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def force_unicode(s, encoding='utf-8', strings_only=False, errors='strict'): """ Similar to smart_unicode, except that lazy instances are resolved to strings, rather than kept as lazy objects. If strings_only is True, don't convert (some) non-string-like objects. """ # Handle the common case fi...
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def _get_grid_points_by_rotations(bz_gp, bz_grid: BZGrid, rotations): """Grid point rotations without surface treatment.""" rot_adrs = np.dot(rotations, bz_grid.addresses[bz_gp]) grgps = get_grid_point_from_address(rot_adrs, bz_grid.D_diag) return bz_grid.grg2bzg[grgps]
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def lstm(xs, ms, s, scope, nh): """LSTM layer for policy network, using same weight and bias initialization as LSTM in reward redistribution model Based on baselines.ppo2.policies.py; These initializations were taken directly from the redistribution model LSTM and could be optimized; """ nbatch...
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def move_left(point): """Return a copy of `point`, moved left along the X-axis by 1. This function returns a tuple, not a Vector2D instance, and should only be used if performance is essential. Otherwise, the recommended alternative is to write `point + LEFT`. """ x, y = point return x - 1...
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def get_ensembl_gene(ensembl_id, ENSEMBL_REST_SERVER = GRCH37_ENSEMBL_REST_SERVER): """ Get gene details from name * string Returntype: Gene """ key = (ensembl_id, ENSEMBL_REST_SERVER) if key not in known_genes: known_genes[key] = fetch_gene_id(ensembl_id, ENSEMBL_REST_SERVER) return known_genes[key]
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def list_notes_by_itinerary(itin_id): """serialize notes list to jsonify""" notes_author = db.session.query(User.fname, Note.comment, Note.day).join(User) itin_notes = notes_author.filter(Note.itinerary_id == itin_id).all() json_notes = [] for note in itin_notes: n_dict = {} n_dic...
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def set_dist_ang(a, b, dist, ang=0): """Returns point distance and angle away from a towards b""" c = normalize(b - a) * dist cr2d = rotate2D(*c[:2], ang) cr = cr2d if len(a) == 2 else a3([*cr2d, c[2]]) return cr + a
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def get_share_in_repo_list(request, start, limit): """List share in repos. """ username = request.user.username if is_org_context(request): org_id = request.user.org.org_id repo_list = seafile_api.get_org_share_in_repo_list(org_id, username, ...
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def load_data(args, device): """Loads the data into three different data loaders. (Train, Test, Evaluation) Split the training dataset into a train / test dataset. Args: args: arguments passed to the python script """ train_dataset = CSVDataset(args, args.train_files, device) ...
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def check_freq(session, freq): """ Check the frequency of the radar with the table, hfrSystemTypes. Return the frequency id :param session: SQLAlchemy database session instance :param freq: Frequency floating point number :return: ID of the appropriate system type in hfrSystemTypes table """ ...
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from typing import Generic def yesterday_and_today(): """Prode `date` (d) and `str` (s) versions of yesterday and today.""" d = Generic() d.today = date.today() d.yesterday = d.today - timedelta(1) s = Generic() s.today = d.today.isoformat() s.yesterday = d.yesterday.isoformat() result...
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def pix_to_sky(idx, nside): """Convert the pixels corresponding to the input indexes to sky coordinates (RA, Dec)""" theta, phi = hp.pix2ang(nside, idx) ra = np.rad2deg(phi) dec = np.rad2deg(0.5 * np.pi - theta) return ra, dec
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def stoi(x): """Converts strings to integers""" if type(x) != str: raise ValueError("Input value not a string") try: ans = 0 for d in x: ans = 10 * ans + dic[d] return ans except: raise ValueError("Input value not a string")
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def brightness(): """Set brightness value for camera.""" # Catch ajax request with form data brightness_val = 'error' if request.method == 'POST': brightness_val = request.form.get('brightness') if brightness_val is not None: app.logger.info('Form brightness submitted: %s', b...
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from typing import List def fraction_low_base_quality(channels: List[np.ndarray], threshold: int = 127) -> float: """Gets fraction of bases that have low base quality scores in a pileup. Args: channels: A list of channels of a DeepVariant pileup image. This only uses c...
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import os import hashlib def convert_deps_from_pip(dep): """"Converts a pip-formatted dependency to a Pipfile-formatted one.""" dependency = {} req = get_requirement(dep) extras = {'extras': req.extras} # File installs. if (req.uri or req.path or is_installable_file(req.name)) and not req.vcs:...
