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def feedback_reply(): """ 反馈回复 """ if request.method == "GET": feedback_id = request.args.get("feedback_id") page = request.args.get("page") if feedback_id: feedback = None try: feedback = FeedBack.query.get(feedback_id) except...
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from typing import Optional def subcommand( name: Optional[str] = None, description: Optional[str] = None ) -> SlashSubCommandConstructor: """Build a subcommand for within a group.""" return SlashSubCommandConstructor( parent=None, name=name, description=description, )
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import random def genRandomStructure(): """ Generates a random neural network structure. """ s = [] # Input layer has either 2 or three nodes. if random.uniform(0, 1) > 0.5: s.append(3) else: s.append(2) p = 1.0 while p > 0.5: # Add a new layer of random si...
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def pix(cm_value, dpi=600): """Function to convert figure sizes in cm to pixels based on a dpi requirement""" return int(np.round((cm_value/2.54)*dpi))
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import logging def distribution_plot(data, title="Distribution", fig_size=(5, 5), c="red", save_as=None, logger=None): """ Build, save, and return a heat map plot. :param pandas.DataFrame data: A pandas DataFrame containing data for the plot :param str title: O...
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from pathlib import Path def get_lon_lat_path(ax, transform, lon_lat): """ Draw a curve, taking into account discontinuities. Parameters ---------- ax : ~matplotlib.axes.Axes The axes in which to plot the grid transform : transformation class The transformation between the wor...
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def get_keck_osiris_filt(name): """ Define keck osiris filters as pysynphot object """ try: t = Table.read('{0}/keck_osiris/{1}.txt'.format(filters_dir, name), format='ascii') except: raise ValueError('Could not find keck_osiris filter {0} in {1}/keck_osiris'.format(name, filters_dir...
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from datetime import datetime def parse_time_from_schedule(str_time, parsed_time_is_future): """ Given a string time in the format of SCHEDULE_TIME_FORMAT = '%H:%M' and a boolean value stating if that time is in the future or not, convert that string into a datetime object. Some examples, assuming...
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def validate_boxes(boxes, image_size=None, min_area=None, box_format='corner', normalized=False): """ Checks if the given boxes are valid. :param boxes: array of boxes with shape (#boxes, 4) :param image_size: If set check for each box if it is in the image :param min_area: if set check for each box...
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def get_short_long_labels_from_qval_dict(qval_dict, geometry="saxs"): """Y.G. 2016, Dec 26 Get short/long labels from a qval_dict Parameters ---------- qval_dict, dict, with key as roi number, format as {1: [qr1, qz1], 2: [qr2,qz2] ...} for gi-saxs format as {...
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def get_number_of_hangars_to_visit() -> int: """ Function loads the number of stops/hangars to visit """ nr_of_hangars_to_visit = input().rstrip() while not is_number_of_stops_ok(nr_of_hangars_to_visit): print('Incorrect value!') nr_of_hangars_to_visit = input().rstrip() return...
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def filter_errors(seq, errors): """Helper for filter_keys. Return singleton list of error term if only errors are in sequence; else return all non-error items in sequence. Args seq: list of strings errors: dict representing error values Returns List of filtered items. """...
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def state_to_df(statefile): """Transform state file into pandas dataframe """ return pd.read_csv(statefile, compression='gzip', sep=' ', skiprows=[1,2] )
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import torch def train_torch_model(network, config, data_iterator, new_weights=False): """Main function to run the optimization. Parameters ---------- network : class A pytorch network class. config : yaml The configuration file. data_iterator : dict A data iterator wi...
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def _offset(x, y, xoffset=0, yoffset=0): """Return x + xoffset, y + yoffset.""" return x + xoffset, y + yoffset
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import psutil def net_stat_recv(x, interface=None): """ Get the number of bytes received. """ if not interface: interface = get_netiface() if interface: return psutil.net_io_counters(pernic=True)[interface].bytes_recv else: return 0
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from typing import Union from typing import List def has_transparency(colour: Union[ColorType, List[ColorType]]): """ Returns True if the colour is not fully opaque. Where a list of colours is passed, returns True if any colour is not fully opaque. """ def has_alpha(col): return rgb(c...
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from typing import List def input_grid(grid: List[str] = None) -> List[str]: """ Inputting grid and splitting it to list of strings :param grid: (optional) predefined grid :return: grid """ if grid is None: print("Please enter grid as strings, divided by commas") in_grid = inpu...
