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def generate_path(altitude_data): """ generates the path for the uphill/downhill/flat detection :param altitude_data: the altitude data :return: the string to write to the KML file """ # various strings for building the KML output open_placemark = '<Placemark> ' open_line = """ <LineSt...
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def byte2str(_bytes): """ bytes to str :param _bytes: :return: """ return str(_bytes, encoding="utf-8")
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def check_contains(line, name): """ Check if the value field for REQUIRE_DISTRO contains the given name. @param name line The REQUIRE_DISTRO line @param name name The name to look for in the value field of the line. """ try: (label, distros) = line.split(":") return name in distros.split() except ...
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import os def get_data(path): """ 获取人工打分结果和原始输入数据 :param path: 含有input和golden文件的路径 :return:golden文件内容&input文件内容 """ path = os.path.join(path) golden_file = os.path.join(path, 'golden.txt') input_file = os.path.join(path, 'input.txt') with open(golden_file, 'r') as f: g_cont...
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import grp def check_gid(val): """Return a gid, given a group value If the group value is unknown, raises a ValueError. """ if isinstance(val, int): try: grp.getgrgid(val) return val except (KeyError, OverflowError): raise ValueError("No such group:...
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import re def check_summary_worthy(x, tokenizer, min_length=50, max_length=90, max_symbols=0, max_tridots=0): """ Check whether the review x is summary-worthy or not. """ x = tokenizer.decode(x) x = x.repl...
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import os import configparser def _get_galaxy_tool_info(galaxy_base): """Retrieve Galaxy tool-data information from defaults or galaxy config file. """ ini_file = os.path.join(galaxy_base, "universe_wsgi.ini") info = {"tool_data_table_config_path": os.path.join(galaxy_base, "tool_data_table_conf.xml")...
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def _increment_if_zero(M, pos, zero_count): """ :param M: matrix :param pos: 2 tuple (row, column) :param zero_count: dictionary of row and column zero counts :return: updated zero_count """ # short circuit v = M[pos[0], pos[1]] zero_count['row'][pos[0]] += 1 if v == 0 else 0 ze...
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def Usable(entity_type, entity_ids_arr): """Nmap must be accessible""" return True
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def ignition_delay(states, species): """ This function computes the ignition delay from the occurrence of the peak in species' concentration. """ i_ign = states(species).Y.argmax() return states.t[i_ign]
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import configparser import ast def read_config(): """ assuming all values are set properly, missing data etc can be handled later """ config = configparser.ConfigParser() config.read('config.ini') endpoints = ast.literal_eval(config.get('steem-blockchain', 'endpoints')) hostname = config.g...
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def checksum_tle_line(_line): """ Performs TLE-defined checksum on TLE line""" check = 0 for char in _line[:-1]: if char.isdigit(): check += int(char) if char == "-": check += 1 _check_val = check % 10 return(_check_val)
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import numpy def success_rate(model,target,img_size,discrepancy_threshold,success_threshold=70): """ Number of reconstructed images for which 70% (or the percentage defined by the success_threshold argument) of the pixels are 90% similar. """ # Set model to evaluation mode model.eval() # Execu...
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import numpy def sum_ordered(addends, problems): """ Sums the given addends, starting by the smallest and following the natural order. """ result = numpy.float16(0) for addend in sorted(addends): if numpy.isnan(addend): problems.append("NaN") elif numpy.isposinf(addend)...
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def average_tweets_per_user(tweets, users_with_freq): """ Return the average number of tweets per user from a list of tweets. :param tweets: the list of tweets. :param users_with_freq: a Counter of usernames with the number of tweets in 'tweets' from each user. :return: float. average number ...
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import torch def cross_entropy_soft_targets(predicted_distribution, target_distribution): """Cross entropy loss with soft targets. B = batch size, D = dimension of target (num classes), N = ensemble size Args: inputs (torch.tensor((B, D - 1))): predicted distribution soft_target (torch.te...
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def id_conflict(required_tiles, flanking, all_variable: list): """ search for the positions of snps that collide with other snps in the user defined k-mer window Parameters ---------- required_tiles: list position information of all snps that support groups flanking: int size of ...
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import math def pwr_list_elements(in_list, populationSet=True): """ Return mean power of list elements (= mean**2 + std**2) When population is True divide by len(in_list) to get the standard deviation of a complete set, else divide by len(in_list)-1 to get the standard deviation for a sample of a...
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import csv def loadGrabbers(fname="grabbers.csv"): """ Read a CSV file and return contents as a list of dictionaries. """ columns = ["ID", "call", "title", "name", "loc", "site", "url"] grabbers = [] with open(fname) as f: reader = csv.reader(f, delimiter=",", quotechar='"') fo...
