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def clear(ctx): """Clear all config values.""" log.debug('chemdataextractor.config.clear') config.clear()
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def validate_unity(unity_permutation: List[Any]) -> bool: """Checks that the input permutation is the unity permutation, i.e., an object s of type List[List[int], float, bool] such that * s[0][0] > -1, * s[0][i] < s[0][j] for i < j, * s[1] = 1.0, and * s[2] = False. Args: unity_per...
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def gf_TC(f, K): """Returns trailing coefficient of `f`. """ if not f: return K.zero else: return f[-1]
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def readinput(filename, target_col=None, exclude_features=None, make_shadows=False): """ Read a dataset and return an input and a target features subset Parameters ---------- filename : str The file path of the dataset to be read target_col : str or integer, ...
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def shared_podcast_episode_query(user): """ Shared query set for PodcastEpisodesViewSet and RecentPodcastEpisodesViewSet """ return ( PodcastEpisode.objects.filter(published=True, podcast__published=True) .prefetch_related( Prefetch("offered_by", queryset=LearningResourceOff...
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def generate_tclloader_radfilt(radin, rads): """ Filter non-existent radio variants. :param radin: Directory containing files to copy. :type radin: str :param rads: List of radio variants. :type rads: list(str) """ rfiles, infiles = generate_tclloader_radset(radin, rads) coll = [os...
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def verifyRequiredEnvVars(): """Verify that all required environment variables are set. Error and exit if one is not set.""" for var in REQUIRED_ENV_VARS: verifyRequiredEnvVar(var)
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def convert_image( png_image_base64: str, jpeg_image_quality: int = IMAGE_QUALITY_JPEG ) -> str: """ Convert an image from PNG to JPEG, encoded in Base64. (Semi-)transparent pixels are replaced with (semi-)white pixels in the output JPEG image. Args: png_image_base64: PNG image encoded...
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def merge(*args): """ Merge multiple frame states together """ if not args: return create() s = {arg['identifier'] for arg in args} if len(s) != 1: raise ValueError("Expected identifiers, got %s" % str(s)) children = defaultdict(list) for arg in args: for child in arg['ch...
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def load_jupyter_server_extension(lab_app): """Registers the API handler to receive HTTP requests from the frontend extension. Parameters ---------- lab_app: jupyterlab.labapp.LabApp JupyterLab application instance """ url_path = "ros" setup_handlers(lab_app.web_app, url_path) l...
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def int64_counter(urn, metric, ptransform=None, pcollection=None, labels=None): # type: (...) -> metrics_pb2.MonitoringInfo """Return the counter monitoring info for the specifed URN, metric and labels. Args: urn: The URN of the monitoring info/metric. metric: The payload field to use in the monitoring ...
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def test_add_geo_distance_with_dict(): """ Create Geo Distance with Dictionary """ # When add a Geo Distance field t = GeoDistance({"lat": 1.0, "lon": 2.0}, "20mi") # Then I see the appropriate JSON results = { "geo_distance": { "distance": "20mi", "location"...
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def _to_binary_string_py3(text): """ Converts a string to a binary string if it is not already one. Returns a str in Python 2 and a bytes in Python3. Do not use directly, use to_binary_string instead. """ if isinstance(text, six.binary_type): return text elif isinstance(text, six.st...
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def get_log_info(prefix='', rconn=None): """Return info log as a list of log strings, newest first. On failure, returns empty list""" if rconn is None: return [] # get data from redis try: logset = rconn.lrange(prefix+"log_info", 0, -1) except: return [] if logset: ...
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def get_hidden_status(data): """ 使用Gaussian HMM对数据进行建模,并得到预测值 """ cols = ["r_5", "r_20", "a_5", "a_20"] model = GaussianHMM(n_components=3, covariance_type="full", n_iter=1000, random_state=2010) model.fit(data[cols]) hidden_status = model.predict(data[cols]) retu...
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def N_interrupts(): """(read-only) Number of interruptions this bus per year""" return lib.Bus_Get_N_interrupts()
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def strip_parameter(context, param): """ A template tag to remove the specified parameter from the url string. If there are no parameter left, it returns the bare url (without any parameters or ?-mark) """ query = context["request"].GET.copy() query.pop(param) if len(query): r...
