content
stringlengths
22
815k
id
int64
0
4.91M
def _resolve_link(path): """Internal helper function. Takes a path and follows symlinks until we either arrive at something that isn't a symlink, or encounter a path we've seen before (meaning that there's a loop). """ paths_seen = [] while islink(path): if path in paths_seen: ...
3,200
def test_handle_diagonalization_errors(generate_workchain_ph): """Test `PhBaseWorkChain.handle_diagonalization_errors`.""" process = generate_workchain_ph(exit_code=PhCalculation.exit_codes.ERROR_COMPUTING_CHOLESKY) process.setup() process.validate_parameters() process.prepare_process() process...
3,201
def create(platformDetails): """ This function creates a new platform in the platform list based on the passed in platform data :param platform: platform to create in platform structure :return: 201 on success, 406 on platform exists """ # Remove id as it's created automatica...
3,202
def add_command(name, func): """ For controls that execute commands, the command must be added to the _COMMAND list so that it can be added back to the widget during cloning """ logger.debug("Adding to commands: %s - %s", name, func) _RECREATE_OBJECTS["commands"][str(name)] = func
3,203
def _execute_cell(cell, shell, iopub, timeout=300): """ Execute an IPython Notebook Cell and return the cell output. Parameters ---------- cell : IPython.nbformat.current.NotebookNode The IPython Notebook cell to execute. shell : IPython.kernel.blocking.channels.BlockingShellChannel ...
3,204
def VD_A_DF(data, val_col: str = None, group_col: str = None, sort=True): """ :param data: pandas DataFrame object An array, any object exposing the array interface or a pandas DataFrame. Array must be two-dimensional. Second dimension may vary, i.e. groups may have different lengths. ...
3,205
def making_maintf(): """creating and writing main.tf-file in examples""" variables_list = get_namelist("variable \"", "\" {", "variables.tf") text_addition( "examples/main.tf", "\nmodule \"" + "{{ cookiecutter.example_module_name}}" + "\" {\n" ) bigest_len = 0 fo...
3,206
def getR2(y, y_fitted, chi=None): """ calculates the coefficient of determination R^2 for `y_fitted` as prediction for `y` over a region marked by chi>0 defined by R^2=1 - S_res/S_tot with S_res=int(chi*(y-y_fitted*1)**2, S_tot=int(chi*(y-m(y)*1)**2), m(y)=int(chi*y)/...
3,207
def handle_message(event_data): """ Here we'll build a 'message' event handler using the Slack Events Adapter. """ # Grab the message from the event payload message = event_data["event"] print('TESTING >>>> message = ', message) # if the user says hello if "hello" in message.get('text'...
3,208
def basis(d, point_distribution='uniform', symbolic=True): """ Return all local basis function phi as functions of the local point X in a 1D element with d+1 nodes. If symbolic=True, return symbolic expressions, else return Python functions of X. point_distribution can be 'uniform' or 'Chebyshev...
3,209
def provide_batch_fn(): """ The provide_batch function to use. """ return dataset_factory.provide_batch
3,210
def test_tenant_id_validation(): """The credential should raise ValueError when given an invalid tenant_id""" valid_ids = {"c878a2ab-8ef4-413b-83a0-199afb84d7fb", "contoso.onmicrosoft.com", "organizations", "common"} for tenant in valid_ids: UsernamePasswordCredential("client-id", "username", "pass...
3,211
def mergeSort(li): """Sorts a list by splitting it to smaller and smaller pieces (until they only have one or less elements) and then merges it back using the function ``merge()``. >>> mergeSort([1, 2, 3, 4, 5]) [1, 2, 3, 4, 5] >>> mergeSort([5, 4, 3, 2, 1]) [1, 2, 3, 4, 5] >>> mergeSor...
3,212
def mcplayout(pos, amaf_map, disp=False): """ Start a Monte Carlo playout from a given position, return score for to-play player at the starting position; amaf_map is board-sized scratchpad recording who played at a given position first """ if disp: print('** SIMULATION **', file=sys.stderr) st...
