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def get_default_session_id() -> int: """Returns seesion id for setup and teardown""" return -1
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def run(program: list[str]) -> tuple[str, str]: """I could not figure this out on my own at all. At first, I tried implementing the ALU and simply running the program. But of course that would take way too long to finish. Then I tried converting the input to a set of equations but that failed, too. So i...
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def simple_integrate(f, x): """ Numerical integration of a function over an interval x using compositve trapezoid rule Parameters ---------- f : list Function that is defined over the interval x, and is valued at the upper and lower bounds of x. x : list List that defines the in...
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def batch_matrix(w, batch_size): """ batch a weight matrix :param w: [M, N] :param batch_size: B :return: [B, M, N] """ return w.unsqueeze(0).expand(batch_size, -1, -1)
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def diff_dicts(dicts, ignore=None): """ Given a sequence of dicts, returns common, [difference1, difference2, ...] where `commmon` is a dict containing items in all dicts, and `differenceN` is a dict containing keys unique to the corresponding dict in `dicts`, ignor...
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import numpy def adjust_genome_length(genome2families): """reduce expected number of gene-families, in case of only 1,2 or 3 ref. genomes in DB""" num_ref_genomes = len(genome2families.keys()) avg_genome_length = int(numpy.median([len(genome2families[g]) for g in genome2families])) orig_avg_genome_le...
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def formartweek(week_num): """ 格式化周期数,如1是周日 :param week_num: 数值 :return: 返回中文周 """ week=['周日','周一','周二','周三','周四','周五','周六'] return week[week_num-1]
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def get_driver_readiness(config: dict) -> str: """Get the code_readiness config setting.""" return config.get("code_readiness", "Release")
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def calc_tf(sentlst, word_tokens: bool = False, calctyp: str = "UNIQ"): """ tf = occurrences of word to other words in each tweet. term frequency can be: word occurrences/unique words, occurrences/total word count, or word occurrences versus most frequent word :param sentlst: list of tweet str, dict...
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import os import socket def host() -> str: """ Goal: get the current user logged in and the computer they are logged into """ return f"{os.getlogin()}@{socket.gethostname()}"
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def format_direction(direction): """ Examples -------- >>> format_direction('ra') 'ra' >>> format_direction('el') 'alat' >>> format_direction('az') 'alon' """ lowerdir = direction.lower() if lowerdir == 'el': return 'alat' elif lowerdir == 'az': return...
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def get_soundex(name): """Get the soundex code for the string""" name = name.upper() soundex = "" soundex += name[0] dictionary = {"BFPV": "1", "CGJKQSXZ":"2", "DT":"3", "L":"4", "MN":"5", "R":"6", "AEIOUHWY":"."} for char in name[1:]: for key in dictionary.keys(): if char in...
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def is_subsequence(subtext: str, text: str) -> bool: """ >>> is_subsequence('pe', 'apple') True >>> is_subsequence('ep', 'apple') False """ if len(subtext) == 0: return True i = 0 for symbol in text: if symbol == subtext[i]: i += 1 if i == len(...
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import torch def sequence_mask(seq): """ :param seq: 要生成mask的Tensor shape=(b,l) :return: 三维 上三角Tensor shape=(b,l,l) """ batch_size, seq_len = seq.size() mask = torch.triu(torch.ones((seq_len, seq_len), dtype=torch.uint8), diagonal=1) mask = mask.unsqueeze(0).expand(bat...
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def compoundPartitioning(agents): """Compute and return sections with compound criteria agents is a dict with keys "d", "id", "od", "s", "is", "os" with sectorialized_agents__ with each of these criteria """ exc_h=set( agents["d"][-1][2]) & \ set(agents["id"][-1][2]) & \ set(age...
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import traceback import os import linecache def structured_traceback(exc: Exception, call_stack: traceback.StackSummary) -> str: """Return a nice text describing the call stack which threw an exception. Args: exc (Exception): Exception raised. call_stack (tracebac...
