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from typing import Optional from typing import Dict def from_file(archive: PathOrTarFile) -> Optional[Dict]: """Load and parse CRAN package archive Args: archive (PathOrTarFile): path to archive or `tarfile.TarFile` instance Returns: (dict): Dictionary of R package metadata """ re...
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from google.cloud import bigquery def to_google_cloud_bigquery(pandas_gbq_schema): """Given a schema in pandas-gbq API format, return a sequence of :class:`google.cloud.bigquery.schema.SchemaField`. """ # Need to convert from JSON representation to format used by client library. schema = add_defa...
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def update_exception_behavior(behavior_input, id): """ Executes a "update exception behavior" mutation with graphql-client :param behavior_input: the behavior input :param id: The id of the behavior to update :return: Server response """ behavior_variables = { "behaviorInput": behavi...
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def ps_dim(tasks): """ Dimension a Polling Server such that it fits into the provided task set. Parameters ---------- tasks : list of pSyCH.tasks.Periodic Task set whose schedulability is to be checked. Returns ------- sched : bool True if the task set is schedulable, F...
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def signature(obj, *, follow_wrapped=True): """Get a signature object for the passed callable.""" return Signature.from_callable(obj, follow_wrapped=follow_wrapped)
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def create_sys(Model, size, epsi, dens, init, bd_cond='periodic'): """Creates a instance of the LdftModel `Model` under the parameters `size`, `epsi`, `dens`. The `init`-parameter determines the initial density profile of the created system. Parameters ---------- Model : `class` The...
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def limit(resource, value): """ Check if this is a valid limit for the number of matching resources to be specified. :param resource: :type resource: :param value: specified limit :type value: int :return: True if valid limit, False otherwise :rtype: bool """ return value > 0
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import gc def sequence(values, rasts): """ Iterates through a sequence of linearly interpolated rasters. Args: values: The unknown values for which new rasters will be interpolated and returned. rasts: A dictionary of the known values and rasters between which the ...
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def is_native_xmon_op(op: cirq.Operation) -> bool: """Check if the gate corresponding to an operation is a native xmon gate. Args: op: Input operation. Returns: True if the operation is native to the xmon, false otherwise. """ return isinstance(op, cirq.GateOperation) and is_native...
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def mono_extractor(b_format, azis=None, eles=None, mode='beam'): """ :param b_format: (frames, channels) IN SN3D :param mode: 'beamforming' or 'omni' :return: """ frames, channels = b_format.shape x = np.zeros(frames) if mode == 'beam': # MaxRE decoding b_format_n...
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def get_ranking_order_switches(list): """list has to be list of quadruples (obs_id, sent_id, score, rank) output from get_ranks function as in Ranking-Based Evaluation of Regression Models, Rosset et al.""" ranking_order_switches=0 #itearte over list, get observation i n = len(list) for i in ran...
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def b58_to_bytes(val: str) -> bytes: """ Convert a base 58 string to bytes """ return base58.b58decode(val)
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def generate_sphere(phi, theta, r): """ Generate points for structured grid for a spherical shell volume. This method is useful for generating a structured cylindrical mesh for VTK. :param phi: azimuthal angle array :param theta: polar angle array :param r: radius of sphere :return: grid poi...
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def get_target_langs(request): """ Get Target Languages for a CI Pipeline :param request: Request object :return: HttpResponse object """ if not request.is_ajax(): return HttpResponse("Not an Ajax Call", status=400) post_params = request.POST.dict() ci_pipeline = post_params.get...
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def page_list_return(total, current=1): """ page 分页,返回本次分页的最小页数到最大页数列表 """ min_page = current - 4 if current - 6 > 0 else 1 max_page = min_page + 6 if min_page + 6 < total else total return range(min_page, max_page + 1)
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import time def get_deployment_dates(site, node, sensor, deploy): """ Based on the site, node and sensor names and the deployment number, determine the start and end times for a deployment. :param site: Site name to query :param node: Node name to query :param sensor: Sensor name to query ...
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def delete_documents_by_filter(filters: FilterRequest): """ Can be used to delete documents from a document store. :param filters: Filters to narrow down the documents to delete. Example: '{"filters": {{"name": ["some", "more"], "category": ["only_one"]}}' To delete ...
