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import os def resolve(path): """ Converts path by interpreting tilde and environmental variables """ return os.path.expandvars(os.path.expanduser(path))
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import os def get_size(filepath): """Get file size and return string with appropriate unit""" size_bytes = os.path.getsize(filepath) if size_bytes < 1024: size_bytes = round(size_bytes, 2) size = f'{size_bytes} B' else: size_kilobytes = size_bytes / 1024 if size_kilob...
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def is_viable_non_dupe(text: str, comparison) -> bool: """text must be longer than 2 ('""'), not 'NULL' and not in comparison. :param text: String to be tested. :param comparison: Dictionary or set to search for text in. :return: bool """ return 2 < len(text) and text != 'NULL' and text not in ...
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def total_profit(attributes): """ rounds the total profit under the assumption that all inventory was sold. """ return round((attributes['sell_price'] - attributes['cost_price']) * attributes['inventory'])
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def _proc(tr, sampling_rate=10): """ Basic processing including downsampling, detrend, and demean. :param tr: raw trace :param sampling_rate: :return tr: trace after processing """ # deep copy tr2 = tr.copy() tr2.interpolate(sampling_rate) tr2.detrend(type="linear") tr2.detr...
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def get_neighbors(point): """Given a 2D point (represented as a Point object), returns a list of the four points that neighbor it in the four coordinate directions. Uses the "copy" method to avoid modifying the original point.""" p1 = point.copy() p2 = point.copy() p3 = point.copy() p4 = poi...
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def get_user_from_email(github, email): """Returns a user for that email or None.""" users = list(github.search_users(f'type:user {email} in:email')) if len(users) == 0: return None elif len(users) == 1: return users[0] else: raise RuntimeError(f'{email} associated with {len...
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def fixDelex(filename, data, data2, idx, idx_acts): """Given system dialogue acts fix automatic delexicalization.""" try: turn = data2[filename.strip('.json')][str(idx_acts)] except: return data if not isinstance(turn, str): # and not isinstance(turn, unicode): for k, act in tu...
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from typing import Dict def read_config(return_config: str, config: Dict): """ Reads the config file and goes through the config dictionary to load all of the parameters. Depending on whether return_config is dashboard or logger it returns the necessary information to create the dashboard or the logge...
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def check_pair_sum_divisible(arr, k): """ Check if an array can be divided into pairs whose sum is divisible by k. """ rem_freq_map = {} for elem in arr: rem = elem % k rem_freq_map[rem] = rem_freq_map.get(rem, 0) + 1 for rem, freq in rem_freq_map.items(): if rem == 0 or ...
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def shouldIgnore(s): """Should we ignore the key s? (Right now, returns true if s takes the form "__xxxxx...", prepended by two '_' chars """ return len(s) > 1 and s[:2] == "__"
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def total_yngve_depth(yngve_tree_root): """Returns the total depth of the ynvge tree of the sentence Args: yngve_tree_root (obj): The root node Returns: int: The total depth of the yngve tree """ tot_score = 0 for leaf in yngve_tree_root.leaves: tot_score += leaf.score return tot_s...
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def is_function(f): """ Is it a function? :param f: function :return: boolean """ return hasattr(f, '__call__')
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def inRects(R, x, y): """inRects returns True if (x, y) is in any of the rectangles in R. """ return any(x0 <= x < x1 and y0 <= y < y1 for x0, y0, x1, y1 in R)
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def cal_linear(iaql_lo, iaql_hi, bp_lo, bp_hi, cp): """ 范围缩放 """ return (iaql_hi-iaql_lo)*(cp-bp_lo)/(bp_hi-bp_lo) + iaql_lo
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def _gen_runtime_script(inputs, user_data): """ 生产运行时脚本 Args: inputs: user_data: Returns: """ mec_runtime_script = '' if 'ak' in inputs and 'sk' in inputs: mec_runtime_script = 'echo \'ak=$ak$\\nsk=$sk$\\n\' >> /root/init.txt\n' if '$ak$' not in user_data['s...