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def get_center_radius(ra, dec, logger=logger): """Get a list of RA and DEC coordinates and returns the center and the search radius.""" center_ra = (np.max(ra) + np.min(ra))/2 center_dec = (np.max(dec) + np.min(dec))/2 radius = np.max([np.max(ra) - np.min(ra), np.max(dec) - np.m...
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def calculate_health(package_name, package_version=None, verbose=False, no_output=False): """ Calculates the health of a package, based on several factors :param package_name: name of package on pypi.python.org :param package_version: version number of package to check, optional - defaults to latest ve...
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def _df_to_array(instances): """ Transform inputs into arrays Parameters ---------- instances : DataFrame, Series or array Input data Returns ------- instances : array Transformed features """ if isinstance(instances, pd.DataFrame): return instances.valu...
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def S2(Scat, Source, phi, theta): """Function compute :math:`S_2` component of scattered FarField defined as Eq:III.111 of B&B. :math:`S_2 = \sum_{n=1}^\\infty \sum_{m=-n}^{n} \\frac{2n+1}{n(n+1)} \\Big[ a_n g_{n,TM}^m \\tau_n^{|m|} \\big(\cos (\\theta) \\big) + m i b_n g_{n,TE...
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def text_to_html(string): """Take text as input and return html that renders nicely. For example replace newlines with '<br/>' This was built for use in reminder emails, please check for effects there if you are updating it.""" string = "<html><body>" + string + "</body></html>" string = string...
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def spacecraft_vel(deltaw, deltan, deltar, dij, vmap): """ function to calculate pixel-wise spacecraft velocities for Sunpy map Based on Haywood et al. (2016) and described in Ervin et al. (2021) - In Prep. Parameters ---------- deltaw: float, array relative westward position of pixel ...
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def task__package_mkdir_iso_root() -> types.TaskDict: """Create the packages root directory on the ISO.""" return targets.Mkdir( directory=constants.REPO_ROOT, task_dep=['_iso_mkdir_root'] ).task
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def _gen_3d_examples(x1_size: float, x2_size: float, num_examples: int, noise_prob: float): """Generates 3D examples Each example has coordinates [x1, x2] where: - x1 is on interval [0, x1] - x2 is on interval [0, x2] Args: x1_size: Size of first axis. x2_s...
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def get_target_args(args: List[Arg]) -> List[Arg]: """Given args for a controlled operation, get the args that are being acted on""" return [arg for arg in args if arg[0] < 2 and arg[1] > -1]
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def gen_stats_grouped_accum(_, group_type): """ Args: _: Http Request (ignored in this function) group_type: Keyword defining group label (day,month,year) Returns: Activities grouped by (day or month or year) wrapped on response's object """ error_messages = [] success_messages = [] status = HTTP_200_OK ...
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def ClassWeightedLabelSmoothingLoss(real,pred,weights,vocab_size,epsilon): """ pred (FloatTensor): batch_size x seq_len x vocab_size real (LongTensor): batch_size x seq_len weights (FloatTensor): vocab_size """ real = tf.cast(real,tf.int32) real_onehot = tf.one_hot(real,depth=vocab_size) ...
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def lanczos(A, b, n, m, conn): """ A: n X n matrix b: initial vector m: number of steps """ beta = "beta" v = ["v%s" % i for i in range(m+2)] # TODO: why this fixed? v_tmp = "v_tmp" alpha = "alpha" create_vector_or_matrix(beta, conn) # just empty for v_table in v: c...
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def find_spots(input_path, output_path, intensity_percentile=99.995, filter_width=2, small_peak_min=4, small_peak_max=100, big_peak_min=25, big_peak_max=10000, small_peak_dist=2, big_peak_dist=0.75, block_dim_fraction=0.25, spot_pad_pixels=2, keep_existing=False): """ Find and keep...
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def map_legislators_to_state(graph, legs): """Create graph with legislators connected to their states.""" delete(graph) nodes = {} for leg in legs: if leg.official_name: name = leg.official_name else: name = '{} {}'.format(leg.first_name, leg.last_name) te...
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def get_compilation_step_args(session, task): """Prepare arguments passe to each compilation step.""" latex_document = _get_node_from_dictionary( task.depends_on, session.config["latex_source_key"] ).value compiled_document = _get_node_from_dictionary( task.produces, session.config["late...
