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def _check_model_fields( field_matrix, field_name, pressure_level_pascals, valid_times_unix_sec): """Checks model fields for errors. M = number of rows (unique grid-point y-coordinates) N = number of columns (unique grid-point x-coordinates) T = number of time steps :param field_matrix: T-...
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def _exception_to_dict(exception): """Convert exception to an error object to be sent as response to APIs.""" return {"error": {"type": type(exception).__name__, "message": exception}}
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def get_depth_prediction( depth_logits: torch.Tensor, use_dgc_scaling: bool, camera_matrix: torch.Tensor = None, real_camera_height: torch.Tensor = None, panoptic_seg: torch.Tensor = None, road_class_id: int = -1, depth_filter_class_ids: List[int] = None, ): """ Post-processing for d...
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def sync_wait_and_get_s3_object( uri: Optional[str]=None, bucket: Optional[str]=None, key: Optional[str]=None, sess: Optional[boto3.session.Session]=None, region_name: Optional[str]=None, max_wait_seconds: float=DEFAULT_S3_OBJECT_WAIT_TIMEOUT_SECONDS, # -1 for infinite wait pol...
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def test_eviction_node_split(): """ active nodes (replying in time) should not be evicted """ proto = get_wired_protocol() proto.routing = routing_table(1000) # set lpw, so we'll split wire = proto.wire # get a full bucket full_buckets = [b for b in proto.routing.buckets if b.is_full a...
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def tanks(): """ The Tank List or Create API Endpoint GET: List Dealer Tanks POST: Create New Tank :return: list or pk """ id = get_dealer(current_user.id) if request.method == 'GET': pass elif request.method == 'PUT': pass
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def load_temporal_data(resource_dir): """Load preprocessed temporal information about when an account has edited.""" app.logger.info("Loading temporal data") expected_header = ["user_text", "day_of_week", "hour_of_day", "num_edits"] with open(os.path.join(resource_dir, "temporal.tsv"), "r") as fin: ...
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def test_sineWave_disp_rotation_invariance(comm, pnp, nx, ny, basenpoints): """ for a sinusoidal displacement, test if the energy depends on if the wave is oriented in x or y direction Parameters ---------- comm pnp fftengine_class nx ny basenpoints Returns ------- ...
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def compute_validation_summary(ot_model, day_pairs_triplets=None, save_interpolated=False, interp_size=10000, compute_full_distances=False): """ Compute the validation summary for the given OTModel Parameters ---------- ot_model : wot.OTModel The OTModel to va...
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def read_ceps_test(test_file): """ Reads the MFCC features from disk and returns them in a numpy array. """ X = [] y = [] ceps = np.load(test_file) num_ceps = len(ceps) X.append(np.mean(ceps[int(num_ceps / 10):int(num_ceps * 9 / 10)], axis=0)) return np.array(X), np.array...
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def dict_to_object(dictionary): """ parse a dictionary and return a dynamic object :param dictionary: dict :return: dynamic_object """ obj = DynamicClass() for key in dictionary: setattr(obj, key, dictionary[key]) return obj
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def batchify(fn, chunk): """ Constructs a version of 'fn' that applies to smaller batches. """ if chunk is None: return fn def ret(inputs): return torch.cat([fn(inputs[i:i + chunk]) for i in range(0, inputs.shape[0], chunk)], 0) return ret
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def log_loss(y, p): """ Compute the log loss by tensorflow from binary truth and predicted score Parameters ---------- y: The binary truth: 0 or 1 p: The predicted score in [0, 1] Returns ------- the value of the log loss """ return -( y*log(p) + (1-y)*log(1-p) ...
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def cleanstrings(df, columns, stringmaps, unmapped=None, simplify=True): """Consolidate freeform strings in several dataframe columns. This function will consolidate freeform strings found in `columns` into simplified categories, as defined by `stringmaps`. This is useful when a field contains many dif...
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def get_tst_loader( data_dir: str, batch_size: int, shuffle: bool = True, num_workers: int = 4, pin_memory: bool = False, ): """ Utility function for loading and returning a multi-process test iterator over the CIFAR-100 dataset. If using CUDA, num_workers should be set to 1 and pin_...
