content
stringlengths
35
762k
sha1
stringlengths
40
40
id
int64
0
3.66M
def create_partial_image_rdd_decoder(key_type): """Creates a partial, tuple decoder function. Args: value_type (str): The type of the value in the tuple. Returns: A partial :meth:`~geopyspark.protobufregistry.ProtoBufRegistry.image_rdd_decoder` function that requires ``proto_bytes`...
2df5c506cf8603e9e4acbb4ccb77f8f5d830fe82
3,654,000
import json def to_json(simple_object): """ Serializes the ``simple_object`` to JSON using the EnhancedJSONEncoder above. """ return json.dumps(simple_object, cls=EnhancedJSONEncoder)
c9f8c9474210661a7b63924a72442014c831e170
3,654,001
def bootstrap_metadata(): """ Provides cluster metadata which includes security modes """ return _metadata_helper('bootstrap-config.json')
ec2294606446a9b78a603826fca6f447ed2d9bb9
3,654,002
def unique_slug(*, title: str, new_slug: str = None) -> str: """Create unique slug. Args: title: The text where the slug will be generate. new_slug: Custom slug to hard code. Returns: The created slug or hard code slug """ if new_slug is None: slug = slugify(title)...
b4e119502edf144f8393b38a47e3fbeb25335aff
3,654,003
import math def dcg(r, k=None): """The Burges et al. (2005) version of DCG. This is what everyone uses (except trec_eval) :param r: results :param k: cut-off :return: sum (2^ y_i - 1) / log (i +2) """ result = sum([(pow(2, rel) - 1) / math.log(rank + 2, 2) for rank, rel in enumerate(r[:k]...
d93c500ba55411807570c8efebdeaa49ce7fe288
3,654,004
async def detect_objects(computervision_client, image_url): """Detect objects from a remote image""" detect_objects_results_local = \ computervision_client.detect_objects(image_url) return detect_objects_results_local.objects
9adb2a3b2c08f99187159ad6a22047bbf3d4c30a
3,654,005
def rgb(r=None, g=None, b=None, smooth=True, force=True): """ Set RGB values with PWM signal :param r: red value 0-1000 :param g: green value 0-1000 :param b: blue value 0-1000 :param smooth: runs colors change with smooth effect :param force: clean fade generators and set color :retu...
5d5455a785a719e5252c3333e45c06352e8769ed
3,654,006
from .core.configs import get_configs from .core.configs import set_configs from .core.configs import del_configs def handle_config(args, configs): """Handle `view` subcommand :param args: parsed arguments :type args: `argparse.Namespace` :param configs: configurations object :type configs: `...
60fb9b289e99369a9f83bdf675a793fe85191257
3,654,007
from typing import Dict from typing import List def filter_safe_actions( action_shield: Dict[int, Dict[ActionData, int]], energy: int, bel_supp_state: int ) -> List[ActionData]: """Utility function to filter actions according to required energy for them with given action shield. Parameters ----------...
e62b24233792d4decca1bd853b6344a8541882be
3,654,008
def get_routes_by_tunnel(compute, project, region, tunnel, restore, debug): """ Filters all routes to a specific project, region and tunnel.""" match = '%s/regions/%s/vpnTunnels/%s' % (project, region, tunnel) routes_all = list_routes(compute, project, debug) routes = [] for route in routes_all: if route....
97500f97b75a225cf08329a12d841e0c92fe3c66
3,654,009
def fcard(card): """Create format string for card display""" return f"{card[0]} {card[1]}"
ca3866011b418bf35e1b076afd7134926a9382f9
3,654,010
def resetChapterProgress(chapterProgressDict, chapter, initRepeatLevel): """This method resets chapter progress and sets initial level for repeat routine. Args: chapterProgressDict (dict): Chapter progress data. chapter (int): Number of the chapter. initRepeatLevel (int): Initial level ...
e02d6e97f556a2c080c2bc273255aacedf7bb086
3,654,011
def aStarSearch(problem, heuristic=nullHeuristic): """Search the node that has the lowest combined cost and heuristic first.""" "*** YOUR CODE HERE ***" priorityqueue = util.PriorityQueue() priorityqueue.push( (problem.getStartState(), [], 0), heuristic(problem.getStartState(), problem) ) checkedsta...
