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def getCountrangepartition(ratingstablename, numberofpartitions, openconnection): """ Get number of rows for each partition :param ratingstablename: :param numberofpartitions: :param openconnection: :return: """ cur = openconnection.cursor() countList = [] interval = 5.0 / number...
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def get_default_app_name(site, user): """get the default app for the currrent user""" if user.is_authenticated: default_app = site.home_app_name else: default_app = site.index_app_name return default_app
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def h2(tabuleiro): """ Distância de Manhattan """ h = 0 for i in range(3): for j in range(3): if tabuleiro[i][j] == 0: h = h + abs(0 - i) + abs(0 - j) if tabuleiro[i][j] == 1: h = h + abs(0 - i) + abs(1 - j) if tabuleiro[i][...
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def is_iterable(candidate)->bool: """Return boolean representing whetever given object is an iterable. candidate, object to identify iterability property of. """ try: iter(candidate) return True except TypeError: return False
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def clip_min_max(img, val_min, val_max): """ Clips the signal at the specified limits. """ img[img < val_min] = val_min img[img > val_max] = val_max return img
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def create_demand_evaluator(data): """Creates callback to get demands at each location.""" _demands = data['demands'] def demand_evaluator(manager, node): """Returns the demand of the current node""" return _demands[manager.IndexToNode(node)] return demand_evaluator
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def chunkify(list, n): """Yield total of n splits for the given list (not in order)""" return [list[i::n] for i in range(n)]
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def from_args(args, key): """ Lazy look into args for key. :param args: :param key: :return: """ return args[key] if args.__contains__(key) else f'ERROR'
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import os def getDemoFontPath(): """Return the path to Data/DemoFont.ufo/.""" testdata = os.path.join(os.path.dirname(__file__), "testdata") return os.path.join(testdata, "DemoFont.ufo")
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def multiply_2(factor): """ Example without using annotations. Better example of how to use assert. :param factor: :return: results: int """ assert type(factor) is int or type(factor) is float, "MAMMA MIA!" # Above example shows that we need that type of variable factor has to either int or ...
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def xywh2xyxy(bbox): """ Coordinate conversion xywh -> xyxy """ bbox_ = bbox.clone() if len(bbox_.size()) == 1: bbox_ = bbox_.unsqueeze(0) xc, yc = bbox_[..., 0], bbox_[..., 1] half_w, half_h = bbox_[..., 2] / 2, bbox_[..., 3] / 2 bbox_[..., 0] = xc - half_w bbox_[..., ...
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def is_backbone(atom, element, minimal=False): """ Whether `atom` is a protein backbone atom or not. Parameters ---------- atom : str The atom name. element : str The element name. minimal : bool If `True` considers only `C` and `N` elements. `False`, consi...
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def knapsack(limit, values, weights): """Returns the maximum value that can be reached using given weights""" n = len(weights) dp = [0]*(limit+1) for i in range(n): for j in range(limit, weights[i]-1, -1): dp[j] = max(dp[j], values[i] + dp[j - weights[i]]) return dp[-1]
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def hello(buffer, args, content_type): """参数处理""" return "hello " + args.get("name", "world")
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import math def rotate(x, y, beta): """ Rotate vector(x,y) by beta radians counterclockwise https://matthew-brett.github.io/teaching/rotation_2d.html """ x2 = math.cos(beta)*x - math.sin(beta)*y y2 = math.sin(beta)*x + math.cos(beta)*y return (x2, y2)
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def references(name, tag): """Provides suggested references for the specified data set Parameters ---------- name : str Instrument name tag : str Instrument tag Returns ------- refs : str Suggested Instrument reference(s) """ refs = {'tec': ...
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def _make_alias_docstring(new_name, func_or_class): """Make deprecation alias docstring.""" if func_or_class.__doc__: lines = func_or_class.__doc__.split('\n') lines[0] += ' (deprecated)' else: lines = ['DEPRECATED CLASS'] first_line = lines[0] notice_lines = [ ('Warning: THIS CLASS IS DEPRE...
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import click def get_definition(spec_data, endpoint): """ Returns object name by endpoint. """ if endpoint in spec_data['paths']: endpoint_spec = spec_data['paths'].get(endpoint) else: raise click.ClickException('API endpoint {} does not found'.format(endpoint)) for param in ...
