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def calculate_multiple_choice_task_metrics(pred_dict, labels_dict): """Calculate accuracy for multiple choice tasks. Args: pred_dict: mapping subinstance ids to prediction, where subinstance id is like "0_0", which stands for the 0-th option for the 0-th instance labels_dict: mappin...
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import argparse def str2bool(v): """Boolean type for argparse""" if isinstance(v, bool): return v if v.lower() in ('yes', 'true', 't', 'y', '1'): return True elif v.lower() in ('no', 'false', 'f', 'n', '0'): return False else: raise argparse.ArgumentTypeError('Boolean value expected.')
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def SelectDefaultBrowser(possible_browsers): """Return the newest possible browser.""" if not possible_browsers: return None return max(possible_browsers, key=lambda b: b.last_modification_time)
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def mw_to_gwh(megawatt, number_of_hours): """"Conversion of MW to GWh Arguments --------- kwh : float Kilowatthours number_of_hours : float Number of hours Return ------ gwh : float Gigawatthours """ # Convert MW to MWh megawatt_hour = megawatt * nu...
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def triangle(n: int) -> int: """ fastest method """ return sum([x for x in range(1, n + 1)])
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from typing import OrderedDict def get_counts(arrays, cart_prods, cn=2): """ function to count every possible combination of WT and His47Arg copies in a population of K3L arrays """ all_combos = OrderedDict() for combo in cart_prods: count = sum([1 if combo == ''.join([str(x) for x in ...
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def dict_slice(dict_input, start, end) -> dict: """ take slice for python dict :param dict_input: a dict for slicing :param start: start position for splicing :param end: end position for slicing :return: the sliced dict """ keys = dict_input.keys() dict_slice = {} for k in keys[...
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def getInterfaceRecord(networkRecords, mac): """ Get the interface record of xen by it's mac. Arguments: interfaces -- Interfaces on xen server. mac -- Mac of the interface. Returns: network object on success else None. """ interfaces = [rec for rec in networkRecords if...
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import time from datetime import datetime def _time_str_to_unix(timestring): """ :type timestring: Union[str, int] :rtype: Union[int, None] """ if isinstance(timestring, (int, float)): return timestring try: t = int(time.mktime(datetime.strptime(timestring, '%a, %d %b %Y %H:%M:...
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def extract_barcode(read, plen): """ Extract barcode from Seq and Phred quality. :param read: A SeqIO object. :type read: object :param plen: The length of the barcode. :type plen: num :returns: A SeqIO object with barcode removed and a barcode string. """ barcode = str(read.seq[:pl...
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import warnings def _parse_GRD_RPC_vect(str_coeffs): """ The GRD RPC is packed in string lists of 20 elements. Unravel them. """ coeffs = str_coeffs.split(" ") if len(coeffs) != 20: warnings.warn( "Expected there to be 20 rational polyonomial cubic coefficients in the metadat...
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def parseIO(iostat): """ Parses the iostat in an array if info :param iostat :return: array of dict """ data = [] for disk, stat in iostat.items(): data.append({ disk: { "read_count": stat.read_count, "write_count": stat.write_count, ...
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def get_blob(blob_name): # noqa: E501 """Serves a blob # noqa: E501 :param blob_name: name of a blob to serve :type blob_name: str :rtype: str """ return 'do some magic!'
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import sys def main(argv=None): """Drive the validator.""" argv = argv if argv else sys.argv[1:] if not argv: print("ERROR arguments expected.", file=sys.stderr) return 2
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import os import json def check_file_for_train(param_path, file) -> bool: """ Check if the training task corresponding to this file has been completed. Parameters ---------- param_path : ``str`` Where to check training_progress.json. file : ``str`` File name to check """ ...
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def getGroupInputDataLength(hg): """ Return the length of a HDF5 group Parameters ---------- hg : `h5py.Group` or `h5py.File` The input data group Returns ------- length : `int` The length of the data Notes ----- For a multi-D array this return the length of th...