0d84de971424d82020b48e35443bfe92cc2665d0
3,654,012
def gen_flag(p1=0.5, **_args): """ Generates a flag. :param p1: probability of flag = 1 :param _args: :return: flag """ return 1 if np.random.normal(0, 100) <= p1 * 100 else 0
0accef3f2fd03c4918b52db2f6c72d405243af87
3,654,013
from typing import OrderedDict import re def load_migrations(path): """ Given a path, load all migrations in that path. :param path: path to look for migrations in :type path: pathlib.Path or str """ migrations = OrderedDict() r = re.compile(r'^[0-9]+\_.+\.py$') filtered = filter( ...
5bd761e6a9ffab4aa08a473e8d2c667e7fb87813
3,654,014
def filterkey(e, key, ns=False): """ Gibt eine Liste aus der Liste C{e} mit dem Attribut C{key} zurück. B{Beispiel 1}: Herauslesen der SRS aus einer Liste, die C{dict}'s enthält. >>> e = [{'SRS':'12345', 'Name':'WGS-1'}, {'SRS':'54321', 'Name':'WGS-2'}] >>> key = "SRS" >>> filterkey(e, key) ...
f56967e9623622d2dffdb9fe6f128893df9ad798
3,654,015
def get_runtime_preinstalls(internal_storage, runtime): """ Download runtime information from storage at deserialize """ if runtime in default_preinstalls.modules: logger.debug("Using serialize/default_preinstalls") runtime_meta = default_preinstalls.modules[runtime] preinstalls ...
3e9eda4f116f0f5baf38a2fea827c575e814deaa
3,654,016
import os def update_graph(slider_value): """ Update the graph depending on which value of the slider is selected Parameters ---------- slider_value: the current slider value, None when starting the app Returns ------- dcc.Graph object holding the new Plotly Figure as given by the pl...
4a7e8939c1a86239a08f2fa460f7bf407fa5a686
3,654,017
def on_coordinator(f): """A decorator that, when applied to a function, makes a spawn of that function happen on the coordinator.""" f.on_coordinator = True return f
d9c97c47255d165c67a4eb67a18cc85c3c9b9386
3,654,018
def redirect_subfeed(match): """ URL migration: my site used to have per-category/subcategory RSS feeds as /category/path/rss.php. Many of the categories have Path-Aliases in their respective .cat files, but some of the old subcategories no longer apply, so now I just bulk-redirect all unaccounted-f...
101509cbf75ce9be5307edd265988cca662a7880
3,654,019
from typing import List from typing import Tuple import random def _train_test_split_dataframe_strafified(df:pd.DataFrame, split_cols:List[str], test_ratio:float=0.2, verbose:int=0, **kwargs) -> Tuple[pd.DataFrame, pd.DataFrame]: """ ref. the function `train_test_split_dataframe` """ df_inspection = d...
82c4f2a1da3d7e7a4a854c037ab209dffe01f5b2
3,654,020
def index(): """ This route will render a template. If a query string comes into the URL, it will return a parsed dictionary of the query string keys & values, using request.args """ args = None if request.args: args = request.args return render_template("public/index.ht...
ae76de55fb9263264d87447fc2fe173ad62e3245
3,654,021
from typing import Type from typing import List def multi_from_dict(cls: Type[T_FromDict], data: dict, key: str) -> List[T_FromDict]: """ Converts {"foo": [{"bar": ...}, {"bar": ...}]} into list of objects using the cls.from_dict method. """ return [cls.from_dict(raw) for raw in data.get(key, [])]
44b9aa28d93f24cc76cddf3cba9fbcbcde937d3d
3,654,022
import inspect def infer_signature(func, class_name=''): """Decorator that infers the signature of a function.""" # infer_method_signature should be idempotent if hasattr(func, '__is_inferring_sig'): return func assert func.__module__ != infer_method_signature.__module__ try: fu...
e1ab5d9850b4a3026ecd563324026c9cd1675d31
3,654,023
def field_wrapper(col): """Helper function to dynamically create list display method for :class:`ViewProfilerAdmin` to control value formating and sort order. :type col: :data:`settings.ReportColumnFormat` :rtype: function """ def field_format(obj): return col.format.format(getattr(...