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def adj_r2(r2: float, sample_size: int, n_features: int) -> float: """ >>> round(adj_r2(0.8, 100, 5), 3) 0.789 >>> round(adj_r2(0.8, 20, 5), 3) 0.729 """ return 1 - ((sample_size - 1) / (sample_size - n_features - 1)) * (1 - r2)
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def remove_quotes(string): """ This function is used here to remove quotes from paths used in this script. :param string: Path with quotes. :return: Path without quotes. """ if string.startswith('"'): string = string[1:] if string.endswith('"'): string = string[:-1] ...
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def normaliseMot(listeFonction,str): """ Fonction qui va normaliser une donner. Cette fonction va normaliser une donner en fonction de notre liste de fonction a normaliser param : liste[fonction(string)] : liste de fonction qu'on souhaite appliquer a un mot param : str : string -> chaine de car...
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def get_digits_from_left_to_right(number, lst=None): """Return digits of an integer excluding the sign.""" if lst is None: lst = list() number = abs(number) if number < 10: lst.append(number) return tuple(lst) get_digits_from_left_to_right(number // 10, lst) lst.appen...
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def split_route(route): """ Split a full route into single nest to nest subroute """ routes = [] i = -1 for node in route: if node.id == 0: # start a new subroute in position i if i != -1: # close the old subroute routes[i].append(...
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def split_variant(variant): """ Splits a multi-variant `HGVS` string into a list of single variants. If a single variant string is provided, it is returned as a singular `list`. Parameters ---------- variant : str A valid single or multi-variant `HGVS` string. Returns ------- ...
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import json def dumps(obj, skipkeys=False, ensure_ascii=True, check_circular=True, allow_nan=True, cls=None, indent=None, separators=None, default=None, sort_keys=False, **kw): """Serializes JSON into string.""" return json.dumps(obj, skipkeys=skipkeys, ensure_ascii=ensure_ascii, check_cir...
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def is_itits(node): """ Searches for pronouns "it", and "its", returning True if found. """ if len(node) != 1: return False target = node[0].lower() pos = node.label() return ((pos == 'PRP') and (target == 'it')) or \ ((pos == 'PRP$') and (target == 'its'))
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def computePrediction(state, action, valueNetwork, device): """ a wrapper for the forward method of ValueNetwork return: tensor """ assert len(state.shape) == 2 # state is a 2-D tensor assert action in (0, 1, 2, 3) # action is an int in [0, 1, 2, 3] action_values = valueNetwork(state) ret...
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import re def ShortenOnSentence(source, lengthHint=250): """Shorten source at a sentence boundary. Args: source: input text to shorten. lengthHint: length at which the input should be shortened. Returns: shortened text """ if source and len(source) > lengthHint: source = source.strip() ...
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def stack_follow(deck_size, position, *_): """Get new position after stacking deck.""" return deck_size - position - 1
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def get_lowres_image(img, mode): """Return noisy image to use as model input.""" if mode == 'denoise': size = (1024, 720) img = img.resize(size) elif mode == 'delight': img = img return img
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import os def path_to_dep(path): """Convert a recipe path to a dependency string. :param path: str - Path to recipe. :return: str - <cookbook>::<recipe> """ cookbook, _, recipe = path.split(os.path.sep)[-3:] return "{}::{}".format(cookbook, recipe.split('.')[0])
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import os import logging def createDirectory(newDirectoryPath): """ createDirectory attempts to create a directory using the absolute path passed in as a param :testedWith: None - too small to be necessary :param newDirectoryPath: absolute path of new directory :return: bool signalling the success...
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import re def CleanText(text): """Cleans provided text by lower casing words, removing punctuation, and normalizing spacing so that there is exactly one space between each word. Args: text: Raw text to be cleaned. Returns: Cleaned version of text. """ pretty_issue = text.lower().strip() quo...
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from functools import reduce def replace_all(s, reps): """ >>> replace_all("a", ("ab", "bc", "cd")) 'd' >>> replace_all("ab", (("b", "c"), ("a", "B"), ("c", "A"))) 'BA' """ return reduce(lambda x, y: x.replace(*y), reps, s)
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def sum_even_fibonacci(n): """sum of the even-valued terms of the fibonacci sequence not exceeding n""" result = 0 if n >= 2: x, y = 1, 1 for _ in range(n): x, y = y, x + y if x > n: break if x % 2 == 0: # print(x, y) ...