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def load_corpus(corpus_path, proc_mode=0): """Load the corpus from disk.""" corpus_text="" with open(corpus_path, 'r') as corpusFile: corpus_text=corpusFile.read() return corpus_text
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def _dict_to_tuple(d): """ Recursively converts a dictionary to a list of key-value tuples Only intended for use as a helper function inside memoize!! May break when keys cant be sorted, but that is not an expected use-case """ if isinstance(d, dict): return tuple([(k, _dict_to_tuple(d[k...
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import token def decompose_name(node): """ NOTE: Per the lib2to3 grammar: dotted_name: NAME ('.' NAME)* This means that dotted_name can be either dotted or not dotted, i.e. it's a generalized form of NAME. So this function will cover both cases. Given a dotted_name node th...
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from typing import Counter def composition(mol): """Molecular composition in dict format (ex. Glucose {'C': 6, 'H': 12, 'O': 6}). """ mol.require("Valence") c = Counter() for _, a in mol.atoms_iter(): c += a.composition() return c
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from pathlib import Path from typing import Callable from typing import List def find_paths(path: Path, pattern: str, filter: Callable[[Path], bool]) -> List[Path]: """ Glob pattern relatively to path and filter results by predicate. """ return [x for x in sorted(path.glob(pattern), key=str) if filter(x)]
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def concatenate(dic): """ dic: dict of DataFrames merge all using index and outer join """ keys = list(dic) d = dic[keys[0]].merge(dic[keys[1]], left_index=True, right_index=True, how='outer', suffixes=('.'+keys[0],'.'+keys[1])) for k in keys[2:]: d = d.merge(dic[k], left_index=True,...
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def abv(og, fg, from_carbonation=0): """Work out alcohol content from fermentation data (optionally including carbonation) """ value = (float(og) - float(fg)) / 1.938 + float(from_carbonation) return float(value)
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def is_winning(p, state): """Defines all of the states where a player wins in function of morpions rules.""" return state[0][0] == state[0][1] == state[0][2] == p or \ state[1][0] == state[1][1] == state[1][2] == p or \ state[2][0] == state[2][1] == state[2][2] == p or \ ...
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import os def list_notebooks(path='ipynb', skip=''): """All notebooks in the directory notebooks/path, or in the package itself""" if path == 'ipynb': return list_notebooks('ipynb_julia', skip=skip) + \ list_notebooks('ipynb_py', skip=skip) + \ list_notebooks('ipynb_R...
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def find_remote_addr(req): """Determine the correct IP address of the requester.""" if req.headers.get('CF-Connecting-IP'): return req.headers.get('CF-Connecting-IP') if req.headers.get('X-Forwarded-For'): return req.headers.get('X-Forwarded-For') return req.remote_addr
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def linkage_to_leaves(Z,data_size): """ Convert the linkage formated matrix to a dictionary, key is a node number while values is a array of leaves of the node Parameters: ---------- Z: 2-d numpy matrix, shape(n_merges, 4), float The linkage matrix that generated by See in scipy.cl...
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import re def remove_comments(data): """Return the supplied VHDL file data string, *data*, with all comments removed.""" return re.sub(r'--[^\n]*', '', data)
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import argparse def get_user_args(): """ Get user commands and return a dictionary with the user input. Returns: A dict containing the user input including username, password, host file and command """ parser = argparse.ArgumentParser() parser.add_argument("-i", "--INPUT", help="name of h...
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def probes_to_genes(df, probe_to_gene): """Converts probe level dataframe to gene level dataframe.""" get_gene = lambda probe: probe_to_gene.get(probe) grouped = df.groupby(by=get_gene, axis=0) gene_df = grouped.mean() return gene_df
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def target_to_bits(target): """ Creates a compact target representation for a given target. Args: target (Bignum): The long-form target to make compact. Returns: ct (int): Compact target """ # Get bit length nbits = target.bit_length() # Round up to next 8-bits nbits = ...
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from typing import ChainMap def chainmap_context_factory(parent_context=None): """ A ``ChainMap`` context, to avoid copying any data and yet preserve strict one-way inheritance (just like with dict copying) """ if parent_context is None: # initial context return ChainMap() ...
