content
stringlengths
39
14.9k
sha1
stringlengths
40
40
id
int64
0
710k
def remove_2_digit_sector_ranges(fba_df): """ BLS publishes activity ranges of '31-33', 44-45', '48-49... drop these ranges. The individual 2 digit naics are summed later. :param fba_df: df, BLS QCEW in FBA format :return: df, no sector ranges """ df = fba_df[~fba_df['ActivityProducedBy'].s...
02b559fc491b84c7af983307aa512ae93c3ad740
622,807
def extend_box(bbox, image_size, extend_ratio): """Zoom the input bbox Args: bbox: Input bbox image_size: Input image original size extend_ratio: Zoom ratio Returns: a box extand from input bbox """ x_x = (bbox[2] - bbox[0]) * extend_ratio y_y = (bbox[3] - bbox[1]) * extend_ratio ...
a976f5c5b73af83b39a559af8feb55ed45e104d6
622,809
def rt_to_r(rt): """Convert RT matrix to R, removing T.""" result = [] for i in range(3): for j in range(3): result.append(rt[4 * i + j]) return result
22e31d9e20948480c91d4b8cf4df6ba44b2feffa
622,814
def _preprocess_transcript(phrase, use_phonemes, word_phoneme_dict): """ transform the input phrase. if use_phonemes is true, the words in phrase are transformed into phoneme labels specified in word_phoneme_dict Arguments: phrase (list): list of words use_phonemes (b...
f65a168069aa045782cb243718a6747cebdfbaef
622,815
def upd_flag_g_smaller_g_min(flag, g, g_min): """ Update the flag to 'o' for small RDF. Take a flag list, copy it, and set the flag to 'o'utside if g is smaller g_min. """ flag_new = flag.copy() for i, gg in enumerate(g): if gg < g_min: flag_new[i] = 'o' return flag...
77719e2df05809ce13c00c57e635cdf04fed37eb
622,816
def format_hex(num): """Format an integer as a hex number""" return "0x%x" % num
3aebdad54c34e467ab6e07dd707bc60e96db9267
622,817
def threshold_pixel(image, center, x, y): """Calculate if Pixel(x, y) intensity is greater than center intensity of neighborhood. :param image: Input image to pull from :type: numpy.ndarray :param center: Value of center pixel in 3x3 neighborhood :type: int ...
53dcc8ab2faabfa199992496e906164c47ca3853
622,818
def readSeq(inputfile): """Reads the DNA sequence and returns as string. Removes all the special characters.""" # opne data with open(inputfile, "r") as seqfile: # read data seq = seqfile.read() # remove special characters \n and \t seq = seq.replace("\n", "") s...
f0f76c468c671fd4d16524ef7f1a75ce5c6d7b44
622,819
def textToBool(text): """ Converts a text to a boolean. """ true_values = ['True', 'true', 't', 'T', '1'] if text in true_values: return True return False
5a5b758090fb0af0a81c88d289183072b28d8bc4
622,820
def mandatory_keys_check(list_mandatory, list_dict_keys): """ Check if the payload json file have the mandatory keys :param list_mandatory: list :param list_dict_keys: list :return True or False """ check = all(item in list_dict_keys for item in list_mandatory) return check
e56c8e55c0ea7cccb64818ddf82f19d247081907
622,821
def calculate_test_code_to_production_code_ratio(production_code_metrics, test_code_metrics): """Calculate the ratio between the test code and the production code.""" lines_of_code = production_code_metrics["SUM"]["code"] lines_of_test_code = test_code_metrics["SUM"]["code"] return float(lines_of_test...
8137d89842e9624521c48d83ec313b55d7333a4b
622,823
def otherPicks(df, ct): """ Returns a list of the top ranked non-QB's currently available. df : DataFrame - dataframe to parse for player data. Should only contain 1 position classification ct : int - number of QB entries to return. """ df = df.iloc[1:] if int(ct) > len(df): entrie...
1201be1900dca581208192043533e0451ddd32ce
622,824
import time def retry(function, timeout=10, delay=.001, max_delay=1): """Call function until it returns a true value or timeout expires. Double the delay for each retry up to max_delay. Returns what function returns if true, None if timeout expires.""" deadline = time.time() + timeout ret = None ...
