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import subprocess import os import sys def execute(command, env=None, split_lines=False, ignore_errors=False, extra_ignore_errors=(), translate_newlines=True, with_errors=True): """ Utility function to execute a command and return the output. """ if isinstance(command, list): debug...
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def my_kernel_exp(dis, gamma=.1): """gamma is auto tuned. The argument gamma means shrink_ratio. """ # if full_output: # print 'gamma = {0:.4f} dim = {1:.4f} squared = {2}'.format(gamma, dim, squared) dis *= -gamma np.exp(dis, dis) return dis
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import logging import os import gzip def __get_mir_precursor_to_mature_mapper__(): """ :return: a dictionary mapping taxonomy ID and miRBase precursor ID to a list containing the IDs of mature miRNAs made from this precursor, e.g. the tuple ('9606', 'hsa-mir-155') might be mapped to ['hsa-miR-155...
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import argparse def parse_args(): """ PARAMETERS""" parser = argparse.ArgumentParser("train") parser.add_argument("--use_cpu", action="store_true", default=False, help = "use cpu mode?") parser.add_argument("--gpu", type = str, default="0", help = "specify the gpu device") parser.add_argument("--b...
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def pipeline_run_add_tag(run_id, tags, organization=None, project=None, detect=None): """ Add tag(s) for a pipeline run. :param run_id: ID of the pipeline run. :type run_id: int :param tags: Tag(s) to be added to the pipeline run. [Comma seperated values] :type tags: str :rtype: list of str ...
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def anisodiff(img, niter=1, kappa=50, gamma=0.1, step=(1., 1.), option=1): """ Anisotropic diffusion on single channel image Usage: imgout = anisodiff(im, niter, kappa, gamma, option) Arguments: img - input image niter - number of iterations ka...
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def add_keys2(a, b, B): """ aG + bB, G is basepoint :param a: :param b: :param B: :return: """ return tcry.xmr_add_keys2_vartime_r(a, b, B)
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from typing import List from re import T from typing import Optional from typing import Callable from typing import Set def uniquify(lst: List[T], key: Optional[Callable[[T], K]] = None) -> List[T]: """Remove duplicates in lst but preserve the order Args: lst: a sequence with possible duplicates ...
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def make_point_plot(x,y): """It plots the point chart of the data""" data_points = pd.DataFrame({'x': x.flatten(), 'y': y.flatten()}) chart = alt.Chart(data_points).mark_point(size=50, color='red',filled=True).encode( x="x", y="y" ) return chart
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from algs20_graph.single_source_sp import dijkstra_sp def single_source_shortest_path(graph, src): """ Act on Single Source Shortest Path and return path as dictionary, where each node is expanded to have its """ (_, edge_to) = dijkstra_sp(graph, src) expanded = {} for n in graph.nodes():...
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def busco_datasets(): """BUSCO dataset information :return: List containing information for each dataset available in file BUSCO_dataset.csv under data directory. .. seealso:: Additional information on BUSCO datasets available. - :doc:`BUSCO datasets <../../../data/BUSCO_datasets>` .. seealso:: This func...
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def aveThick(sit): """ Only calculates ave thickness for min and max time... no area weighting """ minSep = np.squeeze(np.apply_over_axes(np.nanmean,sit[:,9,:,:],(1,2))) minMar = np.squeeze(np.apply_over_axes(np.nanmean,sit[:,3,:,:],(1,2))) print '\nCompleted: Calculated average for Sept/Ma...
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import os def get_module_version(): """This function gets the version number of the scripts and returns them in array form.""" modules = MODULE_LIST() scripts = [] for module in modules: if module.SCRIPT.public: if os.path.isfile('.'.join(module.__file__.split('.')[:-1]) + '.json')...
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from typing import Dict from typing import Mapping import inspect from typing import Optional from typing import Any from typing import Tuple import functools def BP(bp_state: BPState, temperature: float = 0.0) -> BeliefPropagation: """Function for generating belief propagation functions. Args: bp_st...
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def whois_reg_date(whois): """ Fecha en la que fue registrado el sitio""" reg_date = [] try: reg_date = whois.creation_date if reg_date != None: if isinstance(reg_date, datetime.date): reg_date = reg_date elif len(reg_date) > 1: reg_dat...
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import re def get_answer_indices_from_sentence(answer_text: str, sentence: str, loose_match: bool = False): """ first match is returned in match case Args: answer_text (str) sentence (str) loose_match (bool) : if True, regex also matches substrings Returns: None, if n...
