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def wrap_quote(str): """Format quote.""" return f"> {str}\n"
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import pickle def load_pickle(full_path): """Load pickled object.""" with open(full_path, 'rb') as f: g = pickle.load(f) return g
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def get_ancestor_terms(go_term, go_dag, include_go_term=True): """ Find all ancestors of the given term Optionally, based on `include_go_term`, `go_term` itself will be included in the returned set. Parameters ---------- go_term : string The GO term. Example: "GO:0008150" ...
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import functools def with_post_processing(fn, post_process_fn): """Generates a function that applies `post_process_fn` to outputs of `fn`.""" @functools.wraps(fn) def apply_fn(*args, **kwargs): return post_process_fn(*fn(*args, **kwargs)) return apply_fn
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from typing import Sequence def adjacent_n_tuples(objects: Sequence, n: int) -> zip: """Returns the Sequence objects cyclically split into n length tuples. See Also -------- adjacent_pairs : alias with n=2 Examples -------- Normal usage:: list(adjacent_n_tuples([1, 2, 3, 4], 2))...
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def user_menu(game, user_action): """Allows users to view their menu or check current score Player data is taken from the game state. Then take the user action and goes into the if statement to check the user command, and display the information based on different command. If there is a invalid com...
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def any_schema(schemas): """ Creates a schema that will match any of the given schemas. Will not use anyOf if there is just one validator in the list, for simpler error messages. """ schemas = list(schemas) if len(schemas) == 1: return schemas[0] else: return {'anyOf': schem...
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def str_true(v): """The string representation of a true value will be 'TRUE'. False will be the empty string. """ if v: return "TRUE" else: return ""
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def split_data(data, validate_split=0.1, test_split=0.1): """ Splits data into train, validation and test set By default dataset is split into: Train : 80% Validate : 10% Test : 10% """ N_test = int(test_split * data.shape[0]) N_validate = int(validate_split * data.sh...
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def nl2br(text): """ Replaces \n to <br/> """ if not text: return "" text = text.replace("\n", "<br/>") return text
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def evaluate_functions_at_coordinates(list_of_functions,coordinates): """ =========================================== | evaluate_functions_at_coordinates | =========================================== Evaluate functions at the given coordinate points. Functions should be of the form v = f(...
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import requests def request_smiles(lig_id): """Fetch the SMILES string for a given ligand ID""" r = requests.get( "https://data.rcsb.org/rest/v1/core/chemcomp/{}".format(lig_id) ) if r.status_code == requests.codes.ok: return r.json()['rcsb_chem_comp_descriptor']['smiles'] else: ...
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from typing import Optional def read_file_content(filename: str) -> Optional[str]: """Get the contents of a file. Returns: Optional[str]: The contents of the file as string, or None if the file could not be read. """ try: with open(filename, 'r') as f: return f.read().stri...
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def replace_at_offset(hdr,offset,replace=None): """ Replace bytes at offset, either with replacement bytes or given number of zero bytes """ if (type(replace) is int): replace = b"\x00"*replace assert type(replace) is bytes, "Wrong input type" assert len(hdr) >= offset, "Offset to large" ne...
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def fill_empty_seats(seats_names_dict, seats): """ Fill empty seats with names 'empty' :param seats_names_dict: seats:names dict :param seats: list of seats that should be in the dict :return: seats:names dict """ for seat in seats: if seat not in seats_names_dict: seats_...
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def deep_update(d, d_update): """ Updates the values (deep form) of a given dictionary Parameters: ----------- d : dict dictionary that contains the values to update d_update : dict dictionary to be updated """ for k, v in list(d_update.items()): ...
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def get_bafa_subs_hp(q_nom, spf): """ BAFA subsidy for a/w heat pumps with nominal power <= 100 kW and spf >= 3.5 heat pump must be used for: - combined space heating and dhw - only space heating if dhw is generated with renewable energy - generating heat for lhn Values only fo...