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def get_rectangle_edges(x, y, width, height): """Return the 4 edges of a rectangle as a list. Edges are in clock-wise order, starting from the top. Each edge is returned as ``(start_point, end_point)`` and each point as ``(x, y)`` coordinates. """ # In clock-wise order, starting on top left ...
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def get_committee_indices(spec, state, duplicates=False): """ This utility function allows the caller to ensure there are or are not duplicate validator indices in the returned committee based on the boolean ``duplicates``. """ state = state.copy() current_epoch = spec.get_current_epoch(stat...
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import math def comb(n,r): """Combinations of n objects by r, namely picking r among n possible. comb(n,r) = n!/(r!(n-r)!) """ return math.factorial(n)/(math.factorial(r)*math.factorial(n-r))
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def schema_to_dtypes(schema): """Converts a schema to a Pandas dtypes dictionary Args: schema (list): A schema to get the dtypes from. """ dtypes = {} for item in schema: name = item['name'] type = item['type'] if type == 'STRING': dtypes[name] = 'str'...
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def set_monthly_base_periods_defaults(double_link): """Set default to single link on Jan, or double link on n""" base_periods = [1] if double_link: base_periods.append(12) return base_periods
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import itertools def part2(data): """ >>> part2([[5, 9, 2, 8], [9, 4, 7, 3], [3, 8, 6, 5]]) 9 >>> part2(read_input()) 280 """ checksum = 0 for row in data: for (a, b) in itertools.permutations(row, 2): if a % b == 0: checksum += a // b ...
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import re def safe_dag_id(s: str) -> str: """ Remove invalid characters for dag_id """ return re.sub('[^0-9a-zA-Z_]+', '_', s)
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import yaml def unicode_representer(self, value): """ Represents unicode strings as regular strings. """ return yaml.ScalarNode(tag='tag:yaml.org,2002:str', value=value)
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import argparse def parse_arguments(): """Argument parser""" parser = argparse.ArgumentParser(description=__doc__) parser.add_argument( '-file1', help='File containing sequences', required=True ) parser.add_argument( '-file2', help='File containing reverse e...
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def rnn_args_from_config(rnn_config): """ Takes a Config object corresponding to RNN settings (for example `config.algo.rnn` in BCConfig) and extracts rnn kwargs for instantiating rnn networks. """ return dict( rnn_hidden_dim=rnn_config.hidden_dim, rnn_num_layers=rnn_config.num_l...
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def gldas_variables(): """ List of the plottable variables from the GLDAS 2.1 datasets used """ return { 'Air Temperature': 'Tair_f_inst', 'Surface Albedo': 'Albedo_inst', 'Surface Temperature': 'AvgSurfT_inst', 'Canopy Water Amount': 'CanopInt_inst', 'Evaporation...
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from typing import Any from typing import Tuple from typing import Dict import json def flask_http_response(status: int, data: Any) -> Tuple[str, int, Dict[str, str]]: """Create a tuple for flask to return Args: status: integer http status to use data: json dumpable data for the return body ...
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import itertools def generate_configs(params, description_skeleton): """This function generates all combinations of given parameters. Format of returnev value is appropriate for @performance decorator :param description_skeleton: skeleton of config description, it will be filled with parameter values ...
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def max4(x): """ >>> max4(20) 20.0 """ return max(1, 2.0, x, 14)
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import requests def get_response_commits(commits_url, my_token): """ Wrapper around the function `requests.get()`. If my_token is supplied by me (i.e. it's not an empty string), then use authentication. Otherwise, go ahead without authentication. Args: commits_url: URL with JSON metad...
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def _validate_image_segment_id(the_sicd): """ Validate the image segment id. Parameters ---------- the_sicd : sarpy.io.complex.sicd_elements.SICD.SICDType Returns ------- bool """ if the_sicd.ImageFormation is None or the_sicd.RadarCollection is None: return False ...
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def get_locale_parts(locale): """Split a locale into three parts, for langauge, script, and region.""" parts = locale.split('_') if len(parts) == 1: return (parts[0], None, None) elif len(parts) == 2: if len(parts[1]) == 4: # parts[1] is a script return (parts[0], parts[1], ...
