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import optparse def ParseArgs(): """Parses command line options. Returns: An options object as from optparse.OptionsParser.parse_args() """ parser = optparse.OptionParser() parser.add_option('--android-sdk', help='path to the Android SDK folder') parser.add_option('--android-sdk-tools', ...
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def get_interface_from_model(obj: Base) -> str: """ Transform the passed model object into an dispatcher interface name. For example, a :class:``Label`` model will result in a string with the value `labels` being returned. :param obj: the model object :return: the interface string """ ...
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import codecs def get_text(string, start, end, bom=True): """This method correctly accesses slices of strings using character start/end offsets referring to UTF-16 encoded bytes. This allows for using character offsets generated by Rosette (and other softwares) that use UTF-16 native string represent...
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import math def init_distance(graph: dict, s: str) -> dict: """ 初始化其他节点的距离为正无穷 防止后面字典越界 """ distance = {s: 0} for vertex in graph: if vertex != s: distance[vertex] = math.inf return distance
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def read_cry_data(path): """ Read a cry file and extract the molecule's geometry. The format should be as follows:: U_xx U_xy U_xz U_yx U_yy U_yz U_zx U_zy U_zz energy (or comment, this is ignored for now) ele0 x0 y0 z0 ele1 x1 y1 z1 ... elen...
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import torch def get_camera_wireframe(scale: float = 0.3): """ Returns a wireframe of a 3D line-plot of a camera symbol. """ a = 0.5 * torch.tensor([-2, 1.5, 4]) b = 0.5 * torch.tensor([2, 1.5, 4]) c = 0.5 * torch.tensor([-2, -1.5, 4]) d = 0.5 * torch.tensor([2, -1.5, 4]) C = torch.zer...
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def read_input(file): """ Args: file (idx): binary input file. Returns: numpy: arrays for our dataset. """ with open(file, 'rb') as file: z, d_type, d = st.unpack('>HBB', file.read(4)) shape = tuple(st.unpack('>I', file.read(4))[0] for d in range(d)) retur...
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from typing import List def maximum_segment_sum(input_list: List): """ Return the maximum sum of the segments of a list Examples:: >>> from pyske.core import PList, SList >>> maximum_segment_sum(SList([-5 , 2 , 6 , -4 , 5 , -6 , -4 , 3])) 9 >>> maximum_segment_sum(PList.f...
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def list_files(tag=None, sat_id=None, data_path=None, format_str=None): """Return a Pandas Series of every file for chosen satellite data Parameters ----------- tag : (string or NoneType) Denotes type of file to load. (default=None) sat_id : (string or NoneType) Specifies th...
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def has_bookmark(uri): """ Returns true if the asset with given URI has been bookmarked by the currently logged in user. Returns false if there is no currently logged in user. """ if is_logged_in(): mongo.db.bookmarks.ensure_index('username') mongo.db.bookmarks.ensure_in...
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import six import tqdm def evaluate(f, K, dataiter, num_steps): """Evaluates online few-shot episodes. Args: model: Model instance. dataiter: Dataset iterator. num_steps: Number of episodes. """ if num_steps == -1: it = six.moves.xrange(len(dataiter)) else: it = six.moves.xrange(num_ste...
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def find_period_of_function(eq,slopelist,nroots): """This function finds the Period of the function. It then makes a list of x values that are that period apart. Example Input: find_period_of_function(eq1,[0.947969,1.278602]) """ global tan s1 = slopelist[0] s2 = slopelist[1] if tan == 1...
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def merge_date_tags(path, k): """called when encountering only tags in an element ( no text, nor mixed tag and text) Arguments: path {list} -- path of the element containing the tags k {string} -- name of the element containing the tags Returns: whatever type you want -- th...
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def ocp_play(): """Decorator for adding a method as an common play search handler.""" def real_decorator(func): # Store the flag inside the function # This will be used later to identify the method if not hasattr(func, 'is_ocp_playback_handler'): func.is_ocp_playback_handler ...