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from unittest.mock import Mock def setup_save_failure(set_many): """ Set up tests for when there's a save error in the underlying KeyValueStore """ field_data = MagicMock(spec=FieldData) field_data.get = lambda block, name, default=None: 99 # pylint: disable=C0322 field_data.set_many = set_m...
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def savedata_tomat( fname, params, vmin, vmax, nvox, write=True, data=None, num_markers=20, tcoord=True, tcoord_scale=True, addCOM=None, ): """Save pickled data to a mat file. From a save_data structure saved to a *.pickle file, save a matfile with useful var...
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def users_update(user_id): """Handle form submission for updating an existing user""" user = User.query.get_or_404(user_id) user.first_name = request.form['first_name'] user.last_name = request.form['last_name'] user.image_url = request.form['image_url'] db.session.add(user) db.session.com...
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def clean_and_merge_zomato(zomato_file_path, country_codes_file_path): """ Loads, cleans, processes, and wrangles zomato.csv and Country-Code.xlsx Arguments: zomato_file_path - (str) the file path for the zomato.csv country_codes_file_path - (str) the file path for the Country-Code.xlsx ...
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def _user_get_direct_regions(user, org): """Return org regions user has direct permission for.""" def calculate(): # org admins have implicit access to all regions if user.is_admin_for(org): return Region.get_all(org) else: return user.regions.filter(is_active=Tru...
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def interaction(adj_matrix, users_as_nodes=True): """Creates interaction matrix. Args: adj_matrix: Numpy array representing the adjacency matrix of the user-item bipartite graph. users_as_nodes: Bool indicating which interaction matrix to generate. If True (False), generates a user-user (item-i...
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from pathlib import Path def full_processing(song_file, sheet, sa, df_liking, df_striking, only_song_results=False): """ """ song_file = Path(song_file) if song_file.is_file(): # Step 1 tokens_raw, tokens = tokenize_song(song_file, sheet) # Step 2 ...
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def Main(operation, args): """ :param operation: :param args: :return: """ if operation == 'name': return Name() if operation == 'totalSupply': return TotalSupply() if operation == 'init': return Init() if operation == 'symbol': return Symbol() if...
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def tukey53H(x): """Spike test Tukey 53H from Goring & Nikora 2002 """ N = len(x) u1 = ma.masked_all(N) for n in range(N - 4): if x[n : n + 5].any(): u1[n + 2] = ma.median(x[n : n + 5]) u2 = ma.masked_all(N) for n in range(N - 2): if u1[n : n + 3].any(): ...
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def gwgrad_partial(C1, C2, T): """Compute the GW gradient. Note: we can not use the trick in :ref:`[12] <references-gwgrad-partial>` as the marginals may not sum to 1. Parameters ---------- C1: array of shape (n_p,n_p) intra-source (P) cost matrix C2: array of shape (n_u,n_u) i...
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def filter_to_be_staged(position): """Position filter for Experiment.filter() to include only worms that still need to be stage-annotated fully.""" stages = [timepoint.annotations.get('stage') for timepoint in position] # NB: all(stages) below is True iff there is a non-None, non-empty-string # anno...
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import json import requests def udf_inventory_transformer(uckey, days): # udf for traffic in gucdocs. """ request body sample: { "targetingChannel": { "a": [1], "g": ["g_m"] }, "days": [ { "ed": "2020-07-10", "...
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import types import copy from typing import Any def _ParseExample(extracts: types.Extracts, eval_config: config.EvalConfig): """Parses serialized tf.train.Example to create additional extracts. Args: extracts: PCollection containing serialized examples under tfma.INPUT_KEY. eval_config: Eval config. R...
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def classify(text, verbose=True): """Classify the input text into categories. """ language_client = language_v1.LanguageServiceClient() document = language_v1.Document( content=text, type_=language_v1.Document.Type.PLAIN_TEXT ) response = language_client.classify_text(request={"document": ...
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def get_raster_pixels(raster_path): """Takes string path to raster (produced by create_annual_raster; pixel value is either 1 or NoData) and calculates total pixels of value == 1 """ raster_pixels = arcpy.SearchCursor(raster_path).next().count return raster_pixels
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import math def gpt_gelu(x): """ Args: x (np.ndarray): input tensor. Returns: (np.ndarray): output tensor and have same shape with x. """ return 0.5 * x * (1 + np.tanh(math.sqrt(2 / math.pi) * (x + 0.044715 * np.pow(x, 3))))
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def separate_businesses(all_biz: pd.DataFrame, city_zips, county_zips, county_names): """ Returns a dataframe of registered active businesses in LA City Returns a dataframe of registered active businesses in LA County (excluding LA City) Returns a dataframe of registered active businesses outside LA Cou...