3,213
def test_colour_ranges(fake_readme, monkeypatch): """ Whatever number we provide as coverage should produce the appropriate colour """ readme_file = "README" def fake_readme_location(*args, **kwargs): return os.path.join(TESTS_DIR, readme_file) monkeypatch.setattr(__main__, "readme_lo...
3,214
def roundedCorner(pc, p1, p2, r): """ Based on Stackoverflow C# rounded corner post https://stackoverflow.com/questions/24771828/algorithm-for-creating-rounded-corners-in-a-polygon """ d1 = pc - p1 d2 = pc - p2 # Angle between vector 1 and vector 2 divided by 2 #angle = (atan2(d1.y, d1...
3,215
async def test_connect_sync_success(v3_server): """Test triggering a synchronous handler upon connection to the websocket.""" async with v3_server: async with aiohttp.ClientSession() as session: simplisafe = await API.login_via_credentials( TEST_EMAIL, TEST_PASSWORD, client_i...
3,216
def TestSlipDualReverse(port,N): """ Drive motor back and forth across marker source for N interations. Assumes marker is primed BEHIND the drive roller""" for its in range(N): print "backward iteration " + str(its) for i in range(10): IndexS(port,1,-133) IndexS(port,2,400) print "forward iteration " + s...
3,217
def remove_partitions( cube, store, conditions=None, ktk_cube_dataset_ids=None, metadata=None ): """ Remove given partition range from cube using a transaction. Remove the partitions selected by ``conditions``. If no ``conditions`` are given, remove all partitions. For each considered dataset, only...
3,218
def update_t_new_docker_image_names(main, file): """ Updates the names of the docker images from lasote to conanio """ docker_mappings = { "lasote/conangcc49": "conanio/gcc49", "lasote/conangcc5": "conanio/gcc5", "lasote/conangcc6": "conanio/gcc6", "lasote/conangcc7": "conan...
3,219
def fit(kern, audio, file_name, max_par, fs): """Fit kernel to data """ # time vector for kernel n = kern.size xkern = np.linspace(0., (n - 1.) / fs, n).reshape(-1, 1) # initialize parameters if0 = gpitch.find_ideal_f0([file_name])[0] init_f, init_v = gpitch.init_cparam(y=audio, fs=fs, max...
3,220
def find_next_open_date(location_pid, date): """Finds the next day where this location is open.""" location = current_app_ils.location_record_cls.get_record_by_pid( location_pid ) _infinite_loop_guard = date + timedelta(days=365) while date < _infinite_loop_guard: if _is_open_on(loca...
3,221
def check_dimension(units_in=None, units_out=None): """Check dimensions of inputs and ouputs of function. Will check that all inputs and outputs have the same dimension than the passed units/quantities. Dimensions for inputs and outputs expects a tuple. Parameters ---------- unit...
3,222
def _rowcorr(a, b): """Correlations between corresponding matrix rows""" cs = np.zeros((a.shape[0])) for idx in range(a.shape[0]): cs[idx] = np.corrcoef(a[idx], b[idx])[0, 1] return cs
3,223
def detected(): """ 唤醒成功 """ print('唤醒成功') play('./audio/open.wav') global interrupted interrupted = True detector.terminate()
3,224
def gff_to_dict(f_gff, feat_type, idattr, txattr, attributes, input_type): """ It reads only exonic features because not all GFF files contain gene and trascript features. From the exonic features it extracts gene names, biotypes, start and end positions. If any of these attributes do not exit then they...
3,225
def _subtract_the_mean(point_cloud): """ Subtract the mean in point cloud and return its zero-mean version. Args: point_cloud (numpy.ndarray of size [N,3]): point cloud Returns: (numpy.ndarray of size [N,3]): point cloud with zero-mean """ point_cloud = point_cloud - np.mean(poin...