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def make_car(manufacturer, model, **car_info): """Build a dictionary containing information about a car.""" car_info['manufacturer_name'] = manufacturer car_info['model_name'] = model return car_info
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from typing import List def split_into_lists(input_list: List, target_number_of_lists: int) -> List[List]: """ Evenly splits list into n lists. E.g split_into_lists([1,2,3,4], 4) returns [[1], [2], [3], [4]]. :param input_list: object to split :param target_number_of_lists: how many lists to spli...
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def get_job(api, job_id): """Get a Borgy job.""" return api.v1_jobs_job_id_get(job_id)
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import requests def get_json_from_query(location): """Search for a city and return metadata from API""" url = f"https://www.metaweather.com/api/location/search/?query={location}" r = requests.get(url).json() return r[0]
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def available(func): """A decorator to indicate that a method on the adapter will be exposed to the database wrapper, and the model name will be injected into the arguments. """ func._is_available_ = True func._model_name_ = True return func
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def is_punkt(token): """ Return if token consists of only punctuation and whitespace Args: token: single token Returns: Boolean Raises: None Examples: >>> is_punkt(" ") True >>> is_punkt(", ,") True >>> is_punkt("?!!") True ...
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from typing import List def segments(consent: str) -> List[str]: """Helper to split the core and non core consents.""" return consent.split(".")
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def human_size(s, factor): """ :s: size :factor: 1000 or 1024 """ unit = 'B' if s > factor: s /= factor unit = 'KB' if s > factor: s /= factor unit = 'MB' if s > factor: s /= factor unit = 'GB' if s > factor: s /= factor ...
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def build_hashes(): """Provides the hashes for files in build_path.""" return ( '7c211433f02071597741e6ff5a8ea34789abbf43', 'aaf4c61ddcc5e8a2dabede0f3b482cd9aea9434d', )
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def movie_sort(movies): """Sorts a list of movies by their release date using bubble sort. Args: movies: a list of movies. Returns: A sorted list of movies. """ sorted_movies = movies.copy() swapped = True while swapped: swapped = False for i in range(1, len...
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def _MachineTypeMemoryToCell(machine_type): """Returns the memory of the given machine type in GB.""" memory = machine_type.get('memoryMb') if memory: return '{0:5.2f}'.format(memory / 2.0 ** 10) else: return ''
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def xor_hex_strings(bytes_a, bytes_b): # type: (str, str) -> str """Given two hex strings of equal length, return a hex string with the bitwise xor of the two hex strings.""" assert len(bytes_a) == len(bytes_b) return ''.join(["%x" % (int(x, 16) ^ int(y, 16)) for x, y in zip(byte...
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import re import json def read_job_properties(jobscript, prefix="# properties", pattern=re.compile("# properties = (.*)")): """Read the job properties defined in a snakemake jobscript. This function is a helper for writing custom wrappers for the snakemake ...
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def solve(input): """Solve the puzzle.""" return int(input/3)-2
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import sys def allowcustom(): """Helper for backups.py to determine if custom backup code should be run """ return any(x in ['--custom', '--all'] for x in sys.argv)
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import argparse def get_default_experiment_parser(): """ Construct an argument parser with many options to run experiments. Returns: argparse.ArgumentParser: The argument parser. """ parser = argparse.ArgumentParser() parser.add_argument("base_dir", type=str, help="Working directory...
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def is_owned_by(self, user_or_token): """Generic ownership logic for any `skyportal` ORM model. Models with complicated ownership logic should implement their own method instead of adding too many additional conditions here. """ if hasattr(self, 'tokens'): return user_or_token in self.token...
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def map_cluster(dp_means_cluster, mol_id_list): """ :param dp_means_cluster: :param mol_id_list: :return: """ out_dict = {} for cluster in dp_means_cluster.clusters: out_dict[cluster] = { "centre_of_mass": dp_means_cluster.clusters[cluster], "mol_ids": [], ...
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def bbox_flip(bboxes, img_shape, direction='horizontal'): """Flip bboxes horizontally or vertically. Args: bboxes (Tensor): Shape (..., 4*k) img_shape (tuple): Image shape. direction (str): Flip direction, options are "horizontal", "vertical", "diagonal". Default: "horizonta...
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def Dic_Extract_By_Subkeylist(indic,keylist): """ Return a new dic by extracting the key/value paris present in keylist """ outdic={} for key in keylist: try: outdic[key]=indic[key] except KeyError: raise KeyError("input key {0} not present!".format(key)) ...
