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def _query_multi_armed_bandit_probabilities(): """Get query results. Queries above BANDIT_PROBABILITY_QUERY and yields results from bigquery. This query is sorted by strategies implemented.""" client = big_query.Client() return client.query(query=BANDIT_PROBABILITY_QUERY).rows
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def check_jobs(): """Check if various jobs have been running. The following URL parameters can be provided: - names: - Comma separated list of names of tasks to check. - seconds (default 3600) - How many seconds are allowed since last completion of a job named in the names parameter. If a job in...
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def load_darknet_weights(model, fp): """ Load DarkNet .weights file to `tf.keras.Model`. Args: model: `tf.keras.Model` fp: Path to .weights file to load. Returns: None Raises: AssertionError: If weights are incompatible with the model hence, not fully loa...
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def med(data, mw=24, sf=16, sigma=5.0): """ Median baseline correction Algorith described in: Friedrichs, M.S. JBNMR 1995 5 147-153. Parameters: * data Array of spectral data. * mw Median Window size in pts. * sf Smooth window size in pts. * sigma Standard-deviation of Gaus...
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def test_heart_list_params(withings_api: WithingsApi) -> None: """Test function.""" responses_add_heart_list() withings_api.heart_list(startdate="2020-01-01", enddate="2020-07-23", offset=1) assert_url_query_equals( responses.calls[0].request.url, {"startdate": "1577836800", "enddate": ...
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def raoult_liquido(fraccion_vapor, presion_vapor, presion): """Calcula la fraccion molar de liquido mediante la ec de Raoult""" return fraccion_vapor * presion / presion_vapor
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def deletePlayers(): """Remove all the player records from the database.""" dbcursor = connect() dbcursor.execute("TRUNCATE players") return 1
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def self_chat(): """ This function makes cleverbot chat with itself. """ alice = Cleverbot() bob = Cleverbot() message = "Hi there! How are you doing?" print("Press Ctrl-c to stop \n") try: while True: print("Bob: ", message) message = alice.send(message) ...
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def recursepath(path, reverse=False): # type: (Text, bool) -> List[Text] """Get intermediate paths from the root to the given path. Arguments: path (str): A PyFilesystem path reverse (bool): Reverses the order of the paths (default `False`). Returns: list: A list of...
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def pack_items(arrays, key_encoding="utf-8"): """ Packs the specified items by computing the relevant file offsets and return the list of ItemDescriptors and the overall size of the file. """ num_items = len(arrays) # We store the keys in sorted order in the key block. sorted_keys = sort...
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def list_datasets(): """Returns the list of available FiftyOne datasets. Returns: a list of :class:`Dataset` names """ # pylint: disable=no-member return sorted(foo.DatasetDocument.objects.distinct("name"))
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def upgrade(): """Migrations for the upgrade.""" conn = op.get_bind() statement = sa.text('\n'.join(forward_sql)) conn.execute(statement)
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def wayPointDistribution(rx, ry, ryaw, s): """ :param rx: :param ry: :param ryaw: :param s: :return: generate the efficients of the reference line """ x_list = [] y_list = [] theta_list = [] s_list = [] for i in range(len(rx)): if 20 * i > (len(rx) - 1): break x_list.append(rx[20 * i]) y_list.app...
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def rolling_median_(a, n, axis = 0, data = None, instate = None): """ Equivalent to rolling_median(a) but returns also the state. For full documentation, look at rolling_median.__doc__ """ import bottleneck as bn state = instate or dict(vec = None) return _data_state(['data','vec'],_rol...
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def implemented_motifs(): """ Returns ------- List strings of all implemented motif definitions """ return ['Sheet', 'Gamma', 'Herringbone', 'Sandwich']
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def forward_word(event: E) -> None: """ Move forward to the end of the next word. Words are composed of letters and digits. """ buff = event.current_buffer pos = buff.document.find_next_word_ending(count=event.arg) if pos: buff.cursor_position += pos
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def validate_raw_bytes(value: Any, allow_empty: bool = False) -> None: """ Validate whether provided value stores raw bytes value. :param value: Value to validate. :param allow_empty: True if empty list is allowed, False otherwise. :raise TypeError: Value is not tuple or list type. :raise Valu...