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def check_popup_blocked(var_name, notification_div_id): """ Args: String: var name is the variable that define the window to check example: win_var_name = window.open(); """ ret = '' +\ 'if(!'+ var_name +' || '+ var_name +'.closed || typeof '+\ var_name +'.closed==\'undef...
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import posixpath def posix_relpath(path, root): """posix.relpath() that keeps trailing slash.""" out = posixpath.relpath(path, root) if path.endswith('/'): out += '/' return out
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import itertools def combichem(reactant_1_SMILES: list, reactant_2_SMILES: list): """ " Gets all possible combinations between two uneven lists of reactants Args: reactant_1_SMILES (list): List of reactant one smiles reactant_2_SMILES (list): List of reactant two smiles Returns: ...
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def get_subsecond_component(frac_seconds, frac_seconds_exponent, subsec_component_exponent, upper_exponent_limit): """Return the number of subseconds from frac_seconds * (10**frac_seconds_exponent) corresponding to subsec_component_exponent that does not exceed upper_exponent_lim...
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def is_fieldstrength_in(coll: list): """Check to see if there are any field strengths in `coll`.""" first = lambda f: str(f).split("D")[-1][0] # first non deriv for f in coll: if first(f) == "B" or first(f) == "G" or first(f) == "W": return True return False
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import requests def url_to_txt(url): """ Get data from boxofficemojo.com using requests. Check for status code 200. Retrieve data for defined year. """ r = requests.get(url) if r.status_code == 200: html_text = r.text return html_text return None
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import torch def normalize_coords(coords, H, W): """ Normalize coordinates based on feature map shape. coords: [B, 2, N]""" one = coords.new_tensor(1) size = torch.stack([one*W, one*H])[None] center = size / 2 scaling = size.max(1, keepdim=True).values * 0.5 return (coords - center[:, :, None]...
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def flatten(x): """ Collapse image data from (C, H, W) to (C, H * W) """ return x.view(x.size(0), -1)
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def try_split(arr, shift): """Try splitting arr into a 2-level trie with chunks of size 2**shift. Return the two levels of the tree as dicts, as well as shift. """ table1, table2 = [], [] size = 2 ** shift chunks = {} for i in range(0, len(arr), size): this_chunk = tuple(arr[i:i+si...
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def array_to_list(inputarray, length): """Converts an "array" to a list. That is, an array created by `int_list_to_array`, `double_list_to_array`, etc. """ return [inputarray[i] for i in range(length)]
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def posixSpec(paths): """Posix nuances for creating the executable script with java command""" classPath = ["$CLASSPATH"] classPath.extend(paths) return ("sclera", "#!/bin/sh", ":".join(classPath), "$@")
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import os def get_template(name): """Get template text from templates directory by name.""" root_dir = os.path.dirname(__file__) template_path = os.path.join(root_dir, "formats", "%s.jinja" % name) with open(template_path, 'r') as handle: template = handle.read() return template
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import hashlib def QA_util_file_md5(filename): """ explanation: 获取文件的MD5值 params: * filename ->: meaning: 文件路径 type: null optional: [null] return: str demonstrate: Not described output: Not described "...
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def get_nested_dict(input_dict, key): """ Helper function to interpret a nested dict input. """ current = input_dict toks = key.split("->") n = len(toks) for i, tok in enumerate(toks): if tok not in current and i < n - 1: current[tok] = {} elif i == n - 1: ...
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import six def fix_elsevier_xml_whitespace(document): """ Fix tricky xml tags""" # space hsp and refs correctly for el in document.xpath('.//ce:hsp'): parent = el.getparent() previous = el.getprevious() if parent is None: continue # Append the text to previous ...
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def get_device(module): """Returns the device of the module's parameters.""" device = None for param in module.parameters(): if device is None: device = param.device continue if device != param.device: raise ValueError("Parameters are allocated on differen...
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def obj_lookup(obj_list, property_dict): """ finds subset of obj_list by filtering the list according to provided property_dict """ def filer_obj_by_prop(obj, prop_dict): for prop in prop_dict: if getattr(obj, prop) != prop_dict[prop]: return False return Tr...