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def _any_none(*args): """Returns a boolean indicating if any argument is None""" for arg in args: if arg is None: return True return False
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def precision(judged_data): """ Our relevance judgments are on a graded scale of 0-3, where scores of 1-3 are considered relevant, and less than 1 is irrelevant. We compute precision of the result set based on this quanitization. Args: judged_data (pandas.DataFrame): A DataFrame with at a m...
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def filter_cycles(cycle_list, **filters): """Puts cycles through filters to meet specific requirements. cycle_list is a list of tuples where the first item is an intake and the second action is a placement or drop. filters are the specifications that certain data points inside the cycles must fit t...
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def ansi_escape(text): """ Replace characters with a special meaning. """ return text.replace('\x1b', '?').replace('\b', '?')
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def ajax_get_commandes(request): """ This view comes before the feature of sending mass mails to customers. It goes up the number of customers selected by status. """ if request.method == 'POST': try: event = request.POST.get('event').split(',') if request.POST.get('event').split(',...
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def global_counter() -> int: """ A really dumb global counter. This is useful for giving output files a unique number, so if we run the same command multiple times we can keep their output separate. """ global _global_counter _global_counter += 1 return _global_counter
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def _GetAndroidVersionFromMetadata(metadata): """Return the Android version from metadata; None if is does not exist. In Android PFQ, Android version is set to metadata in master (MasterSlaveLKGMSyncStage). """ version_dict = metadata.GetDict().get('version', {}) return version_dict.get('android')
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def render(engine: str, format: str, filepath: typing.Union[os.PathLike, str], renderer: typing.Optional[str] = ..., formatter: typing.Optional[str] = ..., quiet: bool = ..., *, outfile: typing.Union[os.PathLike, str, None] = ..., raise_if_res...
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def files(path=None): """ Function that prints list of files and their last modified date :param path: path to the directory :return: nothing to return """ files = get_files(path) for file_ in files: print(f"{file_['name']}\t Last Modified: {file_['date_str']}")
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def identify(disc, logfile): """Identify disc attributes""" logging.info("Starting disc dentification: " + str(disc)) # If UDF CHeck is on # if cfg['ARM_CHECK_UDF']: logging.info("Mounting disc to: " + str(disc.mountpoint)) if not os.path.exists(str(disc.mountpoint)): os.makedirs(str...
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def get_in(d, t, default=None): """ look up if you can get a tuple of values from a nested dictionary, each item in the tuple a deeper layer example: get_in({1: {2: 3}}, (1, 2)) -> 3 example: get_in({1: {2: 3}}, (2, 3)) -> {} """ result = reduce(lambda d, t: d.get(t, {}), t, d) if resul...
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def visualize_dumped_camera_parameter(dumped_dir: str, interactive: bool = True, show: bool = True): """Visualize all cameras dumped in a directory. Args: dumped_dir (str): Path to the directory. interactive...
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def test_capture_output_no_stderr(): """test capture_output(stderr=False)""" rich = capture.RichOutput(data=full_data) # add nested capture_output so stderr doesn't make it to nose output with capture.capture_output(), capture.capture_output(stderr=False) as cap: print(hello_stdout, end="")...
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def prev(expr, **kwargs): """ sympy preview abbreviation """ KWargs = {'output':'pdf'} KWargs.update(kwargs) sp.preview(expr, **KWargs)
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def update_health_check(HealthCheckId=None, HealthCheckVersion=None, IPAddress=None, Port=None, ResourcePath=None, FullyQualifiedDomainName=None, SearchString=None, FailureThreshold=None, Inverted=None, Disabled=None, HealthThreshold=None, ChildHealthChecks=None, EnableSNI=None, Regions=None, AlarmIdentifier=None, Insu...
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def divisible_by_five(n: int) -> bool: """Return True if an integer is divisible by 5, and false otherwise.""" if n % 5 > 0: return False return True
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def saveJSON(g, data, backup=False): """ Saves the current setup to disk. g : hcam_drivers.globals.Container Container with globals data : dict The current setup in JSON compatible dictionary format. backup : bool If we are saving a backup on close, don't prompt for filename """ ...
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def get_imaging_root_data_dir() -> str: """ get_imaging_root_data_dir() -> str Retrieve the root data directory - e.g. containing all subject/sessions data :return: a string for full path to the root data directory """ return _linking_module.get_imaging_root_data_dir()
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def _input_is_valid( dataset: np.ndarray, predictive_model: object, as_probabilistic: bool, categorical_indices: Union[None, List[Index]], class_names: Union[None, List[str]], classes_number: Union[None, int], feature_names: Union[None, List[str]], unique_predictions: Union[None,...