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def ensure_credential_server_running( foreground=False, run_once=False ): """ Instantiate our credential server and keep it running. """ # is the watchdog running? pids = syndicate_watchdog.find_by_attrs( "syndicate-credential-server-watchdog", {} ) if len(pids) > 0: # it's running ret...
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import glob def load_dbc(folder, verbose=True): """ Load all dbc files from specified folder add to dbc database. Parameters ---------- folder : str Absolute or relative path to folder, which contains dbc files. verbose : bool, optional Set to False to have no readout. The def...
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def unique_timestamps(data): """ Identify unique timestamps in a dataframe :param data: dataframe. The 'Time' column is used by default :returns: returns a sorted numpy array """ unique_timestamps = sorted(data['Time'].unique()) return unique_timestamps
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def printf_format_for_type(t, types): """ Returns a format string for printing the given type (either atomic or struct). """ description = type_description(t, types) if "struct" in description: specifer = printf_format_for_struct(t, types) else: specifer = description["printf_specifi...
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def get_operator_artifact_type(operatorArtifactString): """get_operator_artifact_type takes a yaml string and determines if it is one of the expected bundle types. :param operatorArtifactString: Yaml string to type check """ # Default to unknown file unless identified artifact_type = UNKNOWN_F...
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def is_occ_conflict_exception(e): """ Is the exception an OccConflictException? :type e: :py:class:`botocore.exceptions.ClientError` :param e: The ClientError caught. :rtype: bool :return: True if the exception is an OccConflictException. False otherwise. """ is_occ = e.response['Error...
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def replace_list_element(l, before, after): """Helper function for get_cluster_idx """ for i, e in enumerate(l): if e == before: l[i] = after return l
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def hit_counter_from_list(filenames, barcode): """ :param filenames: all files from a single barcode - just the same hit_counter but for a list of filenames :param barcode: the barcode associated to our experiment :return: a dict {genome:hits} """ genomes = dict() for name in filenames: ...
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def average(v): """ :param v: a list of numerical values :return: average for a list of values expressed as a float """ return sum(v) * 1.0 / len(v)
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def get_all_projects_of_type(project_type: int): """Get the project ids for active and inactive projects in Firebase DB.""" project_id_list = [] fb_db = firebaseDB() # we neglect private projects here # since there are no projects set up in production yet status_list = ["active", "inactive"] ...
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import typing def set_engine(filename, *, resolve: bool = False, require: bool = False, title: typing.Optional[str] = None, title_memory_tag: str = _globals.MEMORY_TAG): """Return new sqlite3 engine and set it as default engine for treedb.""" log.inf...
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def camel_split(string): # test: (str) -> str """ >>> print('(%s)' % ', '.join("'%s'" % s for s in camel_split('theBirdsAndTheBees'))) ('the', 'Birds', 'And', 'The', 'Bees') >>> print('(%s)' % ', '.join("'%s'" % s for s in camel_split('theBirdsAndTheBees123'))) ('the', 'Birds', 'And', 'The', 'Be...
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def iSP(a: Point, b: Point, c: Point) -> Turn: """iSP Determine the positional relationship of the three Points. Returns ------- Turn direction """ flg = sign((b - a).det(c - a)) if flg == 1: return Turn.CCW elif flg == -1: return Turn.CW else: if si...
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def generatePathsACS(ants: list, graph: np.ndarray, H: np.ndarray, P: np.ndarray, alpha: float, beta: float, decay: float, pher_init: float, Q: float, exp_heuristic: bool = True) -> list: """ Function that performs the exploration of the graph using the Ant Colony Syste...
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def get_comments(user): """Returns all of the user's comments""" comments = '' for comment in user.get_comments(limit=None): comments = comments + ' ' + comment.body return comments
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def is_supported(): """Get whether Dialite is supported for the current platform.""" return not isinstance(_the_app, StubApp)
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def _check_axes_range(axes, ndim): """ Check axes are within the number of dimensions of tensor x and normalize the negative axes. Args: axes (Union[int, tuple(int), list(int)]): Axes of the tensor. ndim (int): The number of dimensions of the tensor. Return: Axes (Union[int, tupl...
