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import os def p(*args): """ Convenience function to join the temporary directory path with the provided arguments. """ return os.path.join(temp_dir, *args)
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def decrypt_paste(encrypted: bytes, key: bytes) -> str: """Decrypts a Pastegram paste""" iv = encrypted[:12] encrypted_message = encrypted[12:-16] tag = encrypted[-16:] cipher = AES.new(key, AES.MODE_GCM, iv) contents = cipher.decrypt_and_verify(encrypted_message, tag) return contents.decode...
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async def list_(hub, ctx, top=None, expand=None, **kwargs): """ .. versionadded:: 1.0.0 List all resource providers for a subscription. :param top: The number of results to return. Default returns all providers. :param expand: The properties to include in the results. For example, use 'metadata' ...
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from typing import List def get_bccaqv2_opendap_datasets( catalog_url, variables: List[str] = None, rcp: str = None, method: ParsingMethod = ParsingMethod.filename, models=None, ) -> List[str]: """Get a list of urls corresponding to variable and rcp on a Thredds server. We assume that the...
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def poll_single_alert(outdir: str) -> (str, dict): """ Connect to and poll fink servers once. Parameters ---------- outdir: str Directory to store incoming alerts. It must exist. Returns --------- topic: str Topic name. None if no alert has been returned from the servers. ...
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def computeTF(doc_info,freqDict_list): """ tf =(frequency of the term in the doc/total number of terms in the doc :param doc_info: :param freqDict_list: :return: """ TF_scores =[] for tempDict in freqDict_list: id = tempDict['doc_id'] for k in tempDict['freq_dict']: ...
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def render_pretty_expression(expr, indent = ''): """Renders a node to a string in a pretty way.""" if isinstance(expr, list): if expr != [] and expr[0] in ['declare-const', 'declare-fun']: return render_expression(expr) if all(map(lambda e: not isinstance(e, list), expr)): ...
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def assign_fingerprint_wells(fingerprint, treatment, dose): """Returns a set of wells along the edge that serve as barcode for the plate based on the fingerprint word Parameters ---------- fingerprint : str treatment : str the drug used to treat fingerprint wells dose : float ...
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import copy def parent_request(parent_request_dict, ts_dt): """A parent request as a model.""" dict_copy = copy.deepcopy(parent_request_dict) dict_copy["created_at"] = ts_dt dict_copy["updated_at"] = ts_dt dict_copy["status_updated_at"] = ts_dt return Request(**dict_copy)
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def generateBackground(df): """(pd.DataFrame)->pd.DataFrame generate data used as prediction background """ x, y = df.columns[2:4] minX, maxX = df.iloc[:, 2].min(), df.iloc[:, 2].max() minY, maxY = df.iloc[:, 3].min(), df.iloc[:, 3].max() # here are about 90000 points, it will slow down the ...
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import typing def spark_filter(func: typing.Callable[[pyspark.rdd.RDD], pyspark.rdd.RDD]=default_function(1)): """Spark's filter :param Callable func: The function to apply. :input RDD data: The RDD to convert. :output RDD result: The resulting RDD. """ def inner(data: pyspark.rdd.RDD) -> Ret...
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import os def load_sample(filename): """Helper to get the content out of the sample files""" with open(os.path.join(SAMPLES, filename)) as f: return f.read()
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async def async_api_turn_on(hass, config, directive, context): """Process a turn on request.""" entity = directive.entity domain = entity.domain if domain == group.DOMAIN: domain = ha.DOMAIN service = SERVICE_TURN_ON if domain == media_player.DOMAIN: supported = entity.attribute...
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def calculate_r_effective(df: pd.DataFrame, window_length: int = 7) -> pd.Series: """Calculate the effective reproduction number, :math:`R_e`. More explanation can be found in the `Wikipedia article <Wikipedia>`_. Note: The infection counter is only reset to zero once a person becomes infected aga...
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def hydration(workspace): """Function for calculating hydration quantities Args: workspace (dict): workspace or dictionary with 'hydration_inputs', see above Returns: results (dict) : 'hydration_results' dictionary, see above Raises: TypeError: If 'hydration_inp...
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from typing import Counter from functools import reduce import operator def nb_permutations(word): """Retourne le nombre de permutations possibles d'un mot. >>> nb_permutations("AAB") 3 >>> nb_permutations("ABC") 6 """ num = factorial(len(word)) mults = Counter(word).values() den ...