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def persistent_q_learning( q_tm1: Array, a_tm1: Numeric, r_t: Numeric, discount_t: Numeric, q_t: Array, action_gap_scale: float, stop_target_gradients: bool = True, ) -> Numeric: """Calculates the persistent Q-learning temporal difference error. See "Increasing the Action Gap: New Opera...
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def preprocess_data(tokenizer, task): """Preprocess dataset to test.""" log.info('Loading dev data...') if task == 'QA': # question_answering batchify_fn = nlp.data.batchify.Tuple( nlp.data.batchify.Stack(), nlp.data.batchify.Pad(axis=0, pad_val=vocab[vocab.padding_to...
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def do_with_retry(func, *args, **kwargs): """ Tries a function 3 times using exponential backoff according to Google API specs. Optional kwargs: `_attempts` - override the number of attempts before giving up. `_catch` - tuple of exception types used in `except types as e`. """ MINIM...
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def lightFalloff(constant, linear, quadratic): """Sets the attenuation coefficients for light sources defined afterwards.""" attrib.lightFalloff = (constant, linear, quadratic)
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def to_int(s): """convert a string to an integer with PRECISION""" assert isinstance(s, str) # don't convert twice! result = int(float(s) * PRECISION) return result
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def cast(value): """ Casts a RETS value into a Python data type Since RETS servers can return non-Boolean strings (like 'yes' or 'no') or numeric values (namely 0 or 1) for Booleans, these values are left alone and are NOT cast into Python Booleans. Application developers should decide on a cas...
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def submit_txn_sold(): """ Endpoint to create a new transaction via our application. """ guid = request.form["guid"] fish = fetch_fish(guid) if fish == None: # Error looking up fish. It might not exist? print("Fish is None") return redirect('/') lastConsumption = fi...
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def folder_exists(folder_path): """Checks if a folder exists""" return os.path.exists(folder_path)
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def check_waiting_list(username): """Check username's waiting list to crawl more Args: app context, username Returns: None """ user = User.objects(username=username).first() if user.is_crawling == 1: return User.objects(username=username).update_one(set__is_crawling=1...
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def validate_calendar_date(date_to_validate): """Checks to see if date (yyyy, yyy-mm, or yyyy-mm-dd) is a valid Gregorian calendar date. """ parts = str(date_to_validate).split('-') if len(parts) == 3: year = parts[0] month = parts[1] day = parts[2] if len(parts) == 2:...
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async def async_setup(hass, config): """Set up the updater component.""" if "dev" in current_version: # This component only makes sense in release versions _LOGGER.info("Running on 'dev', only analytics will be submitted") conf = config.get(DOMAIN, {}) if conf.get(CONF_REPORTING): ...
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def ListMessagesMatchingQuery(service, user_id, query=''): """List all Messages of the user's mailbox matching the query. Args: service: Authorized Gmail API service instance. user_id: User's email address. The special value "me" can be used to indicate the authenticated user. query: String used to filter me...
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def calibrate_camera(nx, ny, basepath): """ :param nx: number of grids in x axis :param ny: number of grids in y axis :param basepath: path contains the calibration images :return: write calibration file into basepath as calibration_pickle.p """ objp = np.zeros((nx*ny,3), np.float32) o...
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def convert_time(t): """Takes epoch time and translates it to a human readable version""" return time.strftime('%Y-%m-%d', time.localtime(t))
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def convert( value: typing.Any, *, schema: oa_types.Schema, read_only: typing.Optional[bool] = None, ) -> types.TOptObjectDict: """ Convert object schema value to dictionary. Args: value: The value to convert. schema: The schema for the value. read_only (optional): W...
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def test_create_invalid_token(client, valid_upload_file_patcher): """ Test that a bad token results in 401 """ fake_jwt = "1.2.3" valid_upload_file_patcher["access_token_mock"].side_effect = HTTPException( HTTP_403_FORBIDDEN, "bad token" ) data = { "file_name": "test.txt", ...
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def getuniqname(base, ext, pre=""): """Returns a unique random file name at the given base directory. Does not create a file.""" while True: uniq = op.join(base, pre + "tmp" + str(uuid.uuid4())[:6] + ext) if not os.path.exists(uniq): break return op.normpath(uniq)
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def _get_proto_summaries( proto_expressions ): """Gets the proto summaries.""" result = [] # type: List[ProtoRequirements] for expr in proto_expressions: def get_summary(tensor_of_protos, desc): for summary in result: if id(summary.tensor) == id( tensor_of_protos) and summary.d...
