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def mk_sd_graph(pvalmat, thresh=0.05): """ Make a graph with edges as signifcant differences between treatments. """ digraph = DiGraph() for idx in range(len(pvalmat)): digraph.add_node(idx) for idx_a, idx_b, b_bigger, p_val in iter_all_pairs_cmp(pvalmat): if p_val > thresh: ...
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def body2hor(body_coords, theta, phi, psi): """Transforms the vector coordinates in body frame of reference to local horizon frame of reference. Parameters ---------- body_coords : array_like 3 dimensional vector with (x,y,z) coordinates in body axes. theta : float Pitc...
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def plotme_single_f1(np_mat, ynames, title): """ np_mat - N rows by C columns, all values to plot (real valued) ynames - C items, strings naming the C columns of np_mats title - 1 title for the plot """ # https://stackoverflow.com/questions/8230638/parallel-coordinates-plot-in-matplotlib import matp...
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def ccompile(source_file_path): """Compiles C source code into object code.""" command = "cc -c {source_code} -o {object_code}".format( source_code=source_file_path, object_code=__source_to_object_name(source_file_path)) execute(command)
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def negloglikelihoodZTNB(args, x): """Negative log likelihood for zero truncated negative binomial.""" a, m = args denom = 1 - NegBinom(a, m).pmf(0) return len(x) * np.log(denom) + negloglikelihoodNB(args, x)
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def combine(m1, m2): """ Returns transform that combines two other transforms. """ return np.dot(m1, m2)
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def _acg_bound(nsim, k1, k2, lam, mtop = 1000): # John T Kent, Asaad M Ganeiber, and Kanti V Mardia. # A new unified approach forthe simulation of a wide class of directional distributions. # Journal of Computational andGraphical Statistics, 27(2):291–301, 2018. """ Sampling appro...
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def anonymise_eeg( original_file: str, destination_file: str, field_name: str = '', field_surname: str = '', field_birthdate: str = '', field_sex: str = '', field_folder: str = '', field_centre: str = '', field_comment: str = '' ): """Anonymise an .eeg file. Args: or...
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def melspecgrams_to_specgrams(logmelmag2 = None, mel_p = None, mel_downscale=1): """Converts melspecgrams to specgrams. Args: melspecgrams: Tensor of log magnitudes and instantaneous frequencies, shape [freq, time], mel scaling of frequencies. Returns: specgrams: Tensor of log magnitudes...
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def ligandScore(ligand, genes): """calculate ligand score for given ligand and gene set""" from scipy.stats.mstats import gmean import numpy as np if ligand.ligand_type == "peptide" and isinstance(ligand.preprogene, str): # check if multiple genes needs to be accounted for if isinstanc...
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def eval(x): """Evaluates the value of a variable. # Arguments x: A variable. # Returns A Numpy array. # Examples ```python >>> from keras import backend as K >>> kvar = K.variable(np.array([[1, 2], [3, 4]]), dtype='float32') >>> K.eval(kvar) array(...
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def triple_in_shape(expr: ShExJ.shapeExpr, label: ShExJ.tripleExprLabel, cntxt: Context) \ -> Optional[ShExJ.tripleExpr]: """ Search for the label in a shape expression """ te = None if isinstance(expr, (ShExJ.ShapeOr, ShExJ.ShapeAnd)): for expr2 in expr.shapeExprs: te = triple_i...
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def test_reusability_query(): """Test that limiting to open reusability works.""" reader = EuropeanaSearchReader(os.environ['EUROPEANA_API_KEY'], 'Python', reusability='open') count = 0 for record in reader: assert record.id for right in record.rights: assert right in ['http:...
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def poly_learning_rate(base_lr, curr_iter, max_iter, power=0.9): """poly learning rate policy""" lr = base_lr * (1 - float(curr_iter) / max_iter) ** power return lr
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def parent_path(xpath): """ Removes the last element in an xpath, effectively yielding the xpath to the parent element :param xpath: An xpath with at least one '/' """ return xpath[:xpath.rfind('/')]
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def change_project_description(project_id): """For backwards compatibility: Change the description of a project.""" description = read_request() assert isinstance(description, (str,)) orig = get_project(project_id) orig.description = description orig.lastUpdated = datetime.datetime.utcnow() ...
