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import time def gettime(): """return timestamp""" return time.time()
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def abs_of_difference(num1: int, num2: int) -> int: """ precondition: parameters must be numbers calculate difference between num1 and num2 and compute absolute value of the result >>> abs_of_difference(-4,5) 9 >>> abs_of_difference(1,-3) 4 >>> abs_of_difference(2,2) 0 """ r...
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import os def get_gpus(): """ Get the number of gpus per node. Args: None Returns: num_gpus (int): number of gpus per node """ gpu_var = os.environ["SLURM_GPUS_PER_NODE"] num_gpus = int(gpu_var) return num_gpus
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def int_to_float(value: int) -> float: """Converts a uniformly random [[64-bit computing|64-bit]] integer to uniformly random floating point number on interval <math>[0, 1)</math>. """ fifty_three_ones = 0xFFFFFFFFFFFFFFFF >> (64 - 53) fifty_three_zeros = float(1 << 53) return (value & fifty_thr...
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def import_(path): """ Import string format module, e.g. 'uliweb.orm' or an object return module object and object """ if isinstance(path, str): v = path.split(':') if len(v) == 1: x = path.rsplit('.', 1) if len(x) == 2: module, func = x ...
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import sys def get_config_options(): """ get config options list """ result = [] for class_name in dir(sys.modules['RepositoryModule']): if class_name[0].isupper() and class_name != 'Repository': result.append(class_name) return result
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def validate(value, ceiling): """ Checks if val is positive and less than the ceiling value. :param value: The value to be checked (usually an int) :param ceiling: The highest value "val" can be. (usually an int) :return: True if val is less than ceiling and not negative """ value = int(val...
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def erratum_check(agr_data, value): """ future: check a database reference has comment_and_corrections connection to another reference :param agr_data: :param value: :return: """ # when comments and corrections loaded, check that an xref is made to value e.g. PMID:2 to PMID:8 return 'S...
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def longestConsecutive3(list,missing=1): """ assume list is a list budget missing """ if len(list) == 0: return 0 longest = 0 # print(range(len(list)-1)) starts = [ x for x in range(len(list)) ] # print(starts) for sindex in starts: currentlen = 0 allow = missing ...
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def gen_vocab_dict(train_data): """ generate dict from training set's caption file (txt) format of txt file: id1 video_id1 caption1 id2 video_id2 caption2 ... """ vocab = {} inv_vocab = {} vocab[''] = len(vocab) inv_vocab[len(vocab) - 1] = '' for line in train_data: ...
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from typing import Dict def calculate_frequency(lst: list) -> Dict[str, int]: """Calculate the frequency from a list.""" frequencies = {} for item in lst: if item in frequencies: frequencies[item] += 1 else: frequencies[item] = 1 return frequencies
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import numpy def getelts(nda, indices): """From the given nda(ndarray, list, or tuple), returns the list located at the given indices""" ret = []; for i in indices: ret.extend([nda[i]]); return numpy.array(ret);
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def _RoundTowardZero(value, divider): """Truncates the remainder part after division.""" # For some languanges, the sign of the remainder is implementation # dependent if any of the operands is negative. Here we enforce # "rounded toward zero" semantics. For example, for (-5) / 2 an # implementation may give ...
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import os def should_stop(experiment_path): """ Checks if liftoff should exit no mather how much is left to run. """ return os.path.exists(os.path.join(experiment_path, ".STOP"))
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def first_dup(s): """ Find the first character that repeats in a String and return that character. :param s: :return: """ for char in s: if s.count(char) > 1: return char return None
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def type_check(tags): """Perform a type check on a list of tags""" if type(tags) in (list, tuple): single = False elif tags == None: tags = [] single = False else: tags = [tags] single = True if len([t for t in tags if type(t) not in (str,bytes)]) == 0: valid = Tr...
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def input_position(): """ input the position option for pasted QR code """ option = input('Please select the position (1:left-top, 2:right-top, 3:left-bottom, 4:right-bottom, 5:left-middle, 6:right-middle) for QR code: ') if option == '': pos = 1 print(' Use the default position, ...