86a2972bff80755fc681e33cd9ddd2be4915a9f5
622,827
import json def verify_json(filename): """ Checks that a JSON file is valid JSON """ try: with open(filename) as jsonfile: json.loads(jsonfile.read()) return True except ValueError: return False
ba3a0bce0acbb321b7f7071d008f2b92cbc56875
622,828
def flatten(m, im_shape): """Flatten matrix in shape of (batches, channels, rows, cols) to (batches, -1). This function has no side effect, that is, it doesn't modify argument "m" directly. Arguments --------- m : np.array 4D matrix in shape of (batches, channels, rows, cols). ...
dbd77f5bf683f276c478859c697d70b408fdefe4
622,833
def _map_step_size(map_size: int, lod: int) -> int: """Return the step size in the tile grid for the given map. Args: map_size (int): The base map size in map units lod (int): The LOD level for which to calculate step size Returns: int: The coordinate distance between two tiles in ...
f746383ebbd54a46f9c06e74d02f248d99733255
622,834
import json def fetch(filepath): """Fetch content of the given file into memory.""" with open(filepath, 'r') as infile: return json.load(infile)
7b0b09ae781c807de2bbaf1c08b1b0608c31762a
622,837
def find_duplicate_schedule_items(all_items): """Find talks / pages assigned to mulitple schedule items""" duplicates = [] seen_talks = {} for item in all_items: if item.talk and item.talk in seen_talks: duplicates.append(item) if seen_talks[item.talk] not in duplicates: ...
a4019dc471a072b536d6f39c47aed06ce3650556
622,842
import pkgutil def avail_approaches(pkg): """Create list of available modules. Parameters ---------- pkg : module module to inspect Returns --------- method : list A list of available submodules """ methods = [modname for importer, modname, ispkg in ...
5b9245b3a96f4de2a4e609abfa9d8b8026074640
622,843
def user_info_query(user_id: str) -> dict: """ Build User information query. :param user_id: User id :return: Query """ return { "id": 3, "operationName": "ProfileGet", "query": "query ProfileGet($user_id: ID!) {userprofile {get(user_id: $user_id) {... on UserProfile {id user {" "id...
12569baac48c52f5c5bddabd42be35a32e1d2021
622,845
def to_float(val): """Convert string to float, but also handles None and 'null'.""" if val is None: return None if str(val) == "null": return None return float(val)
3a4fe68fa215b414a36e009d56aeb16c7a38573a
622,846
import itertools def flatten(list_of_lists): """Flatten a list-of-lists into a single list.""" return list(itertools.chain.from_iterable(list_of_lists))
f572a09d0dbf81f95f27be3475e611ee0c164a60
622,847
def train_batch(sess, model, batch_data): """ Given a Tensorflow session, train the provided model on a single batch. Args: sess: a Tensorflow session model: an Attalos model batch_data: a batch generated by model.to_batches Returns: Training loss for this batch. ""...
4d4248718307189a83d7d94f4580ddea5f0833a7
622,855
import torch def iou(occ1, occ2, weights=None, average=True): """Compute the intersection over union (IoU) for two sets of occupancy values. Arguments: ---------- occ1: Tensor of size BxN containing the first set of occupancy values occ2: Tensor of size BxN containing the first set of...
8e01e270110a4c7e78fd8f2efa4ffff16565511c
622,857
def hasIntersectionCost(criterion, frRow, exRow): """Returns 1 if the two do not share an answer on the specified question, else 0""" frQ = criterion['frQ'] exQ = criterion['exQ'] if 'singleFr' in criterion and criterion['singleFr']: frSet = set([frRow[frQ]]) else: frSet = set(frRow[...
35fd3a5673a99fcf3c01543f6620695b196ebaff
622,858
def unscale_coordinates(point, M): """ Unscale coordinates by M :param point: Point :param M: Scaling factor :return: Unscaled points """ return point * M
b528625c7a7d1f9ef135609d1d22fd7b2faeb756
622,859
def update(pos, dims, orig_dims): """ Finds neg number in dims and restores it to the value in original-dims and subtracts one from the number after it e.g (0 -1 0) (0 1 0)-> (0 1 -1) """ ret_dim = [] for i, dim in enumerate(dims): if pos == i: ret_dim.insert(i, orig_dims[i]) ...