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import urllib import logging import click import json import re def imdb_get_data(title, mtype, api_keys=[]): """This function fetches the poster url and other data related to Imdb movies from Google Custom Search JSON API.""" movie_title = title media_type = mtype gcsearch_api_key = api_keys[0] ...
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def nnlsfit(data, bvals, region=None): """ Implement Non Negative Fitting for IVIM Parameters ---------- data: array-like, 4D Matrix bvals: array-like region: array-like, [(x1,x2),(y1,y2),(z1,z2)] optional (default= None) Returns ------- d_star: 3D Matrix Th...
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def check_if_scheduled_run(time_run: str = None, time_schedule: str = None) -> bool: """ Check if run was scheduled or started by user. Args: time_run (str, optional): The time the Flow was started. Defaults to None. time_schedule (str, optional): Scheduled time of Flow. Defaults to None. ...
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def controlled(gate): """Return a controlled quantum gate, given a quantum gate. If 'gate' operates on :math:`n` qubits, then the controlled gate operates on :math:`n+1` qubits, where the most-significant qubit is the control. Parameters ---------- gate : np.ndarray[complex] A quantum ...
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def get_links(anumberscode): """ Finds CloudStor links for selected anumbers Args: `anumberscode`=list of anumbers Returns: `FilteredList`= list of corresponding links """ try: FileDirectory=pd.read_csv('https://geo.loop-gis.org/files/FileDirectory.csv',encoding = "ISO-88...
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import copy def passed_test(dtype, as_matrix, provide_C, trans_a, trans_b): """ Run one general matrix-matrix multiplication test. Arguments: dtype: either 'float64' or 'float32', the NumPy dtype to test as_matrix: True to test a NumPy matrix, False to test a NumPy ndarray ...
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def handler_500(request, exception=500, template_name='handler_500.html'): """ handler_500 自定义500错误 只有在Debug == False的时候生效 """ return render(request, template_name)
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import re def re_repl_escape(s): """ Escape backreferences in a string, for the second arg of re.sub(). Parameters: s: the string to escape Dependencies: modules: re """ return re.sub(r'\\([1-9][0-9]?)', r'\\\\\1', s)
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def get_x_vals(stats: dict, x_type: str, date_range: list[tuple]) -> list: """Gets the specified x value within a given date range.""" if x_type in X_OPTIONS.values() and x_type != X_OPTIONS[1]: return [round(stats[date][x_type]) for date in date_range] else: # Date return date_range
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def allowed_file(filename): """判断filename是否有后缀以及后缀是否在app.config['ALLOWED_EXTENSIONS']中""" return '.' in filename and filename.rsplit( '.', 1)[1] in app.config['ALLOWED_EXTENSIONS']
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import logging def create_resource_group( profile_credentials, subscription_id: str, location: str, resource_group_name: str ) -> ResourceGroup: """Creates resource group if it doesn't exist Args: profile_credentials : credentials from Azure login subscription_id (str): subscription you w...
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def split_data(data, ratio, shuffle=1): """Split dataset according to ratio, larger split is first return""" n_exs = len(data[0]) split_pt = int(n_exs * ratio) splits = [[], []] for col in data: splits[0].append(col[:split_pt]) splits[1].append(col[split_pt:]) return tuple(splits...
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def get_user_session_data(parent_folder, user_id, user_session_id): """ Combine accelerometer, gyroscope, and activity labels for a specific session of a user Note: Timestamps are ignored when joining accelerometer and gyroscope data. :param user_id: user id :param user_session_id: user session id ...
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def jtag(tag): """ Helper to translate tag to serializable format""" return (tag[0].devanagari(strict_io=False), [t.devanagari(strict_io=False) for t in list(tag[1])])
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import math def _nongeo_latlng2xy(lat_deg, lng_deg): """ """ lat = _DEG_TO_RAD * lat_deg lng = _DEG_TO_RAD * lng_deg # First, project to pseudo-mercator # https://en.wikipedia.org/wiki/Web_Mercator_projection#Formulas x_proj = _EPSG_3857_X_EXTENT / (2.0 * math.pi) * lng y_proj = _EPSG...
