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def get_trace(session, trace_uuid): """Retrieves traces given a uuid. Args: sesssion: db session trace_uuid: uuid of trace in question Returns 2-tuple of plop, flamegraph input or None if trace doesn't exist (or was garbage collected. """ trace = session.query(PerfProfile).filt...
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def first_kind_discrete(orientations, order=4): """ Calc orientation tensors of first kind for given discrete vectors """ # Normalize orientations orientations = [np.array(v) / np.linalg.norm(v) for v in orientations] # Symmetrize orientations # orientations_reversed = [-v for v in orien...
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def fix_repo_url(repo_url, in_type='https', out_type='ssh', format_dict=format_dict): """ Changes the repo_url format """ for old, new in izip(format_dict[in_type], format_dict[out_type]): repo_url = repo_url.replace(old, new) return repo_url
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def mc(dataset): """ Modulus calculation. Calculates sqrt(real^2 + imag^2) """ return np.sqrt(dataset.real ** 2 + dataset.imag ** 2)
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from typing import List def _get_fields_list(data: Data) -> List[Field]: """Extracts all nested fields from the data as a flat list.""" result = [] def map_fn(value): if isinstance(value, GraphPieceBase): # pylint: disable=protected-access tf.nest.map_structure(map_fn, value._data) else: ...
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def constructAdvancedQuery(qryRoot): """ Turns a qry object into a complex Q object by calling its helper and supplying the selected format's tree. """ return constructAdvancedQueryHelper( qryRoot["searches"][qryRoot["selectedtemplate"]]["tree"] )
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def slice_and_dice(text=text): """Strip the whitespace (newlines) off text at both ends, split the text string on newline (\n). Next check if the first char of each (stripped) line is lowercase, if so split the line into words and append the last word to the results list. Make sure the y...
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def solution(data): """ Solution to the problem """ seats, first_visible_seats, dim_y, dim_x = preprocess(data) solver = Simulation(seats, first_visible_seats, dim_y, dim_x) return solver.solve()
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from typing import Tuple def add_received_ip_tags( rows: beam.pvalue.PCollection[Row], ips_with_metadata: beam.pvalue.PCollection[Tuple[DateIpKey, Row]] ) -> beam.pvalue.PCollection[Row]: """Add tags for answer ips (field received.ip) - asnum, asname, http, cert Args: rows: PCollection of measureme...
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def set_selector(*args): """set_selector(sel_t selector, ea_t paragraph) -> int""" return _idaapi.set_selector(*args)
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def other_features(tweet): """This function takes a string and returns a list of features. These include Sentiment scores, Text and Readability scores, as well as Twitter specific features""" tweet_text = tweet["text"] ##SENTIMENT sentiment = sentiment_analyzer.polarity_scores(tweet_text) ...
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def template(spec_fn): """ >>> from Redy.Magic.Classic import template >>> import operator >>> class Point: >>> def __init__(self, p): >>> assert isinstance(p, tuple) and len(p) is 2 >>> self.x, self.y = p >>> def some_metrics(p: Point): >>> return p.x + 2 * p...
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def list_sum(*argv, **kwargs): """ Summarise items in provided list Arguments: - argv: list of item for summarise Options: - type: list item type (int if omitted) Note: All types provided by this lib supported Returns sum number in 'type' format """ _type_name = kwar...
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def image_upload(request): """ If it's a post, then upload the image or store it locally based on config. Otherwise, return the html of the upload.html template. """ if request.method == 'POST': image_file = request.FILES['image_file'] image_type = request.POST['image_type'] ...
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def werbo_c(topics, word_embedding_model, weight=0.9, topk=10): """ computes Word embedding based RBO - centroid Parameters ---------- topics: a list of lists of words word_embedding_model: word embedding space in gensim word2vec format weight: p (float), default 1.0: Weight of each agreeme...