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def cm_LU_USGS24(): """Land use colormap. https://github.com/blaylockbk/pyBKB_v2/blob/master/BB_cmap/landuse_colormap.py # MUST SET VMAX AND VMIN LIKE THIS TO SCALE COLOR RANGE CORRECTLY cm, labels = LU_MODIS21() plt.pcolormesh(LU_INDEX, cmap=cm, vmin=1, vmax=len(labels) + 1) """ C =...
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import functools def lazy_value(fce): """ The decorator for only once computed value. Same a functools.cache, but there is no need to take care of arguments. """ x = [] """ Hack for staticmethod decorator, which is in fact binded by the descriptor protocol """ if isinstance(fce, staticmet...
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def identity_by_descent(dataset, maf=None, bounded=True, min=None, max=None) -> Table: """Compute matrix of identity-by-descent estimates. .. include:: ../_templates/req_tvariant.rst .. include:: ../_templates/req_biallelic.rst Examples -------- To calculate a full IBD matrix, using minor al...
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def sanitize_cloud(cloud: str) -> str: """Fix rare cloud layer issues""" if len(cloud) < 4: return cloud if not cloud[3].isdigit() and cloud[3] not in ("/", "-"): # Bad "O": FEWO03 -> FEW003 if cloud[3] == "O": cloud = cloud[:3] + "0" + cloud[4:] # Move modifiers ...
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def list_permission(request): """显示权限名称的列表""" tpl_name = 'user/list_permission.html' perms = Permission.objects.all() info = {'perms':perms} return render(request,tpl_name,info)
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def compute_sphercial_clustering_loss(centroids, features, batch_memberships): """Compute repulsive chain loss Args: features: [B, C] l2 normalized data, cf) B: batch size, C: feature dimension memberships (int): [B, ] current membership centroids: [K, C] cluster centers ...
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from typing import Union import typing def av_client_start( tutk_platform_lib: CDLL, session_id: Union[int, c_int], username: bytes, password: bytes, timeout_secs: int, channel_id: int, ) -> typing.Tuple[c_int, c_uint]: """Start an AV client. Start an AV client by providing view accou...
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def balance_data(data): """ DEPRECATED """ survived, died = count_survivors(data['Survived']) remove_n = abs(survived - died) dropId = [] if survived > died: dropid = np.random.choice(data[data['Survived'] == 1].index, remove_n, replace=false) elif survived < died: dropId = np.ra...
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def log_concave_rejection_sampler( mode, prob_fn, dtype, sample_shape=(), distribution_minimum=None, distribution_maximum=None, seed=None): """Utility for rejection sampling from log-concave discrete distributions. This utility constructs an easy-to-sample-from upper bound for a discret...
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import time def login(user_name, password): """ This function takes user name and password to login into Github account. Args: :param user_name: Github username :param password: Github password Returns: error_dict (dict): If it's logged in successfully or not wi...
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def make_tukey(n, a=0.5): """Make a tukey window Args: n (int): Number of points a (float, optional): Width of window. Defaults to 0.5. Returns: np.array: Weights """ x = np.arange(n) weights = np.ones_like(x, dtype=float) weights[0:int(a*n/2)] = 1/2*(1-np.cos(2*np....
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def linear_gradient(start_hex: str, finish_hex: str = "#FFFFFF", n: int = 11) -> color_dict: """ returns a gradient list of (n) colors between two hex colors. start_hex and finish_hex should be the full six-digit color string, including the number sign ("#FFFFFF") """ # Starting and ending colors in...
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def bast_label_to_number(annotation, label): """Given an annotation file and a label convert it to its corresponding number for the BAST dataset.""" return bast_label_to_number_dict(annotation).get(label, None)
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def function_with_exception(val): """Return a `val` if it is non-negative""" if val < 0: raise ValueError("val cannot be negative.") return val
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def _c(obj: model.Component): """Convert :class:`.Component`.""" # Raises AttributeError if the concept_identity is missing return str(obj.concept_identity.id)
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import copy def get_power_instance(wildcards): """ Returns a formatted template Arguments: rest_base - Base URL of the RESTful interface ident - Identifier of the chassis """ c = copy.deepcopy(_TEMPLATE) c['@odata.context'] = c['@odata.context'].format(**wildcards) c[...