0a41b5462a6905af5d1f0cc8b9f2bdd00206e6bd
3,654,024
def is_isotropic(value): """ Determine whether all elements of a value are equal """ if hasattr(value, '__iter__'): return np.all(value[1:] == value[:-1]) else: return True
9c99855d53cf129931c9a9cb51fc491d2fe0df21
3,654,025
def grouper(iterable, n, fillvalue=None): """Iterate over a given iterable in n-size groups.""" args = [iter(iterable)] * n return zip_longest(*args, fillvalue=fillvalue)
26adffa4a3c748defe3732d5b94358dda20d095c
3,654,026
def format_gro_coord(resid, resname, aname, seqno, xyz): """ Print a line in accordance with .gro file format, with six decimal points of precision Nine decimal points of precision are necessary to get forces below 1e-3 kJ/mol/nm. @param[in] resid The number of the residue that the atom belongs to @pa...
ceeeeeafe4f7484fa17ee4ebd79363209c8f7391
3,654,027
def return_as_list(ignore_nulls: bool = False): """ Enables you to write a list-returning functions using a decorator. Example: >>> def make_a_list(lst): >>> output = [] >>> for item in lst: >>> output.append(item) >>> return output Is equivalent to: >>> @retur...
5f5f089e5664ffbbd5d78a71bf984909e677bcc5
3,654,028
def get_pingback_url(target_url): """ Grabs an page, and reads the pingback url for it. """ logger.debug("get_pingback_url called...") logger.debug("grabbing " + str(target_url)) html = urlopen(target_url).read() logger.info( "Got %d bytes" % len(html)) soup = bs(html, 'html.parser') ...
cfca2962cf7fee480bae1c0654358dec70906fdd
3,654,029
def assemble_insert_msg_content(row, column, digit): """Assemble a digit insertion message.""" return str(row) + CONTENT_SEPARATOR + str(column) + CONTENT_SEPARATOR + str(digit)
5c4a40aedf4569a8f12793356c2cbedecf32d839
3,654,030
from typing import Union def get_difference_of_means(uni_ts: Union[pd.Series, np.ndarray]) -> np.float64: """ :return: The absolute difference between the means of the first and the second halves of a given univariate time series. """ mid = int(len(uni_ts) / 2) return np.abs(get_mean(...
5e7e709afffde843f3f1be7941c620d4f248e8b4
3,654,031
def user_collection(): """ 用户的收藏页面 1. 获取参数 - 当前页 2. 返回数据 - 当前页 - 总页数 - 每页的数据 :return: """ user = g.user if not user: return "请先登录" # 获取当前页 page = request.args.get('p', 1) page_show = constants.USER_COLLECTION_MAX_NEWS # 校验参数 t...
d5ad3a3121dfc169952cad514b3fa930662dd2af
3,654,032
def activity(*, domain, name, version): """Decorator that registers a function to `ACTIVITY_FUNCTIONS` """ def function_wrapper(func): identifier = '{}:{}:{}'.format(name, version, domain) ACTIVITY_FUNCTIONS[identifier] = func return function_wrapper
1529c19b8d1d5be02c45e87a446abf62aafc143a
3,654,033
def OEDParser(soup, key): """ The parser of Oxford Learner's Dictionary. """ rep = DicResult(key) rep.defs = parseDefs(soup) rep.examples = parseExample(soup) return rep
21b4670047e06f1251e70e09aed5da4dba0449ec
3,654,034
def X_SIDE_GAP_THREE_METHODS(data): """ Upside/Downside Gap Three Methods :param pd.DataFrame data: pandas DataFrame with open, high, low, close data :return pd.Series: with indicator data calculation results """ fn = Function('CDLXSIDEGAP3METHODS') return fn(data)
87d3ca966d13756c3cd2bf15647a4d696f1e1f02
3,654,035
def fix_legacy_database_uri(uri): """ Fixes legacy Database uris, like postgres:// which is provided by Heroku but no longer supported by SqlAlchemy """ if uri.startswith('postgres://'): uri = uri.replace('postgres://', 'postgresql://', 1) return uri
aa3aa20110b7575abf77534d08a35dccb04b731d
3,654,036
def create_need(): """ Créé le besoin en db :return: """ student = Student.query.filter_by(id_user=session['uid']).first() title = request.form.get('title') description = request.form.get('description') speaker_id = request.form.get('speaker_id') estimated_tokens = int(request.form....