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def G_t(t, G, tau, Ge = 0.0): """this function returns the relaxation modulus in time""" G_rel = np.zeros(np.size(t)) if np.size(G) == 1: #the model is the SLS for i in range(np.size(t)): G_rel[i] = Ge + G*np.exp(-t[i]/tau) else: #the model has more than one arm for i in ran...
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def iou_set(set1, set2): """Calculate iou_set """ union = set1.union(set2) return len(set1.intersection(set2)) / len(union) if union else 0
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import time def time_measured(fkt): """ Decorator to measure execution time of a function It prints out the measured time Parameters ---------- fkt : function function that shall be measured Returns ------- None """ def fkt_wrapper(*args, **kwargs): t1 =...
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def test_find_codon(find_codon): """ A function to test another function that looks for a codon within a coding sequence. """ synapto_nuc = ("ATGGAGAACAACGAAGCCCCCTCCCCCTCGGGATCCAACAACAACGAGAACAACAATGCAGCCCAGAAGA" "AGCTGCAGCAGACCCAAGCCAAGGTGGACGAGGTGGTCGGGATTATGCGTGTGAACGTGGAGAAGGTCCT" "GGAG...
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def add_keys3(a, A, b, B): """ aA + bB :param a: :param A: :param b: :param B: :return: """ return tcry.xmr_add_keys3_vartime_r(a, A, b, B)
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def cause_state(value): """ Usage:: {{ value|cause_state}} """ try: if isinstance(value, (str, unicode)): value = eval(value) if Bushfire.CAUSE_STATE_POSSIBLE==value: return Bushfire.CAUSE_STATE_CHOICES[Bushfire.CAUSE_STATE_POSSIBLE-1][1] return ...
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def ReadRawSAData(DataDirectory, fname_prefix): """ This function reads in the raw SA data to a pandas dataframe Args: DataDirectory: the data directory fname_prefix: the file name prefix Returns: pandas dataframe with the raw SA data Author: FJC """ # get the...
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from typing import List def not_valid_score(scores: List[int]): """Checks if the set of estimations is ambiguous (all scores are different).""" return True if len(np.unique(scores)) == len(scores) else False
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import numpy def biom_to_pandas(biom_otu): """ Convert data from biom to SparseDataFrame (pandas) for easy access :param biom_otu: Table :rtype: DataFrame """ tmp_m = biom_otu.matrix_data df = [SparseSeries(tmp_m[i].toarray().ravel()) for i in numpy.arange(tmp_m.shape[0])] return (Spar...
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def is_classmethod(method: t.Callable): """ A python method is a wrapper around a function that also holds a reference to the class it is a method of. When bound, it also holds a reference to the instance. @see https://stackoverflow.com/questions/12935241/python-call-instance-method-using-func ...
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def masked_accuracy(y_true, y_pred): """An accuracy function that masks based on targets (value: 0.5) Args: y_true: The true training labels y_pred: The predicted labels Returns: float: the masked accuracy """ a = kb.sum(kb.cast(kb.equal(y_true, kb.r...
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def get_shap_interaction_values(x_df, explainer): """ Compute the shap interaction values for a given dataframe. Also checks if the explainer is a TreeExplainer. Parameters ---------- x_df : pd.DataFrame DataFrame for which will be computed the interaction values using the explainer. ...
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from typing import Optional from typing import Union def plot_roc( y_true: np.ndarray, y_probas: np.ndarray, labels: Optional[dict] = None, classes_to_plot: Optional[list] = None, plot_micro: Optional[bool] = False, plot_macro: Optional[bool] = False, title: str = "ROC Curve", ax: Opti...
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def _harmonize_input(data): """Harmonize different types of inputs by turning all inputs into dicts.""" if isinstance(data, (pd.DataFrame, pd.Series)) or callable(data): data = {0: data} elif isinstance(data, dict): pass else: raise ValueError( "Moments must be pand...
