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def reference_info(ref_img=None): """Check if reference image exists and provide information to users.""" if ref_img: if not os.path.isfile(ref_img): raise ValueError("""Reference image doesn't exist. Check --reference_image.""") else: logger.debug("Using refe...
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def has_no_duplicates(input_): """Check that a list contains no duplicates. For example: ['aa', 'bb', 'cc'] is valid. ['aa', 'bb', 'aa'] is not valid. The word aa appears more than once. """ return len(input_) == len(set(input_))
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def test_create_existing(mp_tmpdir): """Run mapchete create and execute.""" temp_mapchete = os.path.join(mp_tmpdir, "temp.mapchete") temp_process = os.path.join(mp_tmpdir, "temp.py") out_format = "GTiff" # create files from template args = [ "create", temp_mapchete, temp_...
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def process_mean_plots(E, modelconfig, datakey, orientation, mean_name): """Generates latitudal / lontitudal / monthly mean plots. Seasonal values are extracted for lat/lon plots. """ experiment = 'SouthernHemisphere' plot_dir = E.get_plot_dir() verbosity = E.get_verbosity() areas = [] plot_...
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def collate_ribocounts_in_df(srp_df, region_type): """Collect all ribocount files inside a directory and write them as a dataframe""" srp = srp_df.study_accession.tolist()[0] srp_assembly_grouped = srp_df.groupby("assembly") for assembly, srp_assembly_df in srp_assembly_grouped: srp_path = srp_a...
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def uplab_to_renotation_specification(spec, lab): """Convert a color in the normalized UP LAB space to its equivalent Munsell color. Parameters ---------- lab : np.ndarray of shape (3,) and dtype float The `l', `a-star` and `b-star` values for the color, with `l` in the domain [0, 1], and `...
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def test_set_convert2tfrecord(input_seq, output_tfrec, kmer, vocab, seq_type): """Converts reads to tfrecord, and saves to output file. Args: input_seq: string, path to the input fasta or fastq file. output_tfrec: string, path to the output tfrecord file. kmer: int, size of k for reads s...
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def inv_solve(ridges, XTX, Xtrain=None, Ytrain=None, Xtest=None, Ytest=None, XTY=None, weights=None, predictions=None, performance=None, verbose=False, metric='r'): """solve ridge problem using cho inversion Parameters ---------- - [see solve_ridge() and inv_factorize()] ...
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def string_type_check(valid_strings, case_sensitive = True, metavar = None): """ Creates an argparse type for a list of strings. The passed argument is declared valid if it is a valid string which exists in the passed list valid_strings. If case_sensitive is False, all input strings and strings in val...
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def _getBestSize(value): """ Give a size in bytes, convert it into a nice, human-readable value with units. """ if value >= 1024.0**4: value = value / 1024.0**4 unit = 'TB' elif value >= 1024.0**3: value = value / 1024.0**3 unit = 'GB' elif value >= 1024...
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def _tpl(repository_ctx, tpl, substitutions = {}, out = None): """Generate a build file for bazel based upon the `tpl` template.""" if not out: out = tpl repository_ctx.template( out, Label("//llvm:%s.tpl" % tpl), substitutions, )
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def initialize(): """Configure Plone instance using RelStorage.""" environment = Environment() environment.setup()
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async def subscribe(ctx, *subreddit): """ This command will 'subscribe' to a reddit and will make posts from it. Usage: r/sub <subreddit> Ex. r/sub news funny husky Permissions required: Administrator :param ctx: :param subreddit: :return: """ sid = ctx.message.server.id subs...
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def write_nc_uniform(topography, fobj, format='NETCDF3_64BIT_OFFSET'): """ Write topography into a NetCDF file. Parameters ---------- topography : :obj:`SurfaceTopography` The topography to write to disk. fobj : str or stream Name of the NetCDF file or file stream format : s...