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def read_file(file_path): """Reads a file contents given a file path""" file_contents = None with open(file_path) as f_desc: file_contents = f_desc.read() if not file_contents: raise CLIError('Could not read {}'.format(file_path)) return file_contents
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def part_2a_namd_equilb_NPT_control_file_written(job): """General check that the namd_equilb_NPT_control_file (high temperature to set temp NAMD control file) is written.""" return namd_control_file_written(job, namd_equilb_NPT_control_file_name_str)
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from typing import Optional from typing import Dict from typing import Union from typing import List def AutoLayoutModel( config_path: str, model_path: Optional[str] = None, label_map: Optional[Dict]=None, device: Optional[str]=None, extra_config: Optional[Union[Dict, List]]=None, ) -> "BaseLayout...
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def assert_positive_negative_temporal_consistency(y, t, month_variance=1): """Helper function to assert malware-goodware temporal constraint (C2). In any given testing period, all testing objects must be from the time window under test. In the malware domain this constraint has often been violated so t...
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def shape_small_first(shape): """sort a tuple so that the smallest entry is swapped to the beginning """ if len(shape) <= 2: # no changing dimensions if channel-dim is missing return shape smallest_dim = np.argmin(shape) if smallest_dim != 0: # assume that smallest dim is color channel ...
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import io def reformat_cmplx_hoh(cmplx): """ get a complex has HoH and split it """ stoi = [] for cond in cmplx: tmp_stoi = io.makehashlist() tmp_prot_nr = [] for repl in cmplx[cond]: pks = {k: cmplx[cond][repl][k]["I"] for k in cmplx[cond][repl]} pk...
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def filter_builtin(): """filter: Filter items using a function. Prefer list comprehension.""" return "{}ged top secret".format( ''.join(filter(lambda info: info not in 'open', "pentagone")))
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def calculate_gold(*items): """Calculate gold for buying given items""" # access cost in the item dictionary get_cost = lambda x: x[0][x[1]]['cost'] # return sum of costs of all items return sum( # get cost of each item map(get_cost, # map items onto their categories ...
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from typing import Optional from datetime import datetime def skip_reload(cache_load_time: Optional[datetime.datetime], refresh_cache: bool) -> bool: """Skip reloading the cache?""" return abc_depoyment_map.skip_reload(cache_load_time, refresh_cache, REQUIRE_REFRESH_LIMIT)
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def combined_bbox(layers): """ Returns a bounding box for ``layers`` or None if this is not possible. """ bboxes = [layer.bbox for layer in layers if layer.bbox is not None and layer.bbox.width > 0 and layer.bbox.height > 0] if not bboxes: return None lefts, tops, rights, ...
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import delphin.codecs import importlib def import_codec(name: str): """ Import codec *name* and return the module. """ codecs = namespace_modules(delphin.codecs) fullname = codecs[name] return importlib.import_module(fullname)
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def is_named(name): """ :samp:`Predicate for loose class-name detection.` :: f(cls) = cls.name == name or cls.qualified_name == name :param name: the class-name or qualified class-name in the detection :return: lambda for loose class-name detection """ return lambda cls: name == c...
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def get_and_colleagues(ref_string): """ :param ref_string: :return: """ match = COLLEAGUES_PAT.search(ref_string) if match: andcolleagues = match.group('andcolleagues') return ref_string.find(andcolleagues), len(andcolleagues) return 0, 0
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from django.utils.module_loading import import_string def app_factory(global_config, django_wsgi_application): """ Paste app factory that imports and returns the given WSGI applicaton. Args: global_config: The global paste configuration django_wsgi_application: The wsgi application to dep...
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def fix_arn(arn): """Function that attempts to "canonicalize" the given ARN. This includes converting resource names to ARNs, replacing incorrect regions, account IDs, etc.""" if arn.startswith("arn:aws:lambda"): parts = arn.split(":") region = parts[3] if parts[3] in config.VALID_REGIONS el...
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from typing import Any from typing import Iterator def ocr_extract(image_data: bytes, link: str, tld: str) -> list[str]: """Scan for all valid URLs from a given `image_data` bytes string Args: image_data (bytes): Bytes string of image to be scanned link (str): URL source of image to be scanne...
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def route(route : dict[str : FunctionType], filter : FunctionType = lambda x : x): """Routes links in clisd.py""" last_link = None def route_link(e=None, page : str = None, _route : dict[str : FunctionType] = route): route = _route # Finds page to route in url if page: ...
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import imghdr def make_answer(): """Create the message to send""" # Create the message and set a subject msg = EmailMessage() msg["Subject"] = "A random image." try: # Choose an image attachement = IMG_FOLDER + "/" + rdm(IMG_FOLDER) # Attach the image to the email ...
