content
stringlengths
35
762k
sha1
stringlengths
40
40
id
int64
0
3.66M
import os def _load_model(path): """ Load Model Implementation. :param path: Local filesystem path to the MLflow Model with the ``xgboost`` flavor (MLflow < 1.22.0) or the top-level MLflow Model directory (MLflow >= 1.22.0). """ model_dir = os.path.dirname(...
3fd835653f4c86b2bdd5bc5458ac428a57f55479
3,611,200
def judge(sample, w, c_1, c_2): """ true 属于1 false 属于2 :param sample: :param w: :param center_1: :param center_2: :return: """ u1 = np.mean(c_1, axis=0) u2 = np.mean(c_2, axis=0) center_1 = np.dot(w.T, u1) center_2 = np.dot(w.T, u2) pos = np.dot(w.T, sample) r...
49d5d65055874a2600fcc449d696de6021265a1b
3,611,201
def get(myobject, query, default=None): """This function allows you to query a dict object to get the value recursively through dicts and array's, returning the value found at the end of the query chain. Arguments: myobject {object} -- dictionary or array of objects query {str} -- query...
bb27d6420a392d939cbc8dd46d23f050094603b6
3,611,202
def QueueMark(*args): """QueueMark(qtype_t type, ea_t ea)""" return _idaapi.QueueMark(*args)
3dd12653a6a0a65d7c0b791e37c8c60e40b3ea29
3,611,203
import os import re import shutil def generate_workflow(**inputs): """ generates computation graph for daic2hcp :param t1w_file: t1w mgz file in some space :param t2w_file: t2w mgz file aligned to t1w :param mask_file: mask or brain mgz file aligned to t1w :param fmri_files: list of fmri mgz f...
f79b8dc9f1890183607345b1c3ff9462bc77493e
3,611,204
def maya_main_window(): """ Get Maya main window :return: int (maya main ptr) """ maya_main_ptr = omUi.MQtUtil.mainWindow() return wrapInstance(int(maya_main_ptr), QtWidgets.QWidget)
96ccc1f82b5ee48f048cba66c95fcc42abe7fd14
3,611,205
import click def _cb_key_val(ctx, param, value): """ Click callback to validate and convert `--opt key=val --opt key2=val2` to `{'key': 'val', 'key2': 'val2'}`. Returns ------- dict """ output = {} for pair in value: if '=' not in pair: raise click.BadParamet...
b74dea54c8e57e8c6ebbd743401f45ba57bff03b
3,611,206
def short_map(file, size=96, valid=True): """Returns a dataframe from a 'short' plate map csv file that defines each and every well from a well plate of defined size Contains the columns 'Well ID', 'Compound', 'Protein', 'Concentration', 'Concentration Units', 'Contents', 'Type' and 'Valid'. Each defined w...
72f614f616dbfc7759624908db37addbcd70fb69
3,611,207
import numpy def epsfunc(x_, y_): """Return a matrix describing a 2d material. :param x_: x values :param y_: y values :return: 2d-matrix """ # xx, yy = numpy.meshgrid(x_, y_) working = geom[0][5] * numpy.ones((x_.size, y_.size)) for i in range(1, len(geom)): ixmin = numpy.sea...
549a27b8b1186b3bb42aaf7d9d893ffc9696c75c
3,611,208
def create_referral(request): """Create a referral.""" email = request.POST.get("email", "missing email") data = {"email": email, "referring_user": request.user} form = ReferralForm(data=data) if form.is_valid(): form.save() messages.success(request, "We will message your friend shor...
df66efca2f2603e9987535efbcc34ae5041cca7b
3,611,209
def fetch_reg(reg_dict, reg, index, data, use_init): """ Fetches register from state global store. Initialises it if needed. """ if reg in reg_dict: d = reg_dict[reg] if is_reg_indexed(data): if index in d.keys(): return d[index] #else: ...
35ca7f40686fc8f101fee4c9ba655b23733f1fff
3,611,210
def first_day_of_last_month(any_date): """Returns the first day of last month for any date >>> first_day_of_last_month(datetime.date(2016, 1, 21)) datetime.date(2015, 12, 1) """ return first_day_of_the_month(last_day_of_last_month(any_date))
af438cac1e67889d885952f3e07f8b8022849134
3,611,211
import hashlib def digest_file(file_path: PathLike, hash_algo: str) -> str: """ Reads and digests a file according to specified hashing-algorith. :param file_path: path to a file on disk :param hash_algo: any algo contained in :mod:`hashlib` :return: <hash_algo>=<hex_digest> From http://stac...