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def _scatter(x_arr, y_arr, attributes, xlabel=None, xlim=None, xlog=False, ylabel=None, ylim=None, ylog=False, show=True, save=None): """Private plotting utility function.""" # initialise figure and axis settings fig = plt.figure() ...
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def first_item(iterable, default=None): """ Returns the first item of given iterable. Parameters ---------- iterable : iterable Iterable default : object Default value if the iterable is empty. Returns ------- object First iterable item. """ if not ...
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def ensure_binary(s, encoding='utf-8', errors='strict'): """Coerce **s** to six.binary_type. For Python 2: - `unicode` -> encoded to `str` - `str` -> `str` For Python 3: - `str` -> encoded to `bytes` - `bytes` -> `bytes` """ if isinstance(s, text_type): return s.encod...
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def FileDialog(prompt='ChooseFile', indir=''): """ opens a wx dialog that allows you to select a single file, and returns the full path/name of that file """ dlg = wx.FileDialog(None, message = prompt, defaultDir = indir) if dl...
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def my_account(): """ Allows a user to manage their account """ user = get_user(login_session['email']) if request.method == 'GET': return render_template('myAccount.html', user=user) else: new_password1 = request.form.get('userPassword1') new_password2 = request.form.get...
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from typing import List def __pad_assertwith_0_array4D(grad: 'np.ndarray', pad_nums) -> 'np.ndarray': """ Padding arrary with 0 septally. :param grad: :param pad_nums: :return: """ gN, gC, gH, gW = grad.shape init1 = np.zeros((gN, gC, gH + (gH - 1) * pad_nums, gW), dtype = grad.dtype)...
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def islist(data): """Check if input data is a list.""" return isinstance(data, list)
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def spatial_mean(xr_da, lon_name="longitude", lat_name="latitude"): """ Perform averaging on an `xarray.DataArray` with latitude weighting. Parameters ---------- xr_da: xarray.DataArray Data to average lon_name: str, optional Name of x-coordinate lat_name: str, optional ...
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def rank(value_to_be_ranked, value_providing_rank): """ Returns the rank of ``value_to_be_ranked`` in set of values, ``values``. Works even if ``values`` is a non-orderable collection (e.g., a set). A binary search would be an optimized way of doing this if we can constrain ``values`` to be an order...
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def Characteristics(aVector): """ Purpose: Compute certain characteristic of data in a vector Inputs: aVector an array of data Initialize: iMean mean iMed median iMin minimum iMax maximum iKurt kurtosis iS...
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def loglik(alpha,gamma_list,M,k): """ Calculate $L_{[\alpha]}$ defined in A.4.2 """ psi_sum_gamma=np.array(list(map(lambda x: psi(np.sum(x)),gamma_list))).reshape((M,1)) # M*1 psi_gamma=psi(np.array(gamma_list)) # M*k matrix L=M*gammaln(np.sum(alpha)-np.sum(gammaln(alpha)))+np.sum((psi_gamma-ps...
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from gum.indexer import indexer, NotRegistered def handle_delete(sender_content_type_pk, instance_pk): """Async task to delete a model from the index. :param instance_pk: :param sender_content_type_pk: """ try: sender_content_type = ContentType.objects.get(pk=sender_content_type_pk) ...
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def fixedcase_word(w, truelist=None): """Returns True if w should be fixed-case, None if unsure.""" if truelist is not None and w in truelist: return True if any(c.isupper() for c in w[1:]): # tokenized word with noninitial uppercase return True if len(w) == 1 and w.isupper() and...
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import torch import types def linspace( start, stop, num=50, endpoint=True, retstep=False, dtype=None, split=None, device=None, comm=None, ): """ Returns num evenly spaced samples, calculated over the interval [start, stop]. The endpoint of the interval can optionally b...
