtime(timems): """Convert Milliseconds to ASS string time""" s, ms = divmod(timems, 1000) m, s = divmod(s, 60) h, m = divmod(m, 60) cs, ms = divmod(ms, 10) return '{:01d}:{:02d}:{:02d}.{:02d}'.format(h, m, s, cs)
def overlay_configs(*configs): """Non-recursively overlay a set of configuration dictionaries""" config = {} for overlay in configs: config.update(overlay) return config
def _get_mean(list): """calculates and returns average from list of floats also works for 1-dimmensional numpy arrays """ ave = 0.0 for n in list: ave += n return ave / len(list)
def ID_to_int(s_id): """ Converts a string id to int falls back to assuming ID is an Int if it can't process Assumes string IDs are of form "[chars]-[int]" such as mp-234 """ if isinstance(s_id, str): return int(str(s_id).split("-")[-1]) elif isinstance(s_id, (int, float)): ...
def format_speed(bps): """ Formats a string to display a transfer speed utilizing :py:func:`fsize`. This is code has been copied from :py:meth:`deluge's format_speed <deluge.ui.console.utils.format_utils.format_speed>`. :param int bps: bytes per second. :returns: a formatted string representing transfe...
def convert_dec_to_hex_string(decimal_value): """ This function converts a decimal value into 8-byte hex string and reverses the order of bytes. """ hex_str = '{:016x}'.format(decimal_value) reversed_hex = [] index = len(hex_str) while index > 0: reversed_hex += hex_str[index - 2...
def convert_dtype(contents): """ Take the parsed TSV file and convert columns from string to float or int """ # Convert contents to array contents_arr = contents[1:] cols = list(zip(*contents_arr)) # Iterate over every column in array for idx in range(len(cols)): # Get c...
def count_frequency(samples, target): """ Calculate how frequent an target attribute appear in a list Arguments: samples (list): Input list. Its elements must be hashable. target (object): The target element. Returns: float: The frequency that target appears in samples. Must be...
def get_column_reference(headers, name): """Make an Excel-style column reference.""" return chr(ord('A') + headers.index(name))
def charIdx_to_tokenIdx(spans, ans_text, ans_start): """ Convert answer 'char idx' to 'token idx' for one single record """ # Convert answer 'char idxs' to 'token idxs' for one single record if ans_start != -999: ans_end = ans_start + len(ans_text) - 1 ans_to...
def get_write_param_value(mode, memory, ptr): """Returns the value of the paramter at memory[ptr] based on the mode, for a writing parameter""" # position mode if mode == 0: return memory[ptr] # immediate mode elif mode == 1: # immediate mode is not supported raise Exception ...
def slice_to_list(sl, max_len): """ Turn a slice object into a list Parameters ---------- sl: slice The slice object max_len: int Max length of the iterable Returns ------- list The converted list """ if sl.start is None: start = 0 elif...
def custom_format(template, **kwargs): """ Custom format of strings for only those that we provide :param template: str - string to format :param kwargs: dict - dictionary of strings to replace :return: str - formatted string """ for k, v in kwargs.items(): template = template.replac...
def is_safe(func_str): """ Verifies that a string is safe to be passed to exec in the context of an equation. :param func_str: The function to be checked :type func_str: string :returns: Whether the string is of the expected format for an equation :rtype: bool """ # Remove whitespa...
def find_index(text, pattern): """Return the starting index of the first occurrence of pattern in text, or None if not found. C++ way of checking the chars in the string method used. Run time: O(n*m), n is length of the string, m is for if statement to check match is found. Space Complexity: O(1) be...
def flatten_dict(d, prefix=''): """ Recursively flattens nested dictionaries. Warning: Eliminates any lists! """ result = {} for key in d: if isinstance(d[key], str): result[prefix + key] = d[key] elif isinstance(d[key], dict): prefix = key + '_' ...
def _format_as_index(indices): """ (from jsonschema._utils.format_as_index, copied to avoid relying on private API) Construct a single string containing indexing operations for the indices. For example, [1, 2, "foo"] -> [1][2]["foo"] """ if not indices: return "" return "[%s]"...
def map(function, iterator): """ Our own version of map (returns a list rather than a generator) """ return [function(item) for item in iterator]
def percent_g(seq): # checked """Returns the percentage of G bases in sequence seq""" return float("%.2f"%((seq.count("G") / float(len(seq))) * 100))
def iss(ary): """Sorts an array in a nondecreasing order""" ary_len = len(ary) for i in range(ary_len): j = i while ary[j] < ary[j - 1] and j > 0: ary[j], ary[j - 1] = ary[j - 1], ary[j] j -= 1 return ary
def remove_v(ss,v): """ removes from ss those that have value v""" s = [] for i in range(len(ss)): if ss[i] == v: continue else: s = s + [ss[i]] return s
def check(ans, temp_ans, input_ch): """ Check if the user guessed the right letter. :param ans: The correct word string. :param temp_ans:Every temporarily answer when the user guess a letter. :param input_ch: The character the user input. :return: return to the temporarily answer when the user d...
def skip_add(n): """ Takes a number n and returns n + n-2 + n-4 + n-6 + ... + 0. >>> skip_add(5) # 5 + 3 + 1 + 0 9 >>> skip_add(10) # 10 + 8 + 6 + 4 + 2 + 0 30 >>> # Do not use while/for loops! >>> from construct_check import check >>> # ban iteration >>> check(this_file, 'skip_add...
def set_trainable_params(params): """ Freeze positional encoding layers and exclude it from trainable params for optimizer. """ trainable_params = [] for param in params: if param.name.endswith('position_enc.embedding_table'): param.requires_grad = False else: ...
def oooc_to_ooow(formula): """Convert (proprietary) formula from calc format to writer format. Arguments: formula -- str Return: str """ prefix, formula = formula.split(":=", 1) assert "oooc" in prefix # Convert cell addresses formula = formula.replace("[.", "<").replace(":.",...
def is_ltriangular(A): """Tells whether a matrix is an lower triangular matrix or not. Args ---- A (compulsory) A matrix. Returns ------- bool True if the matrix is an lower triangular matrix, False otherwise. """ for i in range(len(A)): for j ...
def concatenate_authors(list_of_authors): """Concatenate a list of authors into a string seperated by commas, and with the last author preceded by 'and'.""" if not isinstance(list_of_authors, list) or len(list_of_authors) == 0: return None elif len(list_of_authors) == 1: return list_of_autho...
def average_rate(instantaneous_rate_primary, instantaneous_rate_secondary): """Returns the average achievable rate for SNR value in dB. Arguments: instantaneous_rate_primary -- instantaneous achievable rate of the primary user. instantaneous_rate_secondary -- instantaneous achievable rate of...
def remove_newline(string, n=1): """Remove up to `n` trailing newlines from `string`.""" # Regex returns some weird results when dealing with only newlines, # so we do this manually. # >>> import re # >>> re.sub(r'(?:\r\n|\n\r|\n|\r){,1}$', '', '\n\n', 1) # '' for _ in range(n): if s...
def backslash_escape(data): """ This encoding is used in JSON: Double quotes become: \" Single quotes become: \' """ return data.replace(u'"', u'\\"').replace(u"'", u"\\'")