121fcbe81c8c690a011adff9a0502879b5a4855e
3,611,212
from typing import List def _parse_nodes(text: str) -> List[Node]: """ Quick and dirty implementation of a .rst parser to extract directives """ nodes = [] c_indent = "" in_section = [] directive = "" last_directive = "" args = "" last_args = "" text_split = text.split("\n...
2f0167ccf6aff4009e65d63a3a53314d354052a6
3,611,213
from typing import List from typing import Union from typing import Tuple def executeColorToken(token: lexerTokens.toColorToken, inputDirection: direction, dataStack: List[int]) -> Union[Tuple[direction, List[int]], BaseException]: """ Executes the to color operations :param token: input token :param ...
fa6687b81ab18862f7dce34f1aa5fddca81d77e0
3,611,214
import re def rfc822_parse(message): """Parse a message in RFC822 format. @param message: The message in RFC822 format. Either CRLF or LF is an accepted line separator. @return Returns a tuple of (headers, body) where headers is a list of (name, value) pairs. The body is a CRLF-separated string. ...
a9fba803ca428c96fd98af20c3015479dae77645
3,611,215
def get_all_users(**options): """Returns all users. Args: **options: Options passed to query. Returns: A list of user dictionaries. """ cursor = _db.users.find( {}, sort=[('create_time', pymongo.ASCENDING)], **options) return list(cursor)
385dfb58c231b84adbe00d2fb0db7a50a3e987b1
3,611,216
import tempfile import os def create_temp_dirs(input_classes: {}, num_classes) -> (str, str, str): """ Creates temporary directories and symlinks them with the training path and the validation path. :param input_classes: The input classes. :param num_classes: The number of classes to train. :rtype...
201b758885bad9d688e45c3b3d01f738c3eb1360
3,611,217
def handle_exception(e): """ To keep all responses consistently JSON. Return JSON instead of HTML for HTTP errors. """ return ( jsonify( { "code": e.code, "name": e.name, "description": e.description, } ), ...
5bd5cd8877878ec5c591ce8a553d1a9f652ee1d2
3,611,218
import requests def _create_download_failed_message(exception, url): """ Creates message describing why download has failed :param exception: Exception raised during download :type exception: Exception :param url: An URL from where download was attempted :type url: str :return: Error message ...
2ff2493cc1167246083ef703bdff8c76cb36a733
3,611,219
import json def read_mongo(db, collection, query={}, projection='', limit=1000, host='localhost', port=27017, username=None, password=None, no_id=False): """ Read from Mongo and Store into DataFrame """ # Connect to MongoDB db = _connect_mongo(host=host, port=port, username=username, password=password, d...
9b49f40de1eb49eece981d01d2fb5d41788ff029
3,611,220
def buffer_with_count(this, count): """ """ if count < 0: raise FatalError q = [ [] ] num_seen = [0] def on_next(self, x): num_seen[0] += 1 q[0].append(x) if num_seen[0] == count: self._dispatch_next(q[0]) num_seen[0] = 0 q[0]...
2d2760b9a9223db04fe33da6442c380f6d6a23b3
3,611,221
def _apply_hadamard_to_all_qubits(s, optype, qubit_labels): """ Applies Hadamard gates to all qubits Parameters ---------- s : np.array A (2n,2n) matrix over [0,1]. optype : 'row' or 'column' If 'row', we use row-operation Hadamard gates. If 'column', we use column-oper...
5a62d48dc115d903fd6580c1052d44771649ddae
3,611,222
def create_empty_dataset(shape, h5_group, name='nDIM_Data'): """ returns a h5py.Dataset filled with zeros according to required shape list. Parameters ---------- shape: list List of integers denoting the shape of the main dataset h5_group: h5py.Group HDF5 group into which the da...
ccd773b91b0144be8be1f0040d4a4e206b489b50
3,611,223
def smooth_l1(weight=1.0, sigma=3.0): """ Create a smooth L1 loss functor. Args sigma: This argument defines the point where the loss changes from L2 to L1. Returns A functor for computing the smooth L1 loss given target data and predicted data. """ sigma_squared = sigma ** 2 ...
af5c09eba3f7139cead43b1e1f23e2ee253dd82c
3,611,224
import re def encode_laTex(text): """ :param text: :return: """ if (len(text) > 1): # if any greek letter macro map it here # convert something like \\Sigma\\ to \textbackslash{}Sigma\textbackslash{} # however needs to go through utf8tolatex so add placeholder to be replac...