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def draw_corr(img0, pix_pos0, img1, pix_pos1, num=None): """ Draw matches, numpy version. Parameters are the same as draw keypoints """ if num is None: inds = np.arange(len(pix_pos0)) num = len(pix_pos0) else: inds = np.linspace(0, len(pix_pos0), num, endpoint=False).astype(n...
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from typing import Tuple import tqdm def calc_stft(protocol_df: pd.DataFrame, path: str) -> Tuple[np.ndarray, np.ndarray]: """ This function extracts spectrograms from raw audio data by using FFT. Args: protocol_df(pd.DataFrame): ASVspoof2019 protocol. path(str): Path to ASVSpoof2019 Retu...
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import yaml def dict_to_yaml(dict_data): """Return YAML from dictionary. :param dict_data: Dictionary data :type dict_data: dict :returns: YAML dump :rtype: string """ return yaml.dump(dict_data, default_flow_style=False)
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def snake_case_to_capital_case(string): """ string::str ex. this_is_an_example return::str ex. ThisIsAnExample """ LOG.debug('Converting string to capital case: %s', string) split_list = string.split('_') capital_list = [item.capitalize() for item in split_list] capital_case = ''.join(ca...
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def fixed_variables_only_in_inequalities(block): """ Method to return a ComponentSet of all fixed Var components which appear only within activated inequality Constraints in a model. Args: block : model to be studied Returns: A ComponentSet including all fixed Var components which ...
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def generate_white_pawn_attack_bb_from_square(from_square: int) -> np.uint64: """ Returns the white pawn attack bitboard on an otherwise empty board from the provided square :param from_square: starting square from which to generate white pawn attacks :return: np.uint64 bitboard representation of white ...
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import os def _read(file_path): """ Reads a given .csv file from disk. :return: loaded data in the form of a pandas Dataframe. """ return pd.read_csv(os.path.join(CURRENT_PATH, file_path))
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def is_subscription(service_type): """ check service type is subscription or empty """ return not service_type or service_type == SUBSCRIPTION_SERVICE_TYPE
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def _args_run_polish(args): """Run `pbsvp polish`""" log.info("Running `{}`".format(POLISH_ENTRY)) log.debug('Locals={}'.format(locals())) run_polish(genome_fa=args.genome_fa, subreads_xml_fn=args.subreads_bam, aln_fn=args.alignments_bam, in_bed_fn=args.in_rich_bed, out_dir=args.out_dir, ...
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def df_to_list(df): """Convert a pandas DataFrame values to a list of lists. Args: df (pandas.DataFrame): A DataFrame to convert to a dictionary. Returns: list: A list of lists """ return [df[column_name].values.tolist() for column_name in df.columns]
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def load_config(config_file_name): """Load the JSON configuration file and return its structure.""" try: with open(config_file_name, 'r') as f: retval = json.load(f) return retval except Exception as e: print "ERROR reading config file:" raise e
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def findNearestDate(date_list, date): """ Find closest datapoint of each uppermost sensor in time window. Adapted from https://stackoverflow.com/a/32237949/3816498 . Parameters ---------- date_list : array-like List of dates date : datetime The date, to which the nearest da...
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from functools import reduce def prod(stuff): """ prod(stuff): compute the product (i.e. reduce with '*') of the elements of 'stuff'. 'stuff' must be iterable.""" return reduce(lambda x, y: x*y, stuff)
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def GetIonPositions(names_and_pos, ion_input): """ input: names_and_pos dict<string, Vector3>: dictionary that contains the position of each labelled element present. input: ion_input dict<string, Ionic>: dict of Ionic class wich contains info with no radius value output: dict<string, Vector3>: refined ...
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import requests from bs4 import BeautifulSoup def get_archive_posts(): """Get post links from codingdose archive.""" base_url = 'https://codingdose.info/archives/' paging_url = base_url + 'page/' ordered_list = [] for page in range(1, get_num_pages()): url = base_url if page < 2 else pagin...
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def normalize(X): """Normalize the dataset""" scaler = MinMaxScaler() scaler.fit(X) return scaler.transform(X)
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def project_3d_to_2d(points3d, intrinsics): """Projects 3d points, (in the Google format) to pixel location using the intrinsic matrix. The intrinsic matrix must be scaled if the image is scaled. Args: points3d ([list]): List of 3D points in camera frame. intrinsics ([np.array]): Intrin...