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def left(direction): """rotates the direction counter-clockwise""" return (direction + 3) % 4
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def union(list1, list2): """Union of two lists, returns the elements that appear in one list OR the other. Args: list1 (list): A list of elements. list2 (list): A list of elements. Returns: result_list (list): A list with the union elements. Examples: >>> union([1,2,3...
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def test_blocks_infect_network(not_all_connected_directly_nodes): """ Feature file: block_gossiping.feature Scenario: Blocks 'infect' the network and nodes 'closest' to the propose see the blocks first. """ first, last = not_all_connected_directly_nodes[0], \ not_all_connected_dire...
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def render_analytics_code(): """ Renders the new google analytics snippet. """ return { 'ANALYTICS_TRACKING_ID': getattr(settings, 'ANALYTICS_TRACKING_ID', 'UA-XXXXXXX-XX'), 'ANALYTICS_DOMAIN': getattr(settings, 'ANALYTICS_DOMAIN', 'auto') }
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def valid_proxy(proxy): """Return 1 if the proxy string looks like a valid url, for an proxy URL else return 0.""" import urlparse scheme, netloc, url, params, query, fragment = urlparse.urlparse(proxy) if scheme != 'http' or params or query or fragment: return 0 return 1
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def oauth2_from_dict(oauth2_dictionary: dict): """ The function converts a dictionary of OAuth2 to a OAuth2 object. :param oauth2_dict: A dictionary that contains the keys of a OAuth2. :type oauth2_dict: dict :rtype: ibmpairs.authentication.OAuth2 :raises Exception: if not a di...
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def export_file(isamAppliance, file_id, filename, check_mode=False, force=False): """ Exporting a common log file """ import os.path ret_obj = {'warnings': ''} if force is True or (os.path.exists(filename) is False): if check_mode is False: # No point downloading a file if in check_mod...
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def _initiate_pipeline_stop( mlmd_handle: metadata.Metadata, pipeline_uid: task_lib.PipelineUid) -> metadata_store_pb2.Execution: """Initiates a pipeline stop operation. Upon success, MLMD is updated to signal that the pipeline given by `pipeline_uid` must be stopped. Args: mlmd_handle: A handle t...
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def slot_schedule_difference(old_schedule, new_schedule): """Compute the difference between two schedules from a slot perspective Parameters ---------- old_schedule : list or tuple of :py:class:`resources.ScheduledItem` objects new_schedule : list or tuple of :py:class:`resources.Sc...
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def reduce_with_info(data: Iterator) -> Generator[tuple]: """ Returns reduced data in `ReducedDataInfo` object (which contains information about reduced data). Info objects consists of: - index of first reduced element; - value of first reduced element; - reduced elements count. Example: ...
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def test_independent_multi_output_sek_shi( register_posterior_test: RegisterPosterior, q_sqrt_factory: QSqrtFactory, full_cov: bool, full_output_cov: bool, whiten: bool, num_latent_gps: int, output_dims: int, ) -> None: """ Independent multi-output posterior with separate independent...
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def drive_cancellation_seq( drive_op_code, ramsey_qubit_names, operation_dict, sweep_points, n_pulses=1, pihalf_spacing=None, prep_params=None, cal_points=None, upload=True, sequence_name='drive_cancellation_seq'): """ Sweep pulse cancellation parameters and measure Ramsey on qubits the ...
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def generate_inputs(generate_calc_job_node, fixture_localhost, generate_structure, generate_kpoints_mesh): """Create the required inputs for the ``ProjwfcCalculation``.""" entry_point_name = 'quantumespresso.pw' inputs = {'structure': generate_structure(), 'kpoints': generate_kpoints_mesh(4)} parent_ca...
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def list_all_links_in_page(source: str): """Return all the urls in 'src' and 'href' tags in the source. Args: source: a strings containing the source code of a webpage. Returns: A list of all the 'src' and 'href' links in the source code of the webpage. """ return re.findal...
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def resp_delete_successfully(msg): """Response 202""" response = jsonify({ 'message': f'{msg} delete successfully.' }) response.status_code = 202 return response
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def embedding_column_v2(categorical_column, dimension, combiner='mean', initializer=None, max_sequence_length=0, learning_rate_fn=None, embedding_lookup_device=None, ...