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def enable_oeenclave_debug(oe_enclave_addr): """For a given OE enclave, load its symbol and enable debug flag for all its TCS""" enclave = oe_debug_enclave_t(oe_enclave_addr) # Check if magic matches if not enclave.is_valid(): return False # No version specific checks. # The contract w...
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def loadxrmcresult_xmimsim(xmimsimpath, outradix="out", convoluted=False): """XRMC result based on input files converted from XMIMSIM""" xrmcoutpath = os.path.join(xmimsimpath, "xrmc", "output") if convoluted: suffix = "_convoluted" else: suffix = "_lines" return loadxrmcresult(xrmco...
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def create_line_segments(df, x="lon", y="lat", epsg=4269): """Creates a GeodataFrame of line segments from the shapes dataframe (CRS is NAD83) Params: df (DataFrame): pandas DataFrame x, y (str, optional) Default values x="lon", y="lat", column names fo...
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def population_correlation(data_matrix, x_index, y_index): """ data_matrix is a numpy multi-dimensional array (matrix) x_index and y_index are the index for the first and second variables respectively it returns the correlation between two variables in a data_matrix """ transposed_data = data_ma...
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def upload(workspace: str, table: str) -> Any: """ Store a nested_json tree into the database in coordinated node and edge tables. `workspace` - the target workspace. `table` - the target table. `data` - the nested_json data, passed in the request body. """ # Set up the parameters. data...
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def validate_google_login(email): """ Validate a login completed via Google, returning the user id on success. An ``ODPIdentityError`` is raised if the login cannot be permitted for any reason. :param email: the Google email address :raises ODPUserNotFound: if there is no user account for the give...
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def add_months(start_date, months, date_format=DATE_FORMAT): """ Return a date with an added desired number of business months Example 31/1/2020 + 1 month = 29/2/2020 (one business month) """ new_date = start_date + relativedelta(months=+months) return new_date.strftime(date_format)
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def inVolts(mv): """ Converts millivolts to volts... you know, to keep the API consistent. """ return mv/1000.0
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def test_repository_get_changes_in_a_commit(git_repository): """Test getting changes in a commit with multiple change types.""" commit = git_repository.get_commit(revision="8853e0c") changes = {c.a_path: c for c in commit.get_changes()} assert "M" == changes["A"].change_type assert "A" == changes[...
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def extract_hit( hit: Mapping[str, Any], includes: Tuple[str] = (ID_FIELD,), source: str = '_source' ) -> Mapping[str, Any]: """ Extract a document from a single search result hit. :param hit: the search hit document :param includes: the metadata keys to include in the return do...
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def ChangeLookAndFeel(index): """ :param index: """ # global LOOK_AND_FEEL_TABLE if sys.platform == 'darwin': print('*** Changing look and feel is not supported on Mac platform ***') return # look and feel table try: colors = LOOK_AND_FEEL_TABLE[in...
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def test_schema_component_equality_operators(): """Test the usage of == for Column, Index and MultiIndex.""" column = Column(Int, Check(lambda s: s >= 0)) index = Index(Int, [Check(lambda x: 1 <= x <= 11, element_wise=True)]) multi_index = MultiIndex( indexes=[ Index(Int, ...
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def deserialize_wrapper(func, data): """ Convert generic productmd exceptions into validation errors. """ try: func(data) except KeyError as e: raise serializers.ValidationError( {'detail': 'Error parsing productmd metadata.', 'reason': 'Missing key %s' % e.m...
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def test_invalid_response_check(check, instance, aggregator): """ Testing invalid fargate metadata payload. """ with mock.patch('datadog_checks.ecs_fargate.ecs_fargate.requests.get', return_value=MockResponse("{}", 200)): check.check(instance) aggregator.assert_service_check("fargate_check"...