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def leja_growth_rule(level): """ The number of samples in the 1D Leja quadrature rule of a given level. Most leja rules produce two point quadrature rules which have zero weight assigned to one point. Avoid this by skipping from one point rule to 3 point rule and then increment by 1. Parameters...
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import six from io import StringIO def ObjStrImpl(obj, include_methods=False): """\ def __str__(self): return CommonEnvironment.ObjStrImpl(self) """ d = ObjectToDict(obj) if not include_methods: for k in list(six.iterkeys(d)): if callable(d[k]): del d[k...
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def load_config(settings, user_settings=None, src_files=None): """ Negotiate a group of settings from the global defaults, the user-provided values and config files. The keys in the `settings` argument are the only settings that are considered valid. The priority of the values is: user_set...
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def global_pf_input(temperatures=(), temp_step=100, ntemps=30, rel_temp_inc=0.001, atom_dist_min=1.13384): """ Writes the global keywords section of the MESS input file by formatting input information into strings a filling Mako template. :param temperatures:...
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def generate_core_dynamic_client(*args, **kwargs) -> CoreDynamicClient: """生成测试用的 DynamicClient""" config = FakeKubeConfigurationService().make_configuration() discoverer_cache = DiscovererCache(cache_key=f"osrcp-cluster_id.json") return CoreDynamicClient(client.ApiClient(config), cache_file=discoverer_...
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import lirc def setup(hass, config): """Set up the LIRC capability.""" # blocking=True gives unexpected behavior (multiple responses for 1 press) # also by not blocking, we allow hass to shut down the thread gracefully # on exit. lirc.init('home-assistant', blocking=False) lirc_interface = Li...
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def pew_read_tioband(fil, ifnofilout='empty', nrow=1): """ obj.TiO.band.dat: time series of TiO indices Description of file: obj.TiO.band.dat ------------------------------------------------------------------------- Col Format Units Label Explanations -------------------------------...
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def _calc_cr(rjp, rj, rjm, vel): """ Calculates cr value used in superbee advection scheme """ eps = 1e-20 # prevent division by 0 return npx.where(vel > 0.0, rjm, rjp) / npx.where(npx.abs(rj) < eps, eps, rj)
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from typing import Optional def get_emnist_datasets(client_batch_size: int, client_epochs_per_round: int, max_batches_per_client: Optional[int] = -1, only_digits: Optional[bool] = False): """Loads and preprocesses EMNIST training and testing se...
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def pentagon(linelist, numsrch, maxlin): """ see trigon and tetragon for an example docstring """ nptn = 5 # Number of lines used to create a pattern sz_l = linelist.shape[0] # Count the number of patterns that will be created cnt = 0 for l in range(0, sz_l - nptn + 1): nup = ...
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def simhash(line, restrictiveness, ngram=0): """Realiza simhash :param line: texto :param restrictiveness :param ngram: numero de ngramas :return: """ if(ngram < 0): bag = BagOfWords(text=line) if len(bag) == 0: return None hashes = calculate_hashes(bag.v...
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import math def MakeIntegralBands(dR): """ Divide a range into integral bands :param: dR - [min, max] the range that is to be covered by the bands. :return: A List consisting of [min, midpoint, max] for each band. """ bands = list() if dR[1] < dR[0]: return bands x = list(dR) ...
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from weaver.processes.wps_package import check_package_instance_compatible, get_process_definition def _validate_deploy_process_info(process_info, reference, package, settings, headers): # type: (JSON, Optional[str], Optional[CWL], SettingsType, Optional[AnyHeadersContainer]) -> JSON """ Obtain the proces...
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def log_prob_from_logits(x): """ numerically stable log_softmax implementation that prevents overflow """ axis = len(x.get_shape())-1 m = tf.reduce_max(x, axis, keep_dims=True) return x - m - tf.log(tf.reduce_sum(tf.exp(x-m), axis, keep_dims=True))
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def combination4(question): """ Combining default processing """ question = default_processing(question) return question
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import tqdm def main(): """ Main method for the script. """ def mean_absolute_percentage_error(gt_y, pred_y): return 100*np.mean(np.abs(np.divide(np.array(gt_y)-np.array(pred_y), np.array(gt_y)))) def run_on_b_data(): all_mapes = [] num_folds = online_b_data.get_specific_w...