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def singleNumber(nums: List[int]) -> int: """ 思路:排序,哈希,位运算(异或) 0^1 = 1, 1^1 = 0 """ # n = 0 # for val in nums: # n ^= val # return n return reduce(lambda x, y: x ^ y, nums)
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def calc_latent_heat(model, pos): """ Calculate latent heat. Latent heat is set to the latent heat of sublimation for snow covered surfaces, and to the latent heat of vaporization elsewhere. Parameters ---------- model : OpenAmundsen openAMUNDSEN model instance. pos : ndarray(...
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def run(fips_dir, proj_dir, args) : """run the get verb""" if len(args) > 0 : name = args[0] # check project registry to resolve git url if registry.exists(fips_dir, name) : url = registry.lookup_url(fips_dir, name) log.info("registry lookup: {} => {}".fo...
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def main_document(args): """Handle document subcommand.""" project = get_project() for job_id in find_with_filter(args): job = _open_job_by_id(project, job_id) if args.pretty: pprint(job.document(), depth=args.pretty) else: print(json.dumps(job.document(), ind...
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def getPort(): """ Retreives the current TCP port. Returns: hostIP(str): Current TCP port """ return port
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def SABDL(cpu_context: ProcessorContext, instruction: Instruction): """Signed absolute difference long (vector form)""" logger.debug("%s instruction not currently implemented.", instruction.mnem)
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def main(): """ video super resolution inference """ acl_resource = AclLiteResource() acl_resource.init() input_video_name = 'low_resolution.mp4' input_dir = '../data' scale = 4 num_frames = 5 set_file = 'test.json' batch_size = 1 output_dir = '../out' output_video_n...
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def setup_prior(prior=None, num_causes=None): """Setup for prior array Parameters ---------- prior : array_like, optional Prior distribution to use. If not specified, each cause bin will be assigned an equal probability (default is None, and uniform prior will be used). num_...
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def data_upgrades(): """Add optional data upgrade migrations here""" # TODO: update this once data is gathered about how to fix # existing global inclusions as they do not have ref to a file pass
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def get_intact_complex_portal_xrefs_df() -> pd.DataFrame: """Get IntAct-Complex Portal xrefs.""" df = _get_complexportal_df() df['source_ns'] = 'intact' df['target_ns'] = 'complexportal' df['source'] = COMPLEXPORTAL_MAPPINGS df = df[['source_ns', 'source_id', 'target_ns', 'target_id', 'source']]...
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def normalize_img(image, label): """Normalizes images: `uint8` -> `float32`.""" return tf.cast(image, tf.float32) * 255, label
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def valid_box(box, host_extent): """Returns True if the entire box is within a grid of size host_extent. input arguments (unmodified): box: numpy int array of shape (2, 3) lower & upper indices in 3 dimensions defining a logical cuboid subset of a 3D cartesian grid in python protocol...
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def spec_stich_n_norm(spec, wave, cont, sig): """This stitches and continuum normalises CARMENES E2DS spectra into 1D spectra for use in molecfit. N. Borsato - 24-02-2021""" import numpy as np from astropy.io import fits from scipy.interpolate import interp1d #These arrays will be filled w...
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def average(self, key_selector=None): """Computes the average of an observable sequence of values that are in the sequence or obtained by invoking a transform function on each element of the input sequence if present. Example res = source.average(); res = source.average(lambda x: x.value) ...
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def disparate_impact_remover(structured_data): """ Perform disparate impact removal from dataset and convert to pandas dataframe. Parameters: aif_standard_data (aif360.datasets.standard_dataset.StandardDataset): Structured dataset. Returns: data_transf_df (pandas dataframe): Pandas dat...
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def teardown_module(module): """ Delete necessary files. """ os.chdir("..") rmtree("temp_pseudocap", ignore_errors=True)
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def PyDateTime_DATE_GET_SECOND(space, w_obj): """Return the second, as an int from 0 through 59. """ try: return space.int_w(space.getattr(w_obj, space.newtext("second"))) except OperationError: return 0 # see comments in PyDateTime_DATE_GET_HOUR
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def get_market_tops(symbols=None, **kwargs): """ Top-level function to obtain TOPS data for a symbol or list of symbols Parameters ---------- symbols: str or list, default None, optional A symbol or list of symbols kwargs: Additional Request Parameters (see base class) """ ...