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from typing import List def download_assets(stac_item: StacItem, save_directory: str, from_bucket: bool = False, nsl_id: str = None) -> List[str]: """ Download all the assets for a StacItem into a directory :param nsl_id: ADVANCED ONLY. Only nece...
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def shake_128() -> HashAlgorithm: """ Convenience function to create hash algorithm object. """ return HashAlgorithm(HashAlgorithmId.SHAKE_128)
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def update_action_effects_with_negated_counterparts(action: Action, negpreds): """ """ neweffects = [] for eff in action.effects: if not is_propositional_effect(eff): raise RepresentationError(f"Don't know how to update negated counterpart atoms for effect {eff}") atom = eff.ato...
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from typing import Any def is_listlike(x: Any) -> bool: """Check whether `x` is list like, e.g., Tuple, List, or Numpy object. Parameters: ---------- x: A python object to check. Returns: ---------- `True` iff `x` is a list like sequence. """ return (isinstance(x, (list, tuple)))
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import glob import os import csv def read_csv_results(conf): """ After all experiments have run, read in Rsquared and RMSE values for all jobs into dictionaries Args: conf: Settings object, containing fields where to find saved results, which are stored as CSVs Returns: Two dictionari...
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def datasetDataText(request, dataset_name): """ Returns data in text format for a specific dataset. """ # header_language = request.GET.get('header_language', None) # dataset = models.Datasets.objects.get(dataset_name = dataset_name) dataset_file_name = dataset.dataset_file_name # data_a...
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def order_detail(user_key, category_key, order_key): """ The page showing the details of a single order -Fetch a specific order including all steps (GET) It also handles PUT and DELETE of the order It also handles updates an existing order """ error = None editable = False order_deta...
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def distance_corr(X, Y): """ Computes the distance correlation between X and Y. Taken from pypi package dcor based on the paper: *Measuring and testing dependence by correlation of distances* by Gábor et Al (2007) Parameters ---------- X : numpy array like object where the rows correspon...
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import json def pinyin_dict_affiche(request): """recevoir les valeurs des formulaires front-end via POST et transmission des informations pinyin analysées au front-end Args: request (QueryDict): les valeurs des formulaires front-end Returns: data_pinyin (JSON): ...
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def diff_sort(matrices, x, softmax=softmax): """ Approximate differentiable sort. Takes a set of bitonic sort matrices generated by bitonic_matrices(n), sort a sequence x of length n. Values may be distorted slightly but will be ordered. """ for l, r, map_l, map_r in matrices: a, b = l @ x,...
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def searchwiki(txt, lang='en'): """ parse wiki data. """ input = [] for i in txt.split(): if i.startswith('-'): if len(i) != 3: continue else: lang = i[1:] continue input.append(i.strip().capitalize()) what = "_".join(input) url = u'http://%s....
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import torch def test(): """Runs the model on the test data.""" modelA.eval() modelB.eval() test_loss = [] errors = [] with torch.no_grad(): for batch_idx, data in enumerate(test_loader): data = data.permute(0, 3, 1, 2) dataA = data[:, modA].float().to(device1) ...
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def ifgcfg_exists(ifgcfg_id, version): """Return True if ifg-cfg exists.""" query = { "query": { "ids": { "values": [ifgcfg_id], } }, "fields": [] } index = "grq_{}_s1-gunw-ifg-cfg".format(version) result = query_es(query, index) r...
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import sys import platform import os def find_built_exe( source, name ): """ Find an executable that was built in the repo :param source: The location of the exe's project, e.g. tools/convert :param name: The name of the exe, without any platform-specific extensions like .exe :return: The full pa...
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def calibration_image(file_name, coordinates): """calibrate a source image Arguments: file_name {int} -- image index coordiantes {list} -- list of coordinates for homography to plot """ prefix_length = 6 - len(str(file_name)) source = path_to_image + str(0)*prefix_length + str(file_...
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import codecs import logging def decompress(structure: Value): """ Performs decompression on the input value if the codec field has been set and is valid. If the data is being sent uncompressed already, will just reshape the data using the sizes specified in the dimension field. Parameters ------...
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import scipy def incubation_dist(t: np.ndarray) -> np.ndarray: """Incubation period as a log-normal PDF (Lauer et al., 2020). Args: t: np.array of days of incubation (i.e. days from infection to symptoms). Returns: Relative probability of the specified incubation time. """ mu = 1.621 sig = 0.418...