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import re def strip_markdown_directives(line): """strips markdown directives from a line""" line = line.strip() if line.startswith("<") and line.endswith(">"): # Let's assume it's inline HTML and skip it return "" # Remove URLs (assume remote starts with http and local ends with html)...
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import random def pick_random_worker_set(worker_sets): """Pick random set of workers""" return random.choice(worker_sets)
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import logging def filter_event_tags(tags, device): """Drop unknown tags not listed in device's event-log-tags file.""" device.wait() supported_tags = set() for l in device.shell( ['cat', '/system/etc/event-log-tags'])[0].splitlines(): tokens = l.split(' ') if len(tokens) >= 2:...
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import json def is_valid_json(stuff): """Checks if a string is valid json.""" try: json.loads(stuff) except: return False else: return True
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def package_installed(module, package_name): """ Determine if the package is already installed """ cmd = ['pacman', '-Q', package_name] exit_code, _, _ = module.run_command(cmd, check_rc=False) return exit_code == 0
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def set_ipu_model_options(opts, compile_ipu_code=True): """Set the IPU Model options. Args: compile_ipu_code: Whether or not to actually compile real IPU code for modelling. Returns: The IpuOptions configuration protobuf, with IPU model options set. """ opts.ipu_model_config.compile_ipu_code =...
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def _ExtractResNetThroughput(output): """Extract throughput from Horovod output. Args: output: Horovod output Returns: A tuple of: Average throuput in images per second (float) Unit of the throughput metric (str) """ # Start from last line and iterate backwards. avg_throughput = 0 fo...
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from typing import Any def map_index(x: Any, column_map: dict) -> str: """Makes column list index human-readable.""" return f'{column_map[x]}'
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def cuda_collate_fn(batch): """ don't need to zip the tensor """ return batch[0]
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from math import factorial def fatorial(num, show=False): """ - > Calcula o fatorial de um número :param num: Número a ser calculado :param show: (opcional) Mostra ou não a conta :return: O valor do fatorial de um número """ if show: cont = num fat = 1 while cont >=...
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def is_decoy(psm, prefix=None): """Given a PSM dict, return :py:const:`True` if it is marked as decoy, and :py:const:`False` otherwise. Parameters ---------- psm : dict A dict, as yielded by :py:func:`read`. prefix : ignored Returns ------- out : bool """ return psm...
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def complaint_image_download(self, media_url): """下载客户投诉图片 :param media_url: 图片下载地址,示例值:'https://api.mch.weixin.qq.com/v3/merchant-service/images/xxxxx' """ path = media_url[len(self._core._gate_way):] if media_url.startswith(self._core._gate_way) else media_url return self._core.request(path, skip_...
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import math def calc_mean_and_sd(values_list): """ Calculates arithmetic mean and SD of provided data. Used to aggregate variable values of iterations/repetitions of an experiment. Thanks to the database check, all values are available and valid. Handwritten function to allow usage of the specific sto...
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def clsName2Ind(lbls, cls): """ Converts a cls name to an ind """ if cls in lbls: return lbls.index(cls) + 1 else: raise ValueError('unknown class')
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def site_facility(hybrid_plant_size_MW, hybrid_construction_months, num_turbines): """ Uses empirical data to estimate cost of site facilities and security, including Site facilities: Building design and construction Drilling and installing a water well, including piping Electric power for ...
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import six def load_from_hparams_overrides(params, params_source, hparams_overrides): """Given a dictionary of hyperparameters and a list of overrides, merge them. Args: params: Python dict containing a base hyperparameters set. params_source: Python dictionary to record source of hyperparameters. hp...
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def flatten_report_for_csv(report): """ Flattens the data structure returned by `watson.report()` for a csv export. Dates are formatted in a way that Excel (default csv module dialect) can handle them (i.e. YYYY-MM-DD HH:mm:ss). The result is a list of dictionaries where each element can contain t...