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import os def _is_executable(path): """ Tests whether path exists and is executable. >>> Path('/usr/bin/python').is_executable() True """ return os.access(str(path), os.X_OK)
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def bin_frequencies(df, how='max', bin_size=5, n_bins=None): """ bins spectral data frequencies to the specified bin size or number of bins :param df: dataframe of spectral data from single sensor :param how: how to aggregate the intensities for each bins. Any numpy aggregate function, default is max ...
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import torch def squash(inputs, axis=-1): """ The non-linear activation used in Capsule. It drives the length of a large vector to near 1 and small vector to 0 :param inputs: vectors to be squashed :param axis: the axis to squash :return: a Tensor with same size as inputs """ norm = torch....
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import os def convert_df_to_manifest(df,dataset_root): """ Converts a dataframe in the format of a VOiCES index file to a JSON string compatible with the NeMo ASR manifest format. Inputs: df - A pandas dataframe representing the index file of the dataset, with the default columns of VOiCE...
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def convert_sec_to_time(duration_in_sec: float): """converts time in seconds to HH:MM:SS Args: duration_in_sec (float): duration in seconds Returns: (str): the time in the format: HH:MM:SS """ hours = int(duration_in_sec/3600) remainder = duration_in_sec%3600 minutes = int(...
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import json import requests def start_stream(project, location, token, s_config): """ This function will start the stream in Google Cloud DataStream :param project: Google Cloud project id mentioned in variables.py :param location: Google Cloud resource location, for example us-central1 :param tok...
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def to_device(data, device, print_flag=False): """Move tensor(s) to the chosen device""" if print_flag: print(f"Moving a tensor to device ({device})") if isinstance(data, (list,tuple)): return [to_device(x, device, print_flag) for x in data] return data.to(device, non_blocking=True)
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import re def strip_json(string_value): """Strip a string containing a JSON document and remove all redundant white-space symbols. :param string_value: String containing a JSON document :type string_value: str :return: String containing a JSON document without redundant white-space symbols :rtyp...
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def _rsfx_count(oracle, s, count, hist, ab): """ Accumulate counts for context """ trn_data = [oracle.data[n] for n in oracle.trn[s]] for k in trn_data: hist[ab[k]] += 1.0 count += 1.0 rsfx_candidate = oracle.rsfx[s][:] while rsfx_candidate: s = rsfx_candidate.pop(0) ...
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import builtins def _is_valid_padding(kernel_sdims, strides, padding): """Returns True if `padding` corresponds to "VALID" padding for a transposed convolution.""" # This is simply the padding == 'VALID' part of lax._conv_transpose_padding. for (begin, end), k, s in zip(padding, kernel_sdims, strides): pad_...
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import re def dot2bracket(s: str) -> str: """Replace layer names with valid names for pruning. Test: >>> dot2bracket("dense2.1.bn1.bias") 'dense2[1].bn1.bias' >>> dot2bracket("dense2.13.bn1.bias") 'dense2[13].bn1.bias' >>> dot2bracket("conv2.123.bn1.bias") 'conv2[123...
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def normalize_application_tags(app_original, app_updated): """ Simple function to normalize application tags when application is created or updated. It aims to ensure that required tags are always well defined. :param app_original string: The ghost "app" object before modification. :param...
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def grelha_nr_linhas(g): """ grelha_nr_linhas: grelha --> inteiro positivo grelha_nr_linhas(g) devolve o numero de linhas da grelha g. """ return len(g)
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import sys import linecache def _exception_stack(): """ Helper function to parse call stack of an exception Returns ------- List[Dict] {'filename': str, 'lineno': int, 'line': str} for each traceback in the current exception """ try: exctype, value, tb = sys.exc_info() ...
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def counter2val(counter): """Extract current value of an `itertools.count()` w/o incrementing it.""" return counter.__reduce__()[1][0]
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def replace_recursive(text, to_match, repl=''): """ Works the same as str.replace, but recurses until no matches can be found. Thus, ``replace_recursive('hello_wooorld', 'oo', '')`` would replace ``wooorld`` with ``woorld`` on the first pass, and ``woorld`` with ``world`` on the second. Note th...