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def return_countries(): """ Get the countries available :return: country JSON """ with open("country.json", "r") as country: return country.read()
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def get_pbs_node_requirements(sys_settings,node_count): """Get the cpu and memory requirements for a given number of nodes Args: sys_settings (dict): System settings dict, as supplied from config_manager node_count (int): Number of whole nodes on target system Returns: dict...
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from unittest.mock import Mock def api_fixture(): """Define a fixture for simplisafe-python API object.""" api = Mock() api.refresh_token = "token123" api.user_id = "12345" return api
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def select_table_value_from_page(**params): """从画面上选择出一个列表的数据""" return """\ with open('../script_lib/parse_table_value.js', encoding='utf-8') as file: script = file.read() header = driver.execute_script(script, '{header_selector}')[0] result = driver.execute_script(script, '{data_selector}') ...
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def families_lens(): """.""" return ['Lens', 'LensRev']
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def myreplace(old, new, s): """Replace all occurrences of old with new in s.""" result = " ".join(s.split()) # firsly remove any multiple spaces " ". return new.join(result.split(old))
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def cookie_session_name() -> str: """ Retorna o nome do cookie para a sessão. """ return "ticket_session"
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def maybe_pad(draw, regex, strategy, left_pad_strategy, right_pad_strategy): """Attempt to insert padding around the result of a regex draw while preserving the match.""" result = draw(strategy) left_pad = draw(left_pad_strategy) if left_pad and regex.search(left_pad + result): result = left...
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def even(value): """Simple validator defined for test purpose""" return not (int(value) % 2)
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def find_permutation(s, pattern): """Find presence of any permutation of pattern in the text as a substring. >>> find_permutation("oidbcaf", "abc") True >>> find_permutation("odicf", "dc") False >>> find_permutation("bcdxabcdy", "bcdxabcdy") True >>> find_permutation("aaacb", "abc")...
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def thermal_conductivity_carbon_steel(temperature): """ DESCRIPTION: [BS EN 1993-1-2:2005, 3.4.1.3] PARAMETERS: OUTPUTS: REMARKS: """ temperature += 273.15 if 20 <= temperature <= 800: return 54 - 0.0333 * temperature elif 800 <= temperature <= 120...
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def putListIntoInt(inList, base = 2): """takes a list of values and converts it into an int""" string = "".join(str(i) for i in inList) return int(string, base)
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def false_pred(): """Returns a predicate that always returns ``False``.""" def new_pred(*args): return False return new_pred
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import random def __random_positions(max_position): """Generates two random different list positions given a max position. The max position is exclusive. ... Args: max_position(integer): The maximum position """ [lhs, rhs] = random.sample(range(0, max_position - 1), 2) return (lh...
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def create_deployment(inputs, labels, blueprint_id, deployment_id, rest_client): """Create a deployment. :param inputs: a list of dicts of deployment inputs. :type inputs: list :param labels: a list of dicts of depl...
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import re def split_sentences(text, delimiter="\n"): """ Split a text into sentences with a delimiter""" return re.sub(r"(( /?[.!?])+ )", rf"\1{delimiter}", text)
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def items_iterator(dictionary): """Add support for python2 or 3 dictionary iterators.""" try: gen = dictionary.iteritems() # python 2 except: gen = dictionary.items() # python 3 return gen
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def control_game(cmd): """ returns state based on command """ if cmd.lower() in ("y", "yes"): action = "pictures" else: action = "game" return action
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import timeit def run_trial(rep, num): """Sleep for 100 milliseconds, 'num' times; repeat for 'rep' attempts.""" sleep = 'sleep(0.1)' return min(timeit.repeat(stmt=sleep, setup = 'from time import sleep', repeat=rep, number=num))
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def git_errors_message(git_info): """Format a list of any git errors to send as slack message""" git_msg = [ { "color": "#f2c744", "blocks": [ { "type": "divider" }, { "type": "section", "text": {"type": ...
