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def tf_box_3d_diagonal_length(boxes_3d): """Returns the diagonal length of box_3d Args: boxes_3d: An tensor of shape (N x 7) of boxes in box_3d format. Returns: Diagonal of all boxes, a tensor of (N,) shape. """ lengths_sqr = tf.square(boxes_3d[:, 3]) width_sqr = tf.square(box...
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async def employment_plot(current_city:City): """ Visualize employment information for city - see industry breakdown and employment type ### Query Parameters - city ### Response JSON string to render with react-plotly.js """ city = validate_city(current_city) city_data = CityDa...
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def get_freesurfer_matrix_ras2vox(): """ Get standard matrix to convert RAS coordinate to voxel index for Freesurfer conformed space volumes. Get matrix to convert RAS coordinate to voxel index for Freesurfer conformed space volumes. See the documentation for get_freesurfer_matrix_vox2ras for background in...
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def parse_create_table(string): """Parse the create table sql query and return metadata Args: string(sql): SQL string from a SQL Statement Returns: table_data(dict): table_data dictionary for instantiating a table """ # Parse the base table definitions table_data = to_dict(get_...
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def retrieve_context_connection_connection_by_id(uuid): # noqa: E501 """Retrieve connection by ID Retrieve operation of resource: connection # noqa: E501 :param uuid: ID of uuid :type uuid: str :rtype: Connection """ return 'do some magic!'
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def read_filenames(path): """ Read all file names from `path` and match them against FILENAME_REGEX. Arguments: - path: path to the directory containing CSV data files. Returns: - list of tuples of every filename and regex match to the CSV filename format in the specified dir...
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def _sp_sleep_for(t: int) -> str: """Return the subprocess cmd for sleeping for `t` seconds.""" return 'python -c "import time; time.sleep({})"'.format(t)
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import re def verify_show_environment(dut, verify_str_list): """ To get show environment. Author: Prudvi Mangadu (prudvi.mangadu@broadcom.com) """ command = "show environment" output = utils.remove_last_line_from_string(st.show(dut, command, skip_tmpl=True)) result = True for item in v...
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def get_labelset_keys(): """get labelset keys Given DATA_CFG, return slideviewer labelsets Args: none Returns: list: a list of labelset names """ cfg = ConfigSet() label_config = cfg.get_value(path=const.DATA_CFG+'::LABEL_SETS') labelsets = [cfg.get_value(...
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from typing import List def create_instrument_level_pattern(instrument_symbols: List[str]) -> str: """Creates a regular expression pattern to target all the instrument symbols in a list. The function creates a regular expression pattern to target, within a specific DC message, the portion of the message ...
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def localtime(nist_lookup=0, localtime=DateTime.localtime,utctime=utctime): """ Returns the current local time as DateTime instance. Same notes as for utctime(). """ return localtime(utctime(nist_lookup).gmticks())
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from datetime import datetime def device_now(): """Return datetime object constructed from 'now' on device.""" cmd = "adb shell date '+%Y:%m:%d:%H:%M:%S'" lines = u.docmdlines(cmd) line = lines.pop(0) if line is None: u.error("unable to interpret output from '%s'" % cmd) d = line.split(":") try: ...
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def copy_safe_request(request): """ Copy selected attributes from a request object into a new fake request object. This is needed in places where thread safe pickling of the useful request data is needed. """ meta = { k: request.META[k] for k in HTTP_REQUEST_META_SAFE_COPY if...
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import hashlib def sha256(firmware_filename, firmware_size=None): """Returns the sha256 hash of the firmware""" hasher = hashlib.sha256() # If firmware size is supplied, then we want a sha256 of the firmware with its header if firmware_size is not None: hasher.update(b"\x00" + firmware_size.to...
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async def async_unload_entry(hass, entry): """Unload a config entry.""" unload_ok = await hass.config_entries.async_unload_platforms(entry, PLATFORMS) if unload_ok: hass.data[DOMAIN][entry.entry_id].stop() return unload_ok
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def is_serial_increased(old, new): """ Return true if serial number was increased using RFC 1982 logic. """ old, new = (int(n) for n in [old, new]) diff = (new - old) % 2**32 return 0 < diff < (2**31 - 1)
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def svn_relpath_skip_ancestor(parent_relpath, child_relpath): """svn_relpath_skip_ancestor(char const * parent_relpath, char const * child_relpath) -> char const *""" return _core.svn_relpath_skip_ancestor(parent_relpath, child_relpath)
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def rnn_model(input_dim, units, activation, output_dim=29): """ Build a recurrent network for speech """ # Main acoustic input input_data = Input(name='the_input', shape=(None, input_dim)) # Add recurrent layer simp_rnn = GRU(units, activation=activation, return_sequences=True, implement...