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from typing import List from typing import Dict def compute_images2labels(images: List[str], labels: List[str]) -> Dict: """Maps all image paths to a list of labels. Args: images (List[str]): The list of image paths. labels (List[str]): The list of labels. Returns: Dict: The mapp...
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import difflib def similarString(inString, inList): """ check if there is an object that resembles the given string in the list :param inString: string to check for :type inString: string :param inList: list of strings to choose from :type inList: list :return: the string that resembles the i...
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from typing import Optional def __validate_enabled_entity(request: Request, db_issue: Optional[Issue], entity, entity_id): """ Get entity-id from path and query it in the database. Check if it belongs to the queried issue and if it is disabled. :param request: :param db_issue: :param entity: ...
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import sys def get_custom_report_table(pdb_ids, columns, log=sys.stdout, prefix="dimStructure", check_for_missing=True): """Given a list of PDB IDs and a list of attribute identifiers, returns a Python list of lists for the IDs and attributes.""" assert (len(columns) > 0) if (len(pdb_ids) == 0) : return [...
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def _has_constant_term(p, x): """ Check if ``p`` has a constant term in ``x`` Examples ======== >>> from sympy.polys.domains import QQ >>> from sympy.polys.rings import ring >>> from sympy.polys.ring_series import _has_constant_term >>> R, x = ring('x', QQ) >>> p = x**2 + x + 1 ...
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def values_to_percent_growth(values): """ Turn a series of values into a series giving the growth from one period to the next :param values: a list of floats :return: another list, of length one less than values >>> rate = 0.05 >>> n_periods = 5 >>> initial_investment = 100 >>> values =...
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def handle_testing_state(state, session, guest, round_num): """TODO: Fix round_num""" if state not in {State.TESTING, State.WAITING}: raise ValueError("Unexpected to handle state {}".format(state)) if round_num is None: round_num = 0 round_num = int(round_num) if state == State.TES...
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from typing import Dict def get_listing_by_url(conn: "SQLite connection", url: Dict[str, str]): """Collect records by URL Args: conn (sqlite connection): connection to zillow db url (Dict[str,str]): dictionary with key='url' and value=url string """ c = conn.cursor() c.execute( ...
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import re def AbsolutePathToModule(file_path: str) -> str: """Determine module name from an absolute path.""" match = re.match(r'.+\.runfiles/phd/(.+)', file_path) if match: # Strip everything up to the root of the project from the path. module = match.group(1) # Strip the .py suffix. module = m...
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def sum_counts(fname, R1=False): """Collect the sum of all reads for all samples from a summary count file (e.g. from collect_counts)""" count = 0 with open(fname, 'r') as infh: for line in infh: l = line.split() if R1: if l[2] == "R1": cou...
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import numpy def vappressure(temp): """Approximate vapour pressure over ice. Approximate the vapour pressure over ice at the given temperature. :arg float temp: Temperature in K. :returns: Vapour pressure in Pa. :Examples: >>> vappressure(270.) 470.061877574 """ ...
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def parse_tags(tag_list): """ >>> 'tag2' in parse_tags(['tag1=value1', 'tag2=value2']) True """ tags = {} for t in tag_list: k, v = t.split('=') tags[k] = v return tags
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def resnetv1(num_classes=[1000]): """Encoder for instance discrimination and MoCo""" return resnet50(num_classes=num_classes)
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def radial_distrubtion_pair(p1, p2, bins=100, range=None, weighted=False, dim=None): """ Compute a pair radial distribution function. Returns (counts, bin_edges) Arguments: p1[T,N1,ndim] particle group 1 positions p1[T,N2,ndim] particle group 2 positions bins nu...
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from typing import Any from typing import Dict from typing import Union from typing import AsyncIterable from typing import cast from typing import Awaitable async def create_source_event_stream( schema: GraphQLSchema, document: DocumentNode, root_value: Any = None, context_value: Any = None, vari...
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import os.path def relative(src, dest): """ Return a relative path from src to dest. >>> relative("/usr/bin", "/tmp/foo/bar") ../../tmp/foo/bar >>> relative("/usr/bin", "/usr/lib") ../lib >>> relative("/tmp", "/tmp/foo/bar") foo/bar """ if hasattr(os.path, "relpath"): r...
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def unread_count_for(user): """Returns the number of unread messages for the specified user.""" return InboxMessage.objects.filter(to=user, read=False).count()
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def is_available(): # type: () -> bool """Returns whether visualization is available or not. .. note:: :mod:`~optuna.visualization` module depends on plotly version 4.0.0 or higher. If a supported version of plotly isn't installed in your environment, this function will return :obj...