1c6c1618890d6c73fcaee28053cec5b946309a44
622,861
def generate_booty_pts(criteria_left, criteria_top, item_width, item_height, margin_width, margin_height): """ ScreenShot#booty_pts() が返すべき座標リストを生成する。 全戦利品画像が等間隔に並んでいることを仮定している。 criteria_left ... 左上にある戦利品の left 座標 criteria_top ... 左上にある戦利品の top 座標 item...
08ea58386df117bd7bafd0dcf2c9bfe9cd6e245b
622,862
def select_keys(records, keys): """Filter the records extracting only the selected fields. Args: records (list(dict)): the list of dicts to be filtered. keys (list(str)): the keys to select from the records. Returns: list(dict): the list of records containing only the specified key...
b5a0b12d82ddb5f7d508e8b6ff7bf5d146d68183
622,864
def has_merge_task(job): """ Check if user has specified a mergeTask on the task factory :param job_obj: The JSON job entity loaded from a template.: :return: true if merge task present """ if job.task_factory.type in ['parametricSweep', 'taskPerFile'] and job.task_factory.merge_task: return...
70252553aab41c80f868c409fd0cab5bea01141e
622,866
def split_args_for_flags(args): """Returns `split_args, other_args` for `args`. Split occurs using the last occurrence of `--` in `args`. If `arg` does not contain `--` returns `args, []`. """ for i in range(len(args) - 1, -1, -1): if args[i] == "--": return args[i + 1 :], args...
d3aa598d518d598dbfb5df0cbe4000cb0841019e
622,868
def packed_to_index(ix): """Convert 0-63 index to 0x88 index""" return ix + (ix & ~7)
b4b2db1f30494fd6573569f4ce0218c848a46371
622,873
import csv def load_aitlas_format_dataset(file_path): """Reads the images from a CSV. Format: (image_path, class_name)""" data = [] with open(file_path, "r") as f: csv_reader = csv.reader(f) for index, row in enumerate(csv_reader): path = row[0] item = (path, row[1...
b36b9b213c88e6cd66ee88d0f3b5a76e113c320c
622,878
import math def euclidian_distance(point1, point2): """ Returns the euclidian distance of the 2 given points. :param point1: tuple (x, y) :param point2: tuple (x, y) :return: float """ return math.sqrt(math.pow(point1[0] - point2[0], 2) + math.pow(point1[1] - point2[1], 2))
273c2d61d3136fec952443842c94cdb25918b6a4
622,879
import base64 import hashlib def stable_filename(value: str): """Generate a stable filename by Base32 encoding the sha256 of a string""" return str( base64.b32encode(hashlib.sha256(value.encode("utf-8")).digest()), "utf-8" ).replace("====", "")
812d8f74eb84074546313c67881f147001680fc6
622,883
import csv # import a library def parse_csv_file(filename): """ Read the contents of a .csv file and put them into a useful data structure: ddict = { "category1": { "location1": [entry1, entry2], "location2": [entry3] }, "category2": { "location1": []} } Parameters ---------...
260f53cd2daeacdbd13d7111c3b85c6589534830
622,889
def MOSQ_MSB(A): """get most significant byte.""" return (( A & 0xFF00) >> 8)
dfae93ca110771e8c9959e343401549ebdf25c3a
622,891
def is_payload_in_json(content_type): """ Verify the content_type. If "Content-Type" is NOT specified pass the payload to the "json" argument - return True. If "Content-Type" is specified: - if the value is "application/json" pass the payload to the "json" argument - return True. - if t...
ca0871017bff8cc280992471a7b41403dfe5dd4f
622,892
import string import random def get_random_string(length): """ Generates a random string of upper & lower case letters. """ letters = string.ascii_letters rand_string = ''.join(random.choice(letters) for i in range(length)) return rand_string
e9d0d84cdd6104c412497f44334bebfdf49cb4ee
622,901
import requests def fetch_json_package(url, host, referer, encoding): """ JSON抓包函数 :param url: AJAX API地址 :param host: 目标服务器 :param referer: header的引用页 :param encoding: 编码 :return: 字典格式的JSON数据包 """ kv = {'user_agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 ...