3,226
def check_filtering(grating_1d, filtered_grating_1d, normalized_contrast): """plot """ plt.figure(figsize=(25, 5)) plt.plot(grating_1d) plt.title('1d grating') plt.figure(figsize=(25, 5)) plt.plot(filtered_grating_1d) plt.title('Filtered fundamental') print("Square-wave contrast: %...
3,227
def ncnr_load(filelist=None, check_timestamps=True): """ Load a list of nexus files from the NCNR data server. **Inputs** filelist (fileinfo[]): List of files to open. check_timestamps (bool): verify that timestamps on file match request **Returns** output (refldata[]): All entries of a...
3,228
def load_source_dataframe(method, sourcename, source_dict, download_FBA_if_missing, fbsconfigpath=None): """ Load the source dataframe. Data can be a FlowbyActivity or FlowBySector parquet stored in flowsa, or a FlowBySector formatted dataframe from another package. :param ...
3,229
def unpack_nwchem_basis_block(data): """Unserialize a NWChem basis data block and extract components @param data: a JSON of basis set data, perhaps containing many types @type data : str @return: unpacked data @rtype : dict """ unpacked = json.loads(data) return unpacked
3,230
def starify(name): """ Replace any ints in a dotted key with stars. Used when applying defaults and widgets to fields """ newname = [] for key in name.split('.'): if is_int(key): newname.append('*') else: newname.append(key) name = '.'.join(newname) re...
3,231
def render(states, actions, instantaneous_reward_log, cumulative_reward_log, critic_distributions, target_critic_distributions, projected_target_distribution, bins, loss_log, episode_number, filename, save_directory, time_log, SPOTNet_sees_target_log): """ TOTAL_STATE = [relative_x, relative_y, relative_vx, rel...
3,232
def load_boundary_conditions(bound_cond, zone_usage, data_class): """load use conditions according to DIN 18599 and SIA2024 loads Use conditions specified in the XML, according to DIN 18599, SIA2024 in addition some AixLib specific use conditions for central AHU are defined. Parameters -------...
3,233
def hydrogens(atom: Atom) -> int: """Total number of hydrogen atoms (int). """ return atom.GetTotalNumHs()
3,234
def update_url_catalog(meraki): """Update the URL catalog available to the helper.""" query_urls = {"mr_radio": "/devices/{serial}/wireless/radio/settings"} update_urls = {"mr_radio": "/devices/{serial}/wireless/radio/settings"} query_all_urls = {"mr_rf_profile": "/networks/{net_id}/wireless/rfProfiles"...
3,235
def to_field(field_tuple): """Create a dataframe_field from a tuple""" return dataframe_field(*field_tuple)
3,236
def Execute(data): """Required Execute function""" global cooldown_list return_value = '' sender_user_id = "" sender_user_display = "" if data.IsFromTwitch(): sender_user_id = data.UserName.lower() sender_user_display = data.UserName elif data.IsFromYoutube() or data.IsFromDi...
3,237
def send_fixtures( patch_client: HTTPClient, request: Any, ) -> Generator[Tuple[HTTPClient, str], None, None]: """Methods that send data to an API: POST, PATCH, PUT""" yield patch_client, request.param
3,238
def compute_subjobs_for_build(build_id, job_config, project_type): """ Calculate subjobs for a build. :type build_id: int :type job_config: JobConfig :param project_type: the project_type that the build is running in :type project_type: project_type.project_type.ProjectType :rtype: list[Subj...
3,239
def pymodbus_mocked(mocker): """Patch pymodbus to deliver results.""" class ResponseContent: """Fake a response.""" registers = [0] class WriteStatus: """Mock a successful response.""" @staticmethod def isError(): # pylint: disable=invalid-name,missing...