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def _h1_cmp_chi2_ ( h1 , h2 , density = False ) : """Compare histograms by chi2 >>> h1 = ... ## the first histo >>> h2 = ... ## the second histo (or function or anything else) >>> chi2ndf , probability = h1.cmp_chi2 ( h2 ) """ ...
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def _questionnaire_metric(name, col): """Returns a metrics SQL aggregation tuple for the given key/column.""" return _SqlAggregation( name, """ SELECT {col}, COUNT(*) FROM participant_summary WHERE {summary_filter_sql} GROUP BY 1; """.format( col=col, su...
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import re def xyzToAtomsPositions(xyzFileOrStr): """ Returns atom positions (order) given a molecule in an xyz format. Inchi-based algorithm. Use this function to set the atoms positions in a reference molecule. The idea is to assign the positions once and to never change them again. Arg...
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async def modify_video_favorite_list( media_id: int, title: str, introduction: str = '', private: bool = False, credential: Credential = None): """ 修改视频收藏夹信息。 Args: media_id (int) : 收藏夹 ID. title (str) : 收藏夹名。 introducti...
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def get_salesforce_log_files(): """Helper function to get a list available log files""" return { "totalSize": 2, "done": True, "records": [ { "attributes": { "type": "EventLogFile", "url": "/services/data/v32.0/sobjects/...
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def remove_true_false_edges(dict_snapshots, dict_weights, index): """ Remove chosen true edges from the graph so the embedding could be calculated without them. :param dict_snapshots: Dict where keys are times and values are a list of edges for each time stamp. :param dict_weights: Dict where keys are t...
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def addFavoriteDir(name:str, directory:str, type:str=None, icon:str=None, tooltip:str=None, key:str=None): """ addFavoriteDir(name, directory, type, icon, tooltip, key) -> None. Add a path to the file choosers favorite directory list. The path name can contain environment variables which will be expanded w...
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def save(data): """Save cleanup annotations.""" data_and_frames = data.split("_") data = data_and_frames[0] frames = data_and_frames[1] if len(data) == 1: removed = [] else: removed = [int(f) for f in data[1:].split(':')] frames = [int(f) for f in frames[:].split(':')] ...
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import re def list_runs_in_swestore(path, pattern=RUN_RE, no_ext=False): """ Will list runs that exist in swestore :param str path: swestore path to list runs :param str pattern: regex pattern for runs """ try: status = check_call(['icd', path]) proc = Popen(['ils'...
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def linear_regression( XL: ArrayLike, YP: ArrayLike, Q: ArrayLike ) -> LinearRegressionResult: """Efficient linear regression estimation for multiple covariate sets Parameters ---------- XL [array-like, shape: (M, N)] "Loop" covariates for which N separate regressions will be run ...
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import math def orthogonal_decomposition(C, tr_error, l_exp): """ Orthogonal decomposition of the covariance matrix to determine the meaningful directions :param C: covariance matrix :param tr_error: allowed truncation error :param l_exp: expansion order :return: transformation matrix Wy, nu...
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import http import json def get_data(): """Reads the current state of the world""" server = http.client.HTTPConnection(URL) server.request('GET','/data') response = server.getresponse() if (response.status == 200): data = response.read() response.close() return json.loads(d...
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def chi_angles(filepath, model_id=0): """Calculate chi angles for a given file in the PDB format. :param filepath: Path to the PDB file. :param model_id: Model to be used for chi calculation. :return: A list composed by a list of chi1, a list of chi2, etc. """ torsions_list = _sidechain_torsio...
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def surface_sphere(radius): """ """ phi, theta = np.mgrid[0.0:np.pi:100j, 0.0:2.0*np.pi:100j] x_blank_sphere = radius*np.sin(phi)*np.cos(theta) y_blank_sphere = radius*np.sin(phi)*np.sin(theta) z_blank_sphere = radius*np.cos(phi) sphere_surface = np.array(([x_blank_sphere, ...