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def cvPtr1D(*args): """cvPtr1D(CvArr arr, int idx0, int type=None) -> uchar""" return _cv.cvPtr1D(*args)
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def _should_package_clang_runtime(ctx): """Returns whether the Clang runtime should be bundled.""" # List of crosstool sanitizer features that require packaging some clang # runtime libraries. features_requiring_clang_runtime = { "asan": True, "tsan": True, "ubsan": True, } ...
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def round_nearest_towards_infinity(x, infinity=1e+20): """ Rounds the argument to the nearest integer. For ties like 1.5 the ceiling integer is returned. This is called "round towards infinity" Args: x: the value to round infinity: the model's infinity value. All values above i...
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def json_schema(request, ref: str): """Return a JSON Schema for a given reference.""" if ref not in SCHEMA_REFS: return HttpResponseBadRequest("Unknown ref") return SCHEMA_REFS[ref].schema_json(indent=2)
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def emprestimo(id): """ Deleta uma reserva e gera um empréstimo. Certifica que a reserva existe. Atualiza o status do livro para emprestado """ reserva = get_reserva(id) try: livro = db.query_one('select * from livro where tombo = %s' % reserva['tombo']) print(livro) ...
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def saveImage(img_dirs, mid_name, image): """ 保存图像 img_dirs:保存目录 mid_name:新保存图片后缀 image:图像 """ basename = os.path.basename(img_dirs) file = os.path.splitext(basename) file_prefix = file[0] suffix = file[-1] image_file = os.path.join("\\".join(img_dirs.split("\\")[:-1]), file_...
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def main(): """ main process """ q = Queue() plist = [] for i in range(4): proc = Process(target=process, args=(q,)) plist.append(proc) for proc in plist: proc.start() for proc in plist: proc.join() while True: if q.empty(): print "...
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def update_cache_needed(filenames, cachefile=None): """Returns True if the cache file needs to be updated. :param filenames: :param cachefile: (Default value = None) """ for filename in filenames: if cachefile is None: current_cachename = cache_file(filename) else: ...
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def intersection(line1, line2): """Finds the intersection of two lines given in Hesse normal form. Returns closest integer pixel locations. See https://stackoverflow.com/a/383527/5087436 """ rho1, theta1 = line1[0] rho2, theta2 = line2[0] A = np.array([ [np.cos(theta1), np.sin(theta...
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def make_kwargs(proxy_info: ProxyInfo, *, nosave: bool = False, **kwargs: Any) -> Dict[str, Any]: """Form the proxy kwargs for requests or urllib :param proxy_info: ProxyInfo a namedtuple of the form (server: str, port: int, domain: str, usr: str?) :param nosave: bool ...
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def get_moonboard(year: int) -> MoonBoard: """ Factory function. Given a year, return a Moonboard object encapsulating the Moonboard layout info of that year. :param year: Year of the desired Moonboard layout :type year: int :return: Moonboard object encapsulating the Moonboard layout info ...
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def test_get_gradeable_submissions(mock_base_req, test_app): """ Tests if gradable submissions filters the correct values """ mock_values = [ {'id': 1, 'assignment_id': 1, 'name': 'kmom01'}, {'id': 2, 'assignment_id': 2, 'name': 'kmom02'}, {'id': 3, 'assignment_id': 3, 'name': 'kmom03'} ...
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def model_to_estimator(model): """given a model , return a estimator""" tf=model.copy() tp=type(tf) from1=re.search(r'(pyspark.*)\.',str(tp)).group(1) from2=re.search(r'(pyspark.*)\.(\w+)',str(tp)).group(2) from2=re.sub(pattern='DecisionTreeRegressionModel', repl='DecisionTreeRegressor', string=...
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def sdc_pandas_series_operator_mod(self, other): """ Pandas Series operator :attr:`pandas.Series.mod` implementation Note: Currently implemented for numeric Series only. Differs from Pandas in returning Series with fixed dtype :obj:`float64` .. only:: developer **Test**: python -m sdc.run...
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def regex_chomp(regex, state, tracker): """ :param regex: regex object to match with :param state: ChompState :param tracker: FroParseErrorTracker :return: Match object of regex match, or throws ChompError """ line = state._curr # state.current() index = state._column # state.column() ...