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def __json_res(success:bool,data:dict={},desc:str="",error_code:int=400, trace:str=""): """ 创建 api 通用 json 返回值 :param desc: 说明 默认 None :param data: 返回数据 默认 None :param success: 成功与否 :param error_code: 错误编码 默认 400 :param trace: 错误信息 默认 None :return: """ int_success = int(success)...
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def get_model_constants(model_settings): """ Read constants from model settings file Returns ------- constants : dict dictionary of constants to add to locals for use by expressions in model spec """ return model_settings.get('CONSTANTS', {})
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def trim_suffix(s, suffix): """Removes a suffix from a string if it exists""" return s[: -len(suffix)] if s.endswith(suffix) else s
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def _HexAddressRegexpFor(android_abi): """Return a regexp matching hexadecimal addresses for a given Android ABI.""" if android_abi in ['x86_64', 'arm64-v8a', 'mips64']: width = 16 else: width = 8 return '[0-9a-f]{%d}' % width
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def _fbeta_score(beta, p, r): """Compute the F-beta score for a given precision and recall.""" return (1 + beta ** 2) * (p * r) / ((beta ** 2 * p) + r + 1e-100)
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import subprocess def _convert_to(audio_format, filename): """ Converts a wav audio file into a provided audio format Args: audio_format (str): format of audio (assuming correct - ogg|mp3) filename (str): path of the file with its name (assuming has ext...
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def clean_adduct(adduct, add_brackets=False): """ Harmonizes adducts. :param adduct: :param add_brackets: add [M+H]+ brackets that are removed during clean up (True or False) :return: M-all losses+all additions CHARGE """ new_adduct = adduct new_adduct = new_adduct.replace("[", "") n...
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def solution(A, B): """ Codility 100% https://app.codility.com/demo/results/trainingF5HTCA-YFV/ Idea is to use stack concept For each iteration if current fish is of type 1 add it to stack 1 fish Create stack 1 fish - it always holds the downstream ie 1 kind of fish and keep killing th...
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def LineIsComment(line): """Whether this entire line is a comment (and whitespace). Note: This doesn't handle inline comments like: [ # Blah blah. But we discourage those in general, so shouldn't be a problem. """ return line.lstrip().startswith('#')
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def _attributeLinesToDict(attributeLines): """Converts a list of obo 'Term' lines to a dictionary. :param attributeLines: a list of obo 'Term' lines. Each line contains a key and a value part which are separated by a ':'. :return: a dictionary containing the attributes of an obo 'Term' entry. ...
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def _getMultiElemText(parentElem, elemName, topKey, bottomKey): """ XML parsing helper function to return a 2-level dict of multiple elements by a specified name, using topKey as the first key, and bottomKey as the second key """ elems = parentElem.findall(elemName) result = {} # 2-level dictionary of items, keye...
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import math def finalInstances (instances, averageUtil): """ :type instances: int :type averageUtil: List[int] :rtype: int """ ptr = 0 while ptr < len(averageUtil): if 25 <= averageUtil[ptr] <= 60: ptr += 1 elif averageUtil[ptr] < 25 and instances > 1: ...
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def set_index_as_article_number(df): """ :param pd.DataFrame df: :return: pd.DataFrame """ # Makes the index a column in df, which we can use as article_no df = df.reset_index() # We want to rename the index column, but since that is difficult (cuz I no want to Google) # we are copying i...
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def bad_filename_fixture(): """An example of a bad filename""" return 'oops.csv'
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def get_metric_fqdd_tree(metric_fqdd_mapping: dict): """get_metric_fqdd_tree Get Metric-FQDD Tree Get metric-fqdd tree for grafana Args: metric_fqdd_mapping (dict): metric-fqdd mapping """ partition = 'idrac' metric_fqdd_tree = { 'name': 'root', 'children': [] } ...
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import random def hill_climb(domain, fitness_function, seed=random.randint(10, 100), seed_init=True, init=[], epochs=100): """ Simple Hill Climbing algorithm implemented Args: domain (list): List containing the upper and lower bound.i.e domain of our inputs fitness_function (function): This p...