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def user_editor(context, request, leftcol_width=4, rightcol_width=8): """ User editor panel. Usage example (in Chameleon template): ${panel('user_editor')} """ return dict(leftcol_width=leftcol_width, rightcol_width=rightcol_width)
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from typing import Dict import re def get_current_zones(filename: str) -> Dict[str, str]: """Get dictionary of current zones and patterns""" res = {} try: for line in open(filename).readlines(): if line.startswith("#"): continue if match := re.match(r"^add (...
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def maybe_remove_new_line(code): """ Remove new line if code snippet is a Python code snippet """ lines = code.split("\n") if lines[0] in ["py", "python"]: # add new line before last line being ``` lines = lines[:-2] + lines[-1:] return "\n".join(lines)
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def LinearSearch(arr, item): """ If item is in array, Returns the index of first occurence of the item in the array; Else Returns False. Searches for an item using 'Linear Search' algorithm. Time Complexity :- Best Case : Ω(1) Worst Case : O(N) Avg Case : Θ(N/2) ...
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import numpy def NormalisedFft(values, divisions = None, returnPhases = False): """ Perform a normalised fast Fourier transform of the supplied values. More efficient if divisions is a power of 2 """ if divisions is None: divisions = len(values) fft = numpy.fft.rfft(values, n = divisions) / di...
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from typing import Union import os import sys def check_if_file_exists(file: str) -> Union[str, None]: """Check if a file exists. If the file does not exist, the execution will halt. Keyword arguments ----------------- file : str the file path Returns ------- the ...
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def std_ver_minor_uninst_valueerr_iativer(request): """Return a string that looks like it could be a valid IATIver minor version number, but is not.""" return request.param
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from typing import Union import inspect from pathlib import Path def get_appropriate_stacktrace() -> list[dict[str, Union[str, int, dict[str, str]]]]: """Return information of all frames related to cmyui_pkg and below.""" stack = inspect.stack()[1:] for idx, frame in enumerate(stack): if frame.fun...
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import base64 def img_to_base64(img_path): """ img 转 base64 :param img_path: :return: """ with open(img_path, "rb") as imageFile: img_str = base64.b64encode(imageFile.read()) return img_str.decode('utf-8')
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def AbortScript(): """ Example: while True: try: print 'do something' sleep(5) except KeyboardInterrupt: if AbortScript() == 'y': break """ try: print('\n\nWARNING: Do you want to abor...
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def sec_url(period): """ Create url link to SEC Financial Statement Data Set """ url = "".join([ "https://www.sec.gov/files/dera/data/financial-statement-data-sets/", period, ".zip" ]) # handle weird path exception of SEC if period == "2020q1": url = "".join([ ...
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def power_provision_rule(mod, prj, tmp): """ Power provision is a load, so a negative number is returned here whenever fuel is being produced. """ return -mod.Fuel_Prod_Consume_Power_PowerUnit[prj, tmp]
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def get_job_type(x): """ returns the int value for the nominal value survived :param x: a value that is either 'yes' or 'no' :return: returns 1 if x is yes, or 0 if x is no """ if x == 'Government': return 1 elif x == 'Private': return 2 elif x == 'Self-employed': re...
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def kmp_prefix(inp, bound=None): """Return the KMP prefix table for a provided string.""" # If no bound was provided, default to length of the input minus 1 if not bound: bound = len(inp) - 1 table = [0] * (bound+1) # Initialize a table of length bound + 1 ref = 0 # Start referencing at th...
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def compute_sub(guard_str): """ Given a guard, return its sub-guards """ parens = [] sub = [] for i in range(len(guard_str)): if guard_str[i] == '(': parens.append(i) if guard_str[i] == ')': j = parens.pop() g = guard_str[j:i + 1].strip...
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def clean_string(s): """ Get a string into a canonical form - no whitespace at either end, no newlines, no double-spaces. """ return s.strip().replace("\n", " ").replace(" ", " ")
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def large_clique_size(G): """Find the size of a large clique in a graph. A *clique* is a subset of nodes in which each pair of nodes is adjacent. This function is a heuristic for finding the size of a large clique in the graph. Parameters ---------- G : NetworkX graph Returns ----...
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import os def codegen_type(filepath): """ param1: string : path of file to generate with either .py or .ipynb extension. return: string The function identifies which type of file to generate and return type. """ if(filepath=="" or None): ftype='py' else: extension = os.pat...