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def run_test_reset(): """ Tests the reset method of the Line class. """ m1t.run_test_reset() # This runs OUR tests. # ------------------------------------------------------------------ # One ADDITIONAL test (or set of tests). # ------------------------------------------------------------------ ...
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def run_all(examples_main_path): """ Helper function to run all the test cases :arg: examples_main_path: the path to main examples directory """ # test cases to run test_cases = [TestExample1, TestExample2, TestExample3, TestExample4, ...
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def delete_user(user_info: dict): """ Delete the cognito user """ user_pool_id = ssm.get_parameter(Name=f"/ecommerce/{ENVIRONMENT}/users/user-pool/id")["Parameter"]["Value"] cognito = boto3.client("cognito-idp") # Delete the user cognito.admin_delete_user( UserPoolId=user_pool_id, ...
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def get_queue(queue): """ :param queue: Queue Name or Queue ID or Queue Redis Key or Queue Instance :return: Queue instance """ if isinstance(queue, Queue): return queue if isinstance(queue, str): if queue.startswith(Queue.redis_queue_namespace_prefix): return Queue....
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def test_ij2bl(): """Test ij2bl function""" # test < 256 antennas i = 1 j = 2 assert aipy_extracts.ij2bl(i, j) == 515 # test > 256 antennas i = 2 j = 257 assert aipy_extracts.ij2bl(i, j) == 71938 # test case where i > j i = 257 j = 2 assert aipy_extracts.ij2bl(i, j)...
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def ptttl_to_samples(ptttl_data, amplitude=0.5, wavetype=SINE_WAVE): """ Convert a PTTTLData object to a list of audio samples. :param PTTTLData ptttl_data: PTTTL/RTTTL source text :param float amplitude: Output signal amplitude, between 0.0 and 1.0. :param int wavetype: Waveform type for output si...
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def read_output_ascii( path: Union[Path, str] ) -> Tuple[numpy.ndarray, numpy.ndarray, numpy.ndarray, numpy.ndarray]: """Read an output file (raw ASCII format) Args: path (str): path to the file Return: list: The contents of the output file as a :py:class:`list` containing four...
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def AliasPrefix(funcname): """Return the prefix of the function the named function is an alias of.""" alias = __aliases[funcname][0] return alias.prefix
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def run_command(*cmd_args, **kargs): """ Shell runner helper Work as subproccess.run except check is set to true by default and stdout is not printed unless the logging level is DEBUG """ logging.debug("Run command: " + " ".join(map(str, cmd_args))) if not dry_run: if "check" not in ...
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def test_md021_bad_multiple_spacing_left(): """ Test to make sure this rule does trigger with a document that contains an Atx Closed Heading with multiples spaces at the start. """ # Arrange scanner = MarkdownScanner() supplied_arguments = [ "scan", "test/resources/rules/md0...
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def connect( sender: QWidget, signal: str, receiver: QObject, slot: str, caller: Optional[FormDBWidget] = None, ) -> Optional[Tuple[pyqtSignal, Callable]]: """Connect signal to slot for QSA.""" # Parameters example: # caller: <clientes.FormInternalObj object at 0x7f78b5c230f0> # sen...
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def get_detection_input(batch_size=1): """ Sample input for detection models, usable for tracing or testing """ return ( torch.rand(batch_size, 3, 224, 224), torch.full((batch_size,), 0).long(), torch.Tensor([1, 1, 200, 200]).repeat((batch_size, 1)), torch...
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def build_tables(ch_groups, buffer_size, init_obj=None): """ build tables and associated I/O info for the channel groups. Parameters ---------- ch_groups : dict buffer_size : int init_obj : object with initialize_lh5_table() function Returns ------- ch_to_tbls : dict or Table ...
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def segmentspan(revlog, revs): """Get the byte span of a segment of revisions revs is a sorted array of revision numbers >>> revlog = _testrevlog([ ... 5, #0 ... 10, #1 ... 12, #2 ... 12, #3 (empty) ... 17, #4 ... ]) >>> segmentspan(revlog, [0, 1, 2, 3, 4]) 17 >>...
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def is_stateful(change, stateful_resources): """ Boolean check if current change references a stateful resource """ return change['ResourceType'] in stateful_resources
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def get_osusername(): """Get the username of the current process.""" if pwd is None: raise OSError("get_username cannot be called on Windows") return pwd.getpwuid(os.getuid())[0]
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def get_session_from_webdriver(driver: WebDriver, registry: Registry) -> RedisSession: """Extract session cookie from a Selenium driver and fetch a matching pyramid_redis_sesssion data. Example:: def test_newsletter_referral(dbsession, web_server, browser, init): '''Referral is tracker for...