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def remove_letter(letter, string): """Removes all occurrences of a given letter from a string.""" string_without_letter = string.replace(letter, '') return string_without_letter
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def dummy_training_data(dummy_dataset): """Returns training data from `dummy_dataset`. """ training_data = {'x_train': [dummy_dataset.idx_seq['train']['word'], dummy_dataset.idx_seq['train']['char']], 'x_valid': None, 'x_test': None,...
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def vector_subtract(u, v): """ return u - v """ return tuple((a - b) for a, b in zip(u, v));
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import re def seq_validator(sequence): """ Checks if the sequence provided is valid fasta sequence. Returns True if the sequence is valid, otherwise returns False. sequence: A string for validation """ # checks for ascii characters that should not appear in a fasta sequence seq_val = re....
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import torch def ppo(diff, loss, eps): """ paper : https://arxiv.org/abs/1707.06347 + using grads from policy probabilities, clamping them... - however not efficient to use with replay buffer ( past action obsolete, ratio always clipped ) """ # print("PPO") ratio = diff.exp() su...
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def get_role(username, role_db): """Take username from user and return its role. """ return role_db.query.filter(role_db.username == username).first()
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def add_corner_pt_to_dic(pt1, pt2, pt3, pt4, vec_x, vec_y, dic): """ Return dictionary of measured values and also new averaged measured values. """ min_x = min(vec_x) max_x = max(vec_x) min_y = min(vec_y) max_y = max(vec_y) for (i, pt) in enumerate([pt1, pt2, pt3, pt4]): t...
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def remove_empty_parameters(data): """Accepts a dictionary and returns a dict with only the key, values where the values are not None.""" return {key: value for key, value in data.items() if value is not None}
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def get_object_value(value) -> str: """Get value from object or enum.""" while hasattr(value, "value"): value = value.value return value
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def get_transport_options_impl(string): """ Parse transport options. :param str optstring: Example input: 'scramblesuit:k=v;scramblesuit:k2=v2;obs3fs:k=v' :returns: {'obfs3': {'k':'v'}, 'scramblesuit': {'k2' : 'v2', 'k' : 'v'} } """ transport_args = {} params = string.split(';') for par...
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import os def IsGeeServerInstalled(): """Check if GEE Server is installed.""" gee_server_start_script = '/etc/init.d/gefusion' return os.path.exists(gee_server_start_script)
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import os def multi_cluster_tests_enabled(): """ Returns true if the COOK_MULTI_CLUSTER environment variable is set, indicating that multiple cook scheduler instances are running. """ return os.getenv('COOK_MULTI_CLUSTER') is not None
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def find_sponsor(sponsorid, sponsor_dictionary): """ Given a sponsorid, find the org with that sponsor. Return True and URI if found. Return false and None if not found """ try: uri = sponsor_dictionary[sponsorid] found = True except: uri = None found = False ...
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def evaluate_parameters(rule_parameters): """Evaluate the rule parameters dictionary validity. Raise a ValueError for invalid parameters. Return: anything suitable for the evaluate_compliance() Keyword arguments: rule_parameters -- the Key/Value dictionary of the Config Rules parameters """ ...
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from typing import List def get_feature_names() -> List[str]: """Get feature names Returns: feature_names (List[str]): Title of features """ time_signal_names = [ "tBodyAccXYZ", "tGravityAccXYZ", "tBodyAccJerkXYZ", "tBodyGyroXYZ", "tBodyGyroJerkXYZ", ...
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import re def _parse_mcd_channel(attr: dict) -> str: """Extract channel and label from MCD channel XML data.""" if attr["ChannelName"] in ("X", "Y", "Z"): return attr["ChannelName"] if attr["ChannelLabel"] is None: # Use ChannelName to create label in right format label, mass = re.findall...
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def qmf(h): """Returns the quadrature mirror filter of a given filter""" g = h[::-1] g = g.at[1::2].set(-g[1::2]) return g
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import os def get_root_path(current_script_path): """ Return the root path of the project :param current_script_path: :return: """ parent_path = os.path.normpath(current_script_path + os.sep + os.pardir + os.sep + os.pardir) return parent_path
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def opacity_button(data_ix, mean_ix): """Configures opacity drop down menu. Args: data_ix: iterable with data index at 1 and mean index at 0. mean_ix: iterable with data index at 0 and mean index at 1. Returns: opacity_menu: config dict for layout """ reset_opac = [1] * le...