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def dissect(s, graph): """ Decodes a path through a cyclic directed graph as described by the hash string s. :param s: The input string. :param graph: A set of vertex pairs which make up the graph. :return: A set of vertex pairs which make up the graph. """ return _dissect(s, track=[], sta...
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import array def mreplace(s, chararray, newchararray): """ Replace occurences of chars in chararray in string 's' with elements in newchararray """ slist=list(s) dlist=list(chararray) rlist=list(newchararray) for x in range(0, len(slist)): charitem=slist[x] if charitem in...
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def delete(resource_kind, namespace, name, mod_revision=None): """Delete a Calico v3 resource from etcdv3. - resource_kind (string): E.g. WorkloadEndpoint, Profile, etc. - namespace (string): The namespace to delete the resource in. - name (string): The resource's name, which is used to form its etcd...
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from typing import List from typing import Tuple def list_all_datasets() -> List[Tuple[str, str]]: """Calculate all existing cached analyses Returns: List[Tuple[str,str]]: List of all (model, dataset) caches available to serve to the frontend """ return [p.stem.split(pf.ANALYSIS_DELIM) for p ...
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def nastran_replace_inline(big_string, old_string, new_string): """Find a string and replace it with another in one big string. In ``big_string`` (probably a line), find ``old_string`` and replace it with ``new_string``. Because a lot of Nastran is based on 8-character blocks, this will find the 8-char...
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def _p9_to_svg(plotnine_plot): """Convert a plotnine plot to an svg string (for inclusion in html output).""" matplotlib_plot = plotnine_plot.draw() buffer = BytesIO() matplotlib_plot.savefig(buffer, format='svg', bbox_inches='tight') plt.close(matplotlib_plot) return buffer.getvalue().decode()
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def condition(etag_func=None, last_modified_func=None): """ Decorator to support conditional retrieval (or change) for a view function. The parameters are callables to compute the ETag and last modified time for the requested resource, respectively. The callables are passed the same parameters ...
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import io def reindent_code(codestr): """ Given code string, reindent it in the same way that the Github dataset was indented """ codestr = io.StringIO(codestr) ret = io.StringIO() run_reindent( codestr, ret, config = { "dry-run": False, "...
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def get_packet(packet_str): """ Converting packet string to numeric object - time_str: Packet string in iperf format (1M, 1m, 2K, 5T, 1000b, 12B, etc) - return: Packet object """ return DataPacket(packet_str)
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async def query_data_agreement_instances(request: web.BaseRequest): """ Request handler for querying data agreement instances. """ # Context context = request.app["request_context"] # Get query string parameters tag_filter = {} # Thread ID if "data_agreement_id" in request.query a...
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def get_2d_visualization_plugins(): """ A list of all 2D visualization plugins """ return get_plugins_of_type(VisualizationPlugin2D)
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import requests def delete_request_assert(base, endpoint, validation_file, endpoint_params={}): """ Send a DELETE request and assert response meets expectations. """ r = requests.delete(full_request_url(base, endpoint, endpoint_params)) assertions(r, endpoint, validation_file) return r
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def post(id): """New post function""" title = "New post" post_form = PostForm() if post_form.validate_on_submit(): title = post_form.title.data category = post_form.category.data post = post_form.post.data new_post = Post(title=title, category=category, post=post, user=c...
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def get_hspec(sim, snap, snr=0., box = 25): """Get a spectra object, possibly from the cache""" halo = myname.get_name(sim, True, box=box) #Load from a save file only try: hspec = hspec_cache[(halo, snap)] except KeyError: hspec = ps.VWPlotSpectra(snap, halo, label=labels[sim], snr=s...
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import re def does_support_ssl(ip): """Check if IP supports SSL. Has aba sequence outside of the bracketed sections and corresponding bab sequence inside bracketed section. Examples: - aba[bab]xyz supports SSL (aba outside square brackets with corresponding bab within square brackets). ...