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def create_html_popup(friends: list) -> str: """creates html popup for markrer Args: friends (list): list of names Returns: str: html in string format """ html_template = "Friends:" for friend in friends: html_template += f"""<br> <p>{friend}</p><br> """...
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def collect_radolan_data( date_times: List[datetime], time_resolution: TimeResolution, prefer_local: bool = False, write_file: bool = False, folder: Union[str, Path] = DWD_FOLDER_MAIN, ) -> List[Tuple[datetime, BytesIO]]: """ Function used to collect RADOLAN data for given datetimes and a ti...
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def testSetUp(test): """ install test packages so that they can be imported and their egg info examined in test runs """ testing.buildoutSetUp(test) import tempfile target_dir = tempfile.mkdtemp('.z3c.autoinclude.test-installs') install_projects(test_packages, target_dir)
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def SetFlags(ea, flags): """ Set new value of flags This function should not used be used directly if possible. It changes properties of a program byte and if misused, may lead to very-very strange results. @param ea: adress @param flags: new flags value """ return idaapi....
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def evaluate(ts, not_found_list): """ The function evaluates the embeddings. It gets a folder name as input. If embeddings are generated by the triplet model, the input folder name is a time stamp. The function then reads all the image level embedding csv files within that folder. Normally, there shoul...
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def createMiddleWare(app, exporter): """ Configure a flask middleware that listens for each request and applies automatic tracing. This needs to be set up before the application starts. :param app: WSGI application :param exporter: Exporter instance object (StackdriverExporter) :return: """ ...
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def other(): """ Note to contributors: Other signal-to-noise masks must be named with the author or method name. If already published, the full citation must be provided. Please, add "unpub." otherwise. E.g: Smith et al. (unpub.) Please, check contribute.md to follow ...
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def period_range(start: Literal["2000"], periods: int, freq: Literal["W"]): """ usage.statsmodels: 1 """ ...
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def get_long_description() -> str: """Extract the content of the sdk/README.md and replace relative links when running `python3 setup.py sdist`. Return the abbreviated LONG_DESCRIPTION when running `pip install .` :return: long_description, Github flavored Markdown from the sdk/README.md """ if...
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def euler_step(theta,dtheta,ddtheta,dt): """ Euler Step Parameters ---------- theta (tf.Tensor): Joint angles (N,nq) dtheta (tf.Tensor): Joint velocities (N,nq) ddtheta (tf.Tensor): Joint accelerations (N,nq) dt (float): Delta t ...
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def get_cif(ams_id): """ get CIF Structure by AMS ID """ db = get_amscifdb() return db.get_cif(ams_id)
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def generate_scheme_caps(metadata_define, metadata_request, arguments, pset_schemes, ccpp_field_maps, caps_dir): """Generate scheme caps for all schemes parsed.""" success = True # Change to caps directory os.chdir(caps_dir) # List of filenames of scheme caps scheme_caps = [] for module_name...
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def no_xray_disturbance(nodist,hole): """ takes an archive measurement DataFrame and removes disturbed intervals using XRAY disturbance files Parameters __________ nodist : Pandas DataFrame data frame filtered by iodp_funcs.remove_disturbance hole : str IODP hole Return...
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def git_diff_files(oldrev, newrev): """Get list of files in diff.""" files_modified = subprocess.check_output(["git", "diff", "--name-only", oldrev + ".." + newrev]) retu...
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def beta1() -> float: """Mock beta1.""" return 0.9
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def dhcp_relay_show(dut, family="ipv4", interface=None, cli_type=""): """ API to show the DHCP relay brief output Author Chaitanya Vella (chaitanya-vella.kumar@broadcom.com) :param dut: :return: """ cli_type = st.get_ui_type(dut, cli_type=cli_type) if cli_type in ['click', 'klish']: ...
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def split_condition_code(tree, fields, field, depth, pre_condition, term_analysis_fields, item_analysis_fields, cmv): """Condition code for the split """ predicate = get_predicate(tree) optype = fields[field]['optype'] operator = PYTHON_OPERATOR[pre...
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def get_cases_country(path: str) -> List[int]: """ Counts the number of cases based on the COUNTRIES for the parameter of interest. Arguments: path {str} -- path to the dataset csv file for the parameter of interest Returns: List[int] -- an ordered list of the number of cases for each country """ # load t...