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def test_tpf_shapes(): """Are the data array shapes of the TargetPixelFile object consistent?""" tpf = KeplerTargetPixelFile(filename_tpf_all_zeros) assert tpf.quality_mask.shape == tpf.hdu[1].data['TIME'].shape assert tpf.flux.shape == tpf.flux_err.shape
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def synthesize_data(): """ synthesize the (block, program) pairs :return: train_shape, train_prog, val_shape, val_prog """ # == training data == data = [] label = [] n_samples = [5000, 30000, 5000, 5000, 5000, 10000, 5000, 5000, 5000, 5000, 30000, ...
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def threeAxis(length): """ Draws an X, Y and Z-axis """ glPushMatrix() # Z-axis glColor3f(1.0,0.0,0.0) axis(length) # X-axis glRotated(90,0,1.0,0) glColor3f(0.0,1.0,0.0) axis(length) # Y-axis glRotated(-90,1.0,0,0) glColor3f(0.0,0.0,1.0) axis(length) glPopMatr...
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def parse_predict_data(html: str) -> list[tuple]: """Returns the following tuple: (week, (away_data, home_data)) """ predict_meta = FTE_PREDICT_STATS parsed = [] soup = BeautifulSoup(html, HTML_PARSER) # build field processor based on predict metadata field_proc = {} for col_key, col_...
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def get_direction(source, destination): """Find the direction drone needs to move to get from src to dest.""" lat_diff = abs(source[0] - destination[0]) long_diff = abs(source[1] - destination[1]) if lat_diff > long_diff: if source[0] > destination[0]: return "S" else:...
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def snr_filter(input_fastq, raw_data_file, output_fastq, min_snr=SNR): """ Filter out sequences below a threshold of predicted accuracy """ log.info("Filtering sequences below {0} Signal-To-Noise Ratio".format(min_snr)) seq_count = 0 pass_count = 0 raw_data = BasH5Collection( raw_data...
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def processFile(file): """Processes a file""" with open(file,"r") as inFile: input_data = inFile.readlines() if arguments['--remove']: output = [line for line in input_data if arguments['<pattern>'] not in line] else: output = [line.replace(arguments['<pattern>'],arguments['<rep...
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def verifyPicklingCompatibility(otherPythonVersion): """ Check a provided python version string versus the present instance string for pickling safety. :param otherPythonVersion: other version string :return: True is safe, False otherwise """ if otherPythonVersion is None: return False...
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def newAction( parent, text, slot=None, shortcut=None, icon=None, tip=None, checkable=False, enabled=True, checked=False, ): """Create a new action and assign callbacks, shortcuts, etc.""" a = QtWidgets.QAction(text, parent) if icon is ...
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def _echelon_form(M, iszerofunc=_iszero, simplify=False, with_pivots=False, dotprodsimp=None): """Returns a matrix row-equivalent to ``M`` that is in echelon form. Note that echelon form of a matrix is *not* unique, however, properties like the row space and the null space are preserved. Parame...
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def maybe_make_dirs(path): """Creates the sub directories leading up to the given file. Args: path: The path to a file (i.e., the last word in the path is assumed to be a file, not a directory). Returns: The path generated. """ dirname = os.path.dirname(path) if dirname and not f_exists(dirn...
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def div23(): """ Returns the divider 22222222222222222222222 :return: divider23 """ return divider23
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def datetime_to_timestamp(dt): """Converts a `datetime.date` or `datetime.datetime` to milliseconds since epoch. Args: dt: a `datetime.date` or `datetime.datetime` Returns: the number of milliseconds since epoch """ if type(dt) is date: dt = datetime(dt.year, dt.month, ...
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def show_info(person): """Show the personal information of the given person. # Argument person: `Person`. The person. """ print('name:{}, age:{}'.format(person.name, person.age))
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def update_sov_map(): """Update sovereignty map from ESI.""" EveSovereigntyMap.objects.update_from_esi()
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def get_specific_dummies(df, col_map=None, prefix=None, suffix=None, return_df=True): """ Given a mapping of column_name: list of values, one hot the values in the column and concat to dataframe. Optional arguments to add prefixes and/or suffixes to created column names. Example col_map: {'foo':['...