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def place_t_as_idaplace_t(*args): """ place_t_as_idaplace_t(p) -> idaplace_t """ return _ida_kernwin.place_t_as_idaplace_t(*args)
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def _proxLowRank(X, mu): """Summary Args: X (TYPE): Description mu (TYPE): Description Returns: TYPE: Description """ U, w, V = np.linalg.svd(X, full_matrices=True) ind = np.where(np.abs(w) < mu)[0] w[ind] = 0.0 ind = np.where(np.abs(w) > mu)[0] w[i...
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def search(): """Render search page.""" if not (current_user.is_admin or current_user.is_bartender): flash("You don't have the rights to access this page.", 'danger') return redirect(url_for('main.dashboard')) if not g.search_form.validate(): return redirect(url_for('main.dashboard')...
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import six import json def meta_serialize(metadata): """ Serialize non-string metadata values before sending them to Nova. """ return dict((key, (value if isinstance(value, six.string_types) else json.dumps(value)) ...
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def milestone_add_typed(request, project_id=None, response_format='html'): """Milestone add to preselected project""" project = None if project_id: project = get_object_or_404(Project, pk=project_id) if not request.user.profile.has_permission(project, mode='x'): project = None ...
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def xml_to_dict(root): """ Converts an XML file or ElementTree Element to a dictionary """ if not isinstance(root, Document): raise TypeError, 'Expected ElementTree.Element or file path string' return _xml_to_dict_helper(root)
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import json def module_list(request, pk): """ 模块列表 :param request: :param pk: str or int:当前页 :return: """ account = request.session["now_account"] if request.is_ajax(): module_info = json.loads(request.body.decode('utf-8')) if 'mode' in module_info.keys(): # del module...
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def copy_all_logs(stringified_parameters, slaves): """ Assembles all of the logs from running an experiment into a single directory, and returns the path to that directory. Args: stringified_parameters: A list of strings that were parameters to the experiment. Used in naming the resulting directory. ...
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def is_punctuation(ref_word): """ :param ref_word: :return: 0 if not a punctuation 1 if brackets, 2 if colon, 3 if comma, 4 if dot, 5 if parenthesis, 6 if quotes (both single and double), 7 if num sign, 8 if hypen, 9 if forward slash, 10 if semicolon """ found...
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def enum_assemble(node, neighbors, prev_nodes=None, prev_amap=None): """Enum assemble.""" if not prev_nodes: prev_nodes = [] if not prev_amap: prev_amap = [] all_attach_confs = [] singletons = [nei_node.get_node_id() for nei_node in neighbors + prev_nodes ...
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def keep_merge(walkers, keep_idx): """Merge a set of walkers using the state of one of them. Parameters ---------- walkers : list of objects implementing the Walker interface The walkers that will be merged together keep_idx : int The index of the walker in the walkers list that wil...
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def is_point_behind_plane(point, plane, tol=1e-6): """Determine if a point lies behind a plane. Parameters ---------- point : [float, float, float] | :class:`compas.geometry.Point` A point. plane : [point, normal] | :class:`compas.geometry.Plane` A plane. tol : float, optional ...
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def var_annotations_filter(node: nc.NodeNG) -> nc.NodeNG: """Filter annotated function variable assigns. This accounts for deferred evaluation. """ # pylint: disable=too-many-branches # pylint: disable=too-many-nested-blocks if using_future_annotations(node): # Future behavior: ...
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def draw_kamada_kawai(G, **kwargs): """Draw networkx graph with circular layout. Parameters ---------- G : graph A networkx graph kwargs : optional keywords See hvplot.networkx.draw() for a description of optional keywords, with the exception of the pos parameter which is not ...
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import aiohttp import asyncio async def findFallBackAsync(verbose: bool = True): """Same as findFallBackSync, but just async.""" if not aiohttp: raise RuntimeError("You need to install aiohttp to be able to use findFallBackAsync.") async with aiohttp.ClientSession() as session: n = 0 ...
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def get_md5_checksum_from_response(upload_response): """ Comparing the checksum of the local file with the returned checksum/Etag stored in the upload response. """ etag = upload_response.headers.get('Etag', '') upload_checksum = etag.replace('"', '') return upload_checksum
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def read_txt_xyz(pathname): """ read a point cloud from txt file """ try: pcd = np.loadtxt(pathname,delimiter=';').astype(np.float32) except: pcd = np.loadtxt(pathname,delimiter=',').astype(np.float32) return pcd
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def nbinom_dist(bin_values, K, M): """ Negative Binomial (Poisson-Gamma) distribution function Parameters ---------- bin_values : array scattering bin values K : int number of photons M : int number of coherent modes Returns ------- nbinom : array ...