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def herd_closest_to_cluster( x: np.ndarray, y: np.ndarray, t: np.ndarray, features: np.ndarray, nb_per_class: np.ndarray ) -> np.ndarray: """Herd the samples whose features is the closest to their class mean. :param x: Input data (images, paths, etc.) :param y: Labels of the data. :...
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from typing import List def generate_reference_config(config_entries: List[ConfigEntry]) -> {}: """ Generates a dictionary containing the expected config tree filled with default and example values :return: a dictionary containing the expected config tree """ return config_entries_to_dict(config_e...
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def reshape_tensor2list(tensor, n_steps, n_input): """Reshape tensor [?, n_steps, n_input] to lists of n_steps items with [?, n_input] """ # Prepare data shape to match `rnn` function requirements # Current data input shape (batch_size, n_steps, n_input) # Required shape: 'n_steps' tensors list of shape (batc...
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def squeeze(xray_obj, dimensions, dimension=None): """Squeeze the dimensions of an xray object.""" if dimension is None: dimension = [d for d, s in dimensions.iteritems() if s == 1] else: if isinstance(dimension, basestring): dimension = [dimension] if any(dimensions[k] >...
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def server_db(request, cp_server, api_server): """Enable database access for unit test vectors.""" db = database.get_connection(read_only=False, integrity_check=False) api_server.db = db # inject into api_server cursor = db.cursor() cursor.execute('''BEGIN''') util_test.reset_current_block_inde...
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import six import click def click_exception(exc, error_format): """ Return a ClickException object with the message from an input exception in a desired error message format. Parameters: exc (exception or string): The exception or the message. error_format (string): The ...
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from typing import Optional import json import asyncio import time import re def build(program_code: str, data: Data = frozendict(), random_seed: Optional[int] = None) -> Model: """Build (compile) a Stan program. Arguments: program_code: Stan program code describing a Stan model. data: A Pyth...
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def _exec_with_broadcasting(func, *args, **keywords): """Main function to broadcast together the shapes of the input arguments and return results with the broadcasted shape.""" # Identify arguments needing broadcasting arg_ranks = [] arg_indices = [] for k in range(len(args)) + keywords.keys()...
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def compose_paths(path_0, path_1): """ The binary representation of a path is a 1 (which means "stop"), followed by the path as binary digits, where 0 is "left" and 1 is "right". Look at the diagram at the top for these examples. Example: 9 = 0b1001, so right, left, left Example: 10 = 0b1010, ...
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def combine(img1, img2, out_path, write=True): """combine(img1, img2, out_path, write=True) Combines the data of two PyifxImages, ImageVolumes, or ImageLists to form new PyifxImages. :type img1: pyifx.misc.PyifxImage, pyifx.misc.ImageVolume, list :param img1: The first image to be added to the combination. ...
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import math def invert_index(i, window, step): """Convert truncated squareform index back into row, col, and slice index Task indexing for LD pruning is based on several optimizations that utilize a cyclic, truncated squareform pattern for pairwise comparisons (between rows). This pattern is primari...
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def group_masses(ip, dm: float = 0.25): """ Groups masses in an isotope pattern looking for differences in m/z greater than the specified delta. expects :param ip: a paired list of [[mz values],[intensity values]] :param dm: Delta for looking +/- within :return: blocks grouped by central mass ...
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def save_user_labels(*args): """ save_user_labels(func_ea, user_labels) Save user defined labels into the database. @param func_ea: the entry address of the function (C++: ea_t) @param user_labels: collection of user defined labels (C++: const user_labels_t *) """ return _ida_he...
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def add_play(): """Adds a new play""" if 'Logged in as: ' + flask_login.current_user.get_id(): play_json = request.json if request.json is None and request.data: play_json = request.data if play_json: try: # insert the created by information in pla...
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def load_string_list(file_path, is_utf8=False): """ Load string list from mitok file """ try: with open(file_path, encoding='latin-1') as f: if f is None: return None l = [] for item in f: item = item.strip() if ...