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def pid_from_context_or_data(value, context, **kwargs): """Get PID from marshmallow context.""" pid = (context or {}).get('pid') if pid is None: return value else: return pid.pid_value
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import io def partial_build(src, lang, bsp_c3, opt_level, march, reporter): """ Compile source and return an object """ if lang == 'c3': srcs = [ relpath('..', 'librt', 'io.c3'), bsp_c3, io.StringIO(src)] o2 = c3c( srcs, [], march, opt_level=opt_...
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import re def clean_phoenix_2014_trans(prediction): """ Yutong I think the format of ground truth annotation is already well processed. Some parts of predicted gloss sequence might be processed using this func. e.g. combine single char with + """ prediction = prediction.strip() prediction ...
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import six def ManagerFactory(name, superclass, qs=QuerySet): """Create a manager class, using the given superclass, and adding django_pg's specific behavior. """ # It's completely fine to use our custom manager for related fields, # and it's necessary, since we need to ensure that our custom quer...
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import math def gfit1(xi,yi,m=5): """ moments around a peak (also) rely on number of pixels left and right of the peak. Masking optional """ print("GFIT1") ipeak = yi.argmax() xpeak = xi[ipeak] ypeak = yi[ipeak] print(ipeak,xpeak,ypeak) print(xi[ipeak-m:ipeak+m]) print(yi[i...
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def characteristic_matrix_p(lambda_, d, n, theta): """Compute the characteristic matrix M_j^p for a layer of a material stack and p-polarized light. Uses (4.49) to compute (4.55) from BYU optics book, edition 2015 Parameters ---------- lambda_ : `float` wavelength of light, microns d :...
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def nets_ib_by_bus_zone_with_boundary_branches( net, eq_type=None, separate_eqs=True, duplicated_boundary_bus_elements=True, **kwargs): """ INPUT: **net** - pandapower net - In net.bus.zone different zones must be given. OPTIONAL: **eq_type** (str, None) - If given, equivalent eleme...
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import random def get_label_colours(num_class): """ return color code for visualizing affordance/object map """ all_label_colors = [] random.seed(255) for i in range(num_class): curr_color = [random.randint(0, 255), random.randint(0, 255), random.randint(0, 255)] all_label_colo...
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import time def timed(fn): """Simple timing decorator that stores the elapsed time as a string property called 'timed' to the fn. """ @wraps(fn) def _timer(*args, **kwargs): start = time.time() fn(*args, **kwargs) end = time.time() diff = end - start elapse...
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def get_column_letter(col_idx): """Convert a column number into a column letter (3 -> 'C') Right shift the column col_idx by 26 to find column letters in reverse order. These numbers are 1-based, and can be converted to ASCII ordinals by adding 64. """ # these indicies corrospond to A -> ZZZ ...
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def get_default_cacheinfo(): """ Return default CacheInfo """ return __cacheinfos[__SECTION_CACHE_DEFAULT]
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def get_packets_for_flows(sub, flows): """ Get packets sent from a subscriber to match a set of flows Args: sub (SubscriberContext): subscriber to send packets towards flows ([FlowDescription]): list of flows to send matching packets to Returns: list of scapy packets to send ...
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def lower_array(x1_arr, y1_arr, x2_arr, y2_arr): """function to find the lower bound of two curves(x1, y1), and (x2, y2) represented by two arrays. """ # special use: for the first comparison, if y1_arr is [], then y2_arr is passed to it x1_arr = np.asarray(x1_arr) x2_arr = np.asarray(x2_arr) y...
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import re def is_valid_hostname(hostname): """Convert domain label into IDN ACE form (handles internationalized domains and regular (ascii) domains""" hostname = from_unicode(hostname).to_text() # stackoverflow.com/a/2532344/1707152 if len(hostname) > 255: return False if hostname[-1]...
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def delBlank(strs): """ Delete all blanks in the str. """ ans = "" for e in strs: if e != " ": ans += e return ans
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def jdcnv(year, month, day, hour): """Convert Gregorian time (UTC) to Julian Date Input: year = year (scalar int) month = month 1-12 (scalar int) day = day 1-31 (scalar int) hour = fractional hour (scalar double) Output: julian = Julian Date (scalar double) Origina...