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import re def format_bucket_objects_listing(bucket_objects): """Returns a formated list of buckets. Args: buckets (list): A list of buckets objects. Returns: The formated list as string """ out = "" i = 1 for o in bucket_objects: # Shorten to 24 chars max, remove...
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def charts(chart_type, cmid, start_date, end_date=None): """ Get the given type of charts for the artist. https://api.chartmetric.com/api/artist/:id/:type/charts **Parameters** - `chart_type`: string type of charts to pull, choose from 'spotify_viral_daily', 'spotify_viral_weekly', ...
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def search_candidates(api_key, active_status="true"): """ https://api.open.fec.gov/developers#/candidate/get_candidates_ """ query = """https://api.open.fec.gov/v1/candidates/?sort=name&sort_hide_null=false&is_active_candidate={active_status}&sort_null_only=false&sort_nulls_last=false&page=1&per_page=20...
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def load_dat(file_name): """ carga el fichero dat (Matlab) especificado y lo devuelve en un array de numpy """ data = loadmat(file_name) y = data['y'] X = data['X'] ytest = data['ytest'] Xtest = data['Xtest'] yval = data['yval'] Xval = data['Xval'] return X,y,Xtest,ytest,...
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def get_specific_pos_value(img, pos): """ Parameters ---------- img : ndarray image data. pos : list pos[0] is horizontal coordinate, pos[1] is verical coordinate. """ return img[pos[1], pos[0]]
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from typing import List from typing import Tuple from typing import Dict from typing import Any from typing import Set def transpose_tokens( cards: List[MTGJSONCard] ) -> Tuple[List[MTGJSONCard], List[Dict[str, Any]]]: """ Sometimes, tokens slip through and need to be transplanted back into their appr...
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from datetime import datetime def from_local(local_dt, timezone=None): """Converts the given local datetime to a universal datetime.""" if not isinstance(local_dt, datetime.datetime): raise TypeError('Expected a datetime object') if timezone is None: a = arrow.get(local_dt) else: ...
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import re def mrefresh_to_relurl(content): """Get a relative url from the contents of a metarefresh tag""" urlstart = re.compile('.*URL=') _, url = content.split(';') url = urlstart.sub('', url) return url
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import torch def simclr_loss_func( z1: torch.Tensor, z2: torch.Tensor, temperature: float = 0.1, extra_pos_mask=None, ) -> torch.Tensor: """Computes SimCLR's loss given batch of projected features z1 from view 1 and projected features z2 from view 2. Args: z1 (torch.Tensor): NxD Te...
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def find_node_types(G, edge_type): """ :param G: NetworkX graph. :param edge_type: Edge type. :return: Node types that correspond to the edge type. """ for e in G.edges: if G[e[0]][e[1]][e[2]]['type'] == edge_type: u, v = e[0], e[1] break utype = G.nodes[u]['...
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import scipy def distance_point_point(p1, p2): """Calculates the euclidian distance between two points or sets of points >>> distance_point_point(np.array([1, 0]), np.array([0, 1])) 1.4142135623730951 >>> distance_point_point(np.array([[1, 1], [0, 0]]), np.array([0, 1])) array([1., 1.]) >>> di...
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def switch( confs=None, remain=False, all_checked=False, _default=None, **kwargs ): """ Execute first statement among conf where task result is True. If remain, process all statements conf starting from the first checked conf. :param confs: task confs to check. Each one may contain a task a...
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def makeProcesses(nChildren): """ Create and start all the worker processes """ global taskQueue,resultsQueue,workers if nChildren < 0: print 'makeProcesses: ',nChildren, ' is too small' return False if nChildren > 3: print 'makeProcesses: ',nChildren, ' is too large...
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def create_moleculenet_model(model_name): """Create a model. Parameters ---------- model_name : str Name for the model. Returns ------- Created model """ for func in [create_bace_model, create_bbbp_model, create_clintox_model, create_esol_model, create_free...
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from typing import Collection from typing import Optional def detect_daml_lf_dir(paths: "Collection[str]") -> "Optional[str]": """ Find the biggest Daml-LF v1 version in the set of file names from a Protobuf archive, and return the path that contains the associated files (with a trailing slash). If t...