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def escape(data, entities={}): """Escape &, <, and > in a string of data. You can escape other strings of data by passing a dictionary as the optional entities parameter. The keys and values must all be strings; each key will be replaced with its corresponding value. """ data = data.replace("&...
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import torch def rand(sharding_spec: ShardingSpec, *size, dtype=None, layout=torch.strided, requires_grad=False, pin_memory=False, memory_format=torch.contiguous_format, process_group=None, init_rrefs=False) -> ShardedTensor: """ Returns ...
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def UploadPerfData(master_name, perf_id, test_name, builder_name, build_number, revision, perf_data, point_id, dry_run=False, testing_dashboard=True): """Uploads perf data. Args: Please see the help for command-line args. Returns: A boolean value indicating whether ...
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def add(x: int, y: int) -> int: """Add two int numbers.""" return x + y
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def parse(manifest_path, defaults): """ Parses a valid emane manifest file and converts the provided configuration values into ones used by core. :param str manifest_path: absolute manifest file path :param dict defaults: used to override default values for configurations :return: list of core conf...
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def get_linear_schedule_with_warmup(optimizer, num_warmup_steps, num_training_steps, last_epoch=-1): """ Create a schedule with a learning rate that decreases linearly after linearly increasing during a warmup period. From: https://github.com/uds-lsv/bert-stable-fine-tuning/blob/master/src/transfor...
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def otc(): """ Return spr for otc in period """ if request.method == "GET": return redirect(url_for("insertdata", name="otc")) f_data, l_data = get_user_dates_or_return_today() title = "otc" query = queryes["otc"] query_result = con_to_firebird( query, ( ...
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def compute_target_weights(context, data): """ Compute ordering weights. """ # Initialize empty target weights dictionary. # This will map securities to their target weight. weights = {} # If there are securities in our longs and shorts lists, # compute even target weights for each sec...
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def fit_databoxes_model(ds, model, xscript=0, yscript=1, eyscript=None, command="", settings={}, **kwargs): """ Loops over the supplied databoxe(s) and fits them using the supplied model kwargs are sent to "data.load_multiple()" which are then sent to "data.standard()". Useful ones to keep in m...
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import re def ProcessOptionMultiprocessingParameters(ParamsOptionName, ParamsOptionValue): """Process parameters for multiprocessing and return a map containing processed parameter names and values. Arguments: ParamsOptionName (str): Command line multiprocessing parameters option name. ...
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import hashlib def salt_password(password, salt=None, hash_name='sha1'): """Generate hashed password with salt hash(password + salt) if salt is not given, generate_random_code will be used for generating the salt value """ if isinstance(password, unicode): password = password.encode('utf...
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def _perm_find(arr, x): """ Find permutation cutoff in array. """ return np.sum(np.abs(arr) >= np.abs(x)) / float(len(arr))
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import scipy def rayleigh_ritz(A, B, U): """ Rayleigh-Ritz procedure. Extended for general eigen value problems e.g. Ax = λBx. Parameters ---------- A : (n, n) array_like A real or complex matrix of shape (n, n). Matrix A in eigen value problems Ax = λBx. B : (n, n) array_...
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from typing import List from functools import reduce def get_max_text_size(lines: List[str], font: str) -> Size: """Return the approximate size in pixels of the smallest bounding box that can enclose every line of text at a font size of 1pt""" font_file = findfont(font) font_image = PILtruetype(font_file,...
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def parse_response(response): """ Function used to remove the extra chars from the respone (bytes type) after it was converted to string, Base64 decode it and decrypt it The function will return an array, the first 3 elements will be memory, cpu usage and uptime. All elements after that will have th...
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import pathlib def get_file(file_path): """ 获取给定目录下的所有文件的绝对路径 :param file_path: 文件目录 :param pattern: 默认返回所有文件,也可以自定义返回文件类型,例如:pattern="*.py" :return: 文件路径列表 """ all_file = [] files = pathlib.Path(file_path) f = files.rglob('*.md') for file in f: pure_path = pathlib.Pure...
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def sachdr2origin(header): """ Provide a sac header dictionary, get a filled origin table dictionary. A few things: 1) If sac reference time isn't event-based, origin time is unknown 2) magnitude is taken first from hdr['mag'], hdr['imagtyp'] if defined, then replaced by hdr['user0'],hdr['kus...