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def record_params(setup_state): """ Load used app configs into local config on registration from server/__init__.py """ app = setup_state.app oauth_provider.init_app(app)
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def upload_processing(self, *args, **kwargs): """ Executes on Node. Uploads Forcing results to Central and sends LoggingMessage to Central Is linked to signals which will send messages back to the central * failure_handler * success_handler :param self: :param kwargs: :return: """ ...
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def create_controls(pagesize): """ Create an LDAP control with a page size of "pagesize". """ if LDAP24API: return SimplePagedResultsControl(True, size=pagesize, cookie='') else: return SimplePagedResultsControl(ldap.LDAP_CONTROL_PAGE_OID, True, ...
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def threshold_measurement(state, instruction, shots): """ NOTE: This function calculates only by using torontonian. """ if not np.allclose(state.xpxp_mean_vector, np.zeros_like(state.xpxp_mean_vector)): raise NotImplementedError( "Threshold measurement for displaced states are not s...
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def white(N, sigma=1, prng=None): """ Create white noise. Parameters --------- N : numeric Length of 1d noise array to return sigma : numeric Standard deviation prng : np.random.RandomState, None A RandomState instance, or None """ prng = process_prng(pr...
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def toggle_small_cell_mode(): """ Toggle between two different behaviours for when cell is smaller than r_cut/2: 1. clip cell - some neigbours may be lost (default) 2. replicate cell along narrow directions """ gcv().toggle_small_cell_mode()
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def test_pikk_shuffle(): """ Test PIKK shuffling """ ff = fake_generator() sam = pikk(5, 5, prng=ff) assert (sam == [1, 2, 3, 4, 5]).all() ff = fake_generator() sam = random_permutation(5, method="random_sort", prng=ff) assert (sam+1 == [1, 2, 3, 4, 5]).all()
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def stop_container(container_id): """ Stop a running w3af container """ try: subprocess.check_output('docker stop %s' % container_id, shell=True) except subprocess.CalledProcessError, cpe: print('w3af container failed to stop: "%s"' % cpe) sys.exit(1)
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def get_sequence( series: pd.Series, path_to_pdb: Path ) -> Tuple[str, str, int, int, List[int]]: """Gets a sequence of from PDB file, CATH fragment indexes and secondary structure labels. Parameters ---------- series: pd.Series Series containing one CATH instance. path_to_assemblies:Pa...
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def upload_file(parameters): """Based on uploadFileAsync. Note that this doesn't take index because we don't need it to do HTTP requests like the typescript code does.""" # Skip gzip as it is unneeded for now. total_file_size = os.path.getsize(parameters['file'].absolute_file_path) if not upload_chunk(param...
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def generate_without_options(): """ Returns 1 to 6 Pokemon based on default generator values """ # Generator chooses how many Pokemon to generate number_of_pokemon = randint(1,6) try: api_response = _send_api_request(num_pokemon=number_of_pokemon) except: return statement(re...
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def fit_harmonic_decay(data, deltat=1.0, numcoef=DEFCOEF, axis=-1): """Fit harmonic functions with exponential decay. Can be used to fit frequency-domain fluorescence image data with photobleaching. Parameters ---------- data : array_like Experimental data (observed values of the depen...
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def lab_to_lch(lab): """Din99o Lab to Lch.""" l, a, b = lab h = math.degrees(math.atan2(b, a)) c = math.sqrt(a ** 2 + b ** 2) # Achromatic colors will often get extremely close, but not quite hit zero. # Essentially, we want to discard noise through rounding and such. if c <= ACHROMATIC_TH...
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def test_md018_good_with_setext_headings(): """ Test to make sure this rule does not trigger with a document that contains a possible Atx Headings without the proper space at the start if contained within a SetExt Heading. """ # Arrange scanner = MarkdownScanner() supplied_arguments = [...
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def moments(data, n_neighbors=30, n_pcs=30, mode='connectivities', method='umap', metric='euclidean', use_rep=None, recurse_neighbors=False, renormalize=False, copy=False): """Computes moments for velocity estimation. Arguments --------- data: :class:`~anndata.AnnData` Annotated dat...