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import math def precision_digits(f, width): """Return number of digits after decimal point to print f in width chars. Examples -------- >>> precision_digits(-0.12345678, 5) 2 >>> precision_digits(1.23456789, 5) 3 >>> precision_digits(12.3456789, 5) 2 >>> precision_digits(12345...
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def nativeQSnapX(self): """ TOWRITE :rtype: qreal """ scene = self.activeScene() # QGraphicsScene* if scene: return scene.property("SCENE_QSNAP_POINT").x() # .toPointF().x() return 0.0
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def sorted_nodes_by_name(nodes): """Sorts a list of Nodes by their name.""" return sorted(nodes, key=lambda node: node.name)
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def __fibonacci_recursivo(terminos: int, secuencia: list) -> list: """Calcula recursivamente la secuencia de Fibonacci""" if not terminos: return secuencia if len(secuencia) == 0: secuencia.append(0) elif len(secuencia) == 1: secuencia.append(1) else: secuencia.appen...
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from sys import settrace def count_calls(func, *args, **kwargs): """Count calls in function func""" calls = [-1] def tracer(frame, event, arg): if event == "call": calls[0] += 1 return tracer settrace(tracer) rv = func(*args, **kwargs) return calls[0], rv
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def ai(vp,rho): """ Computes de acoustic impedance Parameters ---------- vp : array P-velocity. rho : array Density. Returns ------- ai : array Acoustic impedance. """ ai = vp*rho return (ai)
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import argparse import os def parse_args(): """Parse cli arguments.""" parser = argparse.ArgumentParser() parser.add_argument("image", help="Name of the image to create.") parser.add_argument("container", help="Name of the container to create.") parser.add_argument("dockerfile", help="Path to t...
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def rainbow(n, s = 1, v = 1, start = 1, rval='cols'): """Return n rainbow colors """ rscript = '' if not n: return rscript rscript += '%s <- rainbow(%d,' %(rval, n) if s != 1: rscript += 's=%s,' %str(s) if v != 1: rscript += 'v=%s,' %str(v) if start != 1: rsc...
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def get_bool(bytearray_: bytearray, byte_index: int, bool_index: int) -> bool: """Get the boolean value from location in bytearray Args: bytearray_: buffer data. byte_index: byte index to read from. bool_index: bit index to read from. Returns: True if the bit is 1, else 0. ...
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def cam_com(exp, wellu, wellv, fieldx, fieldy, dxcoord, dycoord): """Add a field to the cam list. Return a list with parts for the cam command. """ # pylint: disable=too-many-arguments wellx = str(wellu + 1) welly = str(wellv + 1) fieldx = str(fieldx + 1) fieldy = str(fieldy + 1) r...
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from typing import Callable def evaluate(population: list, evaluation_fn: Callable) -> list: """Evaluates the given population using the given evaluation function. Params: - population (list<str>): The population of chromosomes to evaluate - evaluation_fn (Callable): The evaluation function to use ...
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import os def CreateCommandsList(params): """ Create list of commands to execute @param params: Parameters. @type params: ScriptData. @return: List of commands. @rtype list of strings. """ property_name = 'wrap.' + params.app # If the property name length exceeds ...
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def parse_cookies(cookies): """Parse cookies. Parse cookies, and return dictionary with cookie name as key and all details as value.""" # import Cookie parsed_cookies = {} # print cookies cookie_string = str(cookies) cookie_list = cookie_string.split(';') # cookie_list =...
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def run_add_metadata( input_path: str, output_path: str, meta: str ) -> str: """ Parameters ---------- input_path output_path meta Returns ------- """ cmd = 'biom add-metadata \\\n' cmd += ' -i %s \\\n' % input_path cmd += ' -o %s \\\n' % outp...
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def correct_node_position(order, positions, new_position_j): """ Some order 0, 4, 2, 3, 1 and q ∈ [0, ..., len(order)-1], say 1 q = 1 i = 4 pos_i = 5 - 1 - 4 = 0 j = 0 order[1] = 0, order[0] = 4 pos[0] = 1, pos[4] = 0 return 4, 0, 2, 3, 1 """ i = order[new_positi...