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def countAddendCombinations(num, addends): """Count how many combinations of addends can add to the value of 'num'. Parameters: 'num' must be positive. 'addends' must be sorted. """ if len(addends) == 0: return 0 elif num == 0: return 1 elif num < addends[-1]: re...
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import threading import warnings def pool(klass): """Thread-safe pool of objects not currently in use, generates new object when empty. Use as a decorator. Decorated classes must have init() method to prepare them for reuse.""" lock = threading.Lock() pool = set() orig_new = klass.__new_...
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import re def postfinance_preprocess_notice(payment_notice): """Remove spaces from potential invoice numbers""" return re.sub( r"\b([0-9]{4}\s*-\s*[0-9]{4}\s*-\s*[0-9]{4})\b", lambda match: re.sub(r"\s+", "", match.group(0)), payment_notice, )
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def get_verbose_name(address_object): """Возвращает имя нас. пункта в формате: г. Москва :param address_object: объект FiasAddressObject """ return u'{0}. {1}'.format(address_object.short_name, address_object.formal_name)
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import os import fnmatch def find_all_matching(path, pattern): """Utility function that works like 'find' in bash.""" if not os.path.exists(path): raise RuntimeError("Invalid path '{0}'".format(path)) result = [] for root, _, files in os.walk(path): for thisfile in files: i...
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import re def reDiac(): """ Generate regex pattern to locate diacritics Requires regex module as re Return compiled regex pattern """ unicodeBlockList = [r'\p{InCombining_Diacritical_Marks_for_Symbols}', r'\p{InSuperscripts_and_Subscripts}', ...
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import ipaddress def _evaluate_ip_address(ip_address): """Evaluate supplied IPv4 address. Returns the supplied IPv4 address if valid and specified without a netmask, or returns the subnet broadcast address if the supplied IPV4 address is specified with a netmask such as '192.168.1.5/24' or '192.1...
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from typing import Callable def get_linear_anneal_func( start_value: float, end_value: float, start_step: int, end_step: int ) -> Callable: """Create a linear annealing function. Parameters ---------- start_value : float Initial value for linear annealing. end_value : float Te...
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import time def get_run_id(): """Generates unique identifier Parameters ---------- Return ---------- """ run_id = str(int(time.time())) return run_id
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import os def testdata(): """Returns testing dataset used in tests.""" return os.path.join( os.path.dirname(os.path.realpath(__file__)), "testdata", "testdata")
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def bump_version(base: str, index: int = -1) -> str: """ Increment one of the numerical positions of a version. :param base: Version core, such as 0.1.0. Do not include pre-release identifiers. :param index: Numerical position to increment. Default: -1. This follows Python indexing rule...
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import torch def ssim(prediction: torch.Tensor, label: torch.Tensor) -> torch.Tensor: """ Function computes the structural similarity Source: https://github.com/ChristophReich1996/CellFlowNet :param prediction: (torch.Tensor) Prediction :param label: (torch.Tensor) Label :return: (torch.Tensor...
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def validate_pin_input(value): """Validate that the GPIO PIN is prefixed with a D.""" try: int(value) return f"D{value}" except ValueError: return value.upper()
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def searchInsert(nums, target): """ :type nums: List[int] :type target: int :rtype: int """ if target in nums: return nums.index(target) else: for i in range(len(nums)): if target < nums[i]: return i if target > nums[i]: ...
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def cards_remaining(card_list): """ this function returns the number of cards that have not been matched yet """ num_remaining = 0 for c in card_list: if c.is_unsolved(): num_remaining += 1 return num_remaining
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def get_network_id(networks, name): """ Get network id based on name provided """ for network in networks: if network["Name"] == name: return network["Id"]
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def get_table(connect, market, code, ktype): """note: market: 'DAY' | 'MIN' | 'MIN5' """ cur = connect.cursor() schema = "{market}_{ktype}".format(market=market, ktype=ktype).lower() cur.execute("SELECT 1 FROM information_schema.SCHEMATA where SCHEMA_NAME='{}'".format(schema)) a = cur.fetchone() ...