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def QuadRemeshAsync1(thisMesh, parameters, guideCurves, progress, cancelToken, multiple=False): """ Quad remesh this mesh asynchronously. Args: guideCurves (IEnumerable<Curve>): A curve array used to influence mesh face layout The curves should touch the input mesh Set Guide...
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def are_close(col1, col2): """This function used to compare values of collections with numeric data """ if len(col1) != len(col2): raise ValueError("Different size of input collections") result = [] for x, y in zip(col1, col2): result.append(abs(abs(x) - abs(y)) < 0.4) r = T...
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def compute_depression(input_dem, scale_factor=1, curvature_percentile=75, return_polygon=True, alpha=0.5): """ Compute depressions and return a new image with largest depressions filled in. Parameters ---------- input_dem : np.array, rd.rdarray 2d array of elevation DNs, a DEM ...
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def _deregister_ec2_instance( public_address: str, require_no_running_jobs: bool, region_name: str ) -> bool: """ Deregisters an EC2 instance. If require_no_running_jobs is true, then only deregisters if there are no currently running jobs on the instance. If require_no_running_jobs is false, we wil...
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def disable_x64(): """Experimental context manager to temporarily disable X64 mode. Usage:: >>> import jax.numpy as jnp >>> with disable_x64(): ... print(jnp.arange(10.0).dtype) ... float32 See Also -------- jax.experimental.enable_x64 : temporarily enable X64 mode. """ _x64_state...
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def build_tocs(app, pagename, templatename, context, doctree): """Injects the global and local Tables of Contents into the HTML context. Args: app: The Sphinx application. pagename (str): The name of the current page. templatename (str): The name of the template used to render the page....
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def convert(n): """convert(n) -> Integer""" # TODO try: for character in n: if character in roman_numbers: return "Roman" except: return "Arabic"
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def mse(pred, labs): """ Calculates MSE :param pred: sequence of Strings / predicted score values as strings :param labs: sequence of Strings / true score values as strings :return: (Int, Int) / MSE of valid samples AND number of invalid samples """ idx = np.where(np.array([isfloat(x) for x ...
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def main(): """Preusmeri na index""" redirect("/index/")
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def described_field_type(singular_type_field): """ Human readable equivalent of a singular avro type - e.g. long -> number. """ if isinstance(singular_type_field, dict): if "logicalType" in singular_type_field: return singular_type_field["logicalType"] else: if si...
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def findFile(ext="", directory=c.DIRECTORY_PROCESSING): """ To find a file given extension and return is name. """ name = "" if ext == "": # Return the first file in the directory that is not crypted for f in os.listdir(directory): if not (f.endswith("kat")): ...
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def package_releases(name, show_hidden=True): """return a list of package releases""" return pypi.package_releases(name, show_hidden)
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def _randomize_network(network, keep): """ This function returns a network with the same nodes and edge number as the input network. However, each edge is placed randomly. :param network: NetworkX object :param keep: List of conserved edges :return: Randomized network """ null = nx.Grap...
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def update_sys_path(path): """Temporarily add path to sys.path.""" sys.path.append(path) yield sys.path sys.path.remove(path)
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def get_docstring(value, module_name=None): """ Return the docstring for the given value; or C{None} if it does not have a docstring. @rtype: C{unicode} """ docstring = getattr(value, '__doc__', None) if docstring is None: return None elif isinstance(docstring, six.text_type): ...
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def rescale(gray_img, min_value=0, max_value=255): """Rescale image. Inputs: gray_img = Grayscale image data min_value = (optional) new minimum value for range of interest. default = 0 max_value = (optional) new maximum value for range of interest. default = 255 Returns: ...
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def _classswitch_file(url, header, params): """ 文件存储类型转换请求 :param url:string类型,文件存储类型转换的url :param header: dict类型,http 请求header,键值对类型分别为string,比如{'User-Agent': 'Google Chrome'} :param params: dict类型,http 请求的查询参数,键值对类型分别为string类型 :return: ret: return message, None if response status code not in ...