093be21fe9cbdd62cfc7396a78632492f9212d0f
3,611,225
def LF_DG_BICLUSTER_PROGRESSION(c): """ This label function uses the bicluster data located in the A global network of biomedical relationships """ sen_pos = c.get_parent().position pubmed_id = c.get_parent().document.name query = bicluster_dep_df.query("pubmed_id==@pubmed_id&sentence_num==...
1b0847001d888b5954385759ab513e5cedb6341f
3,611,226
def gap2d(): """Helper for building a global average pooling layer.""" return nn.AdaptiveAvgPool2d((1, 1))
f8bde4a603e36361ffb4541caeaadf7b95428bc7
3,611,227
def find_(a,n=None,d=None,nargout=1): """ function which returns a column vector or a tuple of column vectors (depending on the value of nargout) containing indices where a[indices] are true in the vector/matrix 'a' Argument 'n' tells us how many of those indices we want """ if d: r...
7c9a844d454a1a1392b8e170b6b7ec9032c3cabf
3,611,228
def __covid_brief() -> str: """ Generates a brief message about the latest covid19 data. """ try: ( is_latest_covid_data_available, _, new_cases, cumulative_cases, new_deaths, cumulative_deaths, ) = fetch_covid_data...
4500dced365697617d13ec24afbd835845a5f9b2
3,611,229
def correct_for_absorption(flux, ebv, band): """Corrects for MW dust absorption. Keyword arguments: flux -- Python list containing fluxes. ebv -- float, MW E(B-V). band -- photometric band in which correction has to be applied. Returns: Python list containing values of flux corrected by ab...
b6833eaa4211a319dfffe3fde26122437ce48ed0
3,611,230
def flag_bad_words(transcriptions): """ :params transcriptions:transcriptions is the dictionary containing the text file that has been converted into an array :return: updated transcriptions dictionary This function checks to see if any words have been added to the flagged_list. """ if any(flag...
bd167612055ec872dcc67810ae3823c25b6f686b
3,611,231
from typing import Dict def update(id_: int, type_: str, object_: Dict[str,str], session: scoped_session, api_name:str) -> int: """Update an object properties based on the given object [PUT].""" # Keep the object as fail safe instance = get(id_=id_, type_=type_, session=session, api_name=api_name) ins...
7ace29574136b20932b0ed9196a7e68ef9c6323a
3,611,232
def method_resolve_vessel(cookie, in_stimuli): """ Auto-generated UCS XML API Method. """ method = ExternalMethod("MethodResolveVessel") method.cookie = cookie method.in_stimuli = in_stimuli xml_request = method.to_xml(option=WriteXmlOption.DIRTY) return xml_request
a5b64728fdac06e7b4653cb4d8f466d32f73be51
3,611,233
def get_month(): """Fetch the value of month entered by user""" # Creating a single item list for appending to global list of months all_filter = ['all'] while True: # Get user input for month (all, january, february, ... , june) month = str(input('\nSelect the month - january, febr...
e08913007642803c5fd2b6b4f4ca3332bffdedd2
3,611,234
def ZA( particle ) : """ Uses ZAInfo to compute the particle ZA. See ZAInfo for more detail """ return( ZAInfo( particle )[2] )
a96be9a671fee5b9d50b1d8477c66fbbbc230f0e
3,611,235
def get_category(category_id: TicketCategoryID) -> TicketCategory: """Return the category with that ID, or raise an exception not found.""" category = find_category(category_id) if category is None: raise ValueError(f'Unknown ticket category ID "{category_id}"') return category
f5c1462cd353c8c5112e59509096f2f7617642cc
3,611,236
import os def yarn_check(file_list): """ Checks if package.json was modified WITHOUT a corresponding change in the Yarn lockfile. This can happen if a user manually edited package.json without running Yarn. This is a user prompt right now because there ARE cases where you can touch package.json w...
f9b1ef003733a41cde07050b45d8513428328e7f
3,611,237
from typing import Optional from typing import Dict def abbreviated_interface_name( interface: str, addl_name_map: Optional[Dict[str, str]] = None, addl_reverse_map: Optional[Dict[str, str]] = None, ) -> str: """Function to return an abbreviated representation of the interface name. :param interf...
f711d4dfef1e4e435e172dd535366c61ede99735
3,611,238
def edits1(word): """ Produces a list of all possible edits of a given word that can be produced by applying a single character modification. From Peter Norvig, see http://norvig.com/spell-correct.html. """ letters = 'abcdefghijklmnopqrstuvwxyz' splits = [(word[:i], word[i:]) for ...