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def get_all_people(): """ You can hit the resource name without an ID to get a listing of all of that resource """ resp = session.get(GHIBLI_URL + "people") people = [Person(**json_person) for json_person in resp.json()] return people
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import itertools def generate_preset_test_translations(dimensions=3): """Generates a set of translations.""" permutations = itertools.product([0.1, -0.2, 0.5, 0.7, 0.4, -0.1], repeat=dimensions) return np.array(list(permutations))
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def closest_precise_locator_for(element: WebElement, root: WebElement = None): """Builds the most precise locator which matches `element`. If `element` does not have a role, return a semantic locator which matches the closest ancestor with a role. "Precise" means that it matches the fewest other elements, whil...
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import re def splitn(s, n): """split string s into chunks no more than n characters long""" parts = re.split("(.{%d,%d})" % (n, n), s) map(parts.remove, [""] * parts.count("")) return parts
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import os def load_output(data_path, provinces, notrade=True): """Read output from disaggregation process and translate to usable pandas DataFrame Parameters - data_path - String name of data path - provinces - pandas DataFrame with provincial/regional data - notrade - Boolean to spec...
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def skinHasImage(image): """ Returns ``True`` if the image file exists in the skin. :param image: string - image filename .. note:: If the media resides in a subfolder include it. (eg. home-myfiles\home-myfiles2.png). You can use the above as keywords for arguments. example:: exi...
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def is_date(string, fuzzy=False): """ return whether the string can be interpreted as a date """ try: parse(string, fuzzy=fuzzy) return True except ValueError: return False
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from pathlib import Path import copy def known_good_image_archive(request, tmp_path: Path) -> TypingKnownGoodImageArchive: """Provides 'known good' metadata for a local image that can be modified.""" path_destination = tmp_path.joinpath(request.param["resource"]) path_source = get_test_data_path(request, ...
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import csv def LoadMOS(mos_csv): """Load a csv file withMOS scores. Args: mos_csv: Path to a csv file that has degraded and MOS. Returns: Dictionary with filename keys and MOS values """ mos_dict = {} with open(mos_csv, 'r') as csvfile: mos_reader = csv.reader(csvfile) for row in mos_rea...
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from edge.models import Genome def import_gff(name, fn): """ Creates a new genome using the specified GFF file. name: Name of genome fn: path to GFF file """ if Genome.objects.filter(name=name).count() > 0: raise Exception('There is already a genome named "%s"' % (name,)) g = Ge...
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import optparse import logging import os import sys def main(config_path=None): """ The main entry point for the unix version of dogstatsd. """ COMMANDS_START_DOGSTATSD = [ 'start', ] parser = optparse.OptionParser("%prog [{commands}]".format(commands='|'.join(Dogstatsd.COMMANDS))) parser...
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import unicodedata def url_is_invalid_unicode(url_string): """ Check for unicode control characters in URL """ for x in str(url_string): if unicodedata.category(x)[0] == "C": return True return False
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import functools def fn_with_custom_grad(grad_fn, use_global_vars=False, use_entire_scope=False): """Decorator to create a subgraph with a custom gradient function. The subgraph created by the decorated function is NOT put in a Defun and so does not suffer from the limitations of the Defun (all subgraph o...
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import logging def _monkey_patch_dataset_method(strategy): """Monkey-patch `strategy`'s `make_dataset_iterator` method.""" def make_dataset(self, dataset): logging.info('Using pure synthetic data.') with self.scope(): if self.extended._global_batch_size: # pylint: disable=protected-access r...
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def _xvert(cls, result_item, generate_links=True): """ converts the response object into Json :param generate_links: if True, it will add the HATEOAS links to the response :param result_item: the actual item which will get converted :return: """ if isinstance(result_item, Model): mo...
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def Gamma_correction(low_frequency, alpha=0.5): """ Adjust the coefficient of low frequency component using Gamma correction. :param low_frequency: the low frequency component of the image calculated with Shearlet transformation. :param alpha: adjustment factor with a range from 0 to 1, in addition, it ...
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def assign_first_visit(df: DataFrame, column_name_to_assign: str, id_column: str, visit_date_column: str) -> DataFrame: """ Assign column to represent number of participants in household Parameters ---------- df column_name_to_assign id_column visit_date_column """ window = Windo...
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import msgpack def _msgpack_ext_pack(x): """Msgpack encoders for custom types.""" if isinstance(x, complex): return msgpack.ExtType(_MsgpackExtType.native_complex, msgpack.packb((x.real, x.imag))) if isinstance(x, jax.ShapedArray): return msgpack.ExtType(_MsgpackExtType.shaped...
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