3,240
def user_can_view_assessments(user, **kwargs): """ Return True iff given user is allowed to view the assessments """ return not appConfig.settings.LOGIN_REQUIRED or user.is_authenticated
3,241
def get_hashes(root_hash: str) -> List[str]: """ Return a list with the commits since `root_hash` """ cmd = f"git rev-list --ancestry-path {root_hash}..HEAD" proc = run(cmd) return proc.stdout.splitlines()
3,242
def unzip_file(zip_src, dst_dir): """ 解压zip文件 :param zip_src: zip文件的全路径 :param dst_dir: 要解压到的目的文件夹 :return: """ r = zipfile.is_zipfile(zip_src) if r: fz = zipfile.ZipFile(zip_src, "r") for file in fz.namelist(): fz.extract(file, dst_dir) else: ...
3,243
def abort_multipart_upload(resource, bucket_name, object_name, upload_id): """Abort in-progress multipart upload""" mpupload = resource.MultipartUpload(bucket_name, object_name, upload_id) return mpupload.abort()
3,244
def read_data(input_path): """Read pre-stored data """ train = pd.read_parquet(os.path.join(input_path, 'train.parquet')) tournament = pd.read_parquet(os.path.join(input_path, 'tournament.parquet')) return train, tournament
3,245
def double(n): """ Takes a number n and doubles it """ return n * 2
3,246
def group(iterable): """ Creates a min/max grouping for the inputted list of numbers. This will shrink a list into the group sets that are available. :param iterable | <iterable> | (list, tuple, set, etc.) :return <generator> [(<int> min, <int> max), ..] """ numbers = sor...
3,247
def Normalize(tensor, mean, std, inplace=False): """Normalize a float tensor image with mean and standard deviation. This transform does not support PIL Image. .. note:: This transform acts out of place by default, i.e., it does not mutates the input tensor. See :class:`~torchvision.tra...
3,248
def main(): """parse args and perform the automation""" parser = common.cli_arg_parser() args = parser.parse_args() pause = getattr(args, common.PAUSE_ARG) with common.maybe_pause_at_the_end(pause): _update(args)
3,249
def test_get_aggregated_tensor_weights(tensor_db): """Test that get_aggregated_tensor calculates correctly.""" collaborator_weight_dict = {'col1': 0.1, 'col2': 0.9} tensor_key = TensorKey('tensor_name', 'agg', 0, False, ()) agg_nparray = tensor_db.get_aggregated_tensor( tensor_key, collaborator_...
3,250
def transcribe(transcriber): """ """ directory = transcriber.transcribe_directory output_directory = transcriber.transcribe_directory log_directory = os.path.join(output_directory, 'log') config = transcriber.transcribe_config mdl_path = os.path.join(directory, 'final.mdl') corpus = tran...
3,251
def reproduce_candcollection(cc, data=None, wisdom=None, spec_std=None, sig_ts=[], kalman_coeffs=[]): """ Uses candcollection to make new candcollection with required info. Will look for cluster label and filter only for peak snr, if available. Location (e.g., integration, dm, d...
3,252
def hilbert(signal, padding='nextpow'): """ Apply a Hilbert transform to a `neo.AnalogSignal` object in order to obtain its (complex) analytic signal. The time series of the instantaneous angle and amplitude can be obtained as the angle (`np.angle` function) and absolute value (`np.abs` function) ...
3,253
def _tagged_mosc_id(kubeconfig, version, arch, private) -> str: """determine what the most recently tagged machine-os-content is in given imagestream""" base_name = rgp.default_imagestream_base_name(version) base_namespace = rgp.default_imagestream_namespace_base_name() name, namespace = rgp.payload_ima...
3,254
def test_namechooser__DontReuseNames__chooseName__9(NameChooserFactory): """`chooseName()` omits a name alredy used in the container.""" nc = NameChooserFactory(2) with mock.patch.object(nc, 'name_in_use', side_effect=[True, False]): assert u'foo-4' == nc.chooseName('foo', object())
3,255
def delete_network_config(data): """ Delete the network configuration. Parameters ---------- data : list The list of network interfaces. Returns ------- No return value. """ delete_virtual_interfaces(data) delete_directory_files(__netscripts, data, lambda x: __i...