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def has_all_params_ortho(**params) -> bool: """ Returns True, if all 12 keys of an orthotropic material are provided.""" return len(missing_params_ortho(**params)) == 0
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def hgw_init(): """Instantiate all the needed objects and setups references between them.""" collector = DataCollector() cabinet = FilingCabinet() broker = MessageBroker() adc = AsynchronousDataCarrier() sdc = SynchronousDataCarrier() # NOTE: collector -> cabinet <-> broker <-> carrier collector.cabinet = ca...
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def piechartgrid(x='None', y='None', data='None', legendmode ='on', legendposition = 'auto', subfigsize=(2,2), dpi=100, latex=True, **kwargs): """Generates a of pie charts for categorial data. Based on the unique values in dataframe columns ``x`` and ``y`` the grid of subplots is constructed and the associate...
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def fix_curie(curie:str) -> str: """ Biothings explorer has some very weird curie prefixes, like "HP:HP:0012092" and "MESH.DISEASE:ICD10CM:E11.8". This method chooses the first prefix that appears in the response of the bioentities endpoint. If it can't fix the curie then it returns it. Example...
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def draw(): """ Redraw the current figure. This is used to update a figure that has been altered, but not automatically re-drawn. If interactive mode is on (via `.ion()`), this should be only rarely needed, but there may be ways to modify the state of a figure without marking it as "stale". P...
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def answer(request, question_id): """ Add an answer to a question """ question = get_object_or_404(Question, pk=question_id) try: answer_text = request.POST.get('answertext') if answer_text: # check to make sure that a new answer was entered and then save it ...
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def test_wrong_intervals(app, es): """Test aggregation with interval > index_interval.""" with pytest.raises(ValueError): StatAggregator('test-agg', 'test', es, interval='month', index_interval='day')
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def map_genome_events(time, domains, header): """Map a genome's properties to its state Args: time: time of the current state domains: dictionary of the genome. keys are gene names, values are the genome objects header: csv header to make sure we have the values in the right order Re...
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def replace_check_sum(data): """ data[2:-2]のチェックサムを計算し data[-2:]を置き換える @param data データ。4バイト以上の長さが必要 @return 最終2バイトをチェックサムに置き換えたデータ """ cksum = 0 for i in range(2, len(data) - 2): cksum += data[i] return data[:-2] + pack('BB', cksum % 256, cksum // 256)
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def conv3x3(in_channels, out_channels, stride=1, padding=1, dilation=1): """3x3 convolution""" return nn.Conv2d( in_channels, out_channels, kernel_size=3, stride=stride, padding=padding, dilation=dilation, bias=False, )
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def set_event_type(request, event_id): """ Set event type. Should be an AJAX POST. :param request: Django request object (Required) :type request: :class:`django.http.HttpRequest` :param event_id: The ObjectId of the event to update. :type event_id: str :returns: :class:`django.http.HttpRes...
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def test_pedido_confirmation_view_permissions( unauthenticatedClient, userClient, adminClient, confirmation_url, user, admin ): """Testa as permissões na confirmation view da api dos pedidos""" res = unauthenticatedClient.post(confirmation_url(0)) assert res.status_code == status.HTT...
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def rect(x: np.ndarray) -> np.ndarray: """ Rectangle function. """ try: return np.array( [ 1.0 if (x_i < 0.5 and x_i > -0.5) else 0. for x_i in x ] ) except: return 1.0 if (x < 0.5 and x > -0.5) else 0.
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async def challenge(msg, mobj): """ The Challenge Picks a random Dota 2 hero to play and gives you 3 items to work towards Optional: supply a hero and get the 3 items to play (sd/ap/rd applicable) Example: !challenge -> Bloodseeker: Guardian Greaves, Abyssal Blade, Dagon """ ms...
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def saveFileInTag(soup, pagefolder, url, session, tag2find='img', inner='src'): """saves on specified `pagefolder` all tag2find objects""" # count for files that doesn't has a filename count = 0 # store the url of all downloaded files, so that we won't download duplicate files # key = url, value =...
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def generate_pydot_graph(root, visibility_level): """ Generate the pydot graph - this is usually the first step in rendering the tree to file. See also :py:func:`render_dot_tree`. Args: root (:class:`~py_trees.behaviour.Behaviour`): the root of a tree, or subtree visibility_level (:clas...
