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def test_filter_institution(add_text, add_citation, add_institution): """ Filter by institution. """ t1 = add_text() t2 = add_text() t3 = add_text() i1 = add_institution() i2 = add_institution() for i in range(3): c = add_citation(text=t1) Institution_Document.cre...
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def ma(method, series, ma_period): """MA均线,直接调用pandas_ma的均线方法""" return ta.ma(method, series, length=ma_period, min_periods=1)
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def test_vectorization_series_to_panel_proba(method, mtype): """Test that forecaster vectorization works for Panel data, predict_proba. This test passes Panel data to the ARIMA forecaster which internally has an implementation for Series only, so the BaseForecaster has to vectorize. """ n_instances...
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def update_db(ml_model, participation_type, heavy_genes): """ Update database based on heavy_genes. An exception will be raised if any error is detected. """ for sig_name, genes_weights in heavy_genes.items(): try: signature = Signature.objects.get(name=sig_name, mlmodel=ml_mod...
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def test_check_the_bucket(): """test the bucket function.""" from man_in_west import check_the_bucket test_value = check_the_bucket(['stone', 'stone', 'gold', 'stone']) assert test_value == True
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def resnet152(num_classes, pretrained=False, **kwargs): """Constructs a ResNet-152 model. Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ encoder = ResNetEncoder(Bottleneck, [3, 8, 36, 3]) if pretrained: encoder.load_state_dict(model_zoo.load_url(model_u...
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def request_server_option(): """ Is used to request the option and prints it. Returns ------- option: int The option that has to be returned """ colors = decorators.Colors() option = 0 try: option = int(input(f"{colors.OK}Select what do you want to do: {colors.ENDC}"...
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async def get_all_actors( details: bool = False, sw: ServiceWorker = Depends(get_sw) ) -> GenResponse[List[Union[ActorSimpleOut, ActorBase]]]: """ Retrieve all actors. Choice between 2 response types. With details or not (default: false). **Without details:** - registered_name - public_...
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def getRectangles(conn, image): """ Returns a list of (x, y, width, height, zStart, zStop, tStart, tStop) of each rectangle ROI in the image """ rois = [] roiService = conn.getRoiService() result = roiService.findByImage(image.id, None) for roi in result.rois: x = None ...
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def _parse_rptfiles_from_log(log_filename): """Parses Red stdout log and returns a list with the names of output files with repeat coordinates""" rpt_files = [] try: logfile = open(log_filename) except OSError as error: print("# ERROR: cannot open/read file:", log_filename, error) ...
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def test_str(): """str(Schedule) -> str""" schedule = Schedule([ TimeRange(Time(1000), Time(2000)), TimeRange(Time(2500), Time(3000)) ]) assert str(schedule) == "Sunday, 16:40 - Monday, 9:20; Monday, 17:40 - Tuesday, 2:00"
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def plot_rates(reaction): """Function to plot k(t) as a function of time Args: reaction representing a Reaction object Returns: None """ if hasattr(reaction, 'model'): rates = reaction.rates with rc_context(fname=rc_fname): for i, column in enumerate(rates): ...
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def IRONMAN_user(user): """helper to determine if user is associated with the IRONMAN org""" # NB - not all systems have this organization! iron_org = Organization.query.filter_by(name='IRONMAN').first() if iron_org: OT = OrgTree() for org_id in (o.id for o in user.organizations if o.id)...
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def parse_date(text): """ Attempts to parse date from text. Returns None on failure. """ result = dateparser.parse(text.strip()) if (result is not None) and hasattr(result,'date'): return result.date() else: print("Could not parse %s as date. Returning None."%text) return
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def train_model(lrmodel, X, Y, devX, devY, devscores, verbose=0, epochs=100): """ Train model, using pearsonr on dev for early stopping """ done = False best = -1.0 r = np.arange(1,6) while not done: # Every 300 epochs, check Pearson on development set lrmodel.fit(X, Y, ...
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def _get_current_time(): """Gets the current timestamp.""" return datetime.datetime.now()
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def controller_put(id): """ Thing Manager Data Handler for PUT requests # Use type to know the serialization """ # Get the elements of the request service = Service(request, id) # Call processRDF service.put() return 'put'
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def positionalencoding2d(pos_embed_dim, height, width): """ :param pos_embed_dim: dimension of the model embeddings :param height: height of the positions :param width: width of the positions :return: height * width * pos_embed_dim matrix """ if pos_embed_dim % 4 != 0: raise ...