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def graph_search_duplicated_value(sequence): """ A graph search for the duplicated value. O(n) - time O(1) - space """ # 1. Get inside the cycle max_number = len(sequence) - 1 pos_in_cycle = max_number + 1 for _ in range(max_number): pos_in_cycle = sequence[pos_in_cycle - 1...
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def _format_block_id(chunk_num): # type: (int) -> str """Create a block id given a block (chunk) number :param int chunk_num: chunk number :rtype: str :return: block id """ return '{0:08d}'.format(chunk_num)
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def get_list_for(db, participant_id): """Return a listing of communities. :database: One SELECT, multiple rows """ if participant_id is None: return db.all(""" SELECT c.* FROM communities c ORDER BY nmembers DESC, slug """) else: return d...
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from typing import Counter def sort_moas(cpds_moa): """ Sort MOAs based on the number of compounds that are attributed to them in ASCENDING order. This is HIGHLY Required before performing the compounds split into train & test. """ cpds_moa_split = {cpd:cpds_moa[cpd].split('|') for cpd in cpds_moa...
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from typing import Callable def similarize_distance(distance_measure: Callable) -> Callable: """ Takes a distance measure and converts it into a information_density measure. Args: distance_measure: The distance measure to be converted into information_density measure. Returns: The in...
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def _gutter(idx, offset, max_val): """ When deleting rows and columns are deleted we rely on overwriting. This may not be the case for a large offset on small set of cells: range(cells_to_delete) > range(cell_to_be_moved) """ gutter = range(max(max_val+1-offset, idx), min(idx+offset, max_val)+1)...
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def mat_tris(mesh): """Returns dict: mat_name -> list_of_triangle_indices""" m_ps = {} idx_tri = 0 for p in mesh.polygons: mat = mesh.materials[p.material_index] if mesh.materials else None mat_name = mat.name if mat else "__BDX_DEFAULT" if not mat_name in m_ps: m_p...
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def diff(runs_1, runs_2, subset=None): """ The rows of the two dataframes must have the same setting. """ subset = subset or ['ACC', 'AUC', 'TSS', 'HSS', 'BSS'] runs_diff = runs_2.copy() runs_diff[subset] -= runs_1.loc[:, subset].values return runs_diff
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def invert(x): """ AOD - Delete o operador. AOR - Troca o operador """ return -x
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def get_confirm_token(response): """ The helper function for download_file_from_google_drive() """ for key, value in response.cookies.items(): if key.startswith('download_warning'): return value return None
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import re def parse_range(range_str): """ Generates an object of type range for the specified range. Parameters ---------- range_str : str A string indicating a range. Corresponds to either of the following formats. * '[0-9]+' * '[0-9]+-[0-9]+' Returns --...
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def get_policy_descriptions(): """Gets the descriptions for each policy.""" return {"rov": ("Block route announcements using standard" " Resource Certification (RPKI) Route Origin" " Validation (ROV) as defined in RFC 6811"), "invalid_asn": ("Block route anno...
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def getsize(data): """ return smallest possible integer size for the given array """ maxdata = max(data) assert maxdata < 2**32 if maxdata < 256: return 1 elif maxdata < 65536: return 2 else: return 4
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import struct def ntoh(buf): """Convert to network order. :param buf: Bytes to convert :type buf: bytearray :returns: int """ if len(buf) == 1: return buf[0] elif len(buf) == 2: return struct.unpack('!H', buf)[0] elif len(buf) == 4: return struct.unpack('!I', bu...
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import torch def sequence_mask(lengths, max_seq_length=None, dtype=torch.bool): """ Returns a mask tensor representing the first N positions of each cell. lengths: integer tensor, all its values <= maxlen. max_seq_length: scalar integer tensor, size of last dimension of returned tensor. Default is the ma...