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def generateUserIDToken(id): """Generates a unique user id token.""" t = int(time.time() * 1000) r = int(random.random() * 100000000000000000) data = "%s %s %s %s" % (ip, t, r, id) return md5(data.encode('utf-8')).hexdigest()
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def grad_simplex_monomial_basis(dims, n): """Return the gradients of the functions returned by :func:`simplex_monomial_basis`. :returns: a :class:`tuple` of functions, each of which accepts arrays of shape *(dims, npts)* and returns a :class:`tuple` of length *dims* containing the ...
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def test_claims_check(): """ arg={'required': True, 'id_token': ['auth_time']} """ _info = setup_conv() conv = _info['conv'] # Need IdToken conv.events.store(EV_PROTOCOL_RESPONSE, ACCESS_TOKEN_RESPONSE_1) chk = ClaimsCheck() kwargs = {'required': True, 'id_token': ['auth_time']} ...
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def get_collection() -> Collection: """Коллекция для хранения моделей.""" return _COLLECTION
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def webp_convert(ifile, ofile, m=6, q=90): """ WebP: Convert to WebP format """ try: subprocess.check_output([bpath.wppath, '-m', str(m), '-q', str(q), ifile, '-o', ofile], stderr=subprocess.STDOUT) except subprocess.CalledProcessError as e: logexc(e, "cwebp conversion failed")
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def ask_for_flasherhwver(): """ Ask for the flasher version, either 1 or 2 right now... """ #if FLASHER_SKIP_ON_VALID_DETECTION and FLASHER_VERSION != 1: # return FLASHER_VERSION FLASHER_VERSION = 1 flash_version = FLASHER_VERSION if FLASHER_VERSION is None: while True...
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def real_to_complex_channels(x, separate_real_imag=False): """ Inverse of complex_as_real_channels: C*2 real channels (or 2*C if separate_real_imag) to C complex channels. """ if separate_real_imag: channel_shape = (2, -1) permute = (0, 2, 3, 4, 1) else: channel_shape = (-1, 2) ...
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def create_coffee_machine() -> CoffeeMachine: """Create CoffeeMachine object for testing""" _coffee_machine = CoffeeMachine() _coffee_machine.refill_water() _coffee_machine.refill_milk() _coffee_machine.refill_coffee_beans() return _coffee_machine
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def validate_mqtt_vacuum(value): """Validate MQTT vacuum schema.""" schemas = {LEGACY: PLATFORM_SCHEMA_LEGACY, STATE: PLATFORM_SCHEMA_STATE} return schemas[value[CONF_SCHEMA]](value)
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def detect(iring, mode, axis=None, *args, **kwargs): """Apply square-law detection to create polarization products. Args: iring (Ring or Block): Input data source. mode (string): ``'scalar': x -> real x.x*`` ``'jones': x,y -> complex x.x* + 1j*y.y*, x.y*`` ...
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def url_download_interactive(url, output_file, title='', chunk_size=102400): """ Interactively downloads a given file url to a given output file. :type url: string :param url: URL for the file to be download :type output_file: string :param output_file: file name or absolute path on which to sa...
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def DiffedUpdateItem( Table: TableResource, Key: ItemKey, before: InputItem, after: InputItem, **kwargs ) -> InputItem: """Safe top-level diff update that requires only 'before' and 'after' dicts. By calling this you are trusting that we will make a choice about whether or not you actually have an upda...
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def is_watchdog_supported(): """ Return ``True`` if watchdog is available.""" try: import watchdog except ImportError: return False return True
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def test_concat_incompatible_cols(test_pd_df): """Check that calling concat on a single-item list returns identical object""" df1 = IamDataFrame(test_pd_df) test_pd_df["extra_col"] = "foo" df2 = IamDataFrame(test_pd_df) match = "Items have incompatible timeseries data dimensions" with pytest.ra...