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def random_mini_batches(X, Y, mini_batch_size): """ Creates a list of random minibatches from (X, Y) Arguments: X -- input data, of shape (m, n_H, n_W, c) Y -- true "label" vector of shape (m, num_classes) mini_batch_size -- size of mini-batches, integer Returns: mini_ba...
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import types def classifyContent(text): """ Uses the NLP provider's SDK to perform a content classification operation. Arguments: text {String} -- Text to be analyzed. """ document = types.Document( content=text, type=enums.Document.Type.PLAIN_TEXT, language='...
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def print_instance_summary(instance, use_color='auto'): """ Print summary info line for the supplied instance """ colorize_ = partial(colorize, use_color=use_color) name = colorize_(instance.name, "yellow") instance_type = instance.extra['gonzo_size'] if instance.state == NodeState.RUNNING: ...
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from datetime import datetime def generate_blob_sas_token(blob, container, blob_service, permission=BlobPermissions.READ): """Generate a blob URL with SAS token.""" sas_token = blob_service.generate_blob_shared_access_signature( container, blob.name, permission=permission, start=dateti...
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from typing import Sequence def rewrite_complex_signature(function, signature: Sequence[tf.TensorSpec]): """Compatibility layer for testing complex numbers.""" if not all([spec.dtype.is_complex for spec in signature]): raise NotImplementedError("Signatures with mixed complex and non-complex " ...
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def get_args(argv: list): """gets the args and dictionarize them""" if len(argv) not in [5,7]: Errors.args_error() data = {} # getting the type of the title if "-" in argv[1]: data["type"] = "series" if argv[1] == "-s" else "movie" if argv[1] == "-m" else None else: ...
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def fund_with_erc20( to_fund_address, erc20_token_contract, ether_amount=0.1, account=None ): """Send a specified amount of an ERC20 token to an address. Args: to_fund_address (address): Address to send to the tokens to. erc20_token_contract (Contract): Contract of the ERC20 token. ...
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from carbonplan_trace.v1.glas_preprocess import select_valid_area # avoid circular import def energy_adj_ground_to_sig_end(ds): """ Waveform energy from the ground peak. We calculated senergy_whrc as the energy of the waveform (in digital counts) from the ground peak to the signal end multiplied by two....
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import logging def get_previous_version(versions: dict, app: str) -> str: """Looks in the app's .version_history to retrieve the prior version""" try: with open(f"{app}/.version_history", "r") as fh: lines = [line.strip() for line in fh] except FileNotFoundError: logging.warnin...
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def healthcheck() -> bool: """FastAPI server healthcheck.""" return True
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def ToHexStr(num): """ 将返回的错误码转换为十六进制显示 :param num: 错误码 字符串 :return: 十六进制字符串 """ chaDic = {10: 'a', 11: 'b', 12: 'c', 13: 'd', 14: 'e', 15: 'f'} hexStr = "" if num < 0: num = num + 2**32 while num >= 16: digit = num % 16 hexStr = chaDic.get(digit, str(digit)) ...
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import requests def getSBMLFromBiomodelsURN(urn): """ Get SBML string from given BioModels URN. Searches for a BioModels identifier in the given urn and retrieves the SBML from biomodels. For example: urn:miriam:biomodels.db:BIOMD0000000003.xml Handles redirects of the download page. :p...
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def draw(k, n): """ Select k things from a pool of n without replacement. """ # At k == n/4, an extra 0.15*k draws are needed to get k unique draws if k > n/4: result = rng.permutation(n)[:k] else: s = set() result = np.empty(k, 'i') for i in range(k): ...
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def print_version(args): """Print the version (short or long)""" # Long version if len(args) > 0 and args[0] == '--full': apk_version = dtfglobals.get_generic_global( dtfglobals.CONFIG_SECTION_CLIENT, 'apk_version') bundle_version = dtfglobals.get_generic_global( dt...