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def find_cwsus(txn, prod): """ Provided a database transaction, go look for CWSUs that overlap the discussion geometry. ST_Overlaps do the geometries overlap ST_Covers does polygon exist inside CWSU """ wkt = "SRID=4326;%s" % (prod.geometry.wkt,) txn.execute( "select distinct id ...
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def cover(full_range, subsets): """Cover range using approximatly as few of subsets as possible.""" final_subset = set() range_needed = full_range while range_needed: best_subset = None range_covered = set() for subset, sub_range in subsets.items(): covered = range_n...
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def get_sim_time_span(n_interval, step_size): """Calculate the time span of the simulation. :param n_interval: number of intervals :type n_interval: integer :step_size: length of one time step in minutes :type step_size: number :return: time delta in minutes :rtype: number """ retur...
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def f2f1(f1, f2, *a, **k): """ Apply the second function after the first. Call `f2` on the return value of `f1`. Args and kwargs apply to `f1`. Example ------- >>> f2f1(str, int, 2) 2 """ return f2(f1(*a, **k))
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def getBounds(lvls_arr: list, n_lvl: float): """ A helper function to calculate the BN interpolation @param lvls_arr: The corruption levels list @param n_lvl: The current level to interpolate @return: Returns the post and previous corruption levels """ lower = lvls_arr[0] upper = lvls_ar...
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from datetime import datetime def find_interval_rates(in_data, patient): """ Find heart rate in a given time interval Find the list of heart rate that is recorded after the given time stamp. Args: in_data (dict): The dictionary include the information of the patients id and the time stam...
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def isw_mul(d): """ISW""" return int(d*(d+1)/2)
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def income_tax(wage): """ :param wage: 到手的月收入 个税速算:全月应纳税所得额(Taxable Income) × 适用税率(Tax Rate) - 速算扣除数(Quick Deduction) # Ti Tr Qd ----------------------- 1 ~1500 3% 0 2 1500~4500 10% 105 3 4500~9000 20% 555 4 9000~35000 25% 1005 5 35000~55000 30...
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def correlate(x, y): """Pearson's correlation """ # Assume len(x) == len(y) n = len(x) sum_x = float(sum(x)) sum_y = float(sum(y)) sum_x_sq = sum(xi*xi for xi in x) sum_y_sq = sum(yi*yi for yi in y) psum = sum(xi*yi for xi, yi in zip(x, y)) num = psum - (sum_x * sum_y/n) den ...
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def trips_conflict_update(): """ Returns a tuple (condition, actions) for generating the trips ON CONFLICT UPDATE statement. """ condition = "ON CONSTRAINT pk_trips" actions = { "trip_duration": "EXCLUDED.trip_duration", "trip_distance": "EXCLUDED.trip_distance", "route": "ca...
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import os def get_pytest_cmd_values(request): """ Get pytest commmand line parameters and convert them to dict """ cmd_value_dict = {} kubeconfig_value = request.config.option.kubeconfig if kubeconfig_value is None: if os.path.isfile('config/kubeconfig'): kubeconfig_value...
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import os def has_xray_daemon(): """ X-Ray Daemon isn't integrated with SAM CLI yet therefore we should selectively trace only if running on Lambda runtime Return: boolean """ return 'AWS_SAM_LOCAL' not in os.environ and 'LAMBDA_TASK_ROOT' in os.environ
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import re def list_from_file (file_name, separator = '\\s+', convert_to = int): """Returns a 2-D list which contains the content of a file, with lines corresponding to sublists and elements being converted with function convert_to. separator is used (as a regexp) as a separator for each element.""" ...
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import re def is_method_name(text): """ >>> is_method_name('hello') False >>> is_method_name('hello()') True >>> is_method_name('Foo::Bar') False >>> is_method_name('Foo::Bar#baz') True >>> is_method_name('Foo::Bar#baz()') True >>> is_method_name('user/repo#14') Fal...