9ccab14554fe1d945d5da848376bd18bcbf25ed2
3,611,239
def highway(input_, size, num_layers=1,scope='Highway'): """Highway Network (cf. http://arxiv.org/abs/1505.00387). t = sigmoid(Wy + b) z = t * g(Wy + b) + (1 - t) * y where g is nonlinearity, t is transform gate, and (1 - t) is carry gate. """ # return linear(input_, size) with tf.variabl...
597c3d3f569882992f027fa69ebf76c4ad19eb07
3,611,240
def lst_mp_equality(lst1, lst2): """Wrapper function to check if two lists are identical when the lists contain MeasurementProcess objects.""" assert len(lst1) == len(lst2) lsts_same = True for index in range(len(lst1)): if not isinstance(lst1[index], type(lst2[index])): # if they are diff...
747262632f6981f47a32bc2f0ad6fcd99d763cc7
3,611,241
def asv_uncertain(unc, apf, fm): """Load Maribot Vane performance data.""" perf = np.genfromtxt(pyroute_path+"analysis/asv_transat/maribot_vane.csv", delimiter=",") tws = np.array([0, 4, 8, 12, 16, 20]) twa = np.array([0, 25, 40, 55, 70, 85, 100, 115, 130, 145, 160]) return ...
a197ee2808e55767145ea6f396165e305d2bb71f
3,611,242
def flow_resize(flow, out_size, is_scale=True, method=0): """ method: 0 mean bilinear, 1 means nearest, 2 bicubic and 3 area See: https://www.tensorflow.org/api_docs/python/tf/image/ResizeMethod """ flow_size = tf.to_float(tf.shape(flow)[-3:-1]) flow = tf.image.resize_images(flow, out_si...
c720aacfe926a8897e0a87c14fae71581017791c
3,611,243
def center_crop(img, dim): """Returns center cropped image Args:Image Scaling img: image to be center cropped dim: dimensions (width, height) to be cropped from center """ width, height = img.shape[1], img.shape[0] # process crop width and height for max available dimension crop_width =...
b5e54550d9774f999a3b94dabde95fd12b2aaa8f
3,611,244
import math def ae_latent_softmax(latents_pred, latents_discrete, hparams): """Latent prediction and loss.""" vocab_size = hparams.v_size if hparams.bottleneck_kind == "semhash": vocab_size = 2**hparams.z_size if hparams.num_decode_blocks < 2: latents_logits = tf.layers.dense(latents_pred, vocab_size,...
b43512063ed58d214e3c4637288d079a64e26235
3,611,245
def ellipse_axis_length( a ): """ Parameters ---------- a : fitted_ellipse_obj Returns ---------- ellipse radii """ b,c,d,f,g,a = a[1]/2, a[2], a[3]/2, a[4]/2, a[5], a[0] up = 2*(a*f*f+c*d*d+g*b*b-2*b*d*f-a*c*g) down1=(b*b-a*c)*( (c-a)*np.sqrt(1+4*b*b/((a-c)*(a-c)))-(c+a)) ...
550a873fe4a7b9f036c0c877299d798d4a136327
3,611,246
import argparse def percentage_float(x): """ Chech whether the float is a percentage. :param x: The value to check :return: The float reprentation of the argument. :raise: argparse.ArgumentTypeError if the argument is not in [0, 100]. """ x = float(x) if x < 0 or x > 100: rais...
6a15c73d9469c066d94e22bf7af119ba68a20156
3,611,247
async def convSingleLottieTransparentFrames( lottieFile: LottieFile, frameSkip: int = 0, scale: float = 1, ) -> dict[str, LottieFrames]: """Convert a single lottie file to a dictionary of LottieFile.path to LottieFrames (LottieFile.data and a list of PIL.Image.Image frames) with transparency. Args: lottieFile...
6b9cbd68d529f609d6681240b071367baf6b8db9
3,611,248
def _unit_variance_scale(f: np.ndarray) -> np.ndarray: """Rescales a feature to have a unit variance.""" f_nan_max = np.nanmax(f) f_nan_min = np.nanmin(f) if np.isnan(f_nan_max) or np.isnan(f_nan_min): raise ValueError('Continuous feature all missing.') if f_nan_max == f_nan_min: ret = np.full_like(f,...