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def set_bit(arg1, x, bit, y): """ set_bit(Int_ctx arg1, Int_net x, unsigned int bit, Int_net y) -> Int_net Parameters ---------- arg1: Int_ctx x: Int_net bit: unsigned int y: Int_net """ return _api.set_bit(arg1, x, bit, y)
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def get_time_format(format='medium', locale=LC_TIME): """Return the time formatting patterns used by the locale for the specified format. >>> get_time_format(locale='en_US') <DateTimePattern u'h:mm:ss a'> >>> get_time_format('full', locale='de_DE') <DateTimePattern u'HH:mm:ss zzzz'> :param...
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def test_list_posts(mock_client): """list_posts should return a generator of posts""" client = api.Api(UserFactory.create()) posts = client.list_posts("channel", DEFAULT_LISTING_PARAMS) assert posts == mock_client.subreddit.return_value.hot.return_value mock_client.subreddit.return_value.hot.assert_...
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def resource_type_service(resource_type): """Gets the service name from a resource type. :exc:`ValueError` is raised if the resource type is invalid, see :func:`parse_resource_type`. >>> resource_type_service('AWS::ECS::Instance') 'ECS' """ return parse_resource_type(resource_type)[1]
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def loads(ss): """ loads(ss) Load a struct from the given string. Parameters ---------- ss : (Unicode) string A serialized struct (obtained using ssdf.saves()). """ # Check if not isinstance(ss, basestring): raise ValueError('ssdf.loads() expec...
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def guess_mime_type(file_object: IO) -> str: """Guess mime type from file extension.""" mime_type, _encoding = mimetypes.guess_type(file_object.name) if not mime_type: mime_type = "application/octet-stream" return mime_type
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def postcount_test(metadict_friends): """Среднее число постов по выборке, чтобы выделить активных/неактивных неймфагов.""" all_postcount = 0 for namefag in metadict_friends.keys(): name_number = namefag[0] name_postcount = cursor.execute("SELECT postcount FROM namefags WHERE number=?"\ ...
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def cli(ctx, debug): """ This is a tool to generate an excel file based on a provided source excel and transformation mapping """ log_format = '%(asctime)s|%(levelname)s|%(name)s|(%(funcName)s):-%(message)s' logging.basicConfig(level=logging.DEBUG if debug else logging.INFO, stream=sys.stdout, forma...
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def extract_stack_name(fields): """_extract_stack_name(self, fields: list[str]) -> str Extract a stack name from the fields Examples: ffffffff818244f2 [unknown] ([kernel.kallsyms]) -> [kernel.kallsyms] 1094d __GI___libc_recvmsg (/lib/x86_64-linux-gnu/libpthread-2.23.so) -> __GI__libc_recvms...
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def parse_args(argv): """Parse any command line arguments.""" # Set the default logging level to DEBUG # log_level = logging.INFO log_level = logging.DEBUG # This is the dictionary of arguments. arg_dict = {'start_date': DEFAULT_START_DATE, 'end_date': DEFAULT_END_DATE, ...
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def parse(data: Data, config: RawConfigParser): """Parses all subjects documents. :param data: data object :type data: Data :param config: config from config file :type config: RawConfigParser """ while True: subject = data.get_not_parsed() if subject is None: # break if no...
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def get_pafy_stream_obj(url,format=None,only_video=False): """This function return stream object from pafy Arguments: url {string} -- The url of the video from youtube Returns: Stream_Obj -- This is a object of Stream class from pafy """ try: obj = pafy.new(url) ...
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def walk_storage(path, topdown=True, onerror=None, followlinks=False, storage=default_storage): """ Generate the file names in a stored directory tree by walking the tree top-down. For each directory in the tree rooted at the directory top (including top itself), it yields a 3-tupl...
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def check_reynolds_number(Re): """Reynolds number must be between 38e3 and 4e6 Parameters ---------- Re : float Reynolds number Raises ------ ValueError If the value of the Reynolds number is outside the defined layers. """ if not (Re_list[0] <= Re <= Re_...