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def tf_optimize(inputs, outputs, graph_def, fold_constant=None): """Optimize tensorflow graph for inference.""" transforms = [] if fold_constant: transforms.extend([ "fold_constants(ignore_errors=true)", "remove_attribute(attribute_name=_class)", # remove node colocation att...
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def list_bootstrap_actions(ClusterId=None, Marker=None): """ Provides information about the bootstrap actions associated with a cluster. See also: AWS API Documentation :example: response = client.list_bootstrap_actions( ClusterId='string', Marker='string' ) :...
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def parse_mask(line): """ parses the string formated as the PASCAL pixel mask annotation e.g. Pixel mask for object 1 "PASpersonWalking" : "PennFudanPed/PedMasks/FudanPed00001_mask.png" line: string line in the PASCAL annotation file with mask information returns: ...
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def get_args(): """Get arguments from CLI""" parser = argparse.ArgumentParser( description="""Program description""") parser.add_argument( "input", type=is_dir, action=FullPaths, help="""The path to a directory of PHYLIP-formatted alignments.""" ...
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def parse_assignments(lines, lineNo=0, input_vars=None): """ Parse given `lines` as an assignment title and either single oder double lines of assignments. A single line of assignment is "<var> = <value[;]". A double line of assignment is "<var> =\n<value>[;]". :param lines: array of strings to be ...
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def delete_node_layout(node_id): """ API entry point to delete the layout for a node. """ return node_layout.delete_node_layout(node_id)
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def _create_nodes_map( graph_dict: Dict[str, Dict[str, PCollection]] ) -> PCollection[Tuple[NodeId, Node]]: """Create a map from Node ID to Node from the given `graph_dict`. Args: graph_dict: The map returned from a `unigraph` graph reading. Returns: A collection of all the nodes, keyed by their uni...
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def generatePosSeqList(length): """ Generates HALF of the possible weaves of a given length or less """ posSeqList = [] # list that will contain the generated weaves curSeq = [0]*int(length//2) # We devide by 2 as the sigmas have pair powers endSeq = [4]*int(length//2) while curSeq != end...
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def prepare_script_args(spec): """ Uses the default script args if those items are not specified for the script. Args: spec (dict): Script args to modify with defaults as needed. Returns: dict: Modified dictionary with values as needed. """ spec['run_in'] = spec.pop...
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def period_range(start: Literal["1959Q1"], end: Literal["2009Q3"], freq: Literal["Q"]): """ usage.statsmodels: 1 """ ...
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def fetch_MEN(which="all", form="natural"): """ Fetch MEN dataset for testing similarity and relatedness Parameters ---------- which : "all", "test" or "dev" form : "lem" or "natural" Returns ------- data : sklearn.datasets.base.Bunch dictionary-like object. Keys of interes...
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def plot_p4m(f, fignum=None, rlabels='cayley_mr', rcolor='red', mcolor='blue', rlinestyle='-', mlinestyle='-', fontsize=20, labelpad_factor_1=1.5, labelpad_factor_2=1.5, labelpad_factor_3=2.5, labelpad_factor_4=2.5, figsize=(3, 3)): """ Plot a function f : p4m -> R or f : p4m -> R^...
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def custom_payload(claims, expiration): """ Creates JWT payload. Author: Lucas Antognoni Arguments: claims (list): Token payload claims. expiration (datetime.timedelta): Timedelta. Response: payload (dict): JWT payload. ...
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def save_checkpoint( train_state: train_states.TrainState, checkpoint_dir: str, overwrite: bool = False, unreplicate: bool = True, checkpoint_type: CheckpointType = CheckpointType.CHECKPOINT_FLAX, state_specs: Optional[train_states.TrainState] = None, ) -> None: """Saves a checkpoint into the ...
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def b64s_to_s(b64s: str) -> str: """convert base 64 strting to string :param b64s: input base 64 string :type b64s: str :return: output string :rtype: str """ s = base64.b64decode(b64s.encode('utf8')).decode('utf8') return s
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def test_utilities(app, models_fixture): """Test utilities.""" datastore = app.extensions['invenio-accounts'].datastore assert obj_or_import_string('invenio_oauthclient.errors') # User existing_email = 'existing@inveniosoftware.org' user = datastore.find_user(email=existing_email) # Authen...