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def _pad_statistic(arr, pad_width, stat_length, stat_op): """ pads the array with values calculated along the given axis, used in mode: "maximum", "minimum", "mean" """ ndim = arr.ndim shape = arr.shape if stat_length is None: stat_length = _make_stat_length(shape) else: ...
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def register_do(mysql, json): """ helper function that registers data objects into MySQL DB @param mysql: a mysql object for MySQL database @param json: metadata that contains information for data source and device """ cnx = mysql.connect() cursor = cnx.cursor() dataSource = json...
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import decimal def split_amount(amount, splits, places=2): """Return list of ``splits`` amounts where sum of items equals ``amount``. >>> from decimal import Decimal >>> split_amount(Decimal('12'), 1) Decimal('12.00') >>> split_amount(Decimal('12'), 2) [Decimal('6.00'), Decimal('6.00')] ...
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from datetime import timedelta def shift_compare_date(df, date_field, smaller_eq_than_days=1, compare_with_next=False): """ ATENTION: This Dataframe need to be sorted!!! """ if compare_with_next: s = ( (df[date_field].shift(-1) - df[date_field] ) <= timedelta(days=smaller...
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def format_alleles(variant): """Gets a string representation of the variant's alleles. Args: variant: nucleus.genomics.v1.Variant. Returns: A string ref_bases/alt1,alt2 etc. """ return '{}/{}'.format(variant.reference_bases, ','.join( variant.alternate_bases))
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import numbers def _validate_inputs(input_list, input_names, method_name): """ This method will validate the inputs of other methods. input_list is a list of the inputs passed to a method. input_name is a list of the variable names associated with input_list method_name is the name of the m...
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def server_base_url(environ): """ Using information in tiddlyweb.config, construct the base URL of the server, sans the trailing /. """ return '%s%s' % (server_host_url(environ), _server_prefix(environ))
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def calc_ctrlg_ratio(rpl: sc2reader.resources.Replay, pid: int) -> dict[str, float]: """Calculates the ratio between `ControlGroupEvents` and the union of the `CommandEvents`, `SelectionEvents` and `ControlGroupCommand` sets to quantify the players' level of awareness and use of this ...
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import os def data_exists(date, hour=None): """ Checks if there is a directory with daily data files for given date and hour(s) Parameters ---------- date: str Expected date format is yyyy/mm/dd hour: int or array-like, default None Specific hour(s) to check, has to be in th...
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import matplotlib.pyplot as plt def plot_single_roccurve(signals, bkgs, cut_function, cut_values, ax=None): """ Main routine for plotting a single roccurve """ # Get a default ax if none is given if ax is None: fig = plt.figure(figsize=(8,8)) ax = fig.gca() # Plot the base line...
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import tqdm def draw_normal_surface(pcd, scale, estimation_params=None): """Draw and return a mesh of arrows of normal vectors for each point in the given cloud Parameters ---------- pcd : o3d.geometry.PointCloud Input point cloud scale : float Scale of the default arrow wh...
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def texture_from_clusters(clusters): """ Compute the GLCM texture properties from image clusters. :param clusters: clusters of pixels representing sections of the image :returns: DataFrame -- of texture features for every cluster. """ thetas = np.arange(0, np.pi, np.pi/8) props = ['contrast', ...
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def parse_dict(input_data): """Return a rules dict of the format: { 'light red': [(1, 'bright white'), (2, 'muted yellow')], 'dark orange': [(3, bright white), (4, muted yellow)], 'faded blue': [(0, 'bags')] } """ bags = dict() for line in input_data.split('\n'): outer, ...
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def extract_vars(samples_file_name,n_burnin,v_names,debug,stride=1): """From a file with samples in ascii format, with the first line containing the label for each column, extract the columns with the labels in v_names and return them in a numpy array. Remove n_burnin samples from the top. Only read...
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def distance_without_normalise(bin_image): """ Takes a binary image and returns a distance transform version of it. """ res = np.zeros_like(bin_image) for j in range(1, bin_image.max() + 1): one_cell = np.zeros_like(bin_image) one_cell[bin_image == j] = 1 one_cell = distance_...