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def coerce_bool(value): """Coerce a string to a bool, or to None""" clean_value = str(value).strip().lower() if clean_value in ["yes", "1", "true", "t"]: return True elif clean_value in ["no", "n0", "0", "false", "f"]: return False elif clean_value in ["", "na", "n/a", "none"]: ...
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import os import pickle def setup_oath(token_path, client_path): """ Path containing token.pkl and client_secret.json respectively. """ # Set up credentials scopes = ['https://www.googleapis.com/auth/calendar'] # Token generated after first time code is run. if os.path.exists(token_path):...
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def gen_points_GMM(optNK, optCP, optPT, time, numClusters): """Generates points from a scikit-learn GMM object for a fit NK, CP and PT""" GMM = GaussianMixture(n_components=optNK.size, covariance_type="full") precisions = covFactor_to_precisions(optPT) means = tl.cp_to_tensor((None, np.asarray(optCP, dt...
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def expand_mask_targets(masks, mask_class_labels, resolution, num_classes): """Expand masks from shape (#masks, resolution ** 2) to (#masks, #classes * resolution ** 2) to encode class specific mask targets. """ assert masks.shape[0] == mask_class_labels.shape[0] # Target values of -1 are "don't...
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import torch def supervised_loss(R_tgt_src_pred, t_tgt_src_pred, batch, config, alpha=10.0): """This function computes the L1 loss between the predicted and groundtruth translation in addition to the rotation loss (R_pred.T * R) - I. Args: R_tgt_src_pred (torch.tensor): (b,3,3) predicted rotat...
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import numpy def smooth_data(indices_, tag_counts_, sigma=20, width=120, size=None): """ #sigma = 20 #width = 120 #epsilon = 0 #some minimum peak height #size, epsilon = data_size, minimum_peak_size """ if size is None: size = max(indices_) lo, hi, normal = normal_function...
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def count_consonants(string): """ Function which returns the count of all consonants in the string \"string\" """ consonants = "bcdfghjklmnpqrstvwxz" counter = 0 if string: for ch in string.lower(): if ch in consonants: counter += 1 return counter
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import socket def in6_isaddrTeredo(x): """ Return True if provided address is a Teredo, meaning it is under the /32 conf.teredoPrefix prefix value (by default, 2001::). Otherwise, False is returned. Address must be passed in printable format. """ our = inet_pton(socket.AF_INET6, x)[0:4] ...
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def get_resized_raster_8chan_image(image_id, band_rgb_th, band_mul_th): """ RGB + multispectral (total: 8 channels) """ im = [] fn = train_image_id_to_path(image_id) with rasterio.open(fn, 'r') as f: values = f.read().astype(np.float32) for chan_i in range(3): min_va...
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def calculateDailyResult_init(): """主函数,供其他python程序进行模块化程序初始化调用""" reload(ADRB) # 创建回测引擎 engine = BacktestingEngine() # 设置引擎的回测模式为K线 engine.setBacktestingMode(engine.BAR_MODE) # 设置产品相关参数 engine.setSlippage(0) # 股指1跳 engine.setRate(0) # 万0.3 engine.setSize(...
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import itertools def bonds_getting_formed_or_broken(rsmi, psmi, n_atoms): """ Based on the reaction and product structure, the bonds that are fomed/broken are singled out for contraintment the difference in the afjacency matric tells whether bond has been formed (+1) or bond is broken (-1) """...
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import tqdm from io import StringIO def write_msp(all_preds_in, peprec_in, output_filename='MS2PIP_Predictions', write_mode='wt+', unlog=True, return_stringbuffer=False): """ Write MS2PIP predictions to MSP spectral library file. """ def write(msp_output): if use_tqdm & len(spec_ids) > 100000: spec_ids...
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from typing import Optional from typing import List from typing import Dict from typing import Any async def votes_by_comment( req: Request, res: Response, comment_ID: int, limit: Optional[int] = 20, offset: Optional[int] = 0, sort: Optional[str] = "id:asc", ) -> Optional[List[Dict[str, Any]]]...
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def retrieve_context_path_routing_constraint_requested_capacity_bandwidth_profile_committed_burst_size_committed_burst_size(uuid): # noqa: E501 """Retrieve committed-burst-size Retrieve operation of resource: committed-burst-size # noqa: E501 :param uuid: ID of uuid :type uuid: str :rtype: Capac...