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def Distribution_of_masses(**kwds): """ 输出双黑洞质量的分布。(ratio_step 不能小于 0.01,可以通过增大 doa=100 提高精度) Input: 共有三种输入方式,如下面的例子: Eg1: mass1_scope = (5,75), mass2_scope = (5,75), mass_step = 2 Eg2: mass1_scope = (5,75), mass_step = 2, ratio_scope = (0.1,1), ratio_step = 0.1 Eg3: Mass_scope = (5, 30...
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def DecodePublic(curve, bb): """ Decode a public key from bytes. Invalid points are rejected. The neutral element is NOT accepted as a public key. """ pk = curve.Decode(bb) if pk.is_neutral(): raise Exception('Invalid public key (neutral point)') return pk
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def compact(it): """Filter false (in the truth sense) elements in iterator.""" return filter(bool, it)
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def session_capabilities(session_capabilities): """Log browser (console log) and performance (request / response headers) data. They will appear in `Links` section of pytest-html's html report. """ session_capabilities["loggingPrefs"] = { "browser": "ALL", "performance": "ALL" } return session...
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def calculate_overlap_rate(inventor_class_nbr_group_count_dict): """ 计算交叠率 :param inventor_class_nbr_group_patent_count: :return: """ #发明家的总数 inventor_cnt = len(inventor_class_nbr_group_count_dict.keys()) #无法分组的发明家数量 cant_group_inventor = 0 for inventor, class_nbr_group_count_dic...
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import ast def _parse_mock_imports(mod_ast, expanded_imports): """Parses a module AST node for import statements and resolves them against expanded_imports (such as you might get from _expand_mock_imports). If an import is not recognized, it is omitted from the returned dictionary. Returns a dictionary suit...
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import os import numpy as np def merge_coord_and_label_files(ROI_coords_dir): """ utils for merging different label and coord file before computing label masks if necessary should be rewritten to more more general with glob("Coord*.txt) and glob("Labels*.txt)... """ list_coords = [] ...
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def calc_field_size(field_type, length): """ Рассчитывает размер данных поля :param field_type: Тип поля :type field_type: string :param length: Длина поля :type length: int :return: Длина поля в байтах :rtype: int """ if field_type == 'B': return length elif field_t...
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def SortByName(list_response): """Return the list_response sorted by name.""" return sorted(list_response, key=lambda x: x.name)
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import re def unindent(string): """Remove the initial part of whitespace from string. >>> unindent("1 + 2 + 3\\n") '1 + 2 + 3' >>> unindent(" def fun():\\n return 42\\n") 'def fun():\\n return 42' >>> unindent("\\n def fun():\\n return 42\\n") 'def fun():\\n return 42' >>> u...
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import torch def quad_kappa_loss(input, targets, y_pow=1, eps=1e-15): """ https://github.com/JeffreyDF/kaggle_diabetic_retinopathy/blob/master/losses.py#L22 :param input: :param targets: :param y_pow: :param eps: :return: """ batch_size = input.size(0) num_ratings = 5 asse...
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def is_tag_exists( lf_client, account_id: str, key: str, ) -> bool: """ Check if an Lake Formation tag exists or not Ref: https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/lakeformation.html#LakeFormation.Client.get_lf_tag """ try: lf_client.get_lf_tag(C...
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def browse_repository(script, project, repository): """ Gets the list of repositories for the specified project :param script: A TestScript instance :type script: TestScript :param project: The project for the repository :type project: str :param repository: The repository to browse :typ...
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import collections def build_node_statistics(nodes, images): """Build a dictionary of cache statistics about a group of nodes.""" # Generic statistics applicable to all groups of nodes. node_statistics = { 'provisioned': len(list(filter(lambda n: n.provisioned, nodes))), 'not provisioned':...
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def render_instruction(name, content): """ Render an arbitrary in-line instruction with the given name and content """ return ':{}: {}'.format(name, content)
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def parse_agent_req_file(contents): """ Returns a dictionary mapping {check-package-name --> pinned_version} from the given file contents. We can assume lines are in the form: datadog-active-directory==1.1.1; sys_platform == 'win32' """ catalog = {} for line in contents.splitlines(): ...