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def list_inventory(): """ Returns all of the Inventory """ app.logger.info('Request for inventory list') inventory = [] category = request.args.get('category') name = request.args.get('name') condition = request.args.get('condition') count = request.args.get('count') available = request....
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import argparse def parse_args(): """Parse command line arguments""" parser = argparse.ArgumentParser() parser.add_argument('-i', '--input-dir', help="Directory which contains the input data", required=True) parser.add_argument('-o', '--output-dir', help="Directory which will hold the output data", re...
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def is_instance_method(obj): """Checks if an object is a bound method on an instance.""" if not isinstance(obj, MethodType): return False # Not a method elif obj.__self__ is None: return False # Method is not bound elif ( issubclass(obj.__self__.__class__, type) or hasa...
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from typing import List from typing import Dict def _clean_empty_and_duplicate_authors_from_grobid_parse(authors: List[Dict]) -> List[Dict]: """ Within affiliation, `location` is a dict with fields <settlement>, <region>, <country>, <postCode>, etc. Too much hassle, so just take the first one that's not e...
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def get_distutils_display_options(): """ Returns a set of all the distutils display options in their long and short forms. These are the setup.py arguments such as --name or --version which print the project's metadata and then exit. Returns ------- opts : set The long and short form d...
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def get_followers(api, user_id): """Returns list of followers""" followers = [] next_max_id = '' while next_max_id is not None: _ = api.getUserFollowers(user_id, maxid=next_max_id) followers.extend(api.LastJson.get('users', [])) next_max_id = api.LastJson.get('next_max_id', '') ...
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def map(v, ds, de, ts, te): """\ Map the value v, in range [ds, de] to the corresponding value in range [ts, te] """ d1 = de - ds d2 = te - ts v2 = v - ds r = v2 / d1 return ts + d2 * r
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def get_Q_body(hs_type, Theta_SW_hs): """温水暖房用熱源機の筐体放熱損失 (2) Args: hs_type(str): 温水暖房用熱源機の種類 Theta_SW_hs(ndarray): 温水暖房用熱源機の往き温水温度 Returns: ndarray: 温水暖房用熱源機の筐体放熱損失 """ if hs_type in ['石油従来型暖房機', '石油従来型温水暖房機', '石油従来型給湯温水暖房機', '不明']: # (2a) return [234 * 3600 * 10...
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def softmax(inputs): """ Calculate the softmax for the give inputs (array) :param inputs: :return: """ return np.exp(inputs) / float(sum(np.exp(inputs)))
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def get_config_list(ranking, ckpt_path2is_3class): """Assemble a model list for a specific task based on the ranking. In addition to bundling information about the ckpt_path and whether to model_uncertainty, the config_list also lists the value of the metric to aid debugging. Args: ranking...
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def _get_turn_angle(start_angle, target_angle): """ Difference in angle in the range -180 to +180 (where negative is counter clockwise) Parameters ---------- start_angle, target_angle : float Returns ------- float difference in angle. """ return _map_to_pm180(target_ang...
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import ctypes def load(fname): """Load symbol from a JSON file. You can also use pickle to do the job if you only work on python. The advantage of load/save is the file is language agnostic. This means the file saved using save can be loaded by other language binding of mxnet. You also get the be...
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def filter_pairs(pairs): """returns pairs of with filter_pair()==True""" return [pair for pair in pairs if filter_pair(pair)]
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def merge(list_geo, npts=5): """ merge a list of cad_geometries and update internal/external faces and connectivities Args: list_geo: a list of cad_geometries Returns: a cad_geometries """ geo_f = list_geo[0] for geo in list_geo[1:]: geo_f = geo_f.merge(geo, npts=np...
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def imshow(image: Imagelike, module: str = None, **kwargs) -> None: """Show the given image. FIXME[todo]: Showing an image can be done in different ways: - blocking=True: the execution of the main program is blocked. The display will run an event loop to guarantee a responsive GUI behaviour...
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from typing import Union from typing import Sequence from typing import Dict import warnings from pathlib import Path import tqdm import logging def prepare_commonvoice( corpus_dir: Pathlike, output_dir: Pathlike, languages: Union[str, Sequence[str]] = "auto", splits: Union[str, Sequence[str]] = COMMO...
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def plot_array_trans(pdata,a,copy=False): """ Warning!!! ---------- Latest Information: 22/05/2012 this is deprecated and plot_array_transg is used instead. Purpose: -------- Transform array according to speficication in list a. return a copy if copy is True. Example: -------- ...