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def upload_metadata_api(): """ Upload the metadata.csv file to a specific folder data = {'folder_name': 'desired_name'} files = {'metadata': open('metadata.csv'), 'rb')} """ folder_name = request.form.get('folder_name', None) if not folder_name: app.logger.warning('No folder_name pr...
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def _lookahead(param, lookahead_ema, step, beta_lookahead=0.5, lookahead_every_nth_iter=4): """lookahead at the param level instead of group level""" condition = step % lookahead_every_nth_iter < 0.5 # == 0. but inexact to deal with roundoffs lookahead_ema = jnp.where(condition, beta_lookahead*lookahead_ema...
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def test_rsync_source_dir(gearman_worker): """ Verify the source directory exists for a rsync server transfer """ return_val = [] # Create temp directory tmpdir = tempfile.mkdtemp() rsync_password_filepath = os.path.join(tmpdir,'passwordFile') try: logging.debug("Saving rsync...
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def load_pickle(h5f, safe=True): """ Deserialize and load a pickled object within a hickle file WARNING: Pickle has Parameters ---------- h5f: h5py.File object safe (bool): Disable automatic depickling of arbitrary python objects. DO NOT set this to False unless the file is from a trusted sou...
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def sheet_to_excel(sheet_name, csv_path): """Export the Google Sheet.""" sheet_download( sheet_name, csv_path, 'application/vnd.openxmlformats-officedocument.spreadsheetml.sheet')
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def dataset_using_generator(samples, reader, **kwargs): """ A generator class which wraps samples so that they can be used with tf.data.Dataset.from_generator Parameters ---------- samples : [:obj:`object`] A list of samples to be given to ``reader`` to load the data. reader : :obj:...
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def getBarcodesFromSnapSimple(fname): """Read barcodes from a snap file Attributes: fname - a snap-format file Return: a dictionary contains barcode without qc """ try: f = h5py.File(fname, 'r'); except IOError: print("error: unable to open fname, check if i...
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def save(arr, filename, key=None, comm=None, **kwargs): """ Save function for tar """ filename, key = split_filename(filename, key) mode_suffix = _get_mode(filename) kwargs = {"comm": comm, **kwargs} if comm is not None: check_comm(kwargs["comm"]) with _open_for_saving(filename...
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def yaml_dump_result(obj, stream): """Redefinition of yaml.safe_dump with added float representer The float representer uses float precision of four decimal digits """ def float_representer(dumper, value): text = '{0:.4f}'.format(value) return dumper.represent_scalar(u'tag:yaml.org,2002...
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def _poly_fit_delta(data_series_in): """Given an input Pandas Series (data_series_in) with a PeriodIndex and at least 3 non-nan values, models the expected last value of the series and returns the difference between the modeled and actual value. A linear regression is computed for the input da...
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def scrape_last_patch_change(names, save=True): """ Scrapes the last patch in which each champion was changed from League Wiki and saves them to a csv file, but returns nothing Parameters ---------- names : pandas series Contains the champion names as strings in alphabetical ord...
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def delete_all(): """ Delete all predictions in the database. Args: None. """ return Prediction.objects.all().delete()
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def sig_handler(signum, frame): """USR1 signal handler that requeues the job.""" del frame # Unused. logging.warning('Signal handler called with signal %s', signum) prod_id = int(os.environ['SLURM_PROCID']) if 'SLURM_ARRAY_JOB_ID' in os.environ: job_id = '%s_%s' % (os.environ['SLURM_ARRAY_J...
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def strip_readonly(model: ModelNormal): """Strip read only fields before sending to server""" for field in [ elt for elt in model.attribute_map.values() if hasattr(model, elt) and isinstance( getattr(model, elt), (models.Id16ReadOnly, models.Id16ReadOnlyNu...
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def get_stock_rack_assembler(entity, rack_barcodes, excluded_racks=None, requested_tubes=None, include_dummy_output=False, **kw): """ Factory method generating a stock rack assembler (XL20 worklist generator) tool for the passed entity. The generator...
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def wait(duration=-1): """Resumes capture replay or sleeps for duration. If `duration` is `0`, then waits forever. """ if duration < 0: while True: _wait(0.1) if is_end(): break else: _wait(duration)
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