02a3ea26936e385910eff0d39926cc6370e17966
3,611,249
def get_champions_name(_id): """ this functions takes an _id and returns the associate champions name :param _id: any integer from 1 to 555. if there is a champion, it will return the name. :return: champions name """ all_champion_id = { 1: "Annie", 2: "Olaf", 3: "Galio",...
4e062bca3636a261df1d17d77417fc19f5d89305
3,611,250
def get_resources_grouped_by_domain(tech): """ Given a tech slug, this function will return all the resources for that tech grouped by domains i/p: 'python' """ return_data = {} all_resources = Resources.objects.filter(technology__slug=tech) for resource in all_resources: domains...
eb57410ccf99d414811863577cdc7427893aa702
3,611,251
def babel_fish_dispenser(matrix1, matrix2=None, step_size=None, axis=2): """Adds an input corresponding to the running average over a set number of time steps. This helps the neural network to ignore high frequency noise by passing in a uniform 1-D filter and stacking the arrays. Parameters ---------- ...
8afe5425a9a0bde13dd874359e20ffd2faeaa21b
3,611,252
def isAVersionableResource(obj): """ True if an object is versionable. To qualify, the object must be persistent (have its own db record), and must not have an true attribute named '__non_versionable__'.""" if getattr(obj, '__non_versionable__', 0): return 0 return hasattr(obj, '_p_oid')
42dcd02b1f4e1c9f9ff555ec597d8011cfe64893
3,611,253
def fix_variable(problem, pivot, value): """ Return a new problem that is a copy of the one provided with the pivot variable set to value This function is used for branching, and prints the selection made. """ new_problem = problem.copy() new_problem['variables'] = problem['variables']....
40e7d358eff405c481aedd9d2b1505664fcd4d6e
3,611,254
def test_progress(arg1, arg2, kwd1, kwd2, progress): """Simple test target for submit_progress.""" return arg1, arg2, kwd1, kwd2
1d761c572b15c41e1a04aafbb53ca825792df8fe
3,611,255
import asyncio async def stick_maker_static_phlogo( text: str, image_file: Image.Image, font_path: str, image_wight: int, image_height: int) -> Image.Image: """ ph表情包模板 """ def __handle() -> Image.Image: # 处理文本主体 test_sentences = text.strip().split(maxsplit=1) white_tex...
eff35b2eccf15f6a381c99fcaf1437bf550d017f
3,611,256
def transform_dict_to_kv_list(options): """ {"key": None, "key2": None} becomes 'key, key2' {"key": "\"\"", "key2": "3.5in", tocbibind: None} becomes 'key="", key2=3.5in, tocbibind' """ assert isinstance(options, dict) return ", ".join(["{}={}".format(k,v) if v is not None else k for k,v in opti...
571b3d5724b7aa0ff53698349a3255b14517bd78
3,611,257
import numpy def Mat(m,n): """ Build an m x n matrix (using numpy) For example: >>> Mat(2,3) array([[ 0., 0., 0.], [ 0., 0., 0.]]) """ return numpy.zeros((m,n),'d')
e36164cd29ed0070a01b87ca32e6f130271dbb95
3,611,258
def create_recycled_content_datasets(data): """Create new datasets that consume the recyclable content from recycling or waste treatment activities in the cutoff system model. In the cutoff system model, no credit is given for the production of recyclable materials. Rather, consumers get these materials with n...
535aff1c5b484dd7a92daafae5ceb38f04a3c25a
3,611,259
import os import shutil def retrieve_observation(obsid, suffix=['FLC'], archive=False,clobber=False): """Simple interface for retrieving an observation from the MAST archive If the input obsid is for an association, it will request all members with the specified suffixes. Parameters ----------- ...
ad2b3d3025c4edafa7d01d5fde2d55b7ceeac4ec
3,611,260
def get_or_abort(model, object_id, code=404): """Get an object with his given id or an abort error (404 is the default)""" result = model.query.get(object_id) return result or abort(code)
3c5fdea2ca367472879ea51033bc861084083c1d
3,611,261
def _get_shape_name(array_name, shape_name = None): """Either get shape name or create from array_name.""" return shape_name if shape_name else f'{array_name}/shape'
fe0065faa3e917bb6faef5189ec7ea85ed152c99
3,611,262
def process_author(author): """Clean the author tag""" # Remove tabs and ensure a maximum length. new_author = strip_html( author[:MAX_AUTHOR_LEN] ) return new_author.replace('\t', ' ')
4b052b527026f4d70541166539ac62deee9b4ee6
3,611,263
import json def corpora_get_props_from_anndata(adata): """ Get Corpora dataset properties from an AnnData """ versions = corpora_get_versions_from_anndata(adata) if versions is None: return None [corpora_schema_version, corpora_encoding_version] = versions version_is_supported = co...