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def process_generate_api_token_data(post_data): """ This expects the post_data to contain an array called ``user_to_form``. Each item in this array is of the form: .. code-block:: python '<UserID>.<form_prefix>' (i.e. '1.form-0') Each form then may add two form data key-value pairs: ...
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from bpy import context as C from bpy import data as D def add_vcolor(hemis, mesh=None, name='color'): """Seems like `hemis` is color you wish to apply to currently selected mesh.""" if mesh is None: mesh = C.scene.objects.active.data elif isinstance(mesh, str): mesh = D.meshes[mesh] ...
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import itertools import pandas as pd def gridSeach(model, parameters, features, response, train, test): """ This function performs a grid search over the parameter space. It is simplistic and only allows certain range of values. If there is a parameter in the models that needs to be a list it has to ...
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def cvt_lambdef(node: pytree.Base, ctx: Ctx) -> ast_cooked.Base: """lambdef: 'lambda' [varargslist] ':' test""" assert ctx.is_REF, [node] name = xcast(ast_cooked.NameBindsNode, cvt(node.children[0], ctx.to_BINDING())) ctx_func = new_ctx_from(ctx) if len(node.children) == 4: parameters = xcas...
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import re def ischapter_name(text_str): """判断是否是章节名""" if re.match(r'^第(.{1,9})([章节回卷集部篇])(\s*)(.*)', text_str): return True else: return False
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def calc_mean_onbit_density(bitsets, number_of_bits): """Calculate the mean density of bits that are on in bitsets collection. Args: bitsets (list[pyroaring.BitMap]): List of fingerprints number_of_bits: Number of bits for all fingerprints Returns: float: Mean on bit density "...
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import os import pickle def logger_client(): """Authentification and service delivery from gmail API """ creds = None # The file token.pickle stores the user's access and refresh tokens, # and is created automatically when the authorization flow # completes for the first time. if os.path.e...
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from typing import List from typing import Dict from typing import Any from typing import Optional def get_parameters(path: str) -> List[Dict[str, Any]]: """ Retrieve parameters from AWS SSM Parameter Store. Decrypts any encrypted parameters. Relies on the appropriate environment variables to authenticat...
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import re def normalizeUrl(url): """ ParseResult(scheme='https', netloc='www.tWitch.tv', path='/ludwig/clip/MoldyNiceMarjoramCharlieBitMe-6EbApxzSGbjacptE', params='', query='a=b&c=d', fragment='') Wish I could convert clips like this: https://www.twitch.tv/ludwig/clip/MoldyNiceMarjoramCharlieBit...
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import requests def _getPVGIS(lat, lon): """ This function uses the non-interactive version of PVGIS to extract a tmy dataset to be used to predict VRE yields for future periods. ------ inputs ------ Latitude, in decimal degrees, south is negative. Longitude, in decimal degrees, wes...
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def get_metric_key_samples(metricDict, metricNames, keyVal="means"): """ Returns a dictionary of samples for the given metric name, but only extracts the samples for the given key Args: metricDict (dict): Dictionary of sampled metrics metricNames (list): Names of the keys of the metric ...
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def apply_nonbonded(nodes, scaling=1.0, suffix=""): """ Nonbonded in nodes. """ # TODO: should this be 9-6 or 12-6? return { "u%s" % suffix: scaling * esp.mm.nonbonded.lj_9_6( x=nodes.data["x"], sigma=nodes.data["sigma%s" % suffix], epsilon=nodes.d...
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import requests def swapi_films(episode): """ Gets the films listed in the api. :param episode: :return: response json """ response = requests.get(SWAPI_API + 'films/' + str(episode)) return response
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def prepare_qualifications(request, bids=[], lotId=None): """ creates Qualification for each Bid """ new_qualifications = [] tender = request.validated["tender"] if not bids: bids = tender.bids if tender.lots: active_lots = [lot.id for lot in tender.lots if lot.status == "active"...
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def int_format(x): """ Format an integer: - upcast to a (u)int64 - determine buffer size - use snprintf """ x = upcast(x) buf = flypy.runtime.obj.core.newbuffer(flypy.types.char, ndigits(x) + 1) formatting.sprintf(buf, getformat(x), x) return flypy.types.String(buf)
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import re def pyccparser2cbmc(srcfile, libs): """ Transforms the result of a parsed file from pycparser to a valid cbmc input. """ fd = open(srcfile, "r") src = fd.read() fd.close() # Replace the definition of __VERIFIER_error with the one for CBMC if "extern void __VERIFIER_error();" in src: # print "__...