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def parse_argv(): """ Retrieve fields from sys.argv """ if len(sys.argv) == 2: main_file = sys.argv[1] with open(main_file) as main_file_handle: main_code = main_file_handle.read() return sys.argv[0], {main_file: main_code}, main_file, main_code, None, None, None, None # ...
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def test_role_delete_not_found(api_client, create_test_users): """Test role deletion no longer exists.""" group = Group.objects.get(name="OFA Admin") api_client.login(username="test__ofa_admin", password="test_password") response = api_client.delete(f"/v1/roles/{group.id}/") assert response.status_c...
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def initialize(args): """Initializes a list of repositories from a specified repos.yaml, and returns the commands to add to your crontab. Sets up local file storage for tracking repositories. """ tracked_repos = [ _create_single_tracked_repo( repo=repo['repo'], cront...
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def paper() -> Tuple[str]: """ Use my paper figure style. Returns ------- Tuple[str] Colors in the color palette. """ sns.set_context("paper") style = { "axes.spines.bottom": True, "axes.spines.left": True, "axes.spines.right": False, "a...
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def _get_diff_text(old, new): """ Returns the diff of two text blobs. """ diff = difflib.unified_diff(old.splitlines(1), new.splitlines(1)) return "".join([x.replace("\r", "") for x in diff])
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def update_dragged_position(): """Update the position of dragged block to put it under the cursor.""" global blocks for block in blocks: if block.clicked: #Only for clicked blocks pos = pygame.mouse.get_pos() block.x,block.y = pos[0] - block.width//2, pos[1] - block.height//2...
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def alma_query(tab, make_figure=True, xsize=5, nlabel=3, min_size=4, cmap='jet_r', rerun_query=True, query_kwargs={'public':False, 'science':False, 'get_html_version':True}): """ Query ALMA archive around the HST data """ import time import urllib import numpy as np import matplotlib.pyplot ...
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def check_coordinate_systems_identical(lcs_a, lcs_b, abs_tol=1e-9): """Check if 2 local coordinate systems are identical within a tolerance. Parameters ---------- lcs_a : First local coordinate system lcs_b : Second local coordinate system abs_tol : Absolute tolerance (D...
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def _make_train_sets(psms, test_idx): """ Parameters ---------- psms : list of PsmDataset The PsmDataset to get a subset of. test_idx : list of list of numpy.ndarray The indicies of the test sets Yields ------ PsmDataset The training set. """ train_set = ...
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def GetStatus(operation): """Returns string status for given operation. Args: operation: A messages.Operation instance. Returns: The status of the operation in string form. """ if not operation.done: return Status.PENDING.name elif operation.error: return Status.ERROR.name else: retu...
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def add_arch_migrate(migrators: MutableSequence[Migrator], gx: nx.DiGraph) -> None: """Adds rebuild migrators. Parameters ---------- migrators : list of Migrator The list of migrators to run. """ print( "========================================" "=======================...
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def get_args(args): """Get the script arguments.""" description = "tvtid - Feteches the tv schedule from client.dk" arg = argparse.ArgumentParser(description=description) arg.add_argument( "-d", "--date", metavar="datetime", type=lambda s: datetime.strptime(s, "%Y-%m-%d"...
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def ft2m(ft): """ Converts feet to meters. """ if ft == None: return None return ft * 0.3048
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def show_colors(*, nhues=17, minsat=10, unknown='User', include=None, ignore=None): """ Generate tables of the registered color names. Adapted from `this example <https://matplotlib.org/examples/color/named_colors.html>`__. Parameters ---------- nhues : int, optional The number of break...
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def get_all_lights(scene, include_light_filters=True): """Return a list of all lights in the scene, including mesh lights Args: scene (byp.types.Scene) - scene file to look for lights include_light_filters (bool) - whether or not light filters should be included in the list Returns: (list)...
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def test_mother_replace_after_specified_time(set_up_mother): """ Should check if mother should be replaced """ # Given: bee_mother = BeeMother.objects.all() # When: for mother in bee_mother: BeeMotherService.set_mother_age(mother) BeeMotherService.set_mother_active(mother) ...