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from typing import List from typing import Tuple from typing import Optional def input_board(layer: List[str], grid: List[str], coord: Tuple[int,int], flag: Optional[str]=None) -> bool: """ Function to test a coordinate on the board either revealing a mine or a number Args: layer: List[str]: a list...
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def gauss_to_tesla(gauss): """Converts gauss to tesla""" return gauss*1e-4
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from fullwavepy.ioapi.su import array2su def su_decon(fname, d_inp, d_out, pnoise, **kwargs): """ Wiener deconvolution using SU's sushape function. d_inp : 1d array Notes ----- Is shaper a matrix? Bash complains about too long list of arguments => trough files. """ if not exists(f...
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import json def create_artefact_file(artefact_path: str, artefact_kind: str) -> str: """ Create artefat file with specified PreLoadFilePath and kind :param artefact_path: artefact file PreLoadFilePath :param artefact_kind: artefact file kind :return: artefact file srn (ResourceID) """ log...
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import warnings def preprocess_labels(y, y_name=None, index=None, verbose=0): """ Does basic preparation of the labels. Turns them into Series, and wars in case the target is not binary. Args: y (pd.Series, list, np.array): Provided labels. y_name (str, optional): Name of the y v...
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def G3_SF(tensors, cutoff_type, rc, lambd, zeta, eta, i="ALL", j="ALL", k="ALL"): """BP-style G3 symmetry functions. NOTE(YS): here diff_jk is calculated through diff_ik - diff_ij instead of retrieving the distance calcualted in cell_list_nl. This makes is easier to get the jacobian with grad(sf, [dif...
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def createKey(problemData): """ Creates the key for a given 'problemData' list of number of item types. """ key = '' for itData in problemData: key += str(itData) + ',' # Remove the last comma return key[:-1]
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def tier_2_client_turnover(): """ Real Name: Tier 2 Client Turnover Original Eqn: Tier 2 Clients/Client Lifetime Units: Persons/Month Limits: (None, None) Type: component Subs: None This is the flow of Tier 2 clients leaving the practice. """ return tier_2_clients() / client_lif...
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def create_app(): """Creates and returns the Flask WSGI application and initializes helping components""" # Initialize json support for wtforms wtforms_json.init() # Define the WSGI Application object app = Flask(__name__) # Configurations app.config.from_object('server.config') #...
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def get_slug_from_request(request): """Returns the slug of the currently displayed category. """ slug = request.path.split("/")[-1] try: int(slug) except ValueError: pass else: slug = request.path.split("/")[-2] return slug
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def even_or_odd(value: int) -> bool: """ BIG-O Notation = O(1) """ return value % 2 == 0
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import scipy def nn_overlap(X1, X2, k=100): """ Compute the overlap between the k-nearest neighbor graph of X1 and X2 using Spearman correlation of the adjacency matrices. """ assert len(X1) == len(X2) n_samples = len(X1) k = min(k, n_samples - 1) nne = NearestNeighbors(n_neighbors=k +...
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def login_registry(): """ Login to a remote registry. """ if docker.login_registry(): return "success" else: return "fail"
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def get_owner_mention(line): """ 起案者 <@123> は🗑と🆗リアクションで削除出来ます。 の<@123>の部分を抽出する """ return line[len(BODY_TEXT_2) + 1:-(len(BODY_TEXT_3) + 1)]
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def service_array_to_list(array_pointer, length): """Convert ble_gattc_service_array to python list.""" data_array = driver.ble_gattc_service_array.frompointer(array_pointer) data_list = _populate_list(data_array, length) return data_list
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def lfsr_next_one_seed(seed_iter, min_value_shift): """High-quality seeding for LFSR generators. The LFSR generator components discard a certain number of their lower bits when generating each output. The significant bits of their state must not all be zero. We must ensure that when seeding the gen...
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import scipy def mle_prob_many_coal_counts(As, Bs, t, n0): """ Find the maximum likelihood estimate of going from 'As' lineages to 'Bs' lineages over generations 't'. """ # count unique (a,b) pairs counts = defaultdict(lambda: 0) for a, b in zip(As, Bs): counts[(a, b)] += 1 As...