c8d21f955fb4a92bfdb466c72bb0dccf27090c27
622,902
from typing import Iterable from typing import Tuple from typing import Optional def fromCode( desc: str, code_list: Iterable[Tuple[str, str]] ) -> Optional[Tuple[str, str]]: """ Returns the matched element by code in the give code list. None otherwise. """ res = [item for item in code_list if ite...
ada3b397e174161744bf6a3767140a47a23f8534
622,904
def srm_to_lovibond(srm: float) -> float: """ Convert from Degrees Lovibond color system to Standard Reference Method (SRM) color system. """ return (srm + 0.76) / 1.3546
526f23dc826676a27bab125b659a72af7cbe2d05
622,907
def add_to_fw_spec(original_wf, metadata): """ Add metadata to fireworks to make them easy for querying. Arags: original_wf (Workflow) metadata (dict): metadata to be added to "spec" Returns: modified workflows """ for fwork in original_wf.fws: for key, value in...
8cdeffc59fe285cdc0cefd525e07e1a76182bfbe
622,909
def construct_authorperm(*args): """ Create a post identifier from comment/post object or arguments. Examples: .. code-block:: python >>> from beem.utils import construct_authorperm >>> print(construct_authorperm('username', 'permlink')) @username/permlink ...
ffca295bf10e8cd28bbce453d16d68d3d24cfb51
622,912
def friendly_boolean(boolean): """ Returns 'Yes' if a boolean is equal to True, else 'No' """ if boolean is True or str(boolean).lower() == "true": return "Yes" else: return "No"
6505885bb2dbac90b4674865d6dc339e4d021c00
622,913
def visiblename(name): """ Checks whether a given name should be documented/displayed by ignoring builtin ones. """ return not (name.startswith('__') and name.endswith('__'))
5390791cac22b24b8e6ac9887b828b1df51b145f
622,919
def is_redirect(endpoint): """ Endpoint is a redirect if it is a redirect to an external site """ return endpoint.redirect_eventually_to_external
b33e83568eae3053421a03f1ef677094ed8f1e17
622,921
def msg_err_missing_children(tag, *children): """Format message for missing children. :param tag: tag name :param children: list of children :return: message :rtype: str """ return "Missing one or more required children (%s) in xml tag %s" % ('|'.join(children), tag)
b6d4ba9a5b56ca198718c6944b0baa95fedf07e2
622,923
def adjust_var_name(var_to_check, var_names): """ Check if upper or lower case version of name is in namelist and adjust. Parameters ---------- var_to_check : Str. var_names : List of Str. Returns ------- var_to_check : Str. """ if var_to_check not in var_names: fo...
850f3261f6f359cde8243c15b1ea790372d057fb
622,924
import re def clean_text(text): """Clean our tweets using regex. Remove weird characters and links.""" cleanedup = text.lower() return re.sub("(@[A-Za-z0-9]+)|(#[A-Za-z0-9]+)|([^0-9A-Za-z \t])|(\w+:\/\/\S+)", "", cleanedup)
656a1fd38062905b895e736a2b9e6d7803c3b02a
622,925
import six def FormatTagSpecifications(resource_type, tags_dict): """Format a dict of tags into arguments for 'tag-specifications' parameter. Args: resource_type: resource type to be tagged. tags_dict: Tags to be formatted. Returns: A list of tags formatted as arguments for 'tag-specifications' pa...
9db57935ea724a7334b98a5160f0eb09f6325ded
622,927
from pathlib import Path import hashlib def files_identical(path1: Path, path2: Path) -> bool: """Compares content of file using md5 checksum""" with open(path1, 'rb') as f1, open(path2, 'rb') as f2: f1 = f1.read() f2 = f2.read() if hashlib.md5(f1).hexdigest() == hashlib.md5(f2).hexdigest(...
e3352c210e976ae986c02357f52bd