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def cofa(session=None): """ Return location class of current COFA. Parameters ---------- session: db session to use """ h = Handling(session) located = h.cofa() h.close() return located
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def identity(*args, **kwargs): """ An identity function used as a default task to test the timing of. """ return args, kwargs
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def _with_largest_possible_masks(oneof): """Add masks to enable all possible ops / filters in the search space.""" if oneof.tag == basic_specs.OP_TAG: n = len(oneof.choices) mask = tf.constant([1 / n] * n, dtype=tf.float32) elif oneof.tag == basic_specs.FILTERS_TAG: largest_index = None for i, cho...
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def list_merger_list0(*lists): """Picks leading list, discards everything else""" return lists[0]
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def serialize(): """ Get dict with internal data """ with _exception_log_lock: return {'exceptions': _exceptions.copy()}
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def cmp(a,b): """3-way comparison like the cmp operator in perl""" if a is None: a = '' if b is None: b = '' return (a > b) - (a < b)
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async def test_user_connection_failed(opp, mrp_device, pairing_mock): """Test error message when connection to device fails.""" pairing_mock.begin.side_effect = exceptions.ConnectionFailedError result = await opp.config_entries.flow.async_init( DOMAIN, context={"source": config_entries.SOURCE_USER}...
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def _pixel_to_map(coordinates, geotransform): """Apply a geographical transformation to return map coordinates from pixel coordinates. Parameters ---------- coordinates : :class:`numpy:numpy.ndarray` 2d array of pixel coordinates geotransform : :class:`numpy:numpy.ndarray` geogr...
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def test_affinity_group_reader_with_assigned_vms_no_order(): """ Test that reading of `vms` attribute of affinity group reads the `href` of the link as well as content of the `vms` element. Test it's correctly processed when link is provided after 'vms' element. """ reader = XmlReader(make_buffe...
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def median_filter(ts: pd.Series, stats: pd.DataFrame = None, second_pass=False): """Apply rolling median filter to time series""" _ts = ts.dropna() # Make sure there are no empty values filtered = _ts.copy() # Assing rolling median from 2nd to 2nd last index filtered.iloc[1:-1] ...
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def calculate_pairwise_correlations(df_variable: pd.DataFrame) -> dict: """For each pair of modalities, calculate correlations, and put them together into a column""" modalities = list(df_variable.columns.values) df_dict = {} modality_iterator = itt.combinations(modalit...
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def nullify_notifications(href: str, ghost_user: User): """ "Nullify" (e.g. clean information) notifications by href :param href: The nullified href :param ghost_user: The "ghost" user to assign notifier or owner to """ for n in Notification.objects(notifying_href=href): n.notifier = gh...
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def event_context_vars(env_deployment): """Return context variables for zaza-events configuration params. Note that it is cached because env_deployment is immutable, and the date should only be evaluated the first time. The "bundle" var is derived from the first model if there is only ONE model, o...
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def main(): """ Read json and write Steam vdf conversion """ import sys import argparse parser = argparse.ArgumentParser(prog='json2vdf', description=main.__doc__) parser.add_argument('-i', '--input', default=sys.stdin, type=argparse.FileType('...
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def generate_random_string(length): """Generates a random string of the specified length. Args: length: int. Length of the string to be generated. Returns: str. Random string of specified length. """ return base64.urlsafe_b64encode(os.urandom(length))
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def update_model(model, player, winner, board_hist, move_hist, learnig_rate): """ Updates 2 layer policy network weights using gradient descent (policy gradients) according to the played game data. Parameters ---------- model: dict {"W1": [numpy Hx9 array], "W2": [numpy 9xH array]} Policy n...
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def eval_(): """evaluation""" config.mindrecord_dir = os.path.join(config.coco_root, config.mindrecord_dir) print('\neval.py config:\n', config) prefix = "TextFuseNet_eval.mindrecord" mindrecord_dir = config.mindrecord_dir mindrecord_file = os.path.join(mindrecord_dir, prefix) if not os.path...
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def init(base_url, username=None, password=None, verify=True): """Initialize ubersmith API module with HTTP request handler.""" handler = RequestHandler(base_url, username, password, verify) set_default_request_handler(handler) return handler
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def view_mol(option, maps=None, out_put=None, target_id=None, extra=None): """Function to render the 3D coordinates of a molecule Takes a PDB code as input Returns an SD block""" my_mols = Molecule.objects.filter(prot_id__code=option) new_mol = "" for mol in my_mols: new_mol += (str(mol....
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