eb6d454fc3face05e14e868a515610faf82a1b93
3,611,264
def svn_repos_fs_revision_proplist(*args): """svn_repos_fs_revision_proplist(svn_repos_t * repos, svn_revnum_t rev, svn_repos_authz_func_t authz_read_func, apr_pool_t pool) -> svn_error_t""" return _repos.svn_repos_fs_revision_proplist(*args)
aa515fef5570d7bd21a816370bc2640fac4a8d31
3,611,265
import scipy import itertools def _PD_hamming(alignA, alignB, subst, bySite, withinA, ignoreGaps=True): """Computation for pairwise diversity using a vector optimized hamming distance. Optionally ignoreGaps treats gap comparisons as Nan""" L = len(alignA.iloc[0]) gapCode = AA2CODE['-'] """Convert...
48cefcc6ccddbe27cbb585e5f307b32aef7d8ecc
3,611,266
def convert_to_number(roman_numerals: str) -> int: """ Convert Roman numerals to a number Roman numerals are written from left to right, and from highest to lowest (in terms of individual numeral value) :param roman_numerals: Roman numeral to convert :type roman_numerals: str :return: numb...
9936816565eddbf0707d9b66941e16771e1e343d
3,611,267
def ensure_loaded_agent(app: Sanic, require_core_is_ready=False): """Wraps a request handler ensuring there is a loaded and usable agent. Require the agent to have a loaded Core model if `require_core_is_ready` is `True`. """ def decorator(f): @wraps(f) def decorated(*args, **kwarg...
5c5b163211eca2c5cc0d86eb2f72cb52ed30e336
3,611,268
from typing import Type def _insert_temporary_wires( context: DefinitionContext, value: ValueLike, inline_wire_prefix: str): """ Insert a temporary Wire instance so the signal isn't inlined out. We have to do this for DefnRef because the coreir inline.cpp logic sometimes inser...
29461e87930cbed6afa0d55cb68229b4aea5da84
3,611,269
def getMinUnvisited(unvisited, dist): """ return the minimum distance vertex from the set of vertices not yet processed. Parameters: unvisited (set): the set containing all the vertex not yet processed dist (dict): a dictionary with vertex as ...
5ccd7ab9e7e7b70c9aedecb56049332ae1f7b530
3,611,270
def update_signature_source(service, name, **_): """ Update a signature source by name for a given service Variables: service => Service to which we want to update the source name => Name of the source you want update Arguments: None Data Block: { ...
33c9b048d5773ebce9af576f8b35ab9556ebacac
3,611,271
import os def read_sentiment_data() -> pd.DataFrame: """Convert the sentiment file into a DataFrame object Returns a DataFrame of predicted_sentiment_all_processed.csv' Returns None if paths are not valid """ try: return pd.read_csv(os.path.join(PARENT_PATH, os....
d523b3c8593528c35eefd0fdcc21e6e5684828fe
3,611,272
import os def load_MSTfit_eq(shot, frame): """ Load a reconstruction from my home directory. """ fname = os.path.join(mstfit_dir, 's{0:10d}/MST_s{0:10d}_f{1:02d}.csv'.format(shot, frame)) df = pd.read_csv(fname) eq = {} eq['x'] = df['R (m)'].to_numpy() - R0 eq['y'] = df['Z (m)'].to_nu...
4f70b4a1d873443b08b2fe48fab7fdbe6e9dc135
3,611,273
def check_geo_granularity_DS_Cons1(): """ checks if DS_Cons1_Map has geographic granularity finer than balancing area """ DS_Cons1_Map = loaders.get_parameter("DS_Cons1_Map") cond = True g_values = tuple(constant.GEO_COLUMNS.keys()) for row in DS_Cons1_Map: DS, GGRAN, TGRAN = row[:3...