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def make_etag(hasher): """Build etag function based on `hasher` algorithm.""" def etag(buf): h = hasher() for chunk in buf: h.update(chunk) return '"' + h.hexdigest() + '"' return etag
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def indexof(ilist, item): """ returns the index of item in the list """ i = 0 for list_item in ilist: list_item = list_item.strip() if list_item == item: return i i += 1 print("ERROR failed to parse config, can't find item:", item) exit(-4)
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from typing import List from typing import Tuple def deflate_spans( spans: List[Tuple[int, int, int]] ) -> List[List[Tuple[int, int]]]: """[summary] Args: spans (List[Tuple[int, int, int]]): [description] Returns: List[List[Tuple[int, int]]]: [description] """ # assuming last...
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def operate_status_template(open_now: bool) -> tuple: """Flex Message 餐廳營業狀況 Args: open_now (bool): 營業中 Returns: tuple: (營業狀況, 營業文字顏色) """ if open_now: operate_status = { "type": "text", "text": "營業中", "size": "xs", "color": "...
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def paramset_to_rootnames(paramset): """ Generates parameter names for parameters in the set as ROOT would do. Args: paramset (:obj:`pyhf.paramsets.paramset`): The parameter set. Returns: :obj:`List[str]` or :obj:`str`: The generated parameter names (for the non-scalar/scalar c...
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import time def get_items_serial_number(prefix, obj): """获取物品唯一货号""" date_str = time.strftime("%Y%m%d%H%M%S", time.localtime(time.time())) # 生成一个固定6位数的流水号 objmodel = obj.objects.last() serial_number = objmodel.id if objmodel else 0 serial_number = "{0:06d}".format(serial_number + 1) return...
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def header_string(key_length=0, number_of_seconds=2): """ return a header string for the output file """ header_string = '#' header_string += ' ' * (key_length+8) header_string += ' 1 2 3 ' * number_of_seconds + '\n' header_string += '#' header_string += ' ' * (key_l...
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from typing import Optional def int_to_comma_hex(n: int, blength: Optional[int] = None) -> str: """ int_to_comma_hex Translates an integer in its corresponding hex string :type n: ``int`` :param n: Input integer :type blength: ``Optional[int]`` :param blength: Add padding to reach length...
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def adcm_api_credentials() -> dict: """ADCM credentials for use in tests""" return {"user": "admin", "password": "admin"}
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import re def Language_req(description): """Create a function that captures the language requirements from the job description""" description = description.lower() matches = re.findall(r"\benglish\sand\sgerman\b|\bgerman\sand\senglish\b\benglisch\sund\sdeutsch\b|\benglish\b|\benglisch\b|\bgerman\b|\bdeuts...
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import logging def matrix_hits(binary_matrix): """Gets the number of cells with value 1 in matrix.""" logging.info("Counting how many contacts are predicted.") count = 0 (n1, n2) = binary_matrix.shape for i in range(n1): for j in range(n2): if j > i: count += ...
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from typing import Dict import os def registry() -> Dict[str, Dict]: """ Return a dictionary of problems of the form: `{ "problem name": { "params": ..., }, ... }` where `flexs.landscapes.RosettaFolding(**problem["params"])` instantiates the rosetta folding...
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def str2bool(val): """Convert string to boolean value """ try: if val.lower() in ['false', 'off', '0']: return False else: return True except AttributeError: raise TypeError('value {0} was not a string'.format(type(val)))
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def remove_outliers(df): """Summary Line. Extended description of function. Args: arg1: Function will remove 1.5 IQR outliers from data set. Returns: Will return a data set with outliers within the 1.5 IQR range removed. """ q1 = df.quantile(0.25) q3 = df.quantile(0.75) iq...
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def get_layers(net_param): """Get layers information. Parameters ---------- net_param : caffe_pb2.NetParameter A pretrined network description. Returns ------- layers : list description of the layers. version : string version information of the pretrained model. ...