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def gen_homedir(username, usertype): """Construct a user's home directory path given username and usertype.""" if usertype in ('member', 'associat'): letter = username[0] + os.sep else: letter = '' return '%s/%s/%s%s' % (dir_home, usertype, letter, username)
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def starred(ctx): """List all categories""" pc = PocketCast(ctx.obj["email"], ctx.obj["password"]) print(json.dumps(pc.categories, cls=PocketcastsJsonEncode, indent=4))
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def delete_transactions(): """ Delete operation: delete any row not present in the last snapshot """ # Get all ppr_raw_all transaction ids raw_transaction_ids = session.query(PprRawAll.transaction_id) # Filter all the ppt_clean_all table transactions that are not present in the ppr_raw_all tabl...
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async def test_entity_id_update(hass, mqtt_mock): """Test MQTT subscriptions are managed when entity_id is updated.""" registry = mock_registry(hass, {}) mock_mqtt = await async_mock_mqtt_component(hass) assert await async_setup_component(hass, camera.DOMAIN, { camera.DOMAIN: [{ 'pla...
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def test_get_header(): """ Test of the get header function of the DataTable Class """ test_dictionary={'Data_Description':{'x':'X Distance in microns.', 'y':'y Distance in microns.','Notes':'This data is fake'},'Data':[[1,2],[2,3]]} new_table=DataTable(**{'data_dictionary':test_dictionary}) header=n...
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def main(): """Convert json file(s) to the project format standards""" logging.basicConfig(level=logging.WARNING) # WARNING or DEBUG parser = argparse.ArgumentParser() parser.add_argument("path", help="path to data repository") args = parser.parse_args() category_paths, video_paths = get_json_f...
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def config_parser(p, sub=False): """Configure the command line arguments passed the reconstruct CLI command. Args: p (ArgumentParser): The argument parser sub (Optional[bool]): True if this is a resources subparser """ # Subparser info if sub: p = p.add_parser( '...
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def sorted_list_to_BST(head: ListNode) -> TreeNode: """ - can have an empty head Assumptions: - values of the linked list are integers Input: head = ListNode(-10) list = [-10,-3, 0, 5, 9] ^ ^ ^ ^ Intuition: - recursively split the linke...
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def conv3x3(in_planes: int, out_planes: int, stride: int = 1, groups: int = 1, dilation: int = 1) -> nn.Conv1d: """3x3 convolution with padding""" return nn.Conv1d(in_planes, out_planes, kernel_size=3, stride=stride, padding=dilation, groups=groups, bias=False, dilation=dilation)
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def short_desc(event, words=25, strip_html=False): """Takes an event object and returns a shortened description.""" if event.short_description: description = event.short_description else: description = event.description if strip_html: description = unhtml(description) return ...
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def ja_to_arabic(s: str, enable_validation: bool = True, accept_daiji: bool = True) -> int: """convert japanese number to arabic number Args: s (str): number in japanese format enable_validation (bool, optional): Whether to enable validation or not. Defaults to True. accept_daiji (bool,...
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def sec_group_delete(cloud_name, sec_group_ids, dry_run=False): """ This function takes a list of security group and delete them if dry_run is False. """ conn = openstack.connect(cloud=cloud_name) if sec_group_ids: if dry_run: logger.info("DRY RUN: Security group to delete: %...
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def shades_of_jop(): """Return a pretty colour.""" c1 = random.randint(127, 255) c2 = random.randint(0, 127) c3 = random.randint(0, 255) return tuple(random.sample([c1, c2, c3], 3))
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def _step(context, value, dropdown): """ :type context: HackedContext """ element = context.driver.simple_find(dropdown) assert element, u'No dropdown found that matched "{}"'.format(dropdown) select_element = Select(element) select_element.select_by_value(value)
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def check(func=None, *, dt='', n=0): """ A Decorator function that checks if the arguments are of the correct type an the right amount n: --> number of arguments dt: --> Data types of the arguments """ if func is None: return partial(check, dt=dt, n=n) @wraps(func) def check...