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def create_fixtures(model_names, excludes=[], from_file=False): """Create json fixtures Parameters: model_names (list of str): names of models to create fixtures. If empty, create all. excludes (list of str): names of models to exclude from_file (boolean): True - create from xlsx file, ...
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def valid_shape(shape): """ @returns: True if given shape is a valid tetris shape """ return shape in SHAPES and len(shape) == 1
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def get_device(device_id): """ @api {get} /devices/:device_id Get Unique Device @apiVersion 1.0.0 @apiName GetDevice @apiGroup Device @apiSuccess {Boolean} success Request status @apiSuccess {Object} message Respond payload @apiSuccess {Object} message.device Device object """ ...
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def read_imgs(filename, num_images): """读入图片数据 :param filename: :param num_images: :return: """ with gzip.open(filename) as bytestream: bytestream.read(16) buf = bytestream.read( 28 * 28 * num_images * 1) data = np.frombuffer(buf, dtype=np.uint8) data...
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def test_toAssembly(): """For testing toAssembly function""" assert toAssembly(000) == 'HLT' assert toAssembly(101) == 'ADD 1' assert toAssembly(202) == 'SUB 2' assert toAssembly(303) == 'STA 3' assert toAssembly(404) == 'LDA 4' assert toAssembly(505) == 'BRA 5' assert toAssembly(606) ==...
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def all_faces(coord, connect): """ Gets vertices of all faces of the mesh. Args: coord (:obj:`numpy.array`): Coordinates of the element. connect (:obj:`numpy.array`): Element connectivity. Returns: Corresponding nodes. """ nodes_per_face = np.array([connect[:, [1,2,3...
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def _resource_path_dev(relative_path): """ :return: Package relative path to resource """ base_path = os.path.dirname(os.path.abspath(__file__)) return os.path.join(base_path, relative_path)
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def test_default_transfomer_visits_tokens(): """ Ensures the default instance of the ``SemselParser`` uses the appropraite tokenized tree transformer. """ parser = SemselParser() assert isinstance(parser.transformer, SemselTransformer) assert parser.transformer.__visit_tokens__
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def edit_assignment(request_ctx, course_id, id, assignment_name=None, assignment_position=None, assignment_submission_types=None, assignment_allowed_extensions=None, assignment_turnitin_enabled=None, assignment_turnitin_settings=None, assignment_peer_reviews=None, assignment_automatic_peer_reviews=None, assignment_noti...
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def alpha_097(code, end_date=None, fq="pre"): """ 公式: STD(VOLUME,10) Inputs: code: 股票池 end_date: 查询日期 Outputs: 因子的值 """ end_date = to_date_str(end_date) func_name = sys._getframe().f_code.co_name return JQDataClient.instance().get_alpha_191(**locals())
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def weights_init(layer): """ weights initialization Args : --layer: one layer instance """ if isinstance(layer, t.nn.Linear) or isinstance(layer, t.nn.BatchNorm1d): t.nn.init.normal_(layer.weight, 0.0, 0.02) # we use 0.02 as initial value t.nn.init.constant_(layer.bias, 0.0)
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def filter(p): """ 把索引list转换为单词list """ result = [] for idx in p: if idx == stop_tag: break if idx == padding_tag: continue result.append(index_word[idx]) return result
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def multimodal(seed: tp.Optional[int] = None, para: bool = False) -> tp.Iterator[Experiment]: """Experiment on multimodal functions, namely hm, rastrigin, griewank, rosenbrock, ackley, lunacek, deceptivemultimodal. 0 or 5 dummy variable per real variable. Base dimension 3 or 25. Budget in 3000, 1000...
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def assert_almost_equal(actual: numpy.ndarray, desired: List[Union[complex, int]]): """ usage.scipy: 6 """ ...
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def get_sequin_annots(sequin_path, ref_contigs, quiet=False): """ Load all genes in the Sequin table as SeqRecords, fetching their sequence data from the reference. ref_contigs is a dictionary of ref contig sequences created with BioPython's SeqIO.to_dict(). For documentation on the Sequin table fo...