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def get_all_coords(rdmol): """Function to get all the coordinates for an RDMol Returns three lists""" conf = rdmol.GetConformer() x_coords = [] y_coords = [] z_coords = [] for atm in rdmol.GetAtoms(): x_coords.append(conf.GetAtomPosition(atm.GetIdx()).x) y_coords.append(conf....
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def evaluations(ty, pv): """ evaluations(ty, pv) -> ACC Calculate accuracy using the true values (ty) and predicted values (pv). """ if len(ty) != len(pv): raise ValueError("len(ty) must equal to len(pv)") total_correct = total_error = 0 for v, y in zip(pv, ty): if y == v: ...
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def _is_member_of(cls, obj): """ returns True if obj is a member of cls This has to be done without using getattr as it is used to check ownership of un-bound methods and nodes. """ if obj in cls.__dict__.values(): return True # check the base classes if cls.__bases__: f...
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import os def _remove_creds(creds_file=None): """ Remove ~/.onecodex file, returning True if successul or False if the file didn't exist """ if creds_file is None: fp = os.path.expanduser("~/.onecodex") else: fp = creds_file if os.path.exists(fp): os.remove(fp) ...
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from typing import Optional from typing import Dict from typing import List def scripts(page_content: Optional[Dict]) -> List[str]: """ .. _`example reference server`: https://github.com/stellar/django-polaris/tree/master/example Replace this function with another by passing it to ``register_integrat...
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import argparse def describe_argparser(): """ Return an argument parser for the describe function """ parser = argparse.ArgumentParser() parser.add_argument("variant", help="Variant to describe, example: RV64GC") return parser
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def _GetSheriffForTest(test): """Gets the Sheriff for a test, or None if no sheriff.""" if test.sheriff: return test.sheriff.get() return None
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def booth(args): """ Booth function Global minimum: f(1.0,3.0) = 0.0 Search domain: -10.0 <= x, y <= 10.0 """ return (args[0] + 2*args[1] - 7)**2 + (2*args[0] + args[1] - 5)**2
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def makeset(weatherpart): """ with open("WeatherWear/clothes.csv") as f: reader = csv.reader(f) next(reader) data = [] for row in reader: data.append( [float(cell) for cell in row[:13]] ) clothes = data """ clothes = [[0.0...
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import math def rainbow_search(x, y, step): """Returns RGB color tuple """ xs = math.sin((step) / 100.0) * 20.0 ys = math.cos((step) / 100.0) * 20.0 scale = ((math.sin(step / 60.0) + 1.0) / 5.0) + 0.2 r = math.sin((x + xs) * scale) + math.cos((y + xs) * scale) g = math.sin((x + xs) * s...
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def recursive_any_to_dict(anyElement): """ Recursive any nested type into a dict (so that it can be JSON'able). :param anyElement: Just about any 'attrs-ized' instance variable type in Python. :return: A dict structure """ if isinstance(anyElement, dict): simple_dict = {} for key...
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from typing import OrderedDict def genListHeaders(P4Graph): """ Generate the dictionnary of headers. P4Graph : JSon imported file Name, size """ headers = OrderedDict() return headers
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def _int_to_riff(i: int, length: int) -> bytes: """Convert an int to its byte representation in a RIFF file. Represents integers as unsigned integers in *length* bytes encoded in little-endian. Args: i (int): The integer to represent. length (int): The number of...
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import pathlib def sample_odb_fixture(): """Get the fully qualified path to the sample odb file.""" return str(pathlib.Path(__file__).parent.parent / "resources" / "sample.odb")
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def reproject(link, node, epsg): """ reporoject link and node geodataframes for nodes, update X and Y columns """ link = link.to_crs(epsg=epsg) node = node.to_crs(epsg=epsg) node["X"] = node["geometry"].apply(lambda p: p.x) node["Y"] = node["geometry"].apply(lambda p: p.y) retur...