d8af541668818e1ed40382b4ed457ac819ab3ce6
3,654,037
def insert_rolling_mean_columns(data, column_list, window): """This function selects the columns of a dataframe according to a provided list of strings, re-scales its values and inserts a new column in the dataframe with the rolling mean of each variable in the column list and the provided window le...
fd37ca307aaa0d755cd59aa69320003d02cb677a
3,654,038
def get_url_names(): """ Получение ссылок на контент Returns: Здесь - список файлов формата *.str """ files = ['srts/Iron Man02x26.srt', 'srts/Iron1and8.srt'] return files
4ee8fdd5ab9efc04eda4bfe1205e073064030520
3,654,039
from datetime import datetime def unix_utc_now() -> int: """ Return the number of seconds passed from January 1, 1970 UTC. """ delta = datetime.utcnow() - datetime(1970, 1, 1) return int(delta.total_seconds())
b9768b60cf6f49a7cccedd88482d7a2b21cf05a2
3,654,040
from typing import Set def _preload_specific_vars(env_keys: Set[str]) -> Store: """Preloads env vars from environ in the given set.""" specified = {} for env_name, env_value in environ.items(): if env_name not in env_keys: # Skip vars that have not been requested. continue...
6eb6c09f56235b024f15749d8ec65e8801991b43
3,654,041
import re def _format_workflow_id(id): """ Add workflow prefix to and quote a tool ID. Args: id (str): ... """ id = urlparse.unquote(id) if not re.search('^#workflow', id): return urlparse.quote_plus('#workflow/{}'.format(id)) else: return urlparse.quote_plus(id)
ea6b6f83ef430128c8a876c9758ce3d70b1bef63
3,654,042
def calc_log_sum(Vals, sigma): """ Returns the optimal value given the choice specific value functions Vals. Parameters ---------- Vals : [numpy.array] A numpy.array that holds choice specific values at common grid points. sigma : float A number that controls the variance of the ...
18f71725ea4ced0ea5243fb201f25ae636547947
3,654,043
def comment_create(request, post_pk): """記事へのコメント作成""" post = get_object_or_404(Post, pk=post_pk) form = CommentForm(request.POST or None) if request.method == 'POST': comment = form.save(commit=False) comment.post = post comment.save() return redirect('blog:post_detail'...
fe6357cfcff1a522064ad9f49b030cf63a02b575
3,654,044
import torch def tensor_from_var_2d_list(target, padding=0.0, max_len=None, requires_grad=True): """Convert a variable 2 level nested list to a tensor. e.g. target = [[1, 2, 3], [4, 5, 6, 7, 8]] """ max_len_calc = max([len(batch) for batch in target]) if max_len == None: max_len = max_len_...
2aa5fcc5b2be683c64026126da55330937cd8242
3,654,045
from web3.middleware import geth_poa_middleware def make_w3(gateway_config=None): """ Create a Web3 instance configured and ready-to-use gateway to the blockchain. :param gateway_config: Blockchain gateway configuration. :type gateway_config: dict :return: Configured Web3 instance. :rtype: :...
85119161c7842319718e7075192b277f810b4328
3,654,046
def _log2_ratio_to_absolute(log2_ratio, ref_copies, expect_copies, purity=None): """Transform a log2 ratio to absolute linear scale (for an impure sample). Does not round to an integer absolute value here. Math:: log2_ratio = log2(ncopies / ploidy) 2^log2_ratio = ncopies / ploidy ...
939a9e4ccb0a1fe9c8c2e6f369bb23c556f04a14
3,654,047
def fixt(): """ Create an Exchange object that will be re-used during testing. """ mesh = df.UnitCubeMesh(10, 10, 10) S3 = df.VectorFunctionSpace(mesh, "DG", 0) Ms = 1 A = 1 m = df.Function(S3) exch = ExchangeDG(A) exch.setup(S3, m, Ms) return {"exch": exch, "m": m, "A": A, ...
4e46550f1ef9e821e459612b82c0410b7459b09b
3,654,048
def touch_emulator(ev, x, y): """ This emulates a touch-screen device, like a tablet or smartphone. """ if ev.type == pygame.MOUSEBUTTONDOWN: if ev.button != 1: return None, x, y elif ev.type == pygame.MOUSEBUTTONUP: if ev.button != 1: return None, x, y ...