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def workflow_exists(data_base, workflow_name): """Check if a certain workflow exists in the DB""" result = False # Need at least one iteration for path in data_base.execute("SELECT path FROM workflows WHERE workflow_name = ?;", (workflow_name,)): result = True return result
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import re def enumerated_file_names_sort(x, num_block_to_sort_by=0): """ Key function for 'sorted'.\n Sorts a list of Strings according to some block of numbers in the String.\n E.g. file names that contain some prefix and an index: [img1_0.png, img1_1.png, img1_2.png] If the String contains sever...
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def create_error(request, status, code='', title='', detail=''): """creates a JSON API error - http://jsonapi.org/format/#errors "status" - The HTTP status code applicable to this problem, expressed as a string value. "code" - An application-specific error code, expressed as a s...
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def get_requested_formats(path): """Returns a list of requested formats. The possible values are 'persons' and 'notes'.""" format = path.split('/')[-1] if format in ['persons', 'notes']: return [format] return ['persons', 'notes']
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def _mat_vec_dot_fp(x, y): """Matrix (list of list) times vector (list).""" return [sum(a * b for a, b in zip(row_x, y)) for row_x in x]
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async def mock_plex_server(entry, setup_plex_server): """Init from a config entry and return a mocked PlexServer instance.""" return await setup_plex_server(config_entry=entry)
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import math def _n_choose_k(n, k): """Computes nCk.""" return math.factorial(n) // math.factorial(k) // math.factorial(n - k)
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def test_plot_corner(results_to_test): """ Tests plot_corner() with plotting simulated posterior samples for all 8 parameters and for just four selected parameters """ Figure1 = results_to_test.plot_corner() assert Figure1 is not None Figure2 = results_to_test.plot_corner(param_list=['sma1',...
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def get_text(raw): """Converts a raw bytestring to an ASCII string""" ba = bytearray(raw) s = ba.decode('ascii') return s
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def remove_last_dir(url): """ remove_last_dir() removes the lowest layer of directory in the url (e.g. /dir/folder --> /dir) url: the url to be processed returns: the processed url """ return url[:url.rfind('/')]
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def relu(x): """ReLu activation function Limits the lower range of the input to 0 Args: x (float): input value Returns: float: output value """ return max(0, x)
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import random def resample(a, b): """ Pools two lists together and randomly splits them back into two. Example: [a, b, c] & [1, 2, 3] -> [b, 3, 2] & [c, 1, a] :param a: first list :param b: second list :return: pair of randomly mixed lists """ pool = a + b random.shuffle(...
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def remove_prefix(text, prefix): """ A short algorithm to remove the defined word from the text and move forward with tokenization. Args: text: text that to tokenize prefix: a part of the text (= the word found in dictionary to remove) Returns: truncated text that doesn't co...
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def col_data_info_schema(db, table_name): """Gets metadata for a PostgreSQL table's columns""" qry = '''SELECT table_name, column_name, data_type FROM information_schema.columns WHERE table_name=:table_name ORDER BY ordinal_position''' return db.query(qry, table_name...
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import math def yaw_pitch_roll(q): """ Calculate Euler angles from pyquaternion. Output: - `roll`: rotation about the new X-axis - `pitch`: rotation about the new Y-axis - `yaw`: rotation about the new Z-axis """ q = q.normalised roll = math.atan2(2 * (q.w * q.x + q.y *...
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def to_expr(term): """Convert to Expr from Term or Pauli operator (X, Y, Z, I). Args: term: (Term, X, Y, Z or I): A Term or Pauli operator. Returns: Expr: An `Expr` object. """ return term.to_expr()
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def add_gaps(df): """Add train-test gaps to dataframe.""" for col in df.columns: if col.startswith("train_") and col.replace("train_", "test_") in df.columns: # gap = max(train - test, 0) gap_col = col.replace("train_", "gap_") df[gap_col] = df[col] - df[col.replace("...