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def to_class_name(value): """Convert the current view's object to a usable class name. Useful for outputting a css-class for targetting specific styles or javascript functionality on a per-view basis, for example: <div class="siteContainer {% if request.path == '/' %}home{% else %}{{ object|to_class_n...
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def _create_fold(X, ids): """Create folds from the data received. Returns ------- Data fold. """ if isinstance(X, list): return [x[ids] for x in X] elif isinstance(X, dict): return {k: v[ids] for k, v in X.items()} else: return X[ids]
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def dict_map(**fs): """Map especific elements in a dict. Examples: ```pycon >>> dict_map(a=int, b=str)(dict(a='1', b=123, c=True)) {'a': 1, 'b': '123', 'c': True} >>> ``` """ def _change_dict(d): d = d.copy() for k, f in fs.items(): if k in d: ...
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def StrContains(input_string, substring): """ Return True if the substring is contained in the concrete value of the input_string otherwise false. :param input_string: the string we want to check :param substring: the string we want to check if it's contained inside the input_string :return: Tr...
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from typing import Iterable def get_closest(iterable: Iterable, target): """Return the item in iterable that is closest to the target""" if not iterable or target is None: return None return min(iterable, key=lambda item: abs(item - target))
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import collections def utils_vlan_ports_list(duthosts, rand_one_dut_hostname, rand_selected_dut, tbinfo, ports_list): """ Get configured VLAN ports """ duthost = duthosts[rand_one_dut_hostname] cfg_facts = duthost.config_facts(host=duthost.hostname, source="persistent")['ansible_facts'] mg_fac...
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def normalise(matrix): """Normalises the agents' cumulative utilities. Parameters ---------- matrix : list of list of int The cumulative utilities obtained by the agents throughout. Returns ------- list of list of int The normalised cumulative utilities (i.e., utility share...
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import os def findFile(input): """ Search a directory for full filename with optional path. """ _fdir, _fname = os.path.split(input) if _fdir == '': _fdir = os.curdir flist = os.listdir(_fdir) found = False for name in flist: if not name.find(_fname): found = Tr...
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def cmdline_from_pid(pid): """ Fetch command line from a process id. """ try: cmdline= open("/proc/%i/cmdline" %pid).readlines()[0] return " ".join(cmdline.split("\x00")).rstrip() except: return ""
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def none_if_empty(tup): """Returns None if passed an empty tuple This is helpful since a SimpleVar is actually an IndexedVar with a single index of None rather than the more intuitive empty tuple. """ if tup is (): return None else: return tup
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def print_melhor_time(funcao_atual_ou_futuro): """Função que imprirmi o melhor time. Parameters ---------- funcao_atual_ou_futuro : list Lista contendo um time de jogadores Returns ------- str Texto organizando o time por posição """ gol, zag1, zag2, l...
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def update_named_ports(mig, named_ports): """ Set the named ports on a Managed Instance Group. Sort the existing named ports and new. If different, update. This also implicitly allows for the removal of named_por :param mig: Managed Instance Group Object from libcloud. :type mig: :class: `GC...
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def _attributes_equal(new_attributes, old_attributes): """ Compare attributes (dict) by value to determine if a state is changed :param new_attributes: dict containing attributes :param old_attributes: dict containing attributes :return bool: result of the comparison between new_attributes and ...
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def open(self): """获取开盘价序列""" return self.openArray[-self.size:]
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from datetime import datetime def detect_resolution(d1: datetime, d2: datetime) -> int: """ Detects the time difference in milliseconds between two datetimes in ms :param d1: :param d2: :return: time difference in milliseconds """ delta = d1 - d2 return int(delta.total_seconds() * 1e3)
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def total_distance(solution, distanceMap): """ Calculate the total distance among a solution of cities. Uses a dictionary to get lookup the each pairwise distance. :param solution: A list of cities in random order. :distanceMap: The dictionary lookup tool. :return: The total distance between all...
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import struct def py_float2float(val, be=False): """ Converts Python float to 4 bytes (double) """ sig = '>f' if be else '<f' return struct.pack(sig, val)
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