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import csv def import_data(csvfile): """ Iterates through each row of the provided csv, creating the a SiteSummarySnapshot object and saving to the DB :param csvfile: :return: """ total_count_stats = {"snapshots": 0} reader = csv.reader(csvfile) iter_reader = iter(reader) try: ...
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def get_cmap_labels(im_label, cmap_name='cool', alpha=1): """Create list of L colors where L is the number of labels in the image""" #cmap_original = plt.get_cmap(cmap_name) cmap_original = colorify.cmaps_def(cmap_name=cmap_name) colors = cmap_original(np.linspace(0,1,im_label.max()+1)) # backgroun...
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import torch def test_elementwise_max(): """Test of the PyTorch max Node on Glow.""" def test_f(a, b): c = torch.max(a, b) return torch.max(c, c) x = torch.randn(4) y = torch.randn(4) jitVsGlow(test_f, x, y, expected_fused_ops={"aten::max"})
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def getVerticalIntervalsFromPitches(pitches): """Cached method. Returns 6 vertical intervals: BT, BA, BS, TA, TS, AS.""" cachedGetVerticalIntervalsFromPitches.append(pitches) return [ getInterval(pitches[i], pitches[j]) for i in range(3) for j in range(i + 1, 4) ]
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def select_lines_by_tile(tile_xyz=(0, 0, 0), target_epsg_code='4326', lines=None, include_intersections=False): """ Select lines by a tile :param tile_xyz: tuple with tile x,y,z :param target_epsg_code: the epsg_code to reproject the bbox to before selecting. :p...
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from typing import List def query_passwd(md5sum: bytes) -> List[str]: """查询数据库中可能存在的密码,如果没有,则返回空列表 """ query = CertainPassword.select( CertainPassword.passwd).where(CertainPassword.md5sum == md5sum) passwords = [it.passwd for it in query] if passwords: now = date.today() wi...
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from typing import Union from typing import Sequence def create_relative_bias(config: Union[BaseBenchmarkerConfig, T5Config]) -> Sequence[RelativePositionBiasBase]: """ Creates empty list or one/multiple relative biases. :param config: Model's configuration :return: Sequence with created bias modules...
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def get_dois_for_review(review: Review): """Gets a list of dois (primary key) that are associated to a given review. Args: review: review-object Returns: list of dois as str: ["doi1", "doi2"] """ result_ids = [] for query in review.queries: result_ids += query.results ...
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from pathlib import Path from typing import Dict from typing import Any import asyncio async def load_text_async( path: Path, options: Dict[str, Any] = {}, ) -> str: """Load a text file asynchronously.""" loop = asyncio.get_running_loop() data = await loop.run_in_executor(None, load_text, path, op...
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from typing import Iterator def find_as_products() -> Iterator: """ Returns a tuple with the following: - full path to file - ActiveState product the file is associated with - product version """ files_to_check: Iterator[str] = dirwalker() interesting_files_to_scan = filter...
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def function_to_dump(hallo,welt,with_default=1): """ non class function to be dumped and restored through create_pickled_dataset and load_pickled_data """ return hallo,welt,with_default
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def is_valid_batch_event_settings(val, file): """ Validates if the value passed batch_event_settings has correct data type and values or not. Args: val (dict): value to be tested Returns: bool: True if all conditions are passed else False """ logger = VWOLogger.getInstance() i...
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def resources(): """ :return: Renders Resource Page """ return render_template("resources.html")
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def objective(logits, labels, n_classes): """Defines classification loss and useful metrics""" # defining the loss cross_entr = tf.nn.sparse_softmax_cross_entropy_with_logits( logits=logits, labels=labels) loss = tf.reduce_mean(cross_entr) inferred_class = tf.cast(tf.argmax(logits, 1), tf.i...
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def resolve_compression_type(compression_type): """Turn a compression type string into a valid one. :raises: ``ValueError`` if the compression type is invalid. """ if compression_type in COMPRESSION_TYPE_ALIASES: return COMPRESSION_TYPE_ALIASES[compression_type] elif compression_type in COM...
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def validate_long_url(value): """ Append schema if needed and validate. """ long_url = check_and_update_url_schema(value) if len(long_url) >= 500: raise ValidationError("Length of URL should be below 500 chars") URLValidator()(long_url) return long_url
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def get_hashtag_spans(tokens): """ Finds the spans (start, end) of subtokes in a list of tokens Args: tokens: list[str] Returns: spans: list[tuple[int]] """ is_part = ["##" in t for t in tokens] spans = [] pos_end = -1 for pos_start, t in enumerate(is_part): if pos_start <= pos_end: continue if ...