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def create_answer_mapping(annotations, ans2cat): """Returns mapping from question_id to answer. Only returns those mappings that map to one of the answers in ans2cat. Args: annotations: VQA annotations file. ans2cat: Map from answers to answer categories that we care about. Returns: ...
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def clean_join(separator, iterable): """ Filters out iterable to only join non empty items. """ return separator.join(filter(None, iterable))
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def default_freq(**indexer) -> str: """Return the default frequency.""" freq = "AS-JAN" if indexer: group, value = indexer.popitem() if "DJF" in value: freq = "AS-DEC" if group == "month" and sorted(value) != value: raise NotImplementedError return freq
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def dH_atoms(at): """ Returns the enthalpy corrections of the element. Parameters: at (char): Symbol of the element Returns: dH_atoms (float): Enthalpy corrections of the element """ h = 6.626070040*(10**-34) #6.626070040d-34 Ry =...
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def get_e(): """有効換気量率の取得 Args: Returns: float: eturns: eturn: e 有効換気量率 """ return 1.0
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def bed_get_chromosome_ids(bed_file): """ Read in .bed file, return chromosome IDs (column 1 IDs). Return dic with chromosome ID -> count mapping. >>> test_file = "test_data/test6.bed" >>> bed_get_chromosome_ids(test_file) {'chr1': 2, 'chr2': 2, 'chr3': 1} """ ids_dic = {} with ope...
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def source_to_dict(source, info='lines'): """ Method to convert a source dict to a dict containing isotope keys and info. """ reqs = ('A', 'symbol', info) if not all(req in source for req in reqs): raise ValueError('Missing reuqired data in source dict: %s' % ', '.join(req for req in reqs i...
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def find_word(keyword, sentence, start=0, end=-1, strict=False): """ word: str 'abc' sentence: list ['a', 'b', 'cd'] return: start_index, end_index: 0, 2 """ if not sentence: return -1, -1 if end == -1 or end > len(sentence): end = len(sentence) if keyword in sentence[sta...
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def get_intersections(path1, path2): """returns a list of the intersection points between the two paths Args: path1: one path (list of tuples with consecutive integer x, y coords) path2: second path (see above) Returns: a list of all overlapping tuples from the two paths ""...
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import torch def get_idces_line_linear(): """ select one row of a fully connected layer """ def get_idx(layer): n_output, n_input = layer.weight.data.shape idx_row = torch.randint(0, n_output, (1,)) idces_w = torch.cat((torch.ones(n_input,1)*idx_row, torch.arange(0,n_input).res...
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import random def generate_contents(length): """ generate random contents bytes """ print(length) contents = random.sample(range(100), length) bytes_data = memoryview(bytearray(contents)).tobytes() return bytes_data
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def get_next_core_id(current_id_in_hex_str): """ :param current_id_in_hex_str: a hex string of the maximum core id assigned without the leading 0x characters :return: current_id_in_hex_str + 1 in hex string """ if not current_id_in_hex_str or current_id_in_hex_str == '': return '0001' ...
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def extract_block(tensor, block_dim_x, block_dim_y, block_dim_z, subsample_factor, height_jitter=0): """Extract train block from stored data block.""" sz = tensor.get_shape().as_list() assert len(sz) == 4 or len(sz) == 3 s...
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import re def ValidateAccountId(account_id): """Ensures an account id is well structured.""" if len(account_id) > 63: return False # This regex is from the protobuffer return re.match(r'[a-z]([-a-z0-9]*[a-z0-9])', account_id)
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from typing import Tuple def mean_grad(x: Tuple[float, float]) -> Tuple[float, float]: """A manually calculated gradient of the mean with respect to the inputs.""" return 6 * x[0], 3 * x[1] ** 2
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def removeDuplicates(nums): """ :type nums: List[int] - sorted :rtype: List[int] """ i = 0 for j in range(len(nums)): if nums[j] != nums[i]: i += 1 nums[i] = nums[j] return nums[0: i + 1]
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def check_uc(*models): """Check if the unit cells of two models are approximately the same.""" if any(m.uc is None for m in models): return all(m.uc is None for m in models) tolerance = 1e-6 reference_uc = models[0].uc for m in models: for vec1, vec2 in zip(reference_uc, m.uc): ...