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def convert_bytes(size): """ 将大小转换成 KB MB GB TB 展示 :param size: :return: """ for x in ['bytes', 'KB', 'MB', 'GB', 'TB']: if size < 1024.0: return f"{size} {x}" if x == 'bytes' else f"{size:.2f} {x}" size /= 1024.0 return size
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import copy def merge_to_panoptic(detection_dicts, sem_seg_dicts): """ Create dataset dicts for panoptic segmentation, by merging two dicts using "file_name" field to match their entries. Args: detection_dicts (list[dict]): lists of dicts for object detection or instance segmentation. ...
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def distance_hue(h1: float, h2: float) -> float: """HUE based distance distance > 0 -> "clockwise" distance < 0 -> "counter-clocwise" """ dist = h2 - h1 if abs(dist) > .5: dist = (-1 if dist > 0 else 1) * (1 - abs(dist)) return dist
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def numpy_inner_product_dist(q1, q2): """Quaternion distance based on innerproduct. See comparisons at: https://link.springer.com/content/pdf/10.1007%2Fs10851-009-0161-2.pdf""" return 1.0 - abs(q1[0]*q2[0] + q1[1]*q2[1] + q1[2]*q2[2] + q1[3]*q2[3])
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def encode_string_to_url(str): """ takes as string (like a name) and replaces the spaces for underscores to make a string for a url :param str: string :return: encoded string with underscores for spaces >>> encode_string_to_url('hello') 'hello' >>> encode_string_to_url('hello world') 'hello_...
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def intersection_pt(L1, L2): """Returns intersection point coordinates given two lines. """ D = L1[0] * L2[1] - L1[1] * L2[0] Dx = L1[2] * L2[1] - L1[1] * L2[2] Dy = L1[0] * L2[2] - L1[2] * L2[0] if D != 0: x = Dx / D y = Dy / D return x, y else: return False
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import torch def colormask_to_torch_mask(colormask: torch.Tensor) -> torch.Tensor: """ :param colormask: [C=1, X, Y, Z] :return: """ uni = torch.unique(colormask) uni = uni[uni != 0] num_cells = len(uni) c, x, y, z = colormask.shape shape = (num_cells, x, y, z) mask = torch....
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def has_cli_method(script_path): """ Check if a script has a cli() method in order to add it to the main :param script_path: to a python script inside Cider packages :return: Boolean """ file_obj = open(script_path, 'r').read() return "cli()" in file_obj
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def lobid_qs(row, q_field='surname', add_fields=[], base_url="https://lobid.org/gnd/search?q="): """ creates a lobid query string from the passed in fields""" search_url = base_url+row[q_field]+"&filter=type:Person" if add_fields: filters = [] for x in add_fields: if x: ...
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def jaccard(ground, found): """Cardinality of set intersection / cardinality of set union.""" ground = set(ground) return len(ground.intersection(found))/float(len(ground.union(found)))
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import os def get_data(input_path, folder_path='../detection_images'): """Parse the data from annotation file Args: input_path: annotation file path folder_path: path to place before filepaths in annotation file """ all_imgs = {} classes_count = {} file = open(input_path, 'r...
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def FileNameTuple(FileHeaderTuple, InitialIndexTuple, FinalIndexTuple, Extension = ""): """ FileNameTuple : this function returns a tuple of files that should be evaluated Taken as parameters are tuple of file name headers, starting indices and ending indices """ # Verify that all t...
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from typing import Dict import logging def collect_content_packs_to_install(id_set: Dict, integration_ids: set, playbook_names: set, script_names: set) -> set: """Iterates all content entities in the ID set and extract the pack names for the modified ones. Args: id_set (Dict): Structure which holds a...
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import argparse def IsSuppressed(arg): """Returns True if arg is suppressed.""" return arg.help == argparse.SUPPRESS
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def maximum_severity(*alarms): """ Get the alarm with maximum severity (or first if items have equal severity) Args: *alarms (Tuple[AlarmSeverity, AlarmStatus]): alarms to choose from Returns: (Optional[Tuple[AlarmSeverity, AlarmStatus]]) alarm with maximum severity; none for no argumen...