826b17c7bc9089acebdf3e1ea64fa0613e13e8ea
3,654,049
import sys def check_python_version() -> bool: """Check minimum Python version is being used. Returns: True if version is OK. """ if sys.version_info.major == 3 and sys.version_info.minor >= 6: return True logger.error( "Aborting... Python version 3.6 or greater is required...
3ca8296e72a380f86744460ec88cccae1fd58be4
3,654,050
def invert_dict(d): """ Invert dictionary by switching keys and values. Parameters ---------- d : dict python dictionary Returns ------- dict Inverted python dictionary """ return dict((v, k) for k, v in d.items())
c70bfdb5ffa96cf07b1a4627aa484e3d5d0f4fea
3,654,051
def atom_present_in_geom(geom, b, tol=DEFAULT_SYM_TOL): """Function used by set_full_point_group() to scan a given geometry and determine if an atom is present at a given location. """ for i in range(len(geom)): a = [geom[i][0], geom[i][1], geom[i][2]] if distance(b, a) < tol: ...
ad4afd6ca3d419b69ef502d64e3e66635485d340
3,654,052
import locale def atof(value): """ locale.atof() on unicode string fails in some environments, like Czech. """ if isinstance(value, unicode): value = value.encode("utf-8") return locale.atof(value)
b0b2d2ea70c5e631ad2a1d25eb5c55d06cbdac1e
3,654,053
def r_group_list(mol, core_mol): """ This takes a mol and the common core and finds all the R-groups by replacing the atoms in the ligand (which make up the common core) with nothing. This fragments the ligand and from those fragments we are able to determine what our R-groups are. for any comm...
16df0f54a5bf374bd1e77d3443baa42aab2dd231
3,654,054
def set_execution_target(backend_id='simulator'): """ Used to run jobs on a real hardware :param backend_id: device name. List of available devices depends on the provider example usage. set_execution_target(backend_id='arn:aws:braket:::device/quantum-simulator/amazon/sv1') """ global dev...
2efb44723a804e39d998ddc3e7a7c3bdaa0440db
3,654,055
def segregate(str): """3.1 Basic code point segregation""" base = bytearray() extended = set() for c in str: if ord(c) < 128: base.append(ord(c)) else: extended.add(c) extended = sorted(extended) return bytes(base), extended
e274393735bf4f1d51a75c73351848cbfdd5f81f
3,654,056
def count_tetrasomic_indivs(lis) -> dict: """ Count number of times that a chromosome is tetrasomic (present in four copies) :returns counts_of_tetrasomic_chromosomes""" counts_of_tetrasomic_chromosomes = {k: 0 for k in chr_range} for kary_group in lis: for index, chr_type in enumerate(chr_rang...
598cd10bdbaeea061be0e259de756beba9d248b7
3,654,057
def make_image_grid(images: np.ndarray, nrow: int = 1) -> np.ndarray: """Concatenate multiple images into a single image. Args: images (np.array): Images can be: - A 4D mini-batch image of shape [B, C, H, W]. - A 3D RGB image of shape [C, H, W]. ...
1b367392c275a44e5c23ce19c96f5727015285f5
3,654,058
def drive_time_shapes(drive_time): """Simplify JSON response into a dictionary of point lists.""" isochrones = {} try: for shape in drive_time['response']['isoline']: uid = str(int(shape['range'] / 60)) + ' minutes' points = shape['component'][0]['shape'] point...
f8f5074d5326ba598c083fdcc228bdfb69f427a5
3,654,059
def compute_transformation_sequence_case_1(cumprod, local_shape, ind, sharded_leg_pos, pgrid): """ Helper function for `pravel`, see `pravel` for more details. """ ops = [] ndev = np.prod(pgrid) if ndev % cumprod[ind - 1] != 0: raise ValueError("reshaping not p...
0f88967a2fcc132af753a2c5dfbf2a9b8087877a
3,654,060
def fix_join_words(text: str) -> str: """ Replace all join ``urdu`` words with separate words Args: text (str): raw ``urdu`` text Returns: str: returns a ``str`` object containing normalized text. """ for key, value in WORDS_SPACE.items(): text = text.replace(key, value...
a13040b420db5b0daf27f3a2f6a1e93a9188c312
3,654,061
def degree_of_appropriateness(attr_list,data_list,summarizers,summarizer_type,t3,letter_map_list,alpha_sizes,age,activity_level,flag=None,goals=None): """ Inputs: - data: the database - summarizer: the conclusive phrase of the summary - summarizer_type: the type of summarizer - t3: the degree o...