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import re def process_arguments(raw_arguments: list): """ Process the arguments from CLI. The value of sys.argv """ arguments = {} for argument in raw_arguments: # catch the arguments with associated values matches = re.search(r"^([a-z][a-z0-9-]+?)=['\"]?(.+?)['\"]?$", argument) i...
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def combineImagePaths(centerImagePath, leftImagePath, rightImagePath, centerMeasurement, leftMeasurement, rightMeasurement): """ combines cnter/left/right images and measurements to one list """ # combine measurements measurements = [] measurements.extend(centerMeasurement) measurements.exte...
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def _make_rpm_formatter(fmt=None): """ function: Returns function that will format output of rpm query command """ if fmt is None: fmt = [ '"name":"%{NAME}"', '"epoch":"%{EPOCH}"', '"version":"%{VERSION}"', '"release":"%{RELEASE}"', '"arch":"%{...
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def filter_rating(pages, min_val=20): """Pages with rating above min_val.""" return [p for p in pages if p.rating > min_val]
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import os def get_pycsw_root_path(process_environment, request_environment=None, root_path_key="PYCSW_ROOT"): """Get pycsw's root path. The root path will be searched in the ``process_environment`` first, then in the ``request_environment``. If it cannot be found then it is determined based on the location...
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import argparse import sys def parse_arguments(): """ Parse the command line arguments of the program. """ parser = argparse.ArgumentParser(description='Generate word embedding from a corpus.') parser.add_argument( "output_file", type=str, nargs="?", help="The...
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import shutil def check_valid_shell_command(cmd): """ Determine if a shell command returns a 0 error code. Args: cmd (string or list): Shell command. String of one command or list with arguments. Returns: bool """ if isinstance(cmd, list): return shutil.which(cmd[0])...
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def break_inside(keyword): """``break-inside`` property validation.""" return keyword in ('auto', 'avoid', 'avoid-page', 'avoid-column')
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from datetime import datetime def get_fiscal_year(date_val: datetime = datetime.now()) -> int: """Return fiscal year for the date.""" fiscal_year: int = date_val.year if date_val.month > 3: # Up to March 31, use the current year. fiscal_year = fiscal_year + 1 return fiscal_year
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def exchangeCols(M, c1, c2): """Intercambia las columnas c1 y c2 de M""" for k in range(len(M)): M[k][c1] , M[k][c2] = M[k][c2], M[k][c1] return M
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import os def greatest_name(dirpath, startswith, endswith, max_label=None, dir_wanted=False): """ Return greatest filename (or dirname) meeting given specs. Return the filename (or, optionally, directory name) in the given directory...
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def _file_read(filename): """Read file and return text""" # Open and read file to get text. with open(filename, 'r') as f: text = f.read() return text
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def GetRateURL(base, symbols, date="latest"): """Create the URL needed to access the API. For a date and chosen currencies.""" url = "http://api.fixer.io/%s?base=%s&symbols=%s" % (date, base, symbols) return url
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def unify_cloud_config(cloud_config_preserve, cloud_config): """ join the cloud config information into cloud_config_preserve. In case of conflict cloud_config_preserve preserves None is allowed """ if not cloud_config_preserve and not cloud_config: return None new_cloud_config = {"key-...
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from typing import Any def get_value_from_args_if_exists(args: list, pos: int, default: Any, *exceptions) -> Any: """ Función para obtener un parámetro de un conjunto de argumentos devolviendo un valor por defecto si se producen las excepciones especificadas :param args: lista de argumentos a buscar ...
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def split_words(text : str) -> list: """ Breaks up a command input such as 'hello foo bar' into individual words""" command_text = text.strip() commands = command_text.split(' ') return commands
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def response(hey_bob): """ Bob is a lackadaisical teenager. In conversation, his responses are very limited. Bob answers 'Sure.' if you ask him a question, such as "How are you?". He answers 'Whoa, chill out!' if you YELL AT HIM (in all capitals). He answers 'Calm down, I know what I'...
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def rgb_to_hsv(image): """ Wrapper function to convert a landsat 4,5 or 5 image from RGB to HSV. :param image: Landsat Image to convert to the HSV color space :return: Image containing three bands, representing the hue, saturation and value. """ image_hsv = image.select(['B3', 'B2', 'B1']).mult...
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