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def _WarnIfGitIgnoreHasSources(input_api, output_api): """Warn if .gitignore has source files in it.""" for f in input_api.AffectedFiles(): if f.LocalPath().endswith('.gitignore'): with open(f.LocalPath(), 'r') as f: lines = f.readlines() bad_lines = [l.strip() for l in lines if l.strip().e...
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def SfromL( L, nmax=25, epsilon= 2**(-50) ): """ Compute sequence of generalized inverses from given Schroder value L. Args: L (real): main arg, range 0.0 to 1.0 nmax (integer): default 22. Max length to allow for S. epsilon (real): smallest change in L you don't care about. Returns:...
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import six def to_unicode(value): """ Ensure that the provided text value is represented as unicode. :param value: Value to convert. :type value: ``str`` or ``unicode`` :rtype: ``unicode`` """ if not isinstance(value, six.string_types): raise ValueError('Value "%s" must be a stri...
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import ast def _evaluate_expression(expression, variable_map): """Evaluate a python expression. The expression must be able to be evaluated as a python expression. Args: expression (string): A string expression that returns a value. variable_map (dict): A dict mapping string variable nam...
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def canon_pairwise_tag(tag: str) -> str: """ Canonicalize pairwise tag to specify unencrypted storage. :param tag: input tag :return: tag prefixed with '~' if not already """ return '{}{}'.format('' if str(tag).startswith('~') else '~', tag)
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def getIndexes(string1,string2): """checks if string2 is present in string1 and returns all the positions at which string2 occurs in string1""" ret = [] ind = string1.find(string2) while (ind > -1 and ind < len(string1)): ret.append(ind) ind = string1.find(string2,ind + 1) ...
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import re def convert_operation_name_to_task_id(operation_name): """Converts an Operation name to a task ID.""" found = re.search(r'^.*operations/(.*)$', operation_name) return found.group(1) if found else operation_name
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import math def cie76(c1, c2): """ Color comparision using CIE76 algorithm. Returns a value between 0 and 100. Where 0 is a perfect match and 100 is opposing colors. http://zschuessler.github.io/DeltaE/learn/ LAB Delta E - version CIE76 https://en.wikipedia.org/wiki/Color_difference E* = 2.3 corresponds to ...
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from typing import Union from typing import Dict from typing import Optional def get_prefixed_name( qname: str, namespaces: Union[Dict[str, str], Dict[Optional[str], str]]) -> str: """ Get the prefixed form of a QName, using a namespace map. :param qname: an extended QName or a local name or a pr...
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import typing import inspect def tidy_fn_call(fn: typing.Callable, args: typing.Iterable, kwargs: dict): """ Put args to kwargs if they matches. This works like a function call parser. Parameters ---------- fn : typing.Callable The function to be called (it won't be called). args...
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import random def sim_point(p_s: float) -> bool: """Simulate point in tennis by drawing from uni dist Args: p_s (float): probability server wins point Returns: bool: True if server won, False if not """ return random.uniform(0, 1) <= p_s
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def transform(df): """Fill nulls with 0, sum 10 to Age column and only return distinct rows""" df = df.na.fill(0) df = df.withColumn('Age', df['Age'] + 10) df = df.distinct() return df
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def std_scalar(comment, valueType='integer', option=0, **kwargs): """Description for standard scalar column.""" return dict(comment=comment, valueType=valueType, dataManagerType='StandardStMan', dataManagerGroup='StandardStMan', option=option, maxlen=0, **kwargs)
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def table_with_9999_columns_10_rows(bigquery_client, project_id, dataset_id): """Generate a table of maximum width via CREATE TABLE AS SELECT. The first column is named 'rowval', and has a value from 1..rowcount Subsequent columns are named col_<N> and contain the value N*rowval, where N is between 1 a...
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def cut_groups(data, col, cutoffs): """Cut data into subsets according to cutoffs Parameters ---------- data : pandas.DataFrame Data to split. col : str Name of column in data to compare with. cutoffs : list(int) List of cutoffs, like as [min-value, 30, 60, max-value]. ...