8c4001e3764a1fdcbf9295990be070e26fa4a82b
3,611,274
def get_delay_map(connectivity, default_delay=0, block_delay_func=lambda b:b.delay): """ Build map between the external output ports of `connectivity` and its input ports mapping the delay along each path between those ports. Checks that all paths have matching delays. connectivity: `Connectivity` object describ...
b762783581be67f85fff3aaef88cd1fdab17004d
3,611,275
def nonlin_matter_power(cosmo, k, a): """The nonlinear matter power spectrum; Mpc^3. Args: cosmo (:obj:`Cosmology`): Cosmological parameters. k (float or array_like): Wavenumber; Mpc^-1. a (float): Scale factor. Returns: float or array_like: Nonlinear matter power spectrum;...
1bd0d72e48659c5da7511f3cb5f93e40a19eb011
3,611,276
def generate_proposed_regions(img,limit_of_proposals= 2000): """ Generate proposed regions using selective search and limits number of rectangles returned """ selective_search = cv2.ximgproc.segmentation.createSelectiveSearchSegmentation() selective_search.setBaseImage(img) selective_search....
b2cfc0c630fb0e076e8c29f105fe3c86339e7b84
3,611,277
import sys def xiHelper(x, q, E): """Helper function to the rotationally-invariant, optimal shrinkage estimator of the true correlation matrix (implemented via function optimalShrinkage of the present module). Parameters ---------- x: type derived from numbers.Real ...
6491a1d643905295fc9e7e8f7e7420f64dc24033
3,611,278
def get_ckpt_old_to_new(target_dir): """Returns ckpt names from newest to oldest. Returns [] if nothing exists""" prev_ckpt_state = tf.train.get_checkpoint_state(target_dir) all_ckpts = [] if prev_ckpt_state: all_ckpts = sorted(prev_ckpt_state.all_model_checkpoint_paths, key=natural_keys, revers...
ecf94c5cb64e54c2d4dd575666194affdbd33cb2
3,611,279
def bootstrap_curation(new_df, reference): """ Take in an uncurated list of prescriptions and bootstrap """ candidate_generic = [] candidate_category = [] for values in new_df["possible_generic"]: best_match = find_best_match(values, curated) candidate_generic.append(best_match[0...
0d34a2d2f5fbf9c4418eb896b14055b4d34ea1dd
3,611,280
def ListBuildChannels(): """Lists all build channels. Returns: a list of ndb_models.BuildChannelConfig objects. """ return [ BuildChannel(config) for config in ndb_models.BuildChannelConfig.query().fetch() ]
33b7a04f1c7f971c356bb1d6aceff0c1b3c59556
3,611,281
import os import pytz import sys import subprocess import re def _get_localzone(_root='/'): """Tries to find the local timezone configuration. This method prefers finding the timezone name and passing that to pytz, over passing in the localtime file, as in the later case the zoneinfo name is unknown. ...
59a21dc76963294994ce33fe72076154803ff028
3,611,282
from typing import Dict from typing import Counter import tqdm def get_char_counts(corpus_reader: CorpusReader) -> Dict[str, int]: """ Get a frequency distribution of characters in a corpus. :param corpus_reader: :return: """ char_counter = Counter() # type: Dict[str, int] files = corpus_...
7b70ed2dbaa584310b96c3f323b98367ddcf4f54
3,611,283
import string def str2size(str): """Accepts a string defining a size: 1337 - 1337 bytes 150K - 150 kilobytes 2M - 2 megabytes Returns a tuple (size,unit), where size is an integer and unit is 'B' (bytes) or 'T' (threads).""" if str[-1] in string.digits: #TODO: de-uglify return (int...
b7daa3a9bbc3f353c9a45edb9f8f7de279e5c5fd
3,611,284
import dateutil def ParseAutoservDate(timestamp): """Autoserv log format timestamp to datetime parser. Args: timestamp: a string. Returns: a datetime. """ year = str(Now().year) naive_dt = dateutil.parser.parse(year + '/' + timestamp) dt = naive_dt.replace(tzinfo=naive_dt.tzinfo or ...
5eb2fba05399b98b47dfa4e6623a37b45f3073fa
3,611,285
import math def heading_from_to(p1: Vector, p2: Vector) -> float: """ Returns the heading in degrees from point 1 to point 2 """ x1 = p1[0] y1 = p1[1] x2 = p2[0] y2 = p2[1] angle = math.atan2(y2-y1, x2-x1) * (180/math.pi) angle = (-angle) % 360 return abs(angle)
97f15fc3ff2f75daec7e1ad12d549570dcc18dfd
3,611,286
from typing import Dict from typing import List def _compute_power_transforms( Ys: Dict[str, List[float]] ) -> Dict[str, PowerTransformer]: """Compute power transforms.""" power_transforms = {} for k, ys in Ys.items(): y = np.array(ys)[:, None] # Need to unsqueeze the last dimension p...