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def flash_dev( disk=None, image_path=None, copy_method="default", port=None, program_cycle_s=4 ): """Flash a firmware image to a device. Args: disk: Switch -d <disk>. image_path: Switch -f <image_path>. copy_method: Switch -c <copy_method> (default: shell). port: Switch -p <...
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def _get_bucket_and_object(gcs_blob_path): """Extract bucket and object name from a GCS blob path. Args: gcs_blob_path: path to a GCS blob Returns: The bucket and object name of the GCS blob Raises: ValueError: If gcs_blob_path parsing fails. """ if not gcs_blob_path.startswith(_GCS_PATH_PREF...
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def dq_data(request): """Main home method and view.""" try: cases = [] sdate, edate = None, None sts = {0: 'Pending', 1: 'Open', 2: 'Closed'} # Conditions qa = request.GET.get('q_aspect') va = request.GET.get('variance') age = request.GET.get('age') ...
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from typing import Protocol def create_round_model( protocol: Protocol, ber: float, n_tags: int) -> 'RoundModel': """ Factory function for creating round model. This routine is cached, so calling it multiple time won't add much overhead. Parameters ---------- prot...
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def local_maxima(a_list): """ Takes a NoteList object. Returns a list of tuples of the form returned by note_onsets(). Each of these (int: bar #, float: beat #) tuples will represent the onset of a note that is a local maximum in the melody in a_list. """ return local_extremities(a_list, ma...
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def get_fitted_model(data: pd.DataFrame, dataframe: pd.DataFrame) -> CTGAN: """ The function get_fitted_model uses a CTGAN Checkpoint (see chapter about checkpoints), to load a trained CTGAN model if one is available with the desired hyperparameters, or train a new one if none is available. The function the...
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import math def point_based_matching(point_pairs): """ This function is based on the paper "Robot Pose Estimation in Unknown Environments by Matching 2D Range Scans" by F. Lu and E. Milios. :param point_pairs: the matched point pairs [((x1, y1), (x1', y1')), ..., ((xi, yi), (xi', yi')), ...] :ret...
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def kb_ids2known_facts(kb_ids): """Creates list of all known facts from kb dict""" facts = set() for struct in kb_ids: arrays = kb_ids[struct][0] num_facts = len(arrays[0]) for i in range(num_facts): fact = [x[i] for x in arrays] facts.add(tuple(fact)) re...
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def PUtilAvgT (inUV, outUV, err, scratch=False, timeAvg=1.0): """ Average A UV data set in Time returns Averaged UV data object inUV = Python UV object to copy Any selection editing and calibration applied before average. outUV = Predefined UV data if scratch is False, ignored if ...
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def get_table_from_alter_table(line, alter_expr): """ Parse the content and return full qualified schema.table from the line if schema provided, else return the table name. Fact: if schema name or table name contains any special chars, each should be double quoted already in dump file. """ ...
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def bind_port(socket, ip, port): """ Binds the specified ZMQ socket. If the port is zero, a random port is chosen. Returns the port that was bound. """ connection = 'tcp://%s' % ip if port <= 0: port = socket.bind_to_random_port(connection) else: connection += ':%i' % port ...
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def update_target_graph(actor_tvars, target_tvars, tau): """ Updates the variables of the target graph using the variable values from the actor, following the DDQN update equation. """ op_holder = list() # .assign() is performed on target graph variables with discounted actor graph variable values f...
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from typing import Callable from re import T def safe(function: Callable[..., T]) -> Callable[..., Result[T, Exception]]: """Wraps a function that may raise an exception. e.g.: @safe def bad() -> int: raise Exception("oops") """ def wrapped(*args, **kwargs) -> Result[T, ...
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def strtime(millsec, form="%i:%02i:%06.3f"): """ Time formating function Args: millsec(int): Number of milliseconds to format Returns: (string)Formated string """ fc = form.count("%") days, milliseconds = divmod(millsec, 86400000) hours, milliseconds = divmod(millsec, 3...