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from datetime import datetime def naturalTimeDifference(value): """ Finds the difference between the datetime value given and now() and returns appropriate humanize form """ if isinstance(value, datetime): delta = datetime.now() - value if delta.days > 6: return val...
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def raises_Invalid(function): """A decorator that asserts that the decorated function raises dictization_functions.Invalid. Usage: @raises_Invalid def call_validator(*args, **kwargs): return validators.user_name_validator(*args, **kwargs) call_validator(key, data, error...
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from pathlib import Path def load_dataset(dataset_path: Path) -> [Instruction]: """Returns the program as a list of alu instructions.""" with open_utf8(dataset_path) as file: program = [] for line in file: if len(line.strip()) > 0: instruction = line.strip().split("...
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import json def process_info(args): """ Process a single json file """ fname, opts = args with open(fname, 'r') as f: ann = json.load(f) f.close() examples = [] skipped_instances = 0 for instance in ann: components = instance['components'] if len(...
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def logout(): """ 退出登录 :return: """ # pop是移除session中的数据(dict),pop会有一个返回值,如果移除的key不存在返回None session.pop('user_id', None) session.pop('mobile', None) session.pop('nick_name', None) # 要清除is_admin的session值,不然登录管理员后退出再登录普通用户又能访问管理员后台 session.pop('is_admin', None) return jsonify(er...
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def lift_to_dimension(A,dim): """ Creates a view of A of dimension dim (by adding dummy dimensions if necessary). Assumes a numpy array as input :param A: numpy array :param dim: desired dimension of view :return: returns view of A of appropriate dimension """ current_dim = len(A.shape...
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def search(keyword=None): """ Display search results in JSON format Parameters ---------- keyword : str Search keyword. Default None """ return get_json(False, keyword)
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from typing import List def min_offerings(heights: List[int]) -> int: """ Get the max increasing sequence on the left and the right side of current index, leading upto the current index. current index's value would be the max of both + 1. """ length = len(heights) if length < 2: r...
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def pretty(value, width=80, nl_width=80, sep='\n', **kw): # type: (str, int, int, str, **Any) -> str """Format value for printing to console.""" if isinstance(value, dict): return '{{{0} {1}'.format(sep, pformat(value, 4, nl_width)[1:]) elif isinstance(value, tuple): return '{}{}{}'.form...
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def niceNumber(v, maxdigit=6): """Nicely format a number, with a maximum of 6 digits.""" assert(maxdigit >= 0) if maxdigit == 0: return "%.0f" % v fmt = '%%.%df' % maxdigit s = fmt % v if len(s) > maxdigit: return s.rstrip("0").rstrip(".") elif len(s) == 0: return ...
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def query_incident(conditions: list, method=None, plan_status="A", mulitple_fields=False): """ Queries incidents in Resilient/CP4S :param condition_list: list of conditions as [field_name, field_value, method] or a list of list conditions if multiple_fields==True :param method: set all field conditions...
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def get_banner(): """Return a banner message for the interactive console.""" global _CONN result = '' # Note how we are connected result += 'Connected to %s' % _CONN.url if _CONN.creds is not None: result += ' as %s' % _CONN.creds[0] # Give hint about exiting. Most people exit wi...
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def generate_fish( n, channel, interaction, lim_neighbors, neighbor_weights=None, fish_max_speeds=None, clock_freqs=None, verbose=False, names=None ): """Generate some fish Arguments: n {int} -- Number of fish to generate channel {Channel} -- Channel instance...
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import functools def log_exception(function): """Exception logging wrapper.""" @functools.wraps(function) def wrapper(*args, **kwargs): try: return function(*args, **kwargs) except: err = "There was an exception in " err += function.__name__ ...
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def calculate_triad_connectivity(tt1, tt2, tt3, ipi1, ipi2, tau_z_pre, tau_z_post, base_time, base_ipi, resting_time, n_patterns): """ This function gives you the connectivity among a triad, assuming that all the other temporal structure outside of the trial is homogeneus ...