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def sigmoid(z): """The sigmoid function.""" return 1.0/(1.0+np.exp(-z))
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def genDynamicsComp(mirList, blkFlag=True, printFigs = False, genNum = 0): """Plot all dynamic responses from generators does not block by default - blkFlag ignored """ import matplotlib.pyplot as plt import numpy as np import psltdsim as ltd plt.rcParams.update({'font.size': 9}) # used to s...
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def lambda_handler(event, context): """Sample pure Lambda function Parameters ---------- event: dict, required API Gateway Lambda Proxy Input Format Event doc: https://docs.aws.amazon.com/apigateway/latest/developerguide/set-up-lambda-proxy-integrations.html#api-gateway-simple-proxy-fo...
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def _final_frame_length(header, final_frame_bytes): """Calculates the length of a final ciphertext frame, given a complete header and the number of bytes of ciphertext in the final frame. :param header: Complete message header object :type header: aws_encryption_sdk.structures.MessageHeader :param ...
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async def main(): """ The async main method. Connects to a node and requests a single sweep to be performed. Prints the result to stdout. """ # Connect to the node. async with await ncplib.connect(NODE_HOST) as connection: # Send a single DSPC command to the node. response = con...
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def real2complex(input_data): """ Parameters ---------- input_data : row x col x 2 Returns ------- output : row x col """ return input_data[..., 0] + 1j * input_data[..., 1]
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def fileConfig(fname): """ Read the logging configuration from a ConfigParser-format file. This can be called several times from an application, allowing an end user the ability to select from various pre-canned configurations (if the developer provides a mechanism to present the choices and load th...
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def get_metrics( resource: celtypes.MapType, request: celtypes.MapType ) -> celtypes.Value: """ Reach into C7N and make a statistics request using the current C7N filter. This builds a request object that is passed through to AWS via the :func:`get_raw_metrics` function. The ``request`` parame...
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def test_api_user_login(): """ Test user login with good data """ url = helper.api.user.create.auth_url user = helper.api.user.create.current data = {"id": user["username"], "password": user["password"]} response = requests.post(url=url, headers=None, json=data) result = assert_api_success(r...
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def test_create_user_db(prepare_create_user): """Ensure a user is correctly created in the database.""" user_id = uuid.uuid4().bytes username = prepare_create_user password_hash = bcrypt.hashpw(TEST_USERS[0][1].encode(), bcrypt.gensalt()) create_user_db(user_id, username, password_hash) assert i...
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def dy_static_file_server_dynamic_sidecar_service( docker_registry: str, node_meta_schema: Dict ) -> Dict[str, str]: """ Adds the below service in docker registry itisfoundation/dy-static-file-server-dynamic-sidecar """ return _pull_push_service( "itisfoundation/dy-static-file-se...
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def check_is_paired(df, subject, group): """ Check if samples are paired. :param df: pandas dataframe with samples as rows and protein identifiers as columns (with additional columns 'group', 'sample' and 'subject'). :param str subject: column with subject identifiers :param str group: column with ...
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def norm_mac(mac): """Normalize a MAC Address from the pypowervm format to the neutron format. That means that the format will be converted to lower case and will have colons added. :param mac: A pypowervm mac address. E.g. 1234567890AB :returns: A mac that matches the standard neutron format. ...
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def hyperellipsoid(P, y=None, z=None, pvalue=.95, units=None, show=True, ax=None): """ Prediction hyperellipsoid for multivariate data. The hyperellipsoid is a prediction interval for a sample of a multivariate random variable and is such that there is pvalue*100% of probability that a new observat...
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def get_mesh_laplacian_matrix_igl(mesh, fix_boundaries=True): """ Gets the laplace operator of the mesh Parameters ---------- mesh: :class: 'compas.datastructures.Mesh' fix_boundaries: bool Returns ---------- :class: 'scipy.sparse.csr_matrix' sparse matrix (dimensions: #V x...
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def qsgd_compress(t, pnorm="inf", quan_bits=8): """ Quantize float32 into uint8 using QSGD algorithm. Arguments: * `t` - Input PyTorch CUDA Tensor to be quantized. * `pnorm` - Order of norm used for QSGD compression. Default value is `inf`. * `quan_bits` - Number of quantization bit...
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def img_path(img): """ Get absolute path to img resource, works for dev and for PyInstaller """ return path.join(resource_path('img'), img)
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def write_union(writers_schema, datum, encoder): """ A union is encoded by first writing a long value indicating the zero-based position within the union of the schema of its value. The value is then encoded per the indicated schema within the union. """ selected_schema = None index_of_sch...