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def parallel_categories(): """Parallel Categories Plot.""" mean_neighborhood_sfo = sfo_data.groupby(["neighborhood"]).mean() mean_sale_price_sfo = mean_neighborhood_sfo.sort_values("sale_price_sqr_foot", ascending=False) sfo = mean_sale_price_sfo.head(10) a = sfo.reset_index() parallel_categorie...
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def close_project(id_, **kwargs): """Close a project :param id_: The ID of the project object to be updated :type id_: str :rtype: ProjectSerializer """ proj = get_project_object(id_) check_project_permission(proj, kwargs["token_info"]) if proj.owner != kwargs["user"]: raise con...
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import string def int2base(x, base): """ Method to convert an int to a base Source: http://stackoverflow.com/questions/2267362 """ digs = string.digits + string.ascii_uppercase if x < 0: sign = -1 elif x == 0: return digs[0] else: sign = 1 x *= sign digits = []...
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def geometric(X): """ If x1,x2,...xn ~iid~ GEO(p) then the MLE is 1 / X-bar Parameters ---------- X : array_like Returns: ---------- geo_mle : MLE calculation for p-hat for GEO(p) References ---------- [1] Casella, G., Berger, R. L., "Statistical Infe...
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def calc_dH( e_per_atom, stoich=None, num_H_atoms=0, ): """ The original method is located in: F:\Dropbox\01_norskov\00_git_repos\PROJ_IrOx_Active_Learning_OER\data\proj_data_irox.py Based on a E_DFT/atom of -7.047516 for rutile-IrO2 See the following dir for derivation: PR...
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def _make_asset_build_reqs(asset): """ Prepare requirements and inputs lists and display it :params str asset: name of the asset """ def _format_reqs(req_list): """ :param list[dict] req_list: :return list[str]: """ templ = "\t{} ({})" return [templ....
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def gsl_eigen_herm_alloc(*args, **kwargs): """gsl_eigen_herm_alloc(size_t const n) -> gsl_eigen_herm_workspace""" return _gslwrap.gsl_eigen_herm_alloc(*args, **kwargs)
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def cosine_similarity(array1, array2): """ Calcula la similitud coseno entre dos arrays """ # -sum(l2_norm(y_true) * l2_norm(y_pred)) return -dot(array1, array2)/(norm(array1)*norm(array2))
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def DEW_T(Y, P, all_params): """ Y = list of mollar fractions of vapor like [0.2 ,0.8] or [0.1 0.2 0.7] Sumation of X list must be 1.0 P = Pressure in kPa all_params = list of parameters for Antonie equations example for all params: all_params = [[A1, B1, C1], ...
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def plugin_last(): """This function should sort after other plug-in functions""" return "last"
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def init_seg_table(metadata, tablename, segid_colname=cn.seg_id, chunked=True): """ Specifies a table for tracking info about a segment. """ columns = [Column("id", BigInteger, primary_key=True), Column(cn.seg_id, Integer, index=True), Column(cn.size, Integer), # Cen...
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def extract_shebang_command(handle): """ Extract the shebang_ command line from an executable script. :param handle: A file-like object (assumed to contain an executable). :returns: The command in the shebang_ line (a string). The seek position is expected to be at the start of the file and will b...
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import re def split_abstracts(ftm_df): """ Split the mail abstract (item content) into different mails. This is required to find the 'novel' email, and the rest of the threat. We create a new row for each email in the threat, but it keeps the ID of the 'novel email'. We add two boolean flags for ...
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def get_weight_from_alias(blend_shape, alias): """ Given a blend shape node and an aliased weight attribute, return the index in .weight to the alias. """ # aliasAttr lets us get the alias from an attribute, but it doesn't let us get the attribute # from the alias. existing_indexes = blend_s...