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from typing import Dict def _get_package_version(package_data: Dict) -> str: """Get package version. This function returns the non-development version for a development version. It removes the .dev part and return x.y.z-1 version if it is a dev version. """ version = package_data.get('Version') ...
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def check_config(config): """ Check all subcluster definitions in an entire config :type config: ConfigParser.ConfigParser :return: True if there are any subcluster definitions, False otherwise """ has_sc = False for section in config.sections(): lsection = section.lower() if...
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def top_3_acc(output, target): """ Computes the top 3 accuracy """ return top_k_acc(output, target, k=3)
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def _reformat_polygons(polygons): """Convert polygons to a MulitPolygon Accepts one more more sequence of 2- or 3-element sequences or a sequence of shapely Polygon objects. Parameters ---------- polygons : sequence of 2- or 3-element coordinates or sequence of Polygons Polygon(s) to be ...
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def ajax_required(f): """验证是否为AJAX请求""" @wraps(f) def wrap(request, *args, **kwargs): # request.is_ajax() 方法判断是否是 ajax 请求 # 参考:https://code.ziqiangxuetang.com/django/django-ajax.html if not request.is_ajax(): return HttpResponseBadRequest("不是AJAX请求!") return f(r...
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def process(filename, model, args): """Process a file.""" # Load the data music = muspy.load(filename) # Get note and predicted labels notes, predictions = predict( music, model, args.dataset, max_len=args.max_len, use_duration=args.use_duration, use_...
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def truncate_string(s, length=200, end="…"): """ A simplified version of Jinja2's truncate filter. """ if len(s) <= length: return s result = s[: length - len(end)].rsplit(" ", 1)[0] return result + end
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import ast def unreachable_except(node, db): """Except statement is unreachable due to a more broad except. ```py try: raise ValueError except Exception: pass except ValueError: pass ``` """ handlers = [ handler.type.id for handler in node.hand...
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import re import string def remove_more_punct(text): """ Parameters ---------- text : str String containing text we want to lowercase, remove puncuation, and tokenize. Returns ------- Tokenized list of words from passed string. """ punct = set(string.punctuation) tex...
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def _round_log10_exp(x, rnd='up', decimals=1): """Rounds a log10 number to the nearest value such that it can be cleanly written as A*10**y Parameters: x (float): Input number in log10. rnd (str): Round 'up' or 'down'. decimals (int): Number of decimals to round to. Returns: ...
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def kou_log_chf(t, u, *, x0=1., mu=0., sigma=1., lam=1., a=0.5, b=0.5, pa=0.5): """ kou_log_chf(t, u, *, x0=1., mu=0., sigma=1., lam=1., a=0.5, b=0.5, pa=0.5) Characteristic function of the probability distribution of values at time t of the logarithm of a Kou jump-diffusion process, (as per the ko...
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def divide_data(n_data: int, split_config: dict = _default_split_config) -> dict: """ Divides data into subsets, according to the configuration split_config n_data: total number of Returns: Dict of {subset: mask} e.g. { 'private/train': [0, 0, 0, 1, 0], 'private/heldout': [0, 0, 0, ...
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def get_prng(dev_random=False, fortuna=False, fortuna_seed_bytes=None, fortuna_reseed_period=None): """ Create an instance of the requested pseudo-random number generator. """ fallback = bool(int(common.global_config(["KeyGenerator", "General"], ...
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def initialize_analyticsreporting(): """Initializes an analyticsreporting service object. Returns: analytics an authorized analyticsreporting service object. """ credentials = ServiceAccountCredentials.from_p12_keyfile( settings.SERVICE_ACCOUNT_EMAIL, settings.KEY_FILE_LOCATION,...
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def _format_header(headers=None): """ format the headers that self define convert the self define headers to lower. """ if not headers: headers = {} tmp_headers = {} for k in headers.keys(): # if isinstance(headers[k], unicode): # headers[k] = convert_utf8(headers...
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def read_tech_staff_salary_sched(): """ Reads data from "Tech Staff Salary Sched" sheet in staff_salaries.xlsx, which gives us information about tech staff hourly wage by hour and years of experience---function currently only looks at the "year6_hourly_wage" column. :return: Dict with the following for...
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