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def permission_denied(request, exception, *args, **kwargs): """ Catch all 403 - Forbidden/Permission Denied """ return HttpResponseForbidden(**exception_response(request, 400, exception))
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def generate_io_files(gtc_paths, output_vcf_path, manifest_file): """ Generate input/output files for processing Args: gtc_paths (list(string)) : List of GTC files to process, may be None output_vcf_path (string) : Path to host output VCF files manifest_file (string) : Path to manif...
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def test_download() -> None: """Binary can be downloaded""" binary = random.choice(BINARIES) assert binary.path.exists() binary.path.unlink() assert not binary.path.exists() binary.download() assert binary.path.exists()
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def validate_callable_args(value: Any, n_args: int, name: str) -> None: """Check that an object is a callable taking a given number of arguments.""" if not callable(value): raise TypeError(f"'{name}' must be callable.") if len(signature(value).parameters) != n_args: raise ValueError(f"'{name...
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def get_host_os(): """Determines the name of the host operating system""" import rospkg.os_detect os_detector = rospkg.os_detect.OsDetect() return (os_detector.detect_os())[0]
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def ascii(object: object) -> str: """ascii.""" return repr(object)
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def perc(tags): """This function returns the ratio of the total of tags in repository Args: tags (List): Tags that are in the repository Returns: sum_of_perc*100 [float]: """ sum_of_perc=0 for tag in tags: # print(tag) if tag in store_tag: sum_...
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def encode_labelmap(colour_img, colourlabelmap): """ Takes a colour image, where each colour represents one specific label-class and replaces the colour value with label ids. The mapping is defined by array `colourlabelmap`. """ colour_img = colour_img.astype(int) labels = np.zeros((colour_img.s...
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def _ddpg_demos(demos_path, agent, memory, algo='DDPG', lim_exp_samples=10000): """Use demonstrations with DDPG or IMIT. Assumes we populate the buffer first, and then we are done w/teacher samples. We can 'tell' the memory so it doesn't overwrite info. See `gym-cloth/analysis/check_demo_data.py` for ...
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def create_bucket(s3, bucket_name, region_name=None): """ Purpose: Create an S3 Bucket by name Args: s3 (S3 Resource Object): S3 Object owning the Bucket bucket_name (String): Name of bucket to return region_name (String): Region to create bucket in Return: N/A ...
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def _calc_intersection_of_gamut_and_lines( cl_point, cl_src, l_focal, c_focal, hue): """ gamut boundary と Lines の交点を求める。 Parameters ---------- cl_point : array_like (2d array) gamut boundary data(Chroma, Lightness) cl_src : array_like (2d array) src chroma-lightness poin...
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def check_combinations3_task(infiles, outfile, prefices, subpath, subdir): """ Test combinations with k-tuple = 3 """ with open(outfile, "w") as outf: outf.write(prefices + ",")
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def build_json_sensor_file(xlsx_ffp, json_ffp): """ Converts the xlsx sensor file into a json file. :param xlsx_ffp: full file path to xlsx sensor file :param json_ffp: full file path to the output json sensor file :return: None """ si = _read_xlsx_sensor_file(xlsx_ffp) para = json.dump...
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def check_timestamp(timestamp): """Check if the string contains proper timestamp value. The following four formats are supported: 2017-07-19 13:05:25.041688 2017-07-17T09:05:29.101780 2017-07-19 13:05:25 2017-07-17T09:05:29 """ is_string(timestamp) # some attributes contains timest...
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def sol_rad_from_sun_hours(dl_hours, sun_hours, et_rad): """ Calculates incoming solar (or shortwave) radiation [MJ m-2 day-1] (radiation hitting a horizontal plane after scattering by the atmosphere) from relative sunshine duration based on FAO equations 34 and 35. If measured radiation data a...
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def compute_corrected_dhf(mp_entry: ComputedEntry) -> float: """ Compute corrected :math:`\\Delta H_f(0K)` in ev/atom for a material in the Materials Project. We apply two corrections as follows: 1. Elemental contributions as used in the Materials Project. 2. For carbonates, we apply a correct...
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def tmux(ctx): """ Show some informantion in your tmux status. Output for tmux's status-right. As in, put this in ~/.tmux.conf:: set-option -g status-utf8 on set-option -g status-fg green set -g status-right '#(carml tmux)' set -g status-interval 2 """ cfg = ctx.obj...