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def shiftCoordsForHeight(s): """ Shift with height s origin = 0,0 """ coords = ( ( # path (s/2,s), (0,s*4/9), (s*4/15,s*4/9), (s*4/15,0), (s*11/15,0), (s*11/15,s*4/9), (s,s*4/9), ), ) return coords
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def sanitize_cfn_resource_name(name): """ Sets Logical Name in CloudFormation """ name = ''.join([n.title() for n in name.split('-')]) return name
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import six def generate_duid(mac): """DUID is consisted of 10 hex numbers. 0x00 + mac with last 3 hex + mac with 6 hex """ valid = mac and isinstance(mac, six.string_types) if not valid: raise ValueError("Invalid argument was passed") return "00:" + mac[9:] + ":" + mac
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def canonicalize_tensor_name(name): """Canonicalizes tensor names. For an op that produces only one output, we may be refer to its output tensor as either "op_name:0" or simply "op_name". This standardizes all internal names as "op_name:0" to simplify the logic. Args: name: Input name to canonicalize. ...
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def _get_header(request_type): """Returns header str for talking with cosmos :param request_type: name of specified request (ie uninstall-request) :type request_type: str :returns: header information :rtype: str """ return ("application/vnd.dcos.package.{}+json;" "charset=utf-8...
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def strip_html_comments(text): """Strip HTML comments from a unicode string.""" lines = text.splitlines(True) # preserve line endings. # Remove HTML comments (which we only allow to take a special form). new_lines = [line for line in lines if not line.startswith("<!--")] return "".join(new_lines)
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import torch def matrix_to_cartesian(batch: torch.Tensor, keep_square: bool = False) -> torch.Tensor: """ Transforms a matrix for a homogeneous transformation back to cartesian coordinates. Args: batch: the batch oif matrices to convert back keep_square: if False: returns a NDIM x NDI...
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def _recur_children(node): """ Recursive through node to when it has multiple children """ if len(node.getchildren()) == 0: parts = ( ([node.text or ""] + [node.tail or ""]) if (node.tag != "label" and node.tag != "sup") else ([node.tail or ""]) ) ...
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import requests import ssl import base64 def get_digest_base64(location): """Download the sha256sum.txt message digest file at the given `location`. :return: A `string` of the base64-encoded message digest """ res = requests.get(location, verify=ssl.get_default_verify_paths().opens...
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def _is_inline_update(job): """This returns true if the job contains an inline update""" if not job.metadata.get('update'): return False return job.metadata["update"].inline_query
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def _note(item): """Handle secure note entries Returns: title, username, password, url, notes """ return f"{item['name']} - Secure Note", "", "", "", item.get('notes', '') or ""
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import unicodedata def remove_accentuated(s): """Removes accentuated chars and lower case """ s = ''.join(c for c in unicodedata.normalize('NFD', s.lower()) if unicodedata.category(c) != 'Mn') return s
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def get_filters(filters): """Return the rsync options for the given filters.""" arguments = [] for filter_ in filters: if len(filter_) > 1: raise Exception( "Filter must contain only one entry: {}".format(filter_)) if "exclude" in filter_: argumen...
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def _replace_words(replacements, string): """Replace words with corresponding values in replacements dict. Words must be separated by spaces or newlines. """ output_lines = [] for line in string.split('\n'): output_words = [] for word in line.split(' '): new_word = repla...
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def continue_crawl(search_history, target_url, max_steps = 25): """ Determines whether or not we should keep crawling search_history: is a list of strings which are urls of Wikipedia articles. The last item in the list is the most recently found url. ...
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def describe_load_balancer_types(policies, **kwargs): """ Describe the policies with policy details. :param policies: :return: """ return kwargs['client'].describe_load_balancer_policy_types(PolicyTypeNames=policies)
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def agg_event_role_tpfpfn_stats(pred_records, gold_records, role_num): """ Aggregate TP,FP,FN statistics for a single event prediction of one instance. A pred_records should be formated as [(Record Index) ((Role Index) argument 1, ... ), ... ], where argument 1 should sup...
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def converge(n): """Function to represent non-converging areas of the continuation space""" centre1 = [9,10] centre2 = [6,2] centre3 = [2,12] r1 = 4 r2 = 4 r3 = 4 if (n.ind[0]-centre1[0])**2 + (n.ind[1]-centre1[1])**2 < r1**2: return 0 if (n.ind[0]-centre2[0])**2 + (n.ind[1]-...