3,256
def test_workflow_migration(isolated_runner, old_workflow_project): """Check that *.cwl workflows can be migrated.""" result = isolated_runner.invoke(cli, ["migrate"]) assert 0 == result.exit_code assert "OK" in result.output result = isolated_runner.invoke(cli, ["log", old_workflow_project["log_p...
3,257
def load_household_size_by_municipality(): """Return dataframe, index 'Gemeente', column 'HHsize'.""" dfhh = pd.read_csv('data/huishoudens_samenstelling_gemeentes.csv', comment='#') dfhh.sort_values('Gemeente', inplace=True) dfhh.set_index('Gemeente', inplace=True) # remove rows for nonexistent mu...
3,258
def gcp_iam_service_account_delete_command(client: Client, args: Dict[str, Any]) -> CommandResults: """ Delete service account key. Args: client (Client): GCP API client. args (dict): Command arguments from XSOAR. Returns: CommandResults: outputs, readable outputs and raw respon...
3,259
def couple_to_string(couple: Union[Span, Tuple[int, int]]) -> str: """Return a deduplicated string representation of the given couple or span. Examples: >>> couple_to_string((12, 15)) "12-15" >>> couple_to_string((12, 12)) "12" >>> couple_to_string(Span(12, 15)) ...
3,260
def create_study(X, y, storage=None, # type: Union[None, str, storages.BaseStorage] sample_method=None, metrics=None, study_name=None, # type: Optional[str] direction='maximize', # type: str load_cache=False, # typ...
3,261
def setup_logging(path='log.config', key=None): """Setup logging configuration""" if os.path.exists(path): with open(path, 'rt') as f: config = json.load(f) logging.config.dictConfig(config) else: logging.basicConfig(level=logging.DEBUG) logger = logging.getLogger(key...
3,262
def qparams_init(net, conv_name="conv", bn_name="batchnorm"): """ Initialize quantized parameters for convolution op :param net: mxnet.gluon.nn.Block The net to initialize. :param conv_name: str :param bn_name: str :return: mxnet.gluon.nn.Block The net that has been initialized. ...
3,263
def test_no_access_to_class_property(db): """Ensure the implementation doesn't access class properties or declared attrs while inspecting the unmapped model. """ class class_property: def __init__(self, f): self.f = f def __get__(self, instance, owner): return s...
3,264
def get_gb_version(backbone_top_cmake_path): """ Find the game backbone version number by searching the top level CMake file """ with open(backbone_top_cmake_path, 'r') as file: cmake_text = file.read() regex_result = re.search(gb_version_regex, cmake_text) return regex_result.gr...
3,265
async def get_processes(name: Optional[str] = None) -> List[Process]: """ Get all processes. Args: name (Optional[str], optional): Filter by process name. Defaults to None. Returns: List[Process]: A list of processes. """ if name: return get_processes_by_name(name) ...
3,266
def patch_typing_python351(): """ Python 3.5.1 doesn't have typing.Type, refs: https://github.com/crystax/android-vendor-python-3-5/issues/1 """ # TODO: check Python version and only patch if == 3.5.1 if not hasattr(typing, 'Type'): typing.Type = Type
3,267
def create_file(root_folder, app_name, file, use_template=False): """Create a file in the specified target. Args: root_folder (str): project root folder. app_name (str): project name. file (str): file to be created. use_template (bool, optional): whether or not to use the templa...
3,268
def plot_day_of_activation(df, plotname): """ Plots Aggregate of Day of Activation. """ # todo sort order in logical day order dotw = {0: 'Monday', 1: 'Tuesday', 2: 'Wednesday', 3: 'Thursday', 4: 'Friday', 5: 'Saturday', 6: 'S...
3,269
def pytest_collection_finish(session): """Handle the pytest collection finish hook: configure pyannotate. Explicitly delay importing `collect_types` until all tests have been collected. This gives gevent a chance to monkey patch the world before importing pyannotate. """ from pyannotate_runtime...