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def transformer_decoder_layer(dec_input, enc_output, slf_attn_bias, dec_enc_attn_bias, n_head, d_key, d_value, ...
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def replace_word_choice(sentence: str, old_word: str, new_word: str) -> str: """Replace a word in the string with another word. :param sentence: str - a sentence to replace words in. :param old_word: str - word to replace :param new_word: str - replacement word :return: str - input sentence with ne...
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def append_slash(url): """Make sure we append a slash at the end of the URL otherwise we have issues with urljoin Example: >>> urlparse.urljoin('http://www.example.com/api/v3', 'user/1/') 'http://www.example.com/api/user/1/' """ if url and not url.endswith('/'): url = '{0}/'.format(url) ...
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def find_cards(thresh_image): """Finds all card-sized contours in a thresholded camera image. Returns the number of cards, and a list of card contours sorted from largest to smallest.""" # Find contours and sort their indices by contour size dummy, cnts, hier = cv2.findContours(thresh_image, cv...
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def test_version(): """Check that PyProject and __version__ are equivalent.""" data = Path('pyproject.toml').read_text() result = tomli.loads(data)['tool']['poetry']['version'] assert result == __version__
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def plot_substructure_PMF(path, temps_to_plot, legend = True, legend_loc=None, upper_cutoff=25, integrate_out = [],states_to_plot = 'All' , linewidth = 1.3, alpha = 0.4,legend_fontsize = 40, ax = None, y_space=0.5, labelsize = 35,fontsize=30, label_fontsize=20, markersize = 120, temp_norm = 1): """ path indicat...
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def _count_partial_errors(client: GoogleAdsClient, conversion_upload_response) -> int: """Counts the partial errors in the GAds response. Args: client: A GoogleAdsClient instance conversion_upload_response: Google Upload Conversion service response. Returns: An intege...
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def upgrade(): """Upgrade database schema and/or data, creating a new revision.""" _add_roles_for_objects(SCOPING_OBJECTS, NEW_ROLES) acr_propagation.propagate_roles( acr_constants.GGRC_NEW_ROLES_PROPAGATION, with_update=True )
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def cumulative_similarity(atoms, representations, threshold=0.98): """ """ u_representations = [representations[0]] s_idxs = [0] for i, representation in enumerate(representations[1:]): i += 1 similar = merge_asymmetric_similarity(atoms, [representation], ...
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def generate_job_performance_data( job: models.StoredJob, si: storage.StorageInterface, types: List[models.JobDataTypeEnum], performance_granularity: Optional[models.PerformanceGranularityEnum], ) -> Generator[pd.DataFrame, None, None]: """Generator to fetch job performance data at the inverter leve...
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def get_project_by_id(project_id): """ Retrieve a project by its Id. Returns None if no project is found. """ try: return Project.objects.get(pk=project_id) except Project.DoesNotExist: return None
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def create_colorbar( labels: pd.DataFrame, tree: CassiopeiaTree, colormap: Dict[str, Tuple[int, int, int]], dataset_name: str, output_directory: str = ".tmp/", create_legend: bool = False, ) -> str: """Creates a colorbar file for the iTOL batch uploader Creates a colorbar file for iTOL ...
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def one_c(rand_gen): """ KS Test :param rand_gen: :return: """ # Now need to do the ks test # This calculates the value for KS at given points def ks_test(z): if z == 0: return 1 elif z < 1.18: # Numerically optimal cutoff block = ((np.exp((-1. *...
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def compare_command_xml(wanted, command, **kwargs): """Create a Broadworks XML command fragment from the arguments""" cmd = api.get_command_object(command, **kwargs) check_command_xml(wanted, cmd)
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def divide_into_sentences( text: str, num_of_senteces: int, is_reversed: bool = False, offset: int = 0 ) -> str: """ This function divides the text into sentences and returns either the first X sentences or the last X sentences. """ tokens_sent = nltk.sent_tokenize(text) # fix uncorrect dialog ...