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from datetime import datetime import random def random_date_from(date, min_td=datetime.timedelta(seconds=0), max_td=datetime.timedelta(seconds=0)): """ Produces a datetime at a random offset from date. Parameters: date: datetime The reference ...
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def generate_log_normal_dist_value(frequency, mu, sigma, draws, seed_value): """ Generates random values using a lognormal distribution, given a specific mean (mu) and standard deviation (sigma). https://stackoverflow.com/questions/51609299/python-np-lognormal-gives-infinite- results-for-big-average...
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from re import VERBOSE def compute_mean_field( grain_index_field, field_data, field_name, vx_size=(1.0, 1.0, 1.0), weighted=False, compute_std_dev=False, ): """ Compute mean shear system by grains. Args: grain_index_field : VTK field containing index field_dat...
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def evaluate_argument_value(xpath_or_tagname, datafile): """This function takes checks if the given xpath_or_tagname exists in the datafile and returns its value. Else returns None.""" tree = ET.parse(datafile) root = tree.getroot() if xpath_or_tagname.startswith(root.tag + "/"): xpath_or_ta...
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def normalise_genome_position(x): """ Normalise position (circular genome) """ x['PositionNorm0'] = np.where(x['Position'] > (x['GenomeLength'] / 2), (x['GenomeLength'] - x['Position']), x['Position']) x['PositionNorm'] = x['Positio...
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from faker import Faker def random_address(invalid_data): """ Generate Random Address return: string containing imitation postal address. """ fake = Faker(['en_CA']) # localized to Canada return fake.address().replace('\n',', '), global_valid_data
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import math def rot_poly(angle, polygon, n): """rotate polygon into 2D plane in order to determine if a point exists within it. The Shapely library uses 2D geometry, so this is done in order to use it effectively for intersection calculations. Parameters ---------- angle : float ...
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def bytes_isspace(x: bytes) -> bool: """Checks if given bytes object contains only whitespace elements. Compiling bytes.isspace compiles this function. This function is only intended to be executed in this compiled form. Args: x: The bytes object to examine. Returns: Result of che...
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import re def snake_case(name: str): """ https://stackoverflow.com/a/1176023/1371716 """ name = re.sub('(\\.)', r'_', name) name = re.sub('(.)([A-Z][a-z]+)', r'\1_\2', name) name = re.sub('__([A-Z])', r'_\1', name) name = re.sub('([a-z0-9])([A-Z])', r'\1_\2', name) return name.lower()
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import glob def get_loss_data(): """ This function returns a list of paths to all .npy loss files. Returns ------- path_list : list of strings The list of paths to output files """ path = "./data/*_loss.npy" path_list = glob.glob(path, recursive=True) return path_lis...
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def ranked_avg_knn_scores(batch_states, memory, k=10, knn=batch_count_scaled_knn): """ Computes ranked average KNN score for each element in batch of states \sum_{i = 1}^{K} (1/i) * d(x, x_i) Parameters ---------- k: k neighbors batch_states: numpy array of size [batch_size x state_size] ...
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def login_exempt(view_func): """登录豁免,被此装饰器修饰的action可以不校验登录.""" def wrapped_view(*args, **kwargs): return view_func(*args, **kwargs) wrapped_view.login_exempt = True return wraps(view_func, assigned=available_attrs(view_func))(wrapped_view)
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def to_uint8_image(message : ImageMessage) -> ImageMessage: """Convert image type to uint8. Args: message (ImageMessage): Image to be converted Returns: ImageMessage: Resulting iamge """ message.image = np.uint8(message.image*255) if message.mask is not None: message.ma...
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import string def list_zero_alphabet() -> list: """Build a list: 0, a, b, c etc.""" score_dirs = ['0'] for char in string.ascii_lowercase: score_dirs.append(char) return score_dirs
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