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import dill import base64 def check_finished(worker, exec_id): """ :param worker: :param exec_id: :return: """ result = worker.status(exec_id) status = dill.loads(base64.b64decode(result.data)) if status["status"] == "FAILED": raise Exception("Remote job execution failed") ...
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def round_filters(filters, global_params): """ Calculate and round number of filters based on depth multiplier. """ multiplier = global_params.width_coefficient if not multiplier: return filters divisor = global_params.depth_divisor min_depth = global_params.min_depth filters *= multipli...
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def admin_user_detail(): """管理员信息编辑详情页""" if not g.user.is_admin: return redirect('/') if request.method == 'GET': # 获取参数 admin_id = request.args.get('admin_id') if not admin_id: abort(404) try: admin_id = int(admin_id) except Excepti...
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def splitBinNum(binNum): """Split an alternate block number into latitude and longitude parts. Args: binNum (int): Alternative block number Returns: :tuple Tuple: 1. (int) Latitude portion of the alternate block number. Example: ``614123`` => ``614`` 2....
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def load_model_from_params_file(model): """ case 0: CHECKPOINT.CONVERT_MODEL = True: Convert the model case 1: CHECKPOINT.RESUME = False and TRAIN.PARAMS_FILE is not none: load params_file case 2: CHECKPOINT.RESUME = True and TRAIN.PARAMS_FILE is not none: case 2a: if checkpoin...
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def getPool(pool_type='avg', gmp_lambda=1e3, lse_r=10): """ # NOTE: this function is not used in writer_ident, s. constructor of # ResNet50Encoder params pool_type: the allowed pool types gmp_lambda: the initial regularization parameter for GMP lse_r: the initial regularization p...
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def draw_transperency(image, mask, color_f, color_b): """ image (np.uint8) mask (np.float32) range from 0 to 1 """ mask = mask.round() alpha = np.zeros_like(image, dtype=np.uint8) alpha[mask == 1, :] = color_f alpha[mask == 0, :] = color_b image_alpha = cv2.add(image, alpha) ret...
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def split_in_pairs(s, padding = "0"): """ Takes a string and splits into an iterable of strings of two characters each. Made to break up a hex string into octets, so default is to pad an odd length string with a 0 in front. An alternative character may be specified as the second argument. """ ...
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def make_slicer_query_with_totals_and_references( database, table, joins, dimensions, metrics, operations, filters, references, orders, share_dimensions=(), ): """ :param dataset: :param database: :param table: :param joins: :param dimensions: :param m...
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def corr_na(array1, array2, corr_method: str = 'spearmanr', **addl_kws): """Correlation method that tolerates missing values. Can take pearsonr or spearmanr. Args: array1: Vector of values array2: Vector of values corr_method: Which method to use, pearsonr or spearmanr. **addl_k...
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from typing import Type from typing import Callable def analyze_member_access(name: str, typ: Type, node: Context, is_lvalue: bool, is_super: bool, is_operator: bool, ...
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def has_global(node, name): """ check whether node has name in its globals list """ return hasattr(node, "globals") and name in node.globals
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def make_generator_model(input_dim=100) -> tf.keras.Model: """Generator モデルを生成する Args: input_dim (int, optional): 入力次元. Defaults to 100. Returns: tf.keras.Model: Generator モデル """ dense_size = (7, 7, 256) conv2d1_channel = 128 conv2d2_channel = 64 conv2d3_channel = 1 ...
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from unittest.mock import call def deploy_gradle(app, deltas={}): """Deploy a Java application using Gradle""" java_path = join(ENV_ROOT, app) build_path = join(APP_ROOT, app, 'build') env_file = join(APP_ROOT, app, 'ENV') env = { 'VIRTUAL_ENV': java_path, "PATH": ':'.join([join(j...
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from typing import Optional def find_badge_by_slug(slug: str) -> Optional[Badge]: """Return the badge with that slug, or `None` if not found.""" badge = db.session \ .query(DbBadge) \ .filter_by(slug=slug) \ .one_or_none() if badge is None: return None return _db_enti...