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def cat_files(files, output): """Reads the contents of all the files and copies them to the output. Args: files: A list of filenames output: A file-like object in which all the data should be copied. """ for file in files: with open(file, 'r') as fd: shutil.copyfileobj(fd, output)
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def play(env): """ run this function in order to create a window and be able to play this environment. env: CarRacing env """ from pyglet.window import key discretize = env.discretize_actions if discretize == None: a = np.array( [0.0, 0.0, 0.0] ) else: a =...
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def intersection(bbox1: BoundingBox, bbox2: BoundingBox) -> BoundingBox: """ Calculate the intersection of two bounding boxes. """ assert bbox1.x_min <= bbox1.x_max assert bbox1.y_min <= bbox1.y_max assert bbox2.x_min <= bbox2.x_max assert bbox2.y_min <= bbox2.y_max ...
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def maybe_load_checkpoint(train_loop_rngs: jnp.ndarray, save_checkpoint_path: str, init_optimizer: flax.optim.Optimizer, init_params: Params, init_fixed_model_states: Optional[Params], defau...
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def transfer_meta_data(path_in, path_out): """Read input meta data and write it to the configuration file""" ds = qpformat.load_data(path=path_in) cfg = config.ConfigFile(path_out) sec = cfg["meta"] for key in sorted(META_MAPPER): dskey, mult = META_MAPPER[key] if (key not in sec or ...
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def svg_to_clipboard(string): """ Copy a SVG document to the clipboard. Parameters ---------- string : basestring A Python string containing a SVG document. """ if isinstance(string, unicode_type): string = string.encode('utf-8') mime_data = QtCore.QMimeData() mime_data...
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def test_if_tech_defined(enduse_fueltypes_techs): """Test if a technology has been configured, i.e. a fuel share has been assgined to one of the fueltpyes in `fuel_shares`. Arguments --------- enduse_fueltypes_techs : dict Configured technologies and fuel shares of an enduse Return...
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def _fanTriangles(vertices, faces=None): """Create triangles by fanning out from vertices. Returns a generator for vertex triplets. If faces is None, assume that vertices are planar and indicate a polygon; otherwise, use the face indices given in faces.""" vertices = np.asarray(vertices); if fa...
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def segment_rings(region, seeds, neighbor_lists, step=1, background_value=-1, verbose=False): """ Iteratively segment a region of surface mesh as concentric segments. Parameters ---------- region : list of integers indices of region vertices to segment (such as a fold) ...
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def equal_spacing(L,w,justify="right"): """Print a single string with the elements of the list spaced out""" s = "" if justify == "right" or justify == "r": for i in L: s += f"{i:>{w}}" elif justify == "left" or justify == "l": for i in L: s += f"{i:<{w}}" eli...
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def classification_result(y, y_pred): """ :param y: :param y_pred: :return: """ assert len(y) == len(y_pred) correct = [] wrong = [] for i in range(len(y)): if y[i] == y_pred[i]: correct.append(i) else: wrong.append(i) return correct, wro...
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def flatgrad(loss, var_list, clip_norm=None): """Calculate the gradient and flatten it. Parameters ---------- loss : float the loss value var_list : list of tf.Tensor the variables clip_norm : float clip the gradients (disabled if None) Returns ------- list ...
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async def get_image_from_message( ctx, url=None, *, return_type="image_RGBA", search_last_messages=True, accept_emojis=True, accept_templates=True, ): """Get an image from a discord Context or check on images among the 100 last messages sent in the channel. Return bytes or PIL.Image ...
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def test_ifThen(): """ This function allows to execute a callable on an object only if it has a valid value. ifThen(value,callable) will return callable(value) only if value is not in falsables. It is a List-like method, it can be combined with fandango.excepts.trial """ #assert fanda...
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