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def extractRoi(frame, pos, dia): """ Extracts a region of interest with size dia x dia in the provided frame, at the specied position Input: frame: Numpy array containing the frame pos: 2D position of center of ROI dia: Integer used as width and height of the ROI Ou...
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import secrets import click def generate_secret_key(num_bytes, show=True): """Generate and print a random string of SIZE bytes.""" rnd = secrets.token_urlsafe(num_bytes) if show: click.secho(rnd) return rnd
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def read_fasta(fname): """ Read a fasta file and return a hash. :param fname: The file name to read :return: dict """ seqs = {} seq = "" seqid = "" with open(fname, 'r') as f: for line in f: line = line.strip() if line.startswith(">"): ...
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import os def file_exists(path): """ Return :data:`True` if `path` exists. This is a wrapper function over :func:`os.path.exists`, since its implementation module varies across Python versions. """ return os.path.exists(path)
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def _lookup_format(var): """ Looks up relevant format in fits. Parameters ---------- var : object An object to look up in the table Returns ------- lookup : str The str describing the type of ``var`` """ lookup = {"<type 'int'>": "J", "<type 'float'>": "E", ...
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import argparse def get_input_args(): """ Retrieves and parses the 3 command line arguments provided by the user when they run the program from a terminal window. This function uses Python's argparse module to created and defined these 3 command line arguments. If the user fails to provide some ...
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def batch2list(batch): """Converts a batch of patches into a list of batches. Args: restored_model: Restored TensorFlow segmentation model. batch: np.array of shape (min(remaining, group_size), patch_size, patch_size, num_channels). Returns: List of length batch.shape[0...
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def get_spiral_coords(w, h): """ Determine the sequence of coordinates found by spiraling in on an image of given size clockwise from the top-left corner to the centre. """ x, y = 0, 0 depth = 0 coords = [] while len(coords) < w * h: # Check for the special case where we are 1 pi...
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def get_tech_installed(enduses, fuel_switches): """Read out all technologies which are specifically switched to Parameter --------- fuel_switches : dict All fuel switches where a share of a fuel of an enduse is switched to a specific technology Return ------ installed_tech : list ...
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def compute_basin(i, j, grid): """ Basin starts from the low point and includes any point up, down, left, right as long as that point is lower than the point next to it. 9 is automatically not included. From each point that is in the basin, we have to recursively compute the basin to the up, d...
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def breakdown2score_sum(working_score, score_breakdown, full=False): """Implements the combination scheme 'sum' by always returning ``working_score``. Args: working_score (float): Working combined score, which is the weighted sum of the scores in ...
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import sys import os def argv_name(): """Returns the name of our program by examining argv. """ app_name = sys.argv[0][:-3] if sys.argv[0].endswith('.py') else sys.argv[0] return os.path.split(app_name)[-1]
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import re def handle_optionals(url_list): """Builds a set of urls given a list of 'pseudo-urls' with optional parts returns a set of strings WARNING: Currently correctly handles only 1 optional part per url Example: input: ['home/city(-bristol)?', 'home/city(-bath)?', 'h...
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def get_max_step(sb, w): """ Функция-замыкание. Возвращает функцию устанавливающую максимальное значение виджета QSpinBox или QDoubleSpinBox. Максимальное значение зависит от значения виджета, переданного в эту функцию. :param sb: виджет от которого зависит максимальное значение :param w: виджет к...
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from os import walk import os def include_dir_files(folder): """Find all C++ header files in folder""" files = [] for (dirpath, _, filenames) in walk(folder): for fn in filenames: if os.path.splitext(fn)[1] in {'.h', '.hpp'}: files.append(os.path.join(dirpath, fn)) ...
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def npy_cdouble_from_double_complex(var): """Cast a Cython double complex to a NumPy cdouble.""" res = "_complexstuff.npy_cdouble_from_double_complex({})".format(var) return res
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from pathlib import Path import os def get_project_path() -> Path: """Get the path to the project's root directory. Returns ------- project_path : Path The path to the root directory of the project. """ file_dir = os.path.dirname(os.path.realpath(__file__)) dir_path = Path(file_di...