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def captured_templates(app): """Determines which templates were rendered and what variables were passed to the template""" recorded = [] def record(sender, template, context, **extra): recorded.append((template, context)) template_rendered.connect(record, app) try: yield recorded ...
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def get_df(path): """Load raw dataframe from JSON data.""" with open(path) as reader: df = pd.DataFrame(load(reader)) df['rate'] = 1e3 / df['ms_per_record'] return df
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def _format_distribution_details(details, color=False): """Format distribution details for printing later.""" def _y_v(value): """Print value in distribution details.""" if color: return colored.yellow(value) else: return value # Maps keys in configuration to...
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def test_2d_unit_spacing(): """Test write_netcdf with a 2D grid with unit spacing.""" (x, y) = np.meshgrid(np.arange(5.), np.arange(4.)) spacing = _get_raster_spacing((y, x)) assert_equal(spacing, 1.)
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def remove_repository(repo_name: str): """ Summary: deletes a repository Parameters: repo_name (str): the repository name Returns: None """ repository = get_repo(repo_name) delete_repo(repository)
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async def async_get_relation_id(application_name, remote_application_name, model_name=None, remote_interface_name=None): """ Get relation id of relation from model. :param model_name: Name of model to operate on :type model_name: str :...
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def main(): """Read input and print output""" queens = [] for row in range(8): for col, square in enumerate(input()): if square == '*': queens.append((row, col)) if len(queens) != 8: print("invalid") return for i in queens: for j in quee...
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def get_timeseries_references(session_id, search_value, length, offset, column, order): """ Gets a filtered list of timeseries references. This function will generate a filtered list of timeseries references belonging to a session given a search value. The length, offset, and order of the list can also...
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def get_current_version(): """Get current version""" base_dir = os.path.abspath(os.path.dirname(__file__)) version_file = os.path.join(base_dir, "evaluations", "__init__.py") with open(version_file, 'r') as opened_file: return re.search( r'^__version__ = [\'"]([^\'"]*)[\'"]', opened_...
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def runTestQ4(): """ Exhibits the powers of Q4. """ matrixA = generateEvilMatrix(5) print("Q4: Now entering the matrix:") printEvilMatrix(matrixA) print()
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def twos(l): """ >>> list(twos(['a', 'b'])) == [('a', 'b')] True >>> list(twos(['a'])) == [] True >>> list(twos(['a', 'b', 'c', 'd'])) == [('a', 'b'), ('c', 'd')] True >>> list(twos(['a', 'b', 'c', 'd', 'e'])) == [('a', 'b'), ('c', 'd')] True """ it = iter(l) while True: ...
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def check_argc(required_argc): """ Bail with a message unless the number of command line arguments (including the name of this script) is equal to required_arc. """ if len(sys.argv) != required_argc: print("Incorrect number of arguments passed to command line.") print("Required numbe...
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def mxprv_from_bip39_mnemonic( mnemonic: Mnemonic, passphrase: str = "", network: str = "mainnet" ) -> bytes: """Return BIP32 root master extended private key from BIP39 mnemonic.""" seed = bip39.seed_from_mnemonic(mnemonic, passphrase) version = NETWORKS[network].bip32_prv return rootxprv_from_see...
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def setup_ebook_home(args, conf): """ Setup user's ebook home, config being set with this order of precedence: - CLI params - ENV vars - saved values in ogre config - automatically created in $HOME """ ebook_home = None # 1) load CLI parameters (if available) try: eb...
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def translate_text( text: str, source_language: str, target_language: str ) -> str: """Translates text into the target language. This method uses ISO 639-1 compliant language codes to specify languages. To learn more about ISO 639-1, see: https://www.w3schools.com/tags/ref_language_codes.as...
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def preprocess_log(file): """ preprocess_log() -> pyplot diagram This method will return a 'running log' of the above 'preprocess' method """ with open("reports/preprocess.txt", "w") as preprocess_file: print("+----- PREPROCESSING LOGGER -----+", file=preprocess_file) print( ...
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def evt_cache_staged_t(ticket): """ create event EvtCacheStaged from ticket ticket """ fc_keys = ['bfid' ] ev = _get_proto(ticket, fc_keys = fc_keys) ev['cache']['en'] = _set_cache_en(ticket) return EvtCacheStaged(ev)
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def _ProtobufDefinitionToFields(message_class): """Flattens the fields in a protocol buffer definition. For example, given the following definition: message Point { required int32 x = 1; required int32 y = 2; optional string label = 3; } message Polyline { repeated Point point...