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def makefleetopts(): """ create option parser for events. """ parser = optparse.OptionParser(usage='usage: %prog [options] [list of bot names]', version=version) parser.add_option('', '--apiport', type='string', default=False, dest='apiport', help="port on which the api server will run") parser.add_opti...
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def collect_clusteroperator_relatedobjects(): """ Returns a list of every namespace listed as a relatedObject by every clusterOperator. This captures managed namespaces that aren't defined in the OCP manifests. """ co_namespaces = [] try: result = subprocess.run(["oc", "get", "co", "-o",...
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def main(): """Main function""" # Hyper-parameters input_size = 1 output_size = 1 num_epochs = 60 learning_rate = 0.001 # Toy dataset x_train = tf.constant( [ [3.3], [4.4], [5.5], [6.71], [6.93], [4.168], ...
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def write_summarize_taxa(summary, header, output_fp, delimiter=';', transposed_output=False): """ """ # Fixing headers #pattern = compile('\W') #header = [sub(pattern, '.', label) for label in header] if transposed_output: # transposing the summary summary = [[r[col] for r in summ...
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def InitSharedStorage(): """ Shared vars """ ''' All the methods in Python threading.events are atomic operations. https://docs.python.org/3/library/threading.html ''' SharedEvents = {} SharedEvents['update'] = threading.Event() SharedEvents['update'].clear() # not upd...
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def fetch(): """Search the catalog using STAC format. Fetch a link from the catalog Args: query parameter: api_key, used to filter query results, must have READ:* or READ:[catalog] access to get results from that catalog. body parameters include: cat...
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def translate_mav(wxdata: MavData, units: Units) -> List[MavPeriodTrans]: """Returns translations for a TafData object""" data = [] for line in wxdata.forecast: _data = _gfs_shared(line, units, MavPeriodTrans) return data
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def test_lindbladian_superop_loc_deph_correct(dims, deph_rate, exp): """ Tests that the correct dephasing Lindbladian superoperator is constructed for the number of sites N. """ dyn = 'local dephasing lindblad' superop = lind.lindbladian_superop(dims, dynamics_model=dyn, ...
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def plot_task_structure(task_ranges=None, event_lines=None, range_colors=None, line_colors=None, range_kwargs={}, event_kwargs={}, ax=None, **plt_kwargs): """Plot task structure, shaded ranges of event durations, and lines of point events. Parameters ---------- task_ranges : lis...
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async def twitter(ctx): """sends the link to the twitter in chat!""" await ctx.send('https://twitter.com/pythonexplained')
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def test__validate_assortativity(): """Testing validation of assortativity attribute.""" # assortativity must be either 'positive' or 'negative' invalid_assortativity = 'invalid_assortativity' with nose.tools.assert_raises(AttributeError): mod = model.AssortativeMatchingModelLike() mod...
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def detect_serial_devices(): """ detect correct serial devices and return tuple with devices https://stackoverflow.com/questions/24214643/python-to-automatically-select-serial-ports-for-arduino """ pass
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def main(): """ This comand line utility attaches a SageMaker Notebook to either an existing EMR cluster or attaches the notebook to an EMR cluster after creating it. Arguments: --emrClusterId, -e: The EMR cluster JobFlowID if the cluster is already running. It ignores all other parameters....
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def train_agent_fit_single_batch(args: Namespace, model: Agent, dataloaders: dict, opt: Optimizer, scheduler: _LRScheduler, acc_tolerance: float = 1.0, ...
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def specific_heat(mat): """Calculate specifc heat""" cw = 4183 mr = mat['m_heat'] mw = mat['m_w'] Tr = mat['Tr'] Tw = mat['Tw'] Te = mat['Te'] return (mw * cw * (Te - Tw)) / (mr * (Tr - Te))
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def get_first_day(histories: pd.DataFrame) -> pd.Timestamp: """ get_first_day gets the first day of the histories DataFrame in a way that is robust to outliers - for some reason, a small number of user summaries are very far into the past or future """ return histories.day.nsmallest(50).iloc[-1]
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def netlist_from_yaml( yaml: str, *, models: Optional[Models] = None, settings: Optional[Settings] = None, default_models=None, ) -> Tuple[Netlist, Models]: """Load a sax `Netlist` from yaml definition and a `Models` dictionary""" default_models = default_sax_models if default_models is Non...