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def other_params(): """Для параметров функции set_other_params.""" class Result: locale = 'ru_RU' return Result
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def find_highest_degree(graph): """ Find the highest degree in a graph """ degrees = graph.degree() max_degree = 0 for node in degrees: if degrees[node] > max_degree: max_degree = degrees[node] return max_degree
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def _parse_absorption(line, lines): """Parse Energy, Re sigma xx, Re sigma zz, absorp xx, absorp zz""" split_line = line.split() energy = float(split_line[0]) re_sigma_xx = float(split_line[1]) re_sigma_zz = float(split_line[2]) absorp_xx = float(split_line[3]) absorp_zz = float(split_line...
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from typing import List from typing import Optional async def get_shipment() -> List[Optional[float]]: """ Get all shipments """ return []
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def determine_submethod(args): """ Determine the submethod. """ submethod = False if "organism_code" in args: submethod = "query" elif "search_query" in args: submethod = "search" elif "analysis_domain_file" in args: submethod = "analysis" elif "convert_domain_fil...
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from typing import Callable import functools from typing import Any import warnings def deprecated(func: Callable) -> Callable: """Decorator that can be used to mark functions as deprecated, emitting a warning when the function is used. Arguments: func: The function to be decorated. ...
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def printtable(table, moe=False): """Pretty print information on a Census table (such as produced by `censustable`). Args: table (OrderedDict): Table information from censustable. moe (bool, optional): Display margins of error. Returns: None. Examples:: censusdata.printtable(censusdata.censustable('acs5...
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def _juniper_vrf_default_mapping(vrf_name: str) -> str: """ This function will convert Juniper global/default/master routing instance => master => default :param vrf_name: :return str: "default" if vrf_name = "master" else vrf_name """ if vrf_name == "master": return "default" ...
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def unclean_wrap_text(text, width, render_font): """Wraps text based off of the font to render to, and the max width in pixels""" wrapped_lines = [] i = 0 line_width = len(text) while i < line_width: while render_font.size(text[i:line_width])[0] > width: line_width -= 1 ...
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def nz(df, y=0): """ Replaces NaN values with zeros (or given value) in a series. Same as the nz() function of Pinescript """ return df.fillna(y)
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def placemark_name(lst): """Formats the placemark name to include its state if incomplete.""" if lst[1] == 'Complete': return lst[0] else: return ': '.join(lst)
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def default(event, **kwargs): """A Hacktoolkit-flavored default event handler for Alexa webhook events Returns a payload if applicable, or None """ intent = kwargs.get('intent') ssml = """<speak>Sorry, I'm not sure how to process that.</speak>""", payload = { 'version' : '1.0', ...
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def _find_terminator(iterator): """The terminator might have some additional newlines before it. There is at least one application that sends additional newlines before headers (the python setuptools package). """ for line in iterator: if not line: break line = line.strip...
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import itertools def set_scan_dims(tors_grids): """ Determine the dimensions of the grid """ assert len(tors_grids) in (1, 2, 3, 4), 'Rotor must be 1-4 dimensions' grid_points = ((i for i in range(len(grid))) for grid in tors_grids) grid_vals = ((x for x in grid) ...
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def calc_suffix(_str, n): """ Return an n charaters suffix of the argument string of the form '...suffix'. """ if len(_str) <= n: return _str return '...' + _str[-(n - 3):]
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import tarfile import io import os import zipfile def open_compressed(byte_stream, file_format, output_folder): """ Extract and save a stream of bytes of a compressed file from memory. Parameters ---------- byte_stream : bytes file_format : str Compatible file formats: tarballs, zip fi...
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from typing import List def datum_is_sum(datum: int, preamble: List[int]) -> bool: """Iterate the preamble numbers and determine whether datum is a sum. Args: datum (int): a number that should be a sum of any two numbers in preamble preamble (List[int]): a list of preceeding n num...
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import numpy def smoothing_window_length(resolution, t): """Compute the length of a smooting window of *resolution* time units. :Arguments: *resolution* length in units of the time in which *t* us supplied *t* array of time points; if not equidistantly spaced, the ...
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def filter_data(data, var_val_pairs): """ We use this to filter the data more easily than using pandas subsetting Args: data (df) is a dataframe var_val pairs (dict) is a dictionary where the keys are variables and the value are values """ d = data.copy() for k, v in var_val_pa...
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