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def _create_file(my_data, sheet_name): """Create .xlsx file in memory.""" df = pd.DataFrame(my_data[1:], columns=my_data[0], index=None) file = BytesIO() with pd.ExcelWriter(file, date_format='YYYY-MM-DD', mode='w', engine='xlsxwriter') as writer: df.to_excel(writer, sheet_name=sheet_name, na_rep='', index=False)...
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def get_symbol(parent_node): """Fetches the node tag value for 'printSymbol'""" def traverse(node): while node != Node.TEXT_NODE: if len(node.childNodes) != 0: traverse(node.childNodes[0]) else: return get_name(parent_node) return node.data...
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def compute_point_area(surf, cell_area=None, area_as='one_third'): """Compute point area from its adjacent cells. Parameters ---------- surf : vtkPolyData or BSPolyData Input surface. cell_area : str, 1D ndarray or None, optional Array with cell areas. If str, it must be in the cell...
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from urllib import quote_plus def getLogoutlink(): """Return the HTML required to clear and expire the current OAuth2 token.""" u = '' host = request.headers['Host'] if session and 'u' in session: u = session['u'] elif request.args and 'u' in request.args: u = request.args.get('u') if u: u = q...
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def run_pyscf(molecule, run_scf=True, run_mp2=False, run_cisd=False, run_ccsd=False, run_fci=False, verbose=False): """ This function runs a pyscf calculation. Args: molecule: An instance of the MolecularData or Pys...
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def soft_contingency_table(resp1, resp2): """Compute the soft contingency table for two responsibility matrices Args: resp1 (numpy array): N x K_1 responsibility matrix - each row is a probability vector for one of the N items belonging to each of K_1 modes resp1 (numpy array): ...
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from typing import Optional def is_opt(typ) -> bool: """ Test if the type is `typing.Optional`. >>> is_opt(Optional[int]) True >>> is_opt(Optional) True >>> is_opt(None.__class__) False """ args = type_args(typ) if args: return typing_inspect.is_optional_type(typ) ...
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from typing import Tuple from pathlib import Path import sys def filter_remove_large_objs( zarr_grp_name: str, parsed_raw_data_fpath: str, processing_parameters: dict, dark_img: np.ndarray)-> Tuple[Tuple[np.ndarray,np.ndarray],dict]: """Function used to mask large objects (ex. lip...
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def on_blue(string, *funcs, **additional): """Text background color - blue. (see _combine()).""" return bg_blue(string, *funcs, **additional)
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def allowed_request_lot_filters(lot_filters): """Create a set of (name, value) pairs for all form filters.""" filters = set() def recursive_search(filters): more_filters = set() for f in filters: more_filters.add((f['name'], f['value'])) children = f.get('children')...
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def render_error_response( description: str, status_code: int = status.HTTP_400_BAD_REQUEST, content_type: str = "application/json", ) -> Response: """ Renders an error response in Django. Currently supports HTML or JSON responses. """ resp_data = { "data": {"error": description...
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def decode_token(token): """ Decode token but don;t check the signature :param token: :return decoded token: """ return jwt.decode(token, verify=False, algorithms=[__algorithm__])
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import random import time import threading def test_ps_s3_notification_push_http_on_master(): """ test pushing http s3 notification on master """ if skip_push_tests: return SkipTest("PubSub push tests don't run in teuthology") hostname = get_ip() zones, _ = init_env(require_ps=False) real...
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def FindPosition(point, points): """Determines the position of point in the vector points""" if point < points[0]: return -1 for i in range(len(points) - 1): if point < points[i + 1]: return i return len(points)
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def PARTE_ELSE(): """ PARTE_ELSE : else COMANDO | e """ global current_token, tabela, pilha_tipos if current_token['token'] == 'else': getSimbol() if not COMANDO(): return False else: return True # vazio return True
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def _check_if_StrNotBlank(string): """ check if a sting is blank/empty Parameters ---------- Returns ------- : boolean True if string is not blank/empty False if string is blank/empty """ return bool(string and string.str...
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def createRectangle(image=None,topLeftPoint=None,bottomRightPoint=None,color=(255,255,255),lineThickness=3,fill=False,fillColor=None): """ Creates a rectangle on an image Arguments: image = 3D Numpy array; image on which the rectangle has to be created topLeftPoint = (x,y); top left point of...