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def inner(A, B): """Inner product of matrix A with matrix B. Parameters ---------- A : ndarray First matrix of the inner product. B : ndarray Second matrix of the inner product. Returns ------- result : ndarray Result of the inner product. Examples ---...
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async def chance(ctx: commands.Context, risk: Optional[float]): """Sets or display the dadjoking risk.""" gid = ctx.guild.id if risk is None: await ctx.send(f"ℹ️ Current risk of dadjoking is `~{joke_chance.get(gid):.2%}`.") return try: joke_chance.set(gid, risk) await ct...
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def _parse_series( study: xml.etree.ElementTree.Element, ) -> xml.etree.ElementTree.Element: """Get series xml element from study xml element.""" expected_length = 3 if len(study) == 7 else 4 return _check_xml(study[5], "series", expected_length)
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def insertion_sort(a: list[int], debug=False) -> list[int]: """ Time complexity: O(n^2) """ if debug: print("insertion sort") arr = a.copy() n = len(arr) for i in range(1, n): el = arr[i] j = i - 1 while j >= 0 and arr[j] > el: arr[j + 1] = arr[j]...
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def tail_correction(r, V, r_switch): """Apply a tail correction to a potential making it go to zero smoothly. Parameters ---------- r : np.ndarray, shape=(n_points,), dtype=float The radius values at which the potential is given. V : np.ndarray, shape=r.shape, dtype=float The potent...
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def case_detail(request, pk): """ Retrieve, update, or delete an AssuranceCase, by primary key """ try: case = AssuranceCase.objects.get(pk=pk) except AssuranceCase.DoesNotExist: return HttpResponse(status=404) permissions = get_case_permissions(case, request.user) if not per...
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def wikitable(page): """ Exports a Wikipedia table parsed by BeautifulSoup. Deals with spanning: multirow and multicolumn should format as expected. """ mediawikiapi = MediaWikiAPI() page = mediawikiapi.page(page) soup = BeautifulSoup(page.html(), 'html.parser') rows=table.findAll("tr"...
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def _flatten(suitable_for_isinstance): """ isinstance() can accept a bunch of really annoying different types: * a single type * a tuple of types * an arbitrary nested tree of tuples Return a flattened tuple of the given argument. """ types = set() if not isinstance(sui...
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def attach_tasks(queryset, as_field="tasks_attr"): """Attach tasks as json column to each object of the queryset. :param queryset: A Django user stories queryset object. :param as_field: Attach tasks as an attribute with this name. :return: Queryset object with the additional `as_field` field. """...
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async def directors_reply(message: Message): """When director replied to message from user.""" ids = get_ids_from_text_mentions(message.reply_to_message) if len(ids) < 1: return await message.bot.send_message( chat_id=ids[0], **MessageFromChat('Директорат', message.parse_entiti...
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def create_padding_mask(seq): """ The padding mask is used in the Encoder and Decoder layers to mask padding tokens. """ seq = tf.cast(tf.math.equal(seq, 0), tf.float32) # add extra dimensions to add the padding to the attention logits. return seq[:, tf.newaxis, tf.newaxis, :]
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def decode_text(s): """ Decodes a PDFDocEncoding string to Unicode. Adds py3 compatibility to pdfminer's version. """ if type(s) == bytes and s.startswith(b'\xfe\xff'): return str(s[2:], 'utf-16be', 'ignore') else: ords = (ord(c) if type(c) == str else c for c in s) retur...
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def create_schema(client): """The query which creates the schema Parameters - it uses variables rather than the fluent style as an example ========== client : a WOQLClient() connection """ base = WOQLQuery().doctype("EphemeralEntity", label="Ephemeral Entity", description="An...
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def process_cpc_testdata(path, variable='pr', lead_option='weekly', day_init=15, day_end=21, region=None): """ Open and process the CPC data for 11 ensemble members for training. Args: path (str): directory path to data. variable (str): variable for analysis. lead_option (str): ...
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def trimap( X, triplets, weights, knn_tuple, use_dist_matrix, n_dims, n_inliers, n_outliers, n_random, distance, lr, n_iters, Yinit, weight_temp, apply_pca, opt_method, verbose, return_seq, ): """Apply TriMap.""" opt_method_dict = {"sd": 0...
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