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from typing import Tuple from typing import List import fsspec from typing import Optional from typing import Iterable def _load_and_apply_indexer( args: Tuple[Tuple[Tuple[str, int], ...], List[slice]], delayed: bool, fs: fsspec.AbstractFileSystem, partition_handler: partitioning.Partitioning, par...
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from typing import Mapping def _snap_mask_to_type( float_mask: xr.DataArray, enumeration: Mapping[float, str] = SURFACE_TYPE_ENUMERATION, atol: float = 1e-7, ) -> xr.DataArray: """Convert float surface type array to categorical surface type array Args: float_mask: xr dataarray of floa...
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def matrix_initialization(variable): """ Initialize the value of a variable inside a force constant matrix, assuming the variable name has the form 'Cnab' where n is an integer identifying a set of independent variables and a and b identify the directions (1,2 or 3). Return a random numbe...
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def svn_io_remove_file2(*args): """svn_io_remove_file2(char const * path, svn_boolean_t ignore_enoent, apr_pool_t scratch_pool) -> svn_error_t""" return _core.svn_io_remove_file2(*args)
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def create_fingers_dict_id(): """ Create dictionary by ID of TCP group usage: dict[id] return array with OS and theirs % :return: dictionary from file with TCP params """ config = ConfigParser() config.read('config.ini') finger_path = config.get("TCP", "tcp_path") with open(finger_pa...
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import os def cutout_sdss(ra, dec, bands=['u','g','r','i','z'], dr=12, objid=None, psfmags=None,\ imDir="/data/sdss/", input_filename=[], saveFITS=False,\ width_as=20., smooth=False, cmap="binary", minmax="MAD", origin="lower", figTitle=True, \ return_val=False, saveDir...
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from typing import Type import inspect from typing import Any def convert_type_annotation(annot: object) -> Type: """ Converts a type annotation to a cowait type """ if annot == inspect._empty: # an empty type signature defaults to the Any type. return Any() return convert_type(annot)
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def body_cubic_5(size): """Generates symmetry preserving HNF's of a given size for a base centered monoclinic basis Args: size (int): The determinate of the HNF matricies Returns: list (int): The generated HNF matricies """ symHNF = [] diags = find_HNF_diagonal(size) ...
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def roundToNearest(number, nearest): """ Rounds a decimal number to the closest value, nearest, given Arguments: number: [float] the number to be rounded nearest: [float] the number to be rouned to Returns: rounded: [float] the rounded number """ A = 1/nearest rounde...
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def _parse_schema_location(root): """Get all schema locations from xml.""" try: namespace = root.nsmap["xsi"] except Exception as e: raise SchemaError("Can't get schema location namespace", e) try: schema_location = root.attrib["{%s}schemaLocation" % namespace] except Excepti...
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def search_async(): """New endpoint supporting async search.""" encoded_domain_parameter = flask.request.args.get('ed') domain_parameter = tools.parse_domain(encoded_domain_parameter) if domain_parameter is None: return handle_invalid_domain(encoded_domain_parameter) return flask.render_te...
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import json def digraph_from_multi_graph_json(file_name): """ file_name should hold a JSON which represents a MultiDigraph where there is a maximum of two edges each in opposing directions between each node :param file_name: """ with open(file_name) as f: data = json.load(f) G = n...
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def load_pretrained_model(root_dir, device=device): """load pretrained model for interpretation """ results = pkl.load(open(opj(root_dir, 'dnn_full_long_normalized_across_track_1_feat.pkl'), 'rb')) dnn = neural_net_sklearn(D_in=40, H=20, p=0, arch='lstm') dnn.model.load_state_dict(results['model_sta...
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import os def is_directory(filename): """Tells if the file is a directory""" return os.path.isdir(filename)
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def compare_dict_keys(d1, d2): """ Returns [things in d1 not in d2, things in d2 not in d1] """ return [k for k in d1 if not k in d2], [k for k in d2 if not k in d1]
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def fontawesome_link_button_html( url: str, fa_code: str, button_type: str, tooltip: str = None, disabled: bool = False, ) -> str: """create fontawesome button and return HTML""" return format_html( '<a href="{}" class="btn btn-{}"{}>{}{}</a>', url, button_type, ...