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from typing import List from typing import Tuple from typing import Any def __check_dependences_and_predecessors(pet: PETGraphX, out_dep_edges: List[Tuple[Any, Any, Any]], parent_task: CUNode, cur_cu: CUNode): """Checks if only dependences to self, parent omittable node or...
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import json def clone_master_track(obj, stdata, stindex, stduration): """ ghetto-clone ('deep copy') an object using JSON populate subtrack info from CUE sheet """ newsong = json.loads(json.dumps(obj)) newsong['subsong'] = {'index': stindex, 'start_time': stdata['index'][1][0], 'duration': std...
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def create_graph(num_islands, bridge_config): """ Helper function to create graph using adjacency list implementation """ adjacency_list = [list() for _ in range(num_islands + 1)] for config in bridge_config: source = config[0] destination = config[1] cost = config[2] ...
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def distinct_extractors(count=True, active=True): """ Tool to count unique number of predictors for each Dataset/Task """ active_datasets = ms.Dataset.query.filter_by(active=active) superset = set([v for (v, ) in ms.Predictor.query.filter_by(active=True).filter( ms.Predictor.dataset_id.in_( ...
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def get_timepoint( data, tp=0 ): """Returns the timepoint (3D data volume, lowest is 0) from 4D input. You can save memory by using [1]: nifti.dataobj[..., tp] instead: see get_nifti_timepoint() Works with loop_and_save(). Call directly, or with niftify(). Ref: [1]: http:/...
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def method_from_name(klass, method_name: str): """ Given an imported class, return the given method pointer. :param klass: An imported class containing the method. :param method_name: The method name to find. :return: The method pointer """ try: return getattr(klass, method_name) ...
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def get_querypage(site: Site, page: str, limit: int = 500): """ :type site Site :type page str :type limit int :rtype: list[str] """ # http://poznan.wikia.com/api.php?action=query&list=querypage&qppage=Nonportableinfoboxes # http://poznan.wikia.com/api.php?action=query&list=querypage&qpp...
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import re def parse_value(string: str) -> str: """Check if value is a normal string or an arrow function Args: string (str): Value Returns: str: Value if it's normal string else Function Content """ content, success = re.subn(r'^\(\s*\)\s*=>\s*{(.*)}$', r'\1', string) if not ...
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def uniqify(seq, idfun=None): """Return only unique values in a sequence""" # order preserving if idfun is None: def idfun(x): return x seen = {} result = [] for item in seq: marker = idfun(item) if marker in seen: continue seen[marker] =...
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def inside(Sv, r, r0, r1): """ Mask data inside a given range. Args: Sv (float): 2D array with data to be masked. r (float): 1D array with range data. r0 (int): Upper range limit. r1 (int): Lower range limit. Returns: bool...
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from resistics.common import fs_to_string from typing import Optional def get_solution_name( fs: float, tf_name: str, tf_var: str, postfix: Optional[str] = None ) -> str: """Get the name of a solution file""" solution_name = f"{fs_to_string(fs)}_{tf_name.lower()}" if tf_var != "": tf_var = tf...
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import re def escape(message: str) -> str: """Escape tags which might be interpreted by the theme tokenizer. Should be used when passing text from external sources to `theme.echo`. """ return re.sub( rf"<(/?{TAG_RE})>", r"\<\1>", message, )
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async def normalize_message(app: FastAPI, message: Message) -> Message: """ Given a TRAPI message, updates the message to include a normalized qgraph, kgraph, and results """ try: merged_qgraph = await normalize_qgraph(app, message.query_graph) merged_kgraph, node_id_map, edge_id_map...
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def ec_elgamal_encrypt(msg, pk, symmalg): """ Computes a random b, derives a key from b*g and ab*g, then encrypts it using symmalg. Input: msg Plaintext message string. pk Public key: a tuple (EC, ECPt, ECPt), that is (ec, generator g, a*g) symmalg A callable th...