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def solve_tsp_dynamic_programming( distance_matrix: np.ndarray, maxsize: Optional[int] = None, ) -> Tuple[List, float]: """ Solve TSP to optimality with dynamic programming. Parameters ---------- distance_matrix Distance matrix of shape (n x n) with the (i, j) entry indicating the ...
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def get_c_files(path): # type: (str) -> List[str] """Get C/C++ files in the path""" return [f for f in os.listdir(path) if os.path.splitext(f)[1] in ['.c', '.cc', '.cpp']]
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def unify (a, b): """Unify the two types a and b""" (a, b) = (a.prune (), b.prune ()) if isinstance (a, Var): a.unify (b) else: b.unify (a)
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def rename_dict_keys(dic: Dict, changes: Dict[str, str]): """Rename dict keys. Inplace.""" for old, new in changes.items(): dic[new] = dic.pop(old)
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def counter(data, n=None): """counter方法用于统计元素数量 Parameters ---------- data : list 列表数据 n : int 前n个元素 Returns ---------- """ ret = Counter(data) if not n: ret = ret.most_common(len(ret)) else: ret = ret.most_common(n) return ret
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def col255_from_RGB(red,green,blue): """ returns a term256 colour index from RGB value found at : https://unix.stackexchange.com/questions/269077/ """ if red > 255: red = 255 if green > 255: green = 255 if blue > 255: blue = 255 if red < 75: red = 0...
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def save_plot(pcds, dimension, save_path): """ Input should be either numpy.ndarray of torch.tensor Dimension should be specified with str ('2d', '3d') """ if pcds[0].dtype == torch.float: for (i, pcd) in enumerate(pcds): pcds[i] = pcd.detach().cpu().numpy() fig = plt.figure...
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def first_or_default(iterable, predicate=None, default=None): """First the first value matching a perdicate otherwise a default value. :param iterable: The items over which to iterate. :param predicate: A predicate to apply to each item. :param default: The value to return if no item matches. :retu...
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def bin_bp_sparse(M, positions, bin_len=10000): """ Perform binning with a fixed genomic length in base pairs on a sparse matrix. Fragments will be binned such that their total length is closest to the specified input. If a contig list is specified, binning will be performed such that fragments ...
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def process_date(date): """ Returns a dictionary with all of the below processes completed, which can then be imported directly to CalendarDate model. """ metadata = {} metadata["calendar_date"] = date metadata["calendar_day"] = get_calendar_day(date) metadata["calendar_month"] = get_ca...
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def pulse( force_field, in_basename, basename, n_step, pulse_fn, n_step_per_pulse=100, restraint_pdb="", restraint_force=None): """ Runs a pulse simulation that uses the restart-file modification strategy to manage a steered-molecular dynamics simulation. The pulsed approacha pplies external forces in...
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def segment_3D_legacy(fpath, verbose=False, params={'median_size' : 3, 'thresh_stepsize' : 2, 'thresh_lower' : 4.0, 'clean_small' : 1000, 'clean_big' : 1000000, ...
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def until(timeout=10, step=0.5, action=None, silent=False): """Yield until timeout""" yield started = time.time() while True: if action and not silent: log.info(action) if time.time() - started > timeout: if action and not silent: log.error("Time...
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def image_md(image_location, caption="", link=None, tooltip=""): """ Returns the html code for the individual plot """ image = f""" <a href="{link}" name="gallery-href"> <img src="{image_location}" name="gallery-image" alt="{tooltip}" style="width:100%" id="{"".join(image_location.split("-...
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def unpacker(*args, **kwargs): """Return a MessagePack (with extended types support) Unpacker object.""" return msgpack.Unpacker(*args, ext_hook=_decode_ext_type, raw=False, **kwargs)
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def clean_directory(directory, patterns=None): """Clean up all generated files from other commands.""" if not patterns: patterns = [ 'dist', 'build', '.tox', '*.egg-info', '*.egg', 'wheelhouse', '__pycache__', ...
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def main(dsList0, dsList1, outputdir, verbose=True): """Generate a scatter plot figure.""" #plt.rc("axes", labelsize=24, titlesize=24) #plt.rc("xtick", labelsize=20) #plt.rc("ytick", labelsize=20) #plt.rc("font", size=20) #plt.rc("legend", fontsize=20) dictFunc0 = dsList0.dictByFunc() ...
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