3,270
def run_alf_extractors(session_path): """ Extract camera timestamps from the sync matrix :param session_path: path to ap.bin file from :return: no return command, alf files are created """ extractors.ephys_fpga._get_main_probe_sync(session_path)
3,271
def get_rucio_redirect_url(lfn, scope): """ get_rucio_redirect_url: assemble Rucio redirect URL @params: lfn ... one filename e.g. user.gangarbt.62544955._2108356106.log.tgz scope ... scope of the file with lfn e.g. user.gangarbt, or...
3,272
def test_store_not_normalized(mini_sentry, relay): """ Tests that relay does not normalize when processing is disabled """ relay = relay(mini_sentry, {"processing": {"enabled": False}}) project_id = 42 mini_sentry.add_basic_project_config(project_id) relay.send_event(project_id, {"message": ...
3,273
async def _getRequest(websession, url): """Send a GET request.""" async with websession.get(url, headers=HEADER) as response: if response.status == 200: data = await response.json(content_type=None) else: raise Exception('Bad response status code: {}'.format(response.stat...
3,274
def interval_seconds(): """returns the time interval in seconds Returns: int """ return int(interval_to_milliseconds(interval())/1000)
3,275
def get_current_git_branch(): """Get current git branch name. Returns: str: Branch name """ branch_name = "unknown" try: branch_name = subprocess.check_output(['git', 'rev-parse', '--abbrev-ref', 'HEAD']).decode('ascii').strip() except subprocess.CalledProcessError: ...
3,276
def get_autonomous_db_versions(compartment_id: Optional[str] = None, db_workload: Optional[str] = None, filters: Optional[Sequence[pulumi.InputType['GetAutonomousDbVersionsFilterArgs']]] = None, opts: Optional[pulumi.InvokeOpti...
3,277
def azimuthal_average(image, center=None, stddev=True, binsize=0.5, interpnan=False): """ Calculate the azimuthally averaged radial profile. Modified based on https://github.com/keflavich/image_tools/blob/master/image_tools/radialprofile.py Parameters: imgae (numpy 2-D array): image array. ...
3,278
def get_setindices(header, setnames): """From header like ---ID, coverage, set1_q-value set2_q-value--- this returns indices for different sets {'q-value': {'set1': 2, 'set2: 3}} """ setindices = OrderedDict() for index, field in enumerate(header): for setname in setnames: if fie...
3,279
def _base_and_stride(freqstr): """ Return base freq and stride info from string representation Example ------- _freq_and_stride('5Min') -> 'Min', 5 """ groups = opattern.match(freqstr) if groups.lastindex != 2: raise ValueError("Could not evaluate %s" % freqstr) stride = g...
3,280
def generate_label(input_x,threshold): """ generate label with input :param input_x: shape of [batch_size, sequence_length] :return: y:[batch_size] """ batch_size,sequence_length=input_x.shape y=np.zeros((batch_size,2)) for i in range(batch_size): input_single=input_x[i] ...
3,281
def store_wmarked_pdata(parameters, train_loader, valid_loader, \ netG, watermark, store_paths): """ Train: store the w'marked train data """ # init. Generator mode netG.eval() # data is_cuda = parameters['system']['cuda'] blend_f = parameters['wmark']['blend...
3,282
def remove(path): """Deletes a directory or file. Args: path: string, a path, filepath or dirpath. Raises: errors. NotFoundError if directory or file doesn't exist. """ if exists(path): if isfile(path): os.remove(path) else: shutil.rmtree(...
3,283
def erase(input: Any, *args: Any, **kwargs: Any) -> Any: """TODO: add docstring""" ...
3,284
def test_delete_a_sharedpublished_volume_whilst_the_nexus_node_is_inaccessible(): """delete a shared/published volume whilst the nexus node is inaccessible."""
3,285
def test_sanitize(coresys): """Test event sanitation.""" event = { "tags": [["url", "https://mydomain.com"]], "request": { "url": "https://mydomain.com", "headers": [ ["Host", "mydomain.com"], ["Referer", "https://mydomain.com/api/oppio_ing...