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import subprocess def test(name): """Test a single playbook.""" print('testing', name, end='... ', flush=True) program = f"""- hosts: all become: no gather_facts: no tasks: - include_tasks: playbooks/measurements/{name} """ with open('temp.yml', 'w') as f: f.write(program) run = ...
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def odd(number): """ Returns True if number is odd """ return number % 2 == 1
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def reverse(current_block, *args): """Reverses the data of the current block.""" return current_block[::-1]
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from typing import Optional def frame_index_to_seconds( frame_index: int, fps: int, zero_indexed: Optional[bool] = True ) -> float: """Converts a frame index within a video clip to the corresponding point in time (in seconds) within the video, based on a specified frame rate. Args: frame_inde...
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def escape_special(v): """ Escape literal bools and None as strings. """ if v is True or v is False or v is None: return str(v) else: return v
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def get_params_or_defaults(params, defaults): """Returns params.update(default) restricted to default keys.""" merged = { key: params.get(key, default) for key, default in defaults.items() } return merged
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def tuple_set(base, values, indices): """ Creates a new tuple with the given values put at indices and otherwise the same as base. The list of indices must be in sorted order. """ new = base[:indices[0]] for i in range(len(indices)-1): new += (values[i],) + base[indices[i]+1:indices[i+1]...
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def alter_context(context): """ Modify the context and return it """ # An extra variable context['ADD'] = '127' return context
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def hass_time_zone(): """Return default hass timezone.""" return "US/Pacific"
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def table_to_list(table_name, engine): """ Take sqlite table and return a mongoDB bulk insertable list table_name: name of table to acquire from sqlite db engine: cursor from sqlite3 connection """ query = f""" SELECT * FROM {table_name} """ result = engine.execute(query).fetchall(...
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def get_all_context_names(context_num): """Based on the nucleotide base context number, return a list of strings representing each context. Parameters ---------- context_num : int number representing the amount of nucleotide base context to use. Returns ------- a list of st...
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import pickle def get_password(): """Get pickled password and username""" with open("login.pickle", "rb") as f: login = pickle.load(f) username = login["username"] password = login["password"] return username, password
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import socket import os import logging def getSyncCE(): """ _getSyncCE_ Extract the SyncCE from GLOBUS_GRAM_JOB_CONTACT if available for OSG, otherwise broker info for LCG """ result = socket.gethostname() if 'GLOBUS_GRAM_JOB_CONTACT' in os.environ: # // # // OSG, Sync ...
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def is_valid_ip(ip): """ Check if IP address is valid :param ip: IP address :return: Is valid """ ip = ip.split(".") if len(ip) != 4: return False return all([0 <= int(t) <= 255 for t in ip])
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def split_rows_by_condition(df, mask): """Split dataframe based on logical indexes (that could come from a condition). Args: df (pd.DataFrame): Dataframe. mask (pd.Series): Series with boolean indexes (could come from a condition). Returns: list: List of split dataframes. ...
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def celcius(temperature): """Converts a temperature from degrees Kelvin to degrees Celcius.""" return temperature - 273.15
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def filter_label(label, replace_by_similar=True): """Some labels currently don't work together because of LaTeX naming clashes. Those will be replaced by simple strings.""" bad_names = [ "celsius", "degree", "ohm", "venus", "mars", "astrosun", "fullmoo...
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def config2action(config): """flatten config into list""" enc_config, dec_config = config action = enc_config.copy() for block in dec_config: action += block return action
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def mplt_bars(ax, ticks, values, colors, ylabel=None, title=None): """Quick function for creating stacked matplotlib barplot""" bar0 = ax.bar(ticks, values[0], color=colors[0]) bar1 = ax.bar(ticks, values[1], bottom=values[0], color=colors[1]) if ylabel is not None: ax.set_ylabel(ylabel) if ...
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def _tag_tuple(revision_string): """convert a revision number or branch number into a tuple of integers""" if revision_string: t = [int(x) for x in revision_string.split('.')] l = len(t) if l == 1: return () if l > 2 and t[-2] == 0 and l % 2 == 0: del t[-2] return tuple(t) return (...
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def _dummy_jit(*args, **kwargs): """Dummy wrapper for jitting if numba not applicable.""" def wrapper(f): return f def marker(*args, **kwargs): return marker if ( len(args) > 0 and (args[0] is marker or not callable(args[0])) or len(kwargs) > 0 ): r...