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def match(pattern, address): """ Match ip address patterns. This is not regex. A star at the end of a ip address string does prefix matching. None or a blank string matches any address match('192.168.0.1', '192.168.0.1') == True match('192.168.0.2', '192.168.0.1') == False match('192.16...
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def is_prime(num : int) -> bool: """ Checks if a number is prime or not. Parameters: num: the number to be checked Returns: True if number is prime, otherwise False """ flag : bool = True if num <= 0: raise ValueError("Input argument should be a natural number") ...
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def rename(row, renaming): """Rename keys in a dictionary. For each (k,v) in renaming.items(): rename row[k] to row[v]. """ if not renaming: return row for k,v in renaming.items(): row[v] = row[k] del row[k]
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def make_observer(world, team, name='ATOMIC'): """ :param world: the PsychSim World :param team: names of agents to be modeled :type team: List[str] :param name: name of the agent to be created, defaults to 'ATOMIC' :type name: str :return: the newly created agent, also added to the given Wo...
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def remove_number(words): """remove numbers""" new_words = [] for word in words: if not word.isdigit(): new_words.append(word) return new_words
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def is_container(obj): """ Test if an object is a container (iterable) but not a string """ return hasattr(obj, '__iter__') and not isinstance(obj, str)
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def duplicated_rows(data): """ Check if has duplicated rows in DataFrame """ print('Duplicated rows') print() print('The dataset has {} rows duplicated'.format(data.duplicated().sum())) print('---------------------------------') return None
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def get_multiplier(factor): """ Convert the factor into a number. :param factor: the string 'mb', 'm', or 'k' :return: 10000000, 1000000, 1000 or 1 """ if factor.lower() == 'mb': return 10000000 elif factor.lower() == 'm': return 1000000 elif factor.lower() == 'k': ...
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def intersection(collection_a, collection_b): """ The intersection between two collections considered as sets (duplicated items will be removed). """ set_a = set(collection_a) set_b = set(collection_b) return set_a.intersection(set_b)
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def color_scale(color, level): """Scale RGB tuple by level, 0 - 255""" return tuple([(i * level) >> 8 for i in list(color)])
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def _check_child_op_type(op, child_op_type): """ :param op: operation :param child_op_type: str :return: Return True if op has 1 child and type of that child matches child_op_type """ if len(op.outputs) != 1: return False child_ops = list(op.outputs[0].child_ops) if len(child_ops...
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def _get_session_id_from_cookie(request, cookie_name, cookie_signer): """ Attempts to retrieve and return a session ID from a session cookie in the current request. Returns None if the cookie isn't found or the value cannot be deserialized for any reason. """ cookieval = request.cookies.get(cook...
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from typing import Union from pathlib import Path import hashlib def generate_md5(filename: Union[str, Path], blocksize: int = 2 ** 20) -> str: """ Generates the md5sum of a file. Does not require a lot of memory. Parameters ---------- filename: string The file to generate the md5sum for. blocksize: ...
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def insert_run_at_position(par, pos, txt=''): """Insert a new run with text {txt} into paragraph {par} at given position {pos}. Returns the newly created run. """ p = par._p new_run = par.add_run(txt) p.insert(pos + 1, new_run._r) return new_run
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def _quantization_annotation(lhs_prec, rhs_prec, rhs_is_weight): """Returns an annotation to be appended to the name of the quantizable op.""" bfloat16_prec = 'bf16' def _replace_with_bf16_if_prec_is_none(prec): return prec if prec is not None else bfloat16_prec lhs_prec = _re...
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import json def load_json_rcfile(fname): """Loads a JSON run control file.""" with open(fname, "r", encoding='utf-8') as f: rc = json.load(f) return rc
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def get_cidr(netmask): """Convert a netmask to a CIDR.""" binary_str = '' for octet in netmask.split('.'): binary_str += bin(int(octet))[2:].zfill(8) return str(len(binary_str.rstrip('0')))
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def _convert_to_seconds(time): """Will convert any time into seconds. If the type of `time` is not valid, it's returned as is. Here are the accepted formats:: >>> convert_to_seconds(15.4) # seconds 15.4 >>> convert_to_seconds((1, 21.5)) # (min,sec) 81.5 >>> convert_to_seconds((1,...