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def confirmedPattern(passW,pat): """ Checks if the password has the right pattern """ if(len(passW)<pat.min_length or len(passW)>pat.max_length): return False if(isStatusChecked(pat.numbers,hasNumber(passW))==False): return False if(isStatusChecked(pat.capital,hasCapitalLetters(p...
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from math import asin, atan2, sqrt, degrees def normal2SD(x,y,z): """Converts a normal vector to a plane (given as x,y,z) to a strike and dip of the plane using the Right-Hand-Rule. Input: x: The x-component of the normal vector y: The y-component of the normal vector z: The z-com...
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import re def parse_date_string(s): """Attempt to parse the expression as a simple date string.""" # https://en.wikipedia.org/wiki/ISO_8601 y = r'(\d\d\d\d)' m = r'(\d\d)' d = m # wk = r'W' + d # wd = r'(\d)' # yd = r'(\d\d\d)' # def groups(*strings, sep='-'): # it = (f'({...
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import logging import timeit def run_query(**kwargs): """ Takes query name, syntax, and iteration count and calls the execute_query function for each iteration. Reports total, iteration, and exec timings, memory usage, and failure status. Kwargs: query(dict)::: nam...
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import multiprocessing def summarize_target_per_regulator(genes, motif_peaks, motif_information, num_workers=None, debug=False, by_chromosome=True, silent=False): """ Process a large dataframe of motif hits into a dataframe with the best hit for each regulator-target pair ...
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def append_result(results, result_hash, item): """Append to results, creating an index if needed.""" if result_hash not in results: results[result_hash] = [item] else: results[result_hash].append(item) return results
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def rotateToHome(x, y): """Rotate to the home coordinate frame. Home coordinate frame starts at (0,0) at the start of the runway and ends at (0, 2982 at the end of the runway). Thus, the x-value in the home coordinate frame corresponds to crosstrack error and the y-value corresponds...
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def utc_time(ms): """return UTC format time""" return dt.datetime(1970, 1, 1) + dt.timedelta(milliseconds=ms*100)
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from typing import Sequence from typing import Union from typing import Any from typing import Optional def cli_args(args: Sequence[str]) -> ToxIniFmtNamespace: """Load the tools options. :param args: CLI arguments :return: the parsed options """ parser = ArgumentParser() parser.add_argument(...
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import os import yaml def load_requirements(): """Loads requirements yaml from s3 and updates requirements in requirements table along with various other configs""" s3_response = client_s3.get_object(Bucket=requirements_bucket, Key=os.getenv('REQUIREMENTS_FILE_PATH')) requirements_file = yaml.safe...
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import ctypes def FindFirstVolumeMountPoint(volume_name): """Find the first volume mount point which the system recognises. If none is found, raise x_kernel32. Otherwise return the search handle and the volume mount point name. """ volume_mount_point_name = ctypes.create_unicode_buffer(" " * VOLUM...
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def uniq(seq): """ the 'set()' way ( use dict when there's no set ) """ return list(set(seq))
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def compute_angles(v1: ndarray, v2: ndarray, axis: int = -1) -> ndarray: """ Computes angle cosines between sets of vectors. Parameters ---------- v1 v2 Sets of vectors. axis Dimension to sum over. Returns ------- A numpy array with angle cosines. """ re...
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def decorator(d): """Make function d a decorator: d wraps function fn.""" def _d(fn): return update_wrapper(d(fn), fn) update_wrapper(_d, d) return _d
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def plot_surface(trimesh): """ Plots a surface over a matplotlib Triangulation. Assumes that the height of the surface has been stored in an attribute 'z' on the trimesh object. """ fig,ax = plt.subplots() ax = fig.gca(projection='3d') polycollection = ax.plot_trisurf(trimesh, trimesh....
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import csv import random def get_prioritized_county_list(): """the scraper prioritizes its work such that counties with less recorded information are addressed before counties with more information. This is accomplished by dividing the counties into quartiles based on an estimate of the amount of info...
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from typing import Tuple from typing import Union from typing import List from typing import Optional def gen_rand_ddf( batch_size: int, image_size: Tuple[int, ...], field_strength: Union[Tuple, List, int, float], low_res_size: Union[Tuple, List], seed: Optional[int] = None, ) -> tf.Tensor: ""...
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def sanitize_codes(codes): """ Sanitize codes by splitting and removing unnecessarsy characters Params: codes (list): target codes Returns: the sanitized codes """ codes = codes.split(';') codes = [sanitize_code(code) for code in codes] return codes
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