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def indentLevel(line): """Returns the indentation level of a line, defined in Piklisp as the number of leading tabs.""" for i in range(len(line)): if line[i] != "\t": return i # i characters were "\t" before lines[i] return None
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import math def exponential_decay(now_step, total_step, final_value, rate): """exponential decay scheduler""" decay = math.exp(math.log(final_value)/total_step ** rate) return max(final_value, 1 * decay ** (now_step ** rate))
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def marker_cell_identifier(marker_region, cells): """Return cell identifier of marker region.""" pos = marker_region.convex_hull.centroid return cells[pos]
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def get_synapse_data_by_contin(cur,contin): """ Returns synapse data for given contin Each row is a single section of the synapse Row format: [section_number,preobj,[post_obj]] Parameters: ----------- cur : MySQLdb cursor contin : str Contin number """ sql = ("select IMG...
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def bind(context, block=False): """ Given the context, returns a decorator wrapper; the binder replaces the wrapped func with the value from the context OR puts this function in the context with the name. """ if block: def decorate(func): name = func.__name__.replace('__...
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def hasPrevious (it): """ Returns :code:`True` if this list iterator has more elements when traversing the list in the reverse direction. (In other words, returns :code:`True` if :code:`previous(it)` would return an element rather than throwing an exception.) :param it: The iterator :type i...
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import os def output_basename_only(f): """decorator if f(path,*args,**kwargs) would recieve and return full paths, it may return only the basename when decorated :example: >>> @output_basename_only ... def rename_func(path): ... return path >>> print rename_func("a/b/c") ...
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def add_id_to_dict(doc): """ Adds the document's id to the document's fields dictionary. """ full_dict = doc.to_dict() full_dict['id'] = doc.id return full_dict
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def s_to_b(s: str) -> bytes: """convert string to bytes :param s: input string :type s: str :return: output bytes :rtype: bytes """ b = s.encode('utf8') return b
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def match_to_int(match): """Returns trace line number matches as integers for sorting. Maps other matches to negative integers. """ # Hard coded string are necessary since each trace must have the address # accessed, which is printed before trace lines. if match == "use-after-poison" or match ==...
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def to_pascal_case(string): """Convert from snake_case to PascalCase Using the standard library `title` doesn't help as it changes everything after the first letter to lowercase, we want the following: - API -> API - api_key -> ApiKey - user -> User - paginated_response(account) -> Paginate...
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def related_to_hardware(cpes): """ Return True if the CVE item is related to hardware. """ for cpe in cpes: cpe_comps = cpe.split(":") # CPE follow the format cpe:cpe_version:product_type:vendor:product if len(cpe_comps) > 2 and cpe_comps[2] == "h": return True r...
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import requests import json def call_salt(url: str, data): """ :param url: url to call :param data: data to post :return: request response """ headers = { 'Accept': 'application/x-yaml', 'Content-type': 'application/json', } response = requests.post(url, headers=headers...
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def get_hello_world(): """This method does blah blah.""" return "Hello World !!!"
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def map_range(x, in_min, in_max, out_min, out_max): """Map Value from one range to another.""" return (x - in_min) * (out_max - out_min) / (in_max - in_min) + out_min
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def compare_dicts(file, src_test_dict, infer_dict): """ Check if a particular file exists in the source/test dict and infer dict If file exists, decrement the counter in both dictionaries Args: file: file potentially not analyzed by infer src_test_dict: dictionary contain...
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def parse_requirements(fname): """Read requirements from a pip-compatible requirements file.""" with open(fname): lines = (line.strip() for line in open(fname)) return [line for line in lines if line and not line.startswith("#")]
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import math def actual_pressure(temperature, pressure, height=0.0): """ Convert the pressure from absolute pressure into sea-level adjusted atmospheric pressure. Uses the barometric formula. Returns the mean sea-level pressure values in hPa. """ temperature = temperature + 273.15 press...
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import os def fixup_url(url, eads, bucket): """dirty path hacking specific to Online Archive of California here""" dir, ext = os.path.splitext(url) fixup = url.replace(eads, bucket) return u"%s.pdf" % (os.path.splitext(fixup)[0])
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import re def is_valid_url(url): """ 验证url是否合法 :param url: :return: """ if re.match(r"(^https?:/{2}\w.+$)|(ftp://)", url): return True else: return False
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import re def get_emails(s): """Returns first matched email found in string s.""" # Removing lines that start with '//' because the regular expression # mistakenly matches patterns like 'http://foo@bar.com' as '//foo@bar.com'. # Adopted from code by Dennis Ideler ideler.dennis@gmail.com regex = re...
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def ss(value, decimals): """Help function to calc_properties.""" if isinstance(value,str): tmp = value else: tmp = str(round(value, decimals)) return " "+tmp.ljust(decimals + 6)
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