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import os import io def extract_img_features( input_path, input_type, output_path, img=None, img_meta=None, feature_mask_shape="spot", ): """ Extract features from image. Works with IF or HE image from Visium tif files. For block feature, a square will be drawn around each spot. Si...
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import logging def validate_color(color,default,color_type): """Validate a color against known PIL values. Return the validated color if valid; otherwise return a default. Keyword arguments: color: color to test. default: default color string value if color is invalid. color_type: string name for color type,...
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def d_xx_yy_tt(psi): """Return the second derivative of the field psi by fft Parameters -------------- psi : array of complex64 for the field Returns -------------- cxx psi_xx+ cyy psi_yy + ctt psi_tt : second derivatives with respect to x """ # this function is to remove glob...
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from typing import Iterable def negate_objective(objective): """Take the negative of the given objective (converts a gain into a loss and vice versa).""" if isinstance(objective, Iterable): return (list)((map)(negate_objective, objective)) else: return -objective
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from typing import Any import json def process_vm_size(file_name: str) -> Any: """ Extract VMs instance specification. :file_name (str) File name Return VMs specification object """ current_app.logger.info(f'Processing VM Size {file_name}...') file = open(file_name,) data = json.loa...
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def gen_key(password, salt, dkLen=BLOCKSIZE): """ Implement PBKDF2 to make short passwords match the BLOCKSIZE. Parameters --------- password str salt str dkLen int Returns ------- - str """ return KDF.PBKDF2(pas...
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import six def _bytes_feature(value): """Wrapper for inserting bytes features into Example proto.""" if isinstance(value, six.string_types): value = six.binary_type(value, encoding='utf-8') return tf.train.Feature(bytes_list=tf.train.BytesList(value=[value]))
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def parse_plot_set(plot_set_string): """ Given one of the string arguments to the --plot-sets option, parse out a data structure representing which conditions ought to be compared against each other, and what those comparison plots/tables should be called. The syntax of a plot set is [title:]c...
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def check_types_excel(row: tuple) -> bool: """Returns true if row from excel file has correct types""" if not isinstance(row[1], (pd.Timestamp, str)): return False if not ((isinstance(row[2], dt.time) and isinstance(row[3], dt.time)) or (isinstance(row[2], str) and isinstance(row[3], str...
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def add(num1, num2): """ Adds two numbers >>> add(2,4) 6 """ return num1 + num2
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def is_palindrome1(str): """ Create slice with negative step and confirm equality with str. """ return str[::-1] == str
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from datetime import datetime def number_generetor(view, form): """ Генератор номера платежа (по умолчанию) """ if is_py2: uuid_fields = uuid4().get_fields() else: uuid_fields = uuid4().fields return u'{:%Y%m%d}-{:08x}'.format(datetime.now(), uuid_fields[0])
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def get_underlay_info(): """ :return: """ return underlay_info
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async def get_guild_roles(id_: int): """ Get the roles of a guild :param id_: Guild ID :return: List of roles """ guild = await router.bot.rest.fetch_guild(id_) if guild is None: return status.HTTP_404_NOT_FOUND roles = await guild.fetch_roles() return [to_dict(role) for role...
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def prior_min_field(field_name, field_value): """ Creates prior min field with the :param field_name: prior name (field name initial) :param field_value: field initial properties :return: name of the min field, updated field properties """ name = field_name value = field_value.copy() ...
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def checkpoint_save_config(): """Fixture to create a config for saving attributes of a detector.""" toolset = { "test_id": "Dummy_test", "saved_attributes": { "FeatureExtraction": [ "dummy_dict", "dummy_list", "dummy_tuple", ...
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def matrix_sum_power(A, T): """Take the sum of the powers of a matrix, i.e., sum_{t=1} ^T A^t. :param A: Matrix to be powered :type A: np.ndarray :param T: Maximum order for the matrixpower :type T: int :return: Powered matrix :rtype: np.ndarray """ At = np.eye(A.shape[0]) ...
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def mean_zero_unit_variance(arr, mean_vector=None, std_vector=None, samples_in='row'): """ Normalize input data to have zero mean and unit variance. Return the normalized data, the mean, and the calculated standard deviation which was used to normalize the data [normalized, meanvec, stddev] = mean_...
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import torch def soft_precision(scores: torch.FloatTensor, mask: torch.FloatTensor) -> torch.FloatTensor: """ Helper function for computing soft precision in batch. # Parameters scores : torch.FloatTensor Tensor of scores with shape: (num_refs, num_cands, max_ref_len, max_c...
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