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def _get_setup_keywords(pkg_data: dict, keywords: dict) -> Dict: """Gather all setuptools.setup() keyword args.""" options_keywords = dict( packages=list(pkg_data), package_data={pkg: list(files) for pkg, files in pkg_data.items()}, ) keywords['options'].update(opt...
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def flatten(x): """flatten(sequence) -> list Returns a single, flat list which contains all elements retrieved from the sequence and all recursively contained sub-sequences (iterables). Examples: >>> [1, 2, [3,4], (5,6)] [1, 2, [3, 4], (5, 6)] >>> flatten([[[1,2,3], (42,None)], [4,5]...
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def setplot(plotdata=None): #-------------------------- """ Specify what is to be plotted at each frame. Input: plotdata, an instance of pyclaw.plotters.data.ClawPlotData. Output: a modified version of plotdata. """ from clawpack.visclaw import colormaps, geoplot from numpy im...
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def load_spider_tables(filenames: str) -> Dict[str, Schema]: """Loads database schemas from the specified filenames.""" examples = {} for filename in filenames.split(","): with open(filename) as training_file: examples.update(process_dbs(json.load(training_file))) return examples
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def extract_float_arrays(blockids: str, data: bytes) -> Dict[str, array]: """Extracts float arrays from raw scope, background trace, and recorder zoom binary data (block ids a, A, b, B, x, y, Y in the DLC pro 'Scope, Lock, and Recorder Binary Data' format). Args: blockids: String of requested b...
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def rotate_image(path): """Rotate the image from path and return wx.Image.""" img = Image.open(path) try: exif = img._getexif() if exif[ORIENTATION_TAG] == 3: img = img.rotate(180, expand=True) elif exif[ORIENTATION_TAG] == 6: img = img.rotate(270, expand=True...
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def predict(): """Predict endpoint. Chooses model for prediction and predcits bitcoin price for the given time period. @author: Andrii Koval, Yulia Khlyaka, Pavlo Mospan """ data = request.json if data: predict = bool(data["predict"]) if predict: if predictor.p...
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def test__get_query_monitoring_data(): """ `query_monitoring_url` can potentially fail, be sure we don't raise when the endpoint is not reachable """ couchbase = Couchbase('couchbase', {}, {}) couchbase._get_query_monitoring_data({'query_monitoring_url': 'http://foo/bar'})
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def splice_imgs(img_list, vis_path): """Splice pictures horizontally """ IMAGE_WIDTH, IMAGE_HEIGHT = img_list[0].size padding_width = 20 img_num = len(img_list) to_image = Image.new('RGB', (img_num * IMAGE_WIDTH + (img_num - 1) * padding_width, ...
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def create_segmented_colormap(cmap, values, increment): """Create colormap with discretized colormap. This was created mainly to plot a colorbar that has discretized values. Args: cmap: matplotlib colormap values: A list of the quantities being plotted increment: The increment used...
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def print_divider(): """Helper function for test_stochastic_sample (below). Print a dashed line to break up output.""" print("---------------------------------------------")
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def division_series_logs(): """ Pull Retrosheet Division Series Game Logs """ s = get_text_file(gamelog_url.format('DV')) data = pd.read_csv(StringIO(s), header=None, sep=',', quotechar='"') data.columns = gamelog_columns return data
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def test_output_length_violation( assert_errors, assert_error_text, parse_ast_tree, tuple_param, mode, default_options, return_like, ): """Testing that classes and functions in a module work well.""" tree = parse_ast_tree(mode(generator.format(return_like, tuple_param))) visitor...
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def scalar_gen(lib, val): """ Generates different kinds of scalar-like arrays that contain the given value. """ # pure scalar values yield lib.array(val) # ()-shape arrays yield lib.full((), val) for ndim in range(1, LEGATE_MAX_DIM + 1): # singleton arrays yield lib.f...
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def release_date(json): """ Returns the date from the json content in argument """ return json['updated']
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def init_embedding_from_graph( _raw_data, graph, n_components, random_state, metric, _metric_kwds, init="spectral" ): """Initialize embedding using graph. This is for direct embeddings. Parameters ---------- init : str, optional Type of initialization to use. Either random, or spectral, by ...