60e34efcd3ca45471acc53202d243f6e55813179
3,654,062
import statistics def constitutive_exp_normalization_raw(gene_db,constitutive_gene_db,array_raw_group_values,exon_db,y,avg_const_exp_db): """normalize expression for raw expression data (only for non-baseline data)""" #avg_true_const_exp_db[affygene] = [avg_const_exp] temp_avg_const_exp_db={} for...
38d5d39cb6a5532b84f08ddd0fbb27335e45897b
3,654,063
def parse_rummager_topics(results): """ Parse topics from rummager results """ pages = [] for result in results: pages.append( Topic( name=result['title'], base_path=result['slug'], document_type=DocumentType[result['format']] ...
d88355014c4a74e1ca7ca2ca1389850cba550612
3,654,064
def format_last_online(last_online): """ Return the upper limit in seconds that a profile may have been online. If last_online is an int, return that int. Otherwise if last_online is a str, convert the string into an int. Returns ---------- int """ if isinstance(last_online, str): ...
335ed9a37062964b785c75246c9f23f678b4a90e
3,654,065
from datetime import datetime import pkg_resources import requests import json def get_currency_cross_historical_data(currency_cross, from_date, to_date, as_json=False, order='ascending', interval='Daily'): """ This function retrieves recent historical data from the introduced `currency_cross` from Investing ...
6a01f89b128842497e76d0a3497b204ac6641080
3,654,066
def load_target(target_name, base_dir, cloud=False): """load_target load target from local or cloud Parameters ---------- target_name : str target name base_dir : str project base directory cloud : bool, optional load from GCS, by default False Returns ------- ...
2ea76be87afdf524b45f26e9f8271ec973e0951a
3,654,067
def gradient(pixmap, ca, cb, eff, ncols): """ Returns a gradient width the start and end colors. eff should be Gradient.Vertical or Gradient.Horizontal """ x=0 y=0 rca = ca.red() rDiff = cb.red() - rca gca = ca.green() gDiff = cb.green() - gca bca = ca.blue()...
63406959617a7192c35e05b8efc81dcedfa7d54a
3,654,068
def option_to_text(option): """Converts, for example, 'no_override' to 'no override'.""" return option.replace('_', ' ')
4b7febe0c4500aa23c368f83bbb18902057dc378
3,654,069
def login(email, password): """ :desc: Logs a user in. :param: email - Email of the user - required password - Password of the user - required :return: `dict` """ if email == '' or password == '': return {'success': False, 'message': 'Email/Password field left blank.'} ...
3ea350984d2c4206d66136e283b4784e08606352
3,654,070
def _cons8_89(m8, L88, L89, d_gap, k, Cp, h_gap): """dz constrant for edge gap sc touching edge, corner gap sc""" term1 = 2 * h_gap * L88 / m8 / Cp # conv to inner/outer ducts term2 = k * d_gap / m8 / Cp / L88 # cond to adj bypass edge term3 = k * d_gap / m8 / Cp / L89 # cond to adj bypass corner ...
b6e8b6331be394e9a10659029143997b097fae86
3,654,071
def categories_split(df): """ Separate the categories in their own columns. """ ohe_categories = pd.DataFrame(df.categories.str.split(';').apply( lambda x: {e.split('-')[0]: int(e.split('-')[1]) for e in x}).tolist()) return df.join(ohe_categories).drop('categories', axis=1)
93e6b1dc384162b63fbf5775d168c0e693829f97
3,654,072
def build_received_request(qparams, variant_id=None, individual_id=None, biosample_id=None): """"Fills the `receivedRequest` part with the request data""" request = { 'meta': { 'requestedSchemas' : build_requested_schemas(qparams), 'apiVersion' : qparams.apiVersion, }, ...
bfb0131f3ead563ffd1840119b6f7297a466d4dc
3,654,073
def is_router_bgp_configured_with_four_octet( device, neighbor_address, vrf, max_time=35, check_interval=10 ): """ Verifies that router bgp has been enabled with four octet capability and is in the established state Args: device('obj'): device to check vrf('vrf'): vrf to...