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def maybe_green(app, callable, *args, **kwargs): """Run a ``callable`` in the green pool if needed :param app: lux application :param callable: callable to execute :param args: :param kwargs: :return: a synchronous or asynchronous result """ pool = app.green_pool if pool: re...
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def powmod(x, r, n): """Computes (x ** r) % n Args: x (int): Base r (int): Power n (int): Modulo Returns: int: (x ** r) % n """ return pow(x, r, n)
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def row_to_dict(row): """Converts a Row object into a dictionary.""" return dict(row)
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import collections def transpose_dict_with_sets(dict_in): """ Given a mapping X: key -> set of values, produce a mapping Y of the same type, where for every combination of a, b for which a in X[b], the following holds: b in Y[a]. """ result = collections.defaultdict(set) for key, values in...
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def _LinearInterpolate(x0, target, x1, y0, y1): """Perform linear interpolation to estimate an intermediate value. We assume for some F, F(x0) == y0, and F(x1) == z1. We return an estimate for what F(target) should be, using linear interpolation. Args: x0: (Float) A location at which some function F() ...
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def num_conv(number, plural=False): """Converts card numbers into their proper names Args: number (int): The number intended to be converted plural (bool): Determines if the result should be in plural or single form Returns: The proper name to be used for the card number """ ...
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def reverse_word(string, word_start, word_end): """ reverses a sub string from start index to end index in place. """ # this whole function could be replaced by splicing # see the function below start = word_start end = word_end if end - start > 1: ...
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def pairwise(iterable): """ Splits a list of items into pairs: s -> (s0,s1), (s2,s3), (s4, s5), ... """ a = iter(iterable) return zip(a, a)
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def fib(n): """ Recursively compute the fibonacci sequence """ if n<=1: return n else: return fib(n-1)+fib(n-2)
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from pathlib import Path from typing import Any import json def templatevariable(template: Path, name: str) -> Any: """Return the value of a template variable.""" path = template / "cookiecutter.json" data = json.loads(path.read_text()) return data[name]
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def user_input_validator(validator, question): # pragma: no cover """Validate a user input until it passes a validator function. validator: function, test for user input. Returns a truthy value for a valid input, falsey for invalid. question: str, prompt for user to answer """ user_...
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from typing import Union def uniprot_name_to_id(name_to_id_map: dict, name: str) -> Union[str, None]: """Uniprot name to ID mapping :param name_to_id_map: mapping dict[name] -> id :param name: name :return: id string, or None """ if name in name_to_id_map: return name_to_id_map[name] ...
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def match(first, second): """ Tell if two strings match, regardless of letter capitalization input ----- first : string first string second : string second string output ----- flag : bool if the two strings are approximately the same """ if len(firs...
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def get_bcl2fastq_read_type_map(read_info, sample_index_read=None, dual_indexed=False, ignore_dual_index=False): """ Get a mapping between ReadInfo read name (R1,I1,I2,R2) and bcl2fastq output file naming (R1/R2/R3/R4/I1) The guarantee here is that the 10X sample index will always be on I1, if gene...
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def is_true(val): """Takes an input value and returns bool value. Args: val (object): any python object Returns: bool: bool(val) """ return bool(val)
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from collections import defaultdict def dict_with_lengths(words): """ The function takes a list of words as its argument. Returns a dict with a length as key and a list of words with that length as value. For example, INPUT: ["apple", "ball", "cat", "dog", "egg", "fruit"] OUTPUT: {3: ["ball"...
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def energy_overlap(sp1, sp2): """ Calculate the overlap energy range of two spectra, i.e. lower bound is the maximum of two spectra's minimum energy. Upper bound is the minimum of two spectra's maximum energy Args: sp1: Spectrum object 1 sp2: Spectrum object 2 Returns: ...