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import torch def normal_transform_pixel(shape): """ Compute the normalization matrix from image size in pixels to [-1, 1]. """ tr_mat = torch.tensor([[1.0, 0.0, 0.0, -1.0], [0.0, 1.0, 0.0, -1.0], [0.0, 0.0, 1.0, -1.0], [0.0, ...
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def remove_config_prefix(config, prefix, skip=None): """Iterate over keys in dict and remove given prefix. Arguments --------- config : dict The configuration data. prefix : str The prefix to remove. skip : List[str], optional A list of keys which should not be altered. ...
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import tempfile import sys import subprocess import shlex import os def survivor(samples, distance, ignore_type, minlength): """ Executes SURVIVOR merge, with parameters: -samples.fofn (truth and test) -distance between calls (args.distance) -number of callers to support call (1) -require vari...
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def lengthOfLongestSubstring(s): """ :type s: str :rtype: int """ if len(s) == 0: return 0 maxVal = 1 for i in range(0, len(s)-1): checkStr = s[i+1:] if (s[i] in checkStr): # check to prevent exception in index() when char repitition not found curVal = c...
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def format_result(input, params, offset=True): """ Fromat result to a epiviz compatible format Args: input : input dataframe params : request parameters offset: defaults to True Returns: formatted JSON response """ # measurement = params.get("measurement")[0] ...
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def are_entangled(q1, q2): """ Check for entanglement betwee ntwo Qubits :param q1: Qubit Type Object :param q2: Qubit Type Object :return: boolean absed on entanlgement """ return q1.is_entangled() == id(q2)
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def read_messages(msg_file): """(file open for reading) -> list of str Precondition: The parameter msg_file should be a message file that is already open for reading and that file contains one message per line. Read and return the contents of the file as a list of messages. The returned message s...
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def get_all_objs(content, vimtype): """ Return all object for a given VIM Type :param content: :param vimtype: :return: """ obj = {} container = content.viewManager.CreateContainerView( content.rootFolder, vimtype, True) for managed_object_ref in container.view: ob...
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def doi_conflict_check(agr_data, value): """ check a database reference has a conflict from DOI. always pass this here, it gets checked during cross_reference resolution :param agr_data: :param value: :return: """ return 'Success'
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from typing import Dict from typing import List def avoid_body(my_head: Dict[str, int], body: List[dict]): """ my_head: Dictionary of x/y coordinates of the Battlesnake head. e.g. {"x": 0, "y": 0} my_body: List of dictionaries of x/y coordinates for every segment of a Battlesnake. ...
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import numpy def to_rad(angle_grad: float) -> float: """ convert given angle(grad) to radians """ return angle_grad / 180 * numpy.pi
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def AfficherDuree(duree): """ Retourne une cha\xeene de caract\xe8res repr\xe9sentant 'duree' """ dureeSeconde = duree / 1000 ms = duree % 1000 mn = dureeSeconde / 60 sec = dureeSeconde % 60 chaine = '' if mn > 0: chaine += repr(mn) + ' min ' + repr(sec) + ' s ' elif sec > 0: ...
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def get_area(a, b): """Calculate area of rectangle with sides a and b.""" return a * b
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import argparse def parse(argv): """Parses command-line arguments""" parser = argparse.ArgumentParser() parser.add_argument("project", default="fableproject.json", help="JSON project file") return parser.parse_args(argv)
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def macro_with_both(name, number = 3, *args, **kwargs): """Oh wow this macro has both. Not much else to say. Args: name: The name of the test rule. number: Some number used for important things *args: Other arguments to include **kwargs: Other attributes to include Returns: ...
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def output_filter_enabled(session, Type='Boolean', RepCap='', AttrID=1150055, buffsize=0, action=['Get', '']): """[Output Filtering Enabled <?>] Enables output filtering selected by the FilterBandwidth property. Set: RepCap=< channel# (1-2) > """ return session, Type, RepCap, AttrID, buffsiz...
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def increment_duplicates(arr): """Increments duplicates in an array until there are no duplicates. Uses a hash set to keep track of which values have been seen in the array. Runs in O(n^2) time worst case (e.g. all elements are equal), O(n) time best case (elements are already unique). """ seen...
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