8ac8d0dcc39eaad4a6feddb1677ae9c0d9536703
3,611,287
import os from datetime import datetime def cni_scan(): """ Scan a French National Identity Card --- summary: scan a French National Identity Card tags: - cni consumes: - multipart/form-data parameters: - in: formData name: image type: file require...
886856ead70cd7baa00e8f4dea03d409e0342fbd
3,611,288
def _alloc_key(name): """Constructs allocation key based on app name/pattern.""" if '@' in name: key = name[name.find('@') + 1:name.find('.')] else: key = name[0:name.find('.')] return key
ca3182f52d780f94a6a18c51ad0b7d841ead20d1
3,611,289
def collect_ranged_items(lm, dies): """Collect items that have start/end ranges.""" results = [] # Ranges refs (stored as decimal offset) rlrefs = defaultdict(list) for off, lines in dies.items(): _, tag, attrs = expand_die(lines) # Does it have a PC range? lodec, hidec = get_pc_range(attrs) ...
627682dd8d4a563b5b220b54b0f1a5bd492f98db
3,611,290
def gen_cluster(cid): """Generate contents of ECS Cluster page""" data = awscli('ecs', 'describe-clusters', '--clusters', cid) data = data['clusters'][0] srvs = awscli('ecs', 'list-services', '--cluster', cid) srvs = srvs['serviceArns'] cnts = awscli('ecs', 'list-container-instances', '--cluster...
25c12c19bc0deedd0a42098dcfe9b493eb9ca315
3,611,291
import pdb import sys def get_all_edl_modules(): """Get name and relative path of the modules in edl project """ res = {} for k, v in sys.modules.items(): if hasattr(v, '__file__'): if v is not None: try: if v.__file__ and 'site-packages' in geta...
149a396ad4a5b33af130847bb63edfb25547651a
3,611,292
def _get_prog_string(output_string): """ obtains the string containing the version name and number """ pattern = app.capturing( ('Psi4' + app.SPACE + app.one_or_more(app.NONNEWLINE) + app.SPACE + 'release')) prog_string = apf.first_capture(pattern, out...
e30b660b4e99b986e22d6d43bd3d9831863a7c65
3,611,293
import hashlib import zipfile import stat import os import time def download(i): """ Input: { components - pre-loaded components from bootstrapping or cid [str] - CK CID of format (repo UOA:)module UOA:data UOA (can use wildcards) ...
3c1a132b63c2738c003d870e2995055026a6f40c
3,611,294
def mergeH(rects): """Return `rects` with horizontally adjacent rectangles with the same Y coordinates merged """ byY = defaultdict(list) for r in rects: byY[r.Y0].append(r) merged = [] for y in sorted(byY): yrects = byY[y] r0 = yrects[0] for r in yrects[1:]: ...
96a624f275d7d66acd919c1cb5016f608529e7ab
3,611,295
def new_ff_l2addr_status(dp_id, addrs): """ Create FFL2AddrStatus message """ return pb.FFL2AddrStatus( dp_id=dp_id, addrs=addrs, )
41734bb259938a3ffcf9a90519b94717dc2bf567
3,611,296
import copy def get_gts_based_on_difficulty(dataset, img_idx): """Returns lists of ground-truth based on difficulty. """ # Get all ground truth labels all_gt_objs = obj_utils.read_labels(dataset.label_dir, img_idx) # Filter to dataset classes gt_objs = dataset.kitti_utils.filter_labels(all_gt...
7d9f9ef39d91753811b43bad1a94357542d5f955
3,611,297
def get_batch_centroid_id(batch_centroid): """Returns a batchcentroid/id. """ return get_resource(BATCH_CENTROID_RE, batch_centroid)
a39610a590021eda48aa9fa1c2cf62d8944d8eed
3,611,298
def get_optional_interfaces(): """Return the optional interfaces that should be checked if the relavent relations have appeared. :returns: {general_interface: [specific_int1, specific_int2, ...], ...} """ optional_interfaces = {} if relation_ids('ha'): optional_interfaces['ha'] = ['clust...
2000eede047827013f26cda14c83e77efbdf6b73
3,611,299