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import os def create_path(args): """ Function that creates a path for the results based on the model arguments. Inputs: args - Namespace object from the argument parser Outputs: path - Path where to store the results """ # create the path path = os.path.join( args....
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def add1(x): """ Add 1 >>> add1(2) 3 """ return x + 1
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import typing def canonicalize_headers( headers: typing.Union[typing.Dict[str, str], typing.List[typing.Tuple[str, str]]] ) -> typing.Dict[str, typing.List[str]]: """ HTTP headers are case-insensitive. Join equivalent headers together. """ if isinstance(headers, dict): headers = [ ...
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def is_label_dataframe(label, df): """check column label existance""" setdiff = set(label) - set(df.columns.tolist()) if len(setdiff) == 0: return True else: return False
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def enUygunBul(rDegerleri): """ Yaklaşılan polinomların r değelerini karşılaştırarak en uygun polinomun derecesini bulur. :param rDegerleri: Polinomların r değerleri. Liste tipinde olmalı. """ r,derece=abs(1-rDegerleri[0]),0 for i in range(1,len(rDegerleri)): if(abs(1-rDegerleri[i]) < r)...
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def weight_path(spec_path, element_path): """Determine the weighting number for a matchingRule path spec applied to an actual element path from a response body. Both paths are passed in as lists which represent the paths split per split_path() In spec version 2 paths should always start with ['$', 'bo...
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import platform import struct def _ioc_encode(direction, number, structure): """ ioctl command encoding helper function Calculates the appropriate spidev ioctl op argument given the direction, command number, and argument structure in python's struct.pack format. Returns a tuple of the calculated op and the...
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def pluralize(text: str, amount: int) -> str: """'Pluralizes' a string if a given amount is plural. Example: pluralize('egg', 2) -> 'eggs' pluralize('python', 1) -> """ return text + 's' if amount > 1 else text
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import argparse import sys def parse_args(): """ Parse input arguments """ parser = argparse.ArgumentParser(description='Test a Age-gender model') parser.add_argument('--gpu', help='GPU id to use', default=0, type=int) parser.add_argument('--compute_mode', type=str, choices=['CPU', 'GPU'], def...
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def component( cashflows, from_date, to_date, with_rate ): """ Discounts cashflows :param df: Dataframe :column cashflow_columns: column(s) should be in the table :column disc_rate_column: column(s) should be in the table base to compute :param cashflow_columns: list con...
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def usingPerformanceTimers(): """ usingPerformanceTimers() -> True if on, False if off Return true if performance timers are in use. """ return bool()
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import hashlib import os def get_cache_dir(project_dir: str) -> str: """Compute cache directory to be used based on project path.""" # 6 chars of entropy should be enough cache_key = hashlib.sha256(os.path.abspath(project_dir).encode()).hexdigest()[:6] cache_dir = "%s/ansible-compat/%s" % ( os...
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def remove_rows_matching(df, column, match): """ Return a ``DataFrame`` with rows where `column` values match `match` are removed. The selected `column` series of values from the supplied Pandas ``DataFrame`` is compared to `match`, and those rows that match are removed from the DataFrame. :param ...
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def word_processor(current): """ :param current: lst, store the new order of the characters provide by user :return string: str, string version of current """ string = '' for i in range(len(current)): ch = current[i] string += ch return string
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def export_network(name: str, batch_size: int, *args, **kwargs) -> str: """ Exports a network by name and returns the path to the output file. @param name Network name (options: simple_cnn, deep_mnist, resnet, wide_resnet). @param batch_size Minibatch size to use @param args Other arguments...
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import torch def heaviside(data): """ A `heaviside step function <https://en.wikipedia.org/wiki/Heaviside_step_function>`_ that truncates numbers <= 0 to 0 and everything else to 1. """ return torch.where( data <= torch.zeros_like(data), torch.zeros_like(data), torch.ones_l...
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def expand_cli_args(args): """ Expand a list of possibly comma separated arguments, removing duplicates. :param args: The list of arguments to expand. :return: The set of unique arguments. """ items = set() for arg in args: # "a.jpg,b.png" for arg_ in [n.strip() for n in arg.split(...
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