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def plot_confusion_matrix(cm, classes, normalize=False, cmap=plt.cm.YlGnBu): """ This function prints and plots the confusion matrix. Normalization can be applied by setting `normalize=True`. """ np.set_printoptions(precision=2) fig, ax = plt.s...
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from pylab import linspace def meshgrid(params): """Returns meshgrid X that can be used for 1D plotting. params is what is returned by finess.params.util.read_params.""" assert(params['finess', 'ndims'] == 1) mx = params['grid', 'mx'] xlow = params['grid', 'xlow'] xhigh = params['grid', 'x...
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def _pbe_p12(params, passphrase, hash_alg, cipher, key_size): """PKCS#12 cipher selection function for password-based encryption This function implements the PKCS#12 algorithm for password-based encryption. It returns a cipher object which can be used to encrypt or decrypt data based on the sp...
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def add_settings_routes(app): """ Create routes related to settings """ @app.route('/v1/rule_settings/', methods=['GET']) @requires_login @use_kwargs({ 'agency_code': webargs_fields.String(required=True), 'file': webargs_fields.String(validate=webargs_validate. ...
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def delete_by_date_paste(date): """ Deletes the paste entries older than a certain date. Note that it will delete any document/index type entered into it for elasticsearch, the paste restriction is due to postgreql :return: True once """ # Create a connection to the database (seemd to want it i...
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def convert(origDict, initialSpecies): """ Convert the original dictionary with species labels as keys into a new dictionary with species objects as keys, using the given dictionary of species. """ new_dict = {} for label, value in origDict.items(): new_dict[initialSpecies[label]] =...
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def Vector(point, direction, simple=None): """ Easy to use Vector type constructor. If three arguments are passed, the first two are the x components of the point and the third is the direction component of the Vector. """ if simple is not None: point = Point(point, direction) di...
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def createGrid(nx, ny): """ Create a grid position array. """ direction = 0 positions = [] if (nx > 1) or (ny > 1): half_x = int(nx/2) half_y = int(ny/2) for i in range(-half_y, half_y+1): for j in range(-half_x, half_x+1): if not ((i==0) and (...
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from typing import Optional from typing import Sequence def get_private_network(filters: Optional[Sequence[pulumi.InputType['GetPrivateNetworkFilterArgs']]] = None, opts: Optional[pulumi.InvokeOptions] = None) -> AwaitableGetPrivateNetworkResult: """ Get information about a Vultr priva...
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import types import pandas def sdc_pandas_series_operator_le(self, other): """ Pandas Series operator :attr:`pandas.Series.le` implementation .. only:: developer **Test**: python -m sdc.runtests -k sdc.tests.test_series.TestSeries.test_series_op7* python -m sdc.runtests -k sdc.tests.te...
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import numpy def getArrFromFile(path = fromPath): """ 读取原始csv文件,返回numpy数组 :param path: 原始csv文件路径 string类型 default:fromPath :return: X: 由原始文件生成的数组 二维numpy数组类型 """ X = numpy.genfromtxt(path,dtype=float,delimiter=',')[1:,:-2] return X
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import torch def erode(binary_image, erosion=1): """ Sets 1s at boundaries of binary_image to 0 """ batch_array = binary_image.data.cpu().numpy() return torch.tensor( np.stack([ binary_erosion( array, iterations=erosion, border_va...
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def plot_chirpam_fit(cell_mean, param_d, QI=None, fit_f=sinexp_sigm, start=420, stop=960, ax=None): """ Helper function to visualize the fit of a cell response to a chirp_am stimulus. params: - cell_mean: Cell's mean response to the stimulus - param_d: Parameter diction...
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def command_ltc(bot, user, channel, args): """Display current LRC exchange rates from BTC-E""" r = bot.get_url("https://btc-e.com/api/2/ltc_usd/ticker") j = r.json()['ticker'] return bot.say(channel, "BTC-E: avg:$%s last:$%s low:$%s high:$%s vol:%s" % (j['avg'], j['last'], j['low'], j['high'], j['vol']...
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