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import pyspark.sql.functions as fn from pyspark.sql import Window def get_user_history(history_type): """ :param history_type: 'click' or 'top' or 'play' :return: """ spark.sql('use {}'.format(user_pre_db)) if history_type == 'play': tmp_df = spark.sql('select user_id, movie_id, cate_i...
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def display_on_frame(self, image, left_curverad, right_curverad, car_off): """ Display texts on image using passed values """ font = cv2.FONT_HERSHEY_COMPLEX curve_disp_txt = 'Curvature: Right = ' + str(np.round(right_curverad,2)) + 'm, Left = ' + str(np.round(left_curverad,2)) +...
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from pathlib import Path def path_is_relative_to(path: Path, other: PathOrStr) -> bool: """ This is copied from :meth:`pathlib.PurePath.is_relative_to` to support older Python versions (before 3.9, when this method was introduced). """ try: path.relative_to(other) return True e...
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def generate_tokens( parser, lines, flags, keywords): """ This is a rewrite of pypy.module.parser.pytokenize.generate_tokens since the original function is not RPYTHON (uses yield) It was also slightly modified to generate Token instances instead of the original 5-tuples -- it's now a 4-tuple of ...
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def get_days_word_ending(days: int) -> str: """Определяет окончание слова "дня", "дней" и т.д. в зависимости от входящего числа""" last_numeral = days % 10 prelast_numeral = days % 100 prelast_numeral = prelast_numeral // 10 if prelast_numeral == 1: return 'дней' if last_numeral == 0 or ...
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def _init_hoomd_rb_torsions(structure, ref_energy=1.0): """RB dihedrals (implemented as OPLS dihedrals in HOOMD).""" # Identify the unique dihedral types before setting dihedral_type_params = {} for dihedral in structure.rb_torsions: t1, t2 = dihedral.atom1.type, dihedral.atom2.type t3, ...
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def moments(data): """Returns (height, x, y, width_x, width_y) the gaussian parameters of a 2D distribution by calculating its moments """ total = data.sum() X, Y = np.indices(data.shape) x = (X * data).sum() / total y = (Y * data).sum() / total col = data[:, int(y)] width_x = np.sqr...
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def compute_throughputs(batch_size, gpu_times): """ Given a batch size and an array of time running on GPU, returns an array of throughputs """ return [batch_size / gpu_times[i] * 1000 for i in range(len(gpu_times))]
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import torch def load_trained_model(args, config_class, model_class, label_count_info, n_gpu, device): """Load trained model for evaluation""" model = _build_pretrained_model(args, config_class, model_class, label_count_info) model.to(device) model_path = args.output_dir + "/epoch_%d" % args.load_n_e...
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import re def parse_filter_field(string_filters) -> dict: """ Parses string with sets of name, value and comparison into a dict Args: string_filters: A string of the form 'name=<name1>,value=<value1>,comparison=<comparison1>;name=<name2>...' Returns: A dict of the form {<name1>:[{'Val...
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def convert_to_one_hot(integer_vector, dtype=None, max_labels=None, mode='stack', sparse=False): """ Formats a given array of target labels into a one-hot vector. Parameters ---------- max_labels : int, optional The number of possible classes/labels. This means th...
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from typing import Sequence def get_constraints( guesses: list[str], calls: list[Sequence[Call]] ) -> tuple[dict[int, str], set[str], set[str]]: """Get constraints.""" positions = {} appears = set() no_appears = set() for call, guess in zip(calls, guesses): for i, c, x in zip(itt.count...
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def apply_trained_model( trained_model_object, input_table, feature_names, replace_missing, standardize, transform_via_svd, replacement_dict_for_training_data=None, standardization_dict_for_training_data=None, svd_dict_for_training_data=None): """Uses a trained model to make predicti...
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def extract_host(host, level='backend', default_pool_name=False): """Extract Host, Backend or Pool information from host string. :param host: String for host, which could include host@backend#pool info :param level: Indicate which level of information should be extracted from host string....
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from medtagger.api.rest import app from typing import Any def get_api_client() -> Any: """Return API client for testing purpose.""" app.testing = True return app.test_client()
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def verify_ospf3_metric(device, interface, metric, max_time=60, check_interval=10): """Verify the OSPF3 metric Args: device (obj): Device object interface (str): Interface name metric (str): ...