3,286
def sf_imread( img_path, plot=True, ): """ Thin wrapper around `skimage.io.imread` that rotates the image if it is to be used for plotting, but does not if it is to be used for measurements. Parameters ---------- img_path : str Path to image plot : bool Determines wh...
3,287
def init_config(): """Called at the end of package import to read initial configuration and setup cloud computing. """ from . import packages config.update(CONFIG_DEFAULTS) path = _get_config_path() if os.path.exists(path): try: with open(path, 'r') as infile: ...
3,288
def init(): """ Turns 'jpg' to reality array Initializes x,y,result_map to some values """ global reality, real_coordinates, bot_center im = Image.open('map.jpg') reality = array(im) # TODO Starting Point Issue real_coordinates.append([reality.shape[1] / 2, reality.shape[0] / 2]) ...
3,289
def test_plugin_ws_url_attributes(spf, path, query, expected_url): """Note, this doesn't _really_ test websocket functionality very well.""" app = spf._app test_plugin = TestPlugin() async def handler(request): return text('OK') test_plugin.websocket(path)(handler) spf.register_plugin(...
3,290
def less_than(x, y, force_cpu=None, cond=None, name=None): """ ${comment} Args: x(Tensor): ${x_comment}. y(Tensor): ${y_comment}. force_cpu(${force_cpu_type}): ${force_cpu_comment}. cond(Tensor, optional): Optional output which can be any created Tensor that mee...
3,291
def get_page_namespace(url_response): """ :type element: Tag :rtype: int """ keyword = '"wgNamespaceNumber"' text = url_response if keyword in text: beginning = text[text.find(keyword) + len(keyword):] ending = beginning[:beginning.find(',')] ints = re.findall('\d+', ending) if len(ints) > 0: return i...
3,292
def batch_to_seq(h, nbatch, nsteps, flat=False): """ Assumes Time major data!! x.shape = [nsteps, nbatch, *obs_shape] h = x.reshape([-1, *x.shape[2:]])) """ if flat: h = tf.reshape(h, [nsteps, nbatch]) else: h = tf.reshape(h, [nsteps, nbatch, -1]) return [tf.squeeze(v, [0...
3,293
def debug(*args,**kwargs): """A super easy way to visualize Klamp't items. The argument list can be a list of Klamp't items, and can also include strings or dicts. If a string precedes an item, then it will be labeled by the string. If a dict follows an item, the dict will specify attributes for...
3,294
def cross_validation_visualization_due(params, mse_tr, mse_te, param2, tr2, te2, params_name='', prname2='', title='', error_name=''): """visualization the curves of mse_tr and mse_te.""" plt.semilogx(params, mse_tr, marker=".", color='r', label='train error ' + params_nam...
3,295
def get_site_camera_data(site_no): """An orchestration method that fetches camera data and returns the site dictionary""" json_raw = get_json_camera_data() camera = json_raw_to_dictionary(json_raw) return find_site_in_cameras(site_no, camera)
3,296
def get_args(): """ Get arguments to the tool with argparse :return: The arguments """ parser = argparse.ArgumentParser() parser.add_argument("filename", action='store', help='.xyz file(s) with optimised geometries from which to make .top and .gro files', nargs="+") p...
3,297
def test_del_invite_null_email(client): """Super admin deletes invite without specifying email.""" response = client.delete( tests.DDSEndpoint.USER_DELETE, headers=tests.UserAuth(tests.USER_CREDENTIALS["superadmin"]).token(client), json={"email": None, "is_invite": True}, ) asser...
3,298
def find_contam(df, contaminant_prevalence=0.5, use_mad_filter=False): """Flag taxa that occur in too many samples.""" taxa_counts = {} for taxa in df['taxa_name']: taxa_counts[taxa] = 1 + taxa_counts.get(taxa, 0) thresh = max(2, contaminant_prevalence * len(set(df['sample_name']))) contami...
3,299