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def factor_cumulative_returns(factor_data, period, long_short=True, group_neutral=False, equal_weight=False, quantiles=None, groups=None): ...
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def rotate(X, angle): """ This function rotates an aribitrary set of point coordinates by a given angle (in degrees) around the mean centre of the given points. X, the point coordinates rotated, is an array of form (n_instances * 2) If applied to a distribution of points, has the effect of changing ...
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def make_path(segments, close=1): """ This function prepares a path given by a list of lists of coordinates for the use with app. """ first_point = segments[0][0] last_point = first_point new_path = [[] + first_point, [], sk2const.CURVE_OPENED] points = new_path[1] for seg in segments: if seg[0] ...
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def make_stoppable(function_to_decorate): """Decorator allowing to stop or pause at the beginning of a task. This is applied the perform method of every task marked as stoppable. This check is performed before dealing with parallelism or waiting. """ def decorator(*args, **kwargs): """Wrap...
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def parse_search_results(data: dict) -> list[OmdbMovie]: """ Parse search results into a list of Movie objects. """ movies = [] for movie in data["Search"]: movies.append(_parse_movie(movie)) return sorted(movies, key=lambda m: m.year, reverse=True)
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import argparse import json def cmd_args_parser(): """Parsing command-line arguments""" parser = argparse.ArgumentParser( prog="DatasetUpdater", description="Updates datasets-properties", ) parser.add_argument( "--project_id", type=str, action="store", dest="pro...
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def _parse_res(expr: Expression) -> ResDescription: """ Parses the res operand of the instruction and returns the corresponding ResDescription. """ if isinstance(expr, ExprDeref): return _parse_res_deref(expr.addr) elif isinstance(expr, ExprConst): # In this case op0 is not involved....
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def connect_to_uri(uri: str, loop=None) -> (Reader, Writer): """ Selecting connection type based on uri """ parsed = urlparse(uri) if parsed.scheme not in AVAILABLE_SCHEMES: raise UnavailableUriScheme(uri) if parsed.scheme == 'tcp': port = parsed.port if parsed.host is No...
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def command_talk(current_buffer, args): """ Open a chat with the specified user /slack talk [user] """ server = servers.find(current_domain_name()) if server: channel = server.channels.find(args) if not channel: channel.open() else: user = server....
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import os def icon_path(name): """ Load an icon from the res/icons folder using the name without the .png """ path = os.path.dirname(os.path.dirname(__file__)) return os.path.join(path, 'res', 'icons', '%s.png' % name)
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def project_name(settings_dict): """Transform the base module name into a nicer project name >>> project_name({'DF_MODULE_NAME': 'my_project'}) 'My Project' :param settings_dict: :return: """ return " ".join( [ x.capitalize() for x in settings_dict["DF_MODU...
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def is_acceptable_smiles(smile: str, allowed_chars=smiles_encoding['indices_token'].values(), min_len=smiles_encoding['min_smiles_len'], max_len=smiles_encoding['max_smiles_len']): """ Checks which smiles Args: smile: (str) smiles string allowed_chars: (lst) list of all...
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def parse_config_vars(config_vars): """Convert string descriptions of config variable assignment into something that CrossEnvBuilder understands. :param config_vars: An iterable of strings in the form 'FOO=BAR' :returns: A dictionary of name:value pairs. """ result = {} for val...
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def create_detections(detection_mat, frame_idx): """Create detections for given frame index from the raw detection matrix. Parameters ---------- detection_mat : ndarray Matrix of detections. The first 10 columns of the detection matrix are in the standard MOTChallenge detection format. ...
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def GetFileSystemDebug(path: str, run_ps: bool = True) -> FileSystemDebugInfo: """Collect filesystem debugging information. Dump some information to help find processes that may still be sing files. Running ps auxf can also be done to see what processes are still running. Args: path: Full path for direc...
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def q_values(state, actions, weights, xf_vec): """ Calculate q values for current state and actions Parameters ---------- state : tuple current state- actions : ndarray possible actions- weights : ndarray weights of linear function approximation- xf_vec : list ...
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import textwrap def _get_parsed_args(): """Parses command line arguments and the config file. Order of precedence for config values is: command line > config file values > defaults Returns: A "Namespace" object. See argparse.ArgumentParser.parse_args() for more details. """ parser = con...
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