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import weakref def copy_cache( cache: t.Optional[t.MutableMapping], ) -> t.Optional[t.MutableMapping[t.Tuple[weakref.ref, str], "Template"]]: """Create an empty copy of the given cache.""" if cache is None: return None if type(cache) is dict: return {} return LRUCache(cache.capac...
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def get_plugins(metadata): """Return the registered plugins. Load and return all registered plugins. """ plugins = load_plugins() if not plugins: raise NoPluginsError("No plugins found") results = [] for p in sorted(plugins.get_all(), key=attrgetter("name")): if metadata: ...
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def _ConvertUnmatchedResultsToStringDict(unmatched_results): """Converts |unmatched_results| to a dict of strings for reporting. Args: unmatched_results: A dict mapping builder names (string) to lists of data_types.Result who did not have a matching expectation. Returns: A string dictionary repr...
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def get_color(r, g, b, a): """ converts rgba values of 0 - 255 to the equivalent in 0 - 1 """ return (r / 255.0, g / 255.0, b / 255.0, a / 255.0)
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import re def escape_version(version): """ Escaped version in wheel filename. Doesn't exactly follow the escaping specification in :pep:`427#escaping-and-unicode` because this conflicts with :pep:`440#local-version-identifiers`. """ return re.sub(r"[^\w\d.+]+", "_", version, flags=re.UNICODE)
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def union_degree(node_df, edge_df, degree_df, OD_full_path): """ Inputs: node_df, edge_df - the node and edge specific df from get_specific_df OD_full_path - output of shortest_path degree_df - output of get degree df Outputs: edge_degree_df, node_degr...
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def paths(resources, resource_strip_prefix): """Return a list of path tuples (target, source) where: target - is a path in the archive (with given prefix stripped off) source - is an absolute path of the resource file Tuple ordering is aligned with zipper format ie zip_path=file Args: ...
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from typing import Optional import json import yaml from typing import cast def get_content(extra_file: ExtraFileTypeDef) -> Optional[str]: """Get serialized content based on content_type. Args: extra_file: The extra file configuration. Returns: Serialized content based on the content_ty...
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def to_bs(): """Example Registry Pipeline that loads existing pipelines""" return [("pbsmrtpipe.pipelines.dev_04:pbsmrtpipe.tasks.dev_hello_world:0", "pbsmrtpipe.tasks.dev_txt_to_fasta:0")]
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def get_total_reflectance(mco_filename): """ extract reflectance from mco file. Attention: mco_filename specifies full path. Returns: the reflectance """ return get_diffuse_reflectance(mco_filename) + \ get_specular_reflectance(mco_filename)
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import random def mutate(c, gp, pmut): """Mutation of chromosome Based on the probability to mutate, it selects a random gene to change. It selects a random other creature to take a new gene from a gene pool. Args: c: creature's chromosme to be changed. gp: gene pool to select from. ...
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import numpy def _(shape: numpy.ndarray): """ If a shape is an array of points, compute the minima/maxima or let it pass through if it's 1 dimensional & length 4 """ if (shape.ndim == 1) & (len(shape) == 4): return shape return numpy.array([*shape.min(axis=0), *shape.max(axis=0)])
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def selectHierarchy(node): """ get the hierarchy of the current given object :param node: the object to search through :type node: string :return: list of the objects children and current object included :rtype: list """ ad = cmds.listRelatives(node, ad=1, f=1) or [] ad.append(node[0]) ...
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import logging import http def logErrorAndReturnOK(error_msg='Error found in Task'): """Logs the given error message and returns a HTTP OK response. Args: error_msg: Error message to log """ logging.error(error_msg) return http.HttpResponse()
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def make_std_gaussian(var_names): """ Make a d dimensional standard Gaussian. :param var_names: The variable name of the factor. :type var_names: str list :return: The standard Gaussian :rtype: Gaussian """ assert var_names, "Error: var_names list cannot be empty." dim = len(var_nam...