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def basic_hash_table(): """Not empty hash table.""" return HashTable(1)
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def run_summaries(metrics, session=None): """Execute summary ops for py_metrics. Args: metrics: A list of py_metric.Base objects. session: A TensorFlow session-like object. If it is not provided, it will use the current TensorFlow session context manager. Raises: RuntimeError: If .tf_summaries...
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def generate_batch_para(doc_ids, word_ids, batch_size, num_skips, window_size): """ batch generator for Skip-Gram Model(Distributed Representation of Word Vecotors) :param doc_ids: list of document indices :param word_ids: list of word indices :param batch_size: number of words in each mini-batch ...
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def scan_by_key(key, a, dim=0, op=BINARYOP.ADD, inclusive_scan=True): """ Generalized scan by key of an array. Parameters ---------- key : af.Array key array. a : af.Array Multi dimensional arrayfire array. dim : optional: int. default: 0 Dimension along which th...
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def local_luminance_subtraction(image, filter_sigma, return_subtractor=False): """ Computes an estimate of the local luminance and removes this from an image Parameters ---------- image : ndarray(float32 or uint8, size=(h, w, c)) An image of height h and width w, with c color channels filter_sigma : ...
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def clean_up_to_bram36(top, site): """ Cleans up BRAM36 BEL to match Verilog model. Also checks BRAM36 signal sources for sanity (e.g. can be merged) and then masks/renames signals to match Verilog model. """ bel = site.maybe_get_bel('RAMB36E1') assert bel is not None for idx in range(15)...
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def createBank(): """Create the bank. Returns: Bank: The bank. """ return Bank( 123456, 'My Piggy Bank', 'Tunja Downtown' )
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def str_to_bool(param): """ Convert string value to boolean Attributes: param -- inout query parameter """ if param.upper() == 'TRUE': return True elif param.upper() in ['FALSE', None]: return False else: raise InputValidationError( 'Invalid query...
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def create_parser(): """ Creates the argparse parser with all the arguments. """ parser = argparse.ArgumentParser( description='Management CLI for mock PCRF', formatter_class=argparse.ArgumentDefaultsHelpFormatter) # Add subcommands subparsers = parser.add_subparsers(title='subc...
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def ProtoFlags(*ss): """ add the command options for protoc Args: ss : a variable number of string objects ss may contain multiple string objects, each object can contain multiple options one option may be: 1. option may contains $WORKSPACE, $OUT Macros value R...
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def fetch_log_messages(attempt_id: Optional[int] = None, task_id: Optional[int] = None, min_severity: Optional[int] = None): """ Fetch log messages from the database. :param attempt_id: Fetch only log messages associated with one particular task executi...
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def parse_arguments(): """Argument parser for extract_branch_length""" parser = argparse.ArgumentParser( description="extract_branch_length.py: extract the branch length of the " " common ancestor of a set of species" ) parser.add_argument( "-t", "--tree", help="I...
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def part_1_solution_2(lines): """Shorter, but not very readable. A good example of "clever programming" that saves a few lines of code, while making it unbearably ugly. Counts the number of times a depth measurement increases.""" return len([i for i in range(1, len(lines)) if lines[i] > lines[i - 1]...
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def get_lifecycle_configuration(bucket_name): """ Get the lifecycle configuration of the specified bucket. Usage is shown in usage_demo at the end of this module. :param bucket_name: The name of the bucket to retrieve. :return: The lifecycle rules of the specified bucket. """ s3 = get_s3()...
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def compute_reward(ori, new, target_ids): """ Compute the reward for each target item """ reward = {} PE_dict = {} ori_RI, ori_ERI, ori_Revenue = ori new_RI, new_ERI, new_Revenue = new max_PE, min_PE, total_PE = 0, 0, 0 for item in target_ids: PE = new_Revenue[item] - ori_Revenue[item] # Eq. (3) in paper...
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def new_log(): """Show only lines since the last time the log was echoed.""" if os.path.exists("lnt.log"): lines = {line for line in open("lnt.log", 'r').readlines()} else: lines = set() with hide('warnings'): get('/srv/lnt/install/lnt.log', 'lnt.log', ) new_lines = {line for...
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def _compute_aspect_ratios_slow(dataset: Any, indices: Any = None) -> Any: """Compute the aspect ratios.""" print( "Your dataset doesn't support the fast path for " "computing the aspect ratios, so will iterate over " "the full dataset and load every image instead. " "This might ...
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