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def get_qid(url): """ Returns the Qid from the entity url """ return url.split('/')[-1]
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def dict_to_opts(d): """ We assume that if a value is None then k is a flag and should be appended with no value""" opts = list() for k, v in d.items(): opts.append(f"--{k}") if type(v) is list: for sub_v in v: opts.append(str(sub_v)) elif v is None: ...
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def _open_to_close_tag(tag): """ Given an opening xml tag, return the matching close tag eg. '<YAMAHA_AV cmd="PUT"> becomes </YAMAHA_AV> """ index = tag.find(' ') if index == -1: index = len(tag) - 1 return '</' + tag[1:index] + '>'
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def pairs(seq): """Return a sequence in pairs. Arguments: seq (sequence): A sequence with an even number of elements. If the number is uneven, the last element will be ignored. Returns: A zip object with tuple pairs of elements. Example: >>> list(pairs(...
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import pathlib def get_pyproject_path(base_dir=pathlib.Path(".")) -> pathlib.Path: """ Get the path to the pyproject.toml file in the given `base_dir` (which defailts to current directry) """ return base_dir / "pyproject.toml"
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def value_key(cell_letter, cell_number): """ Returning a Cell Row combination to use as a key""" return '{cell_letter}{cell_number}'.format(cell_letter = cell_letter, cell_number = cell_number)
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def make_experiment_name(experiment): """Create a readable name containing the name and value of the variables.""" args = [] for name, value in experiment.items(): if isinstance(value, float): args.append("%s=%.4g" % (name, value)) else: args.append("%s=%s" % (name, v...
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def get_books_by_title(args, books): """ Get books whose titles contains the arguments :param args: args object containing all arguments :param books: A list of book objects read from csv file :return: A list of book objects whose title matches the arguments. """ if not args.title: r...
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import math def area_of_pixel(pixel_size, center_lat): """Calculate m^2 area of a wgs84 square pixel. Adapted from: https://gis.stackexchange.com/a/127327/2397 Args: pixel_size (float): length of side of pixel in degrees. center_lat (float): latitude of the center of the pixel. Note this...
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def make_shard_endpoints(total_length, shard_size=int(1e6)): """ Partition the half-open integer interval [0, total_length) into a sequence of half-open subintervals [s0,e0), [s1,e1), ... [s_n, e_n) such that s0 = 0, s_(k+1) = e_k, e_n = total_length, and each of these subintervals (except possibly ...
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def get_giturl_from_url(url) : """extracts the actual git url from an url string (splits off the branch name after the optional '#') :param url: an url string, with optional '#' branch name appended :returns: the actual git url """ return url.split('#')[0]
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def get_required_key(key, config): """ Standardizes error checking for loading a key from config """ try: return config[key] except KeyError: raise ValueError( '"{}" is a required key in your config file.'.format(key) )
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def getObjectPath(obj): """ Return the path of this object """ return obj.getContext().getPathName()+"/"+obj.name
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def rk4(ode,y,t,h): """ ode ... ordinary differential equation to solve y ... A vector fucntion containing D and dD/dt t ... time to integrate over h ... integration step Method using here is the classic Runge-Kutta (4-th order), acquired L10. """ k1 = h * ode(t, y) k2 = h ...
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import pathlib from typing import Optional from typing import List def files_to_list(file_path: pathlib.Path, separator: Optional[str] = '|') -> List[pathlib.Path]: """Returns list of file path, which are listed in input file (one file path at a line). Args: file_path: Path to the input file. ...
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def union_dicts(d1, d2): """Union dictionnaries. {1 : 2, 3 : 4} and {1 : 4, 8 : 6} ==> {8: [6], 1: [2, 4], 3: [4]}""" df = dict() for k in d1: df[k] = list([d1[k]]) for k in d2: if k in df: df[k].append(d2[k]) else: df[k] = list([d2[k]]) return df
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