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def has_prefix(sub_s): """ :param sub_s: (str) A substring that is constructed by neighboring letters on a 4x4 square grid :return: (bool) If there is any words with prefix stored in sub_s """ # In order to accelerate program for i in lis: if i.startswith(sub_s) is True: return True return False
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def sum_numbers_loop(n: int) -> int: """ BIG-O Notation = O(n) """ result = 0 for i in range(n + 1): result += i return result
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import itk def range(imageOrFilter) : """Return the range of values in a image of in the output image of a filter The minimum and maximum values are returned in a tuple: (min, max) range() take care of updating the pipeline """ img = image(imageOrFilter) img.UpdateOutputInformation() img.Update() c...
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import uuid def get_unique_id(): """Generate and set unique identifier of length 10 integers""" identifier = uuid.uuid4() return str(identifier.int)[:10]
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import scipy def erb_fir_filters(signal, edges, fs): """ Generates a bank of FIR filters for a given set of erb edges following the approach of Hopkins et al. (2010), such that each filter has a response of -6 dB (relative to the peak response) at the frequencies at which its response intersects wit...
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def restart(*args, **kwargs): """Return an instance of this to restart a workflow with the new input.""" return restart_type(args, kwargs)
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def FourierMaskRandom(width, height,proportion, R): """ Create a random sampling pattern where each point is sampled from : 1 if r < R 1/(1-r)**2 if r > R with 0<R<1 Args: width (int): Size of output mask in x...
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def get_shapes_from_group(group): """ Gets all object shapes existing inside the given group :param group: maya transform node :type group: str :return: list of shapes objects :rtype: list str .. important:: only mesh shapes are returned for now """ # checks if exists inside maya sce...
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def bond_quatinty(price, investment, minimum_fraction=0.1): """ Computes the quantity of bonds purchased given the investment, bond price per unit, and the minimum fraction of a bond that can be purchased :param investment: Amount of money that will be invested :param minimum_fraction:...
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def find_template(templates_list, template_name): """ Function returns copy of a template with a name template_name from templates_list. """ result_list = [template for template in templates_list if template_name == template['name']] return deepcopy(result_list[0]) if result_list else {"template":{}...
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def dct_compress(X, n_components, window_size=128): """ Compress using the DCT Parameters ---------- X : ndarray, shape=(n_samples,) The input signal to compress. Should be 1-dimensional n_components : int The number of DCT components to keep. Setting n_components to about ...
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def nan_divide(a: NDArrayOrFloat, b: NDArrayOrFloat) -> NDArrayOrFloat: """Helper function to avoid divide by zero in arrays and floats. Args: a: Numerator b: Denominator Returns: a/b replace div0 by np.nan """ bc_shp = check_broadcastable(a=a, b=b) return np.divide(a, b,...
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def get_folder_sessions(id): """ Get a list of sessions in the given folder To fetch all elements, this endpoint can be called multiple times, starting at pageNumber = 0 and incrementing the page number until no results are returned. """ url = "{}/{}/sessions".format(panopto_url("folders"),...
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def neighbours(image, i, j): """Define neighbours of the current pixel Arguments: image {numpy.ndarray} -- image i {int} -- row coordinate of the pixel j {int} -- column coordinate of the pixel Returns: list -- list of pixels that are neighbours of current pixel ...
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def mutation_delete_musicplaylist(identifier: str): """Returns a mutation for deleting a musicplaylist object based on the identifier. Arguments: identifier: The unique identifier of the musicplaylist object. Returns: The string for the mutation for deleting the musicplaylist object based ...
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import re def check_for_repeating_characters(tokens, character): """ References: :func:`re.findall` Args: tokens (): character (): Returns: """ replacements = [] pattern = "([" + character + "{2,}]{2,4})" for token in tokens: if len(token) > 12: ...
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import hashlib def md5sum(filename): """ Compute the MD5 hash for a given filename """ blocksize = 65536 hasher = hashlib.md5() with open(filename, "rb") as fid: buf = fid.read(blocksize) while len(buf) > 0: hasher.update(buf) buf = fid.read(blocksize) retur...
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from datetime import datetime def time_stamp(): """Current time stamp""" ts = datetime.now() return ts.strftime('%d-%b-%Y %H:%M:%S')
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def fromDict(moduleDict): """Factory function recreating any moduleItem or moduleItem subtype from a dictionary-serialized representation. If implemented correctly, this should act as the opposite to the original object's toDict method. If the requested module is builtIn, return the builtIn module object of...
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