870600a1a5c68d5a4080d8a18966ddc107ae8a72
3,654,074
import os import pickle def validate(i): """ Input: { model_name - model name: earth lm nnet ...
733de640d864d1484753e459eb3c352201546dd4
3,654,075
import six def cluster_absent( name='localhost', quiet=None): """ Machine is not running as a cluster node quiet: execute the command in quiet mode (no output) """ ret = {'name': name, 'changes': {}, 'result': False, 'comment': ''} if ...
f19c4c18cd0812ee2f4426a458cfb49e4faba5e0
3,654,076
def link_symbols_in_code_blocks(path, blocks, symbols): """Link symbols appearing a sequence of blocks.""" return [link_symbols_in_code_block(path, block, symbols) for block in blocks]
4185e9a1c9b0c8ff2748e80390763b089e9f8831
3,654,077
def cem_model_factory( env, network=mlp, network_params={}, input_shape=None, min_std=1e-6, init_std=1.0, adaptive_std=False, model_file_path=None, name='cem'): """ Model for gradient method """ def build_graph(model, network=network, input_shape=inpu...
e9327a4f3711e19e71cc16658d6e93acba29da47
3,654,078
def get_job(job_id: UUID) -> Job: """ Get job by ID. Args: job_id (UUID): ID of the job to be returned. Returns: Job """ return JobRepository.get_one_by_id(model_id=job_id)
53e70843ce18e77b17e79bac83ba0225d6087e23
3,654,079
import os def set_job_dirs(): """Sets job directories based on env variables set by Vertex AI.""" model_dir = os.getenv('AIP_MODEL_DIR', LOCAL_MODEL_DIR) if model_dir[0:5] == 'gs://': model_dir = model_dir.replace('gs://', '/gcs/') checkpoint_dir = os.getenv('AIP_CHECKPOINT_DIR', LOCAL_CH...
93d9a648c7cc89cb5bc316e0e798e8f09ea3c8b9
3,654,080
import pytz def localize_datetime(input_df, timezone=DEFAULT_TIMEZONE, tms_gmt_col=DEFAULT_TMS_GMT_COL): """ Convert datetime column from UTC to another timezone. """ tmz = pytz.timezone(timezone) df = input_df.copy() return (df.set_index(tms_gmt_col) .tz_lo...
0d6f8638199f0ccfcf61e025b38dbe84d9eab8ff
3,654,081
import contextlib import socket def get_available_port() -> int: """Finds and returns an available port on the system.""" with contextlib.closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as sock: sock.bind(('', 0)) _, port = sock.getsockname() return int(port)
c86de127fb237662052b8ce010e99d271836e1ef
3,654,082
def prettyprint_float(val, digits): """Print a floating-point value in a nice way.""" format_string = "%." + f"{digits:d}" + "f" return (format_string % val).rstrip("0").rstrip(".")
ba62671d9cb8061744fbf1e070e76c31d0ba185d
3,654,083
from typing import Any from typing import Dict def year_page(archive_id: str, year: int) -> Any: """ Get year page for archive. Parameters ---------- archive : str Must be an arXiv archive identifier. year: int Must be a two or four digit year. Returns ------- dict ...
9bd609718d782d3cca185929ebacebd0e353bb10
3,654,084
import scipy def vert_polyFit2(data, z, bin0, step=1, deg=2): """ Trying to use the vertical polynomial fit to clean up the data not reallly sure about what im doing though """ data = np.squeeze(data) z = np.squeeze(z) dz = np.nanmean(np.gradient(np.squeeze(z))) bin1 = int(np.ceil(bi...
ceeeac26b9eba625164a055deb96741c6d99702e
3,654,085
def is_downloadable(url): """ Does the url contain a downloadable resource """ h = requests.head(url, allow_redirects=True) header = h.headers content_type = header.get('content-type') print content_type if 'text' in content_type.lower(): return False if 'html' in content_typ...
74ccff9d967a3763c852a23d8775970ac9ff9e10
3,654,086
def dataframe_is_one_query_target_pair(dataframe): """ make sure there is only one query sequence and reference sequence in the given dataframe. Used to check that we aren't aggregating % identity numbers across bin alignment pairs. :param dataframe: :return: """ num_query_bins = len(d...
8a8aba9f4b2eaaca6971bf5c158d043a033d0ec8
3,654,087
def update_api_key( self, name: str, permission: str, expiration: int, active: bool, key: str = None, description: str = None, ip_list: str = None, ) -> bool: """Update existing API key on Orchestrator .. list-table:: :header-rows: 1 * - Swagger Section ...
9e37062475c3b83ab86c51355442cf6de0df1c34
3,654,088
def cleanGender(x): """ This is a helper funciton that will help cleanup the gender variable. """ if x in ['female', 'mostly_female']: return 'female' if x in ['male', 'mostly_male']: return 'male' if x in ['couple'] : return 'couple' else: return 'unknownGe...
23d71f2307aa829312f4a1d2a002ae2b55556050
3,654,089
def get_servers(): """ Retrieve all the discord servers in the database :return: List of servers """ session = Session() servers = session.query(Server).all() return servers
3953867d18c2e282ee11190a3ee1303126b2394e
3,654,090
def wait_till_postgres_responsive(url): """Check if something responds to ``url`` """ engine = sa.create_engine(url) conn = engine.connect() conn.close() return True
645c98799fa7d0347fc52850b7f3813fec74968c
3,654,091
def get_string_display(attr1, attr2, helper1, helper2, attribute_mode): """ get the attribute mode for string attribute mode can be: 'base', 'full', 'partial', 'masked' Note that some attribute does not have partial mode, in this case, partial mode will return masked mode Remeber to call has_par...
fa61332f82310ece349309f378126a4b3179483f
3,654,092
import re def is_doi(identifier: str) -> bool: """Validates if identifier is a valid DOI Args: identifier (str): potential doi string Returns: bool: true if identifier is a valid DOI """ doi_patterns = [ r"(10[.][0-9]{4,}(?:[.][0-9]+)*/(?:(?![\"&\'])\S)+)", r"(10....
5c0bfe0527adbf53e89d302ee05feb80d285db64
3,654,093
def meshgrid_flatten(*X): """ Functionally same as numpy.meshgrid() with different output format. Function np.meshgrid() takes n 1d ndarrays of size N_1,...,N_n, and returns X_1,...,X_n n-dimensional arrays of shape (N_1, N_2,... N_n). This returns instead a 2d array of shape (N_1*...*N_n, n)....
a7136a7a4dadb6449fd5079c78f15b13da3721dd
3,654,094
from typing import Union import copy def transform_scale( features, factor: float, origin: Union[str, list] = "centroid", mutate: bool = False, ): """ Scale a GeoJSON from a given point by a factor of scaling (ex: factor=2 would make the GeoJSON 200% larger). If a FeatureCollection...
bacc6a365dbed0531d4516a736dd9ca2937b8cad
3,654,095
import importlib def create_agent(opt): """Create an agent from the options model, model_params and model_file. The input is either of the form "parlai.agents.ir_baseline.agents/IrBaselineAgent" (i.e. the path followed by the class name) or else just 'IrBaseline' which assumes the path above, and a cl...
6f5793ee0af7ed677f47c27ba5b94ad6f80ea957
3,654,096
def check_version(actver, version, cmp_op): """ Check version string of an active module against a required version. If dev/prerelease tags result in TypeError for string-number comparison, it is assumed that the dependency is satisfied. Users on dev branches are responsible for keeping their own p...
4d2cf92c412659044ad226aeeadb9145ceb75241
3,654,097
def dfa_intersection(dfa_1: dict, dfa_2: dict) -> dict: """ Returns a DFA accepting the intersection of the DFAs in input. Let :math:`A_1 = (Σ, S_1 , s_{01} , ρ_1 , F_1 )` and :math:`A_2 = (Σ, S_2 , s_{02} , ρ_2 , F_2 )` be two DFAs. Then there is a DFA :math:`A_∧` that runs simultaneously both ...
ea69f3cda2bd28f5b70d1724ffdd628daf1beffa
3,654,098
def change_status(request, page_id): """ Switch the status of a page. """ perm = PagePermission(request.user).check('change', method='POST') if perm and request.method == 'POST': page = Page.objects.get(pk=page_id) page.status = int(request.POST['status']) page.invalidate() ...
b65775d91c69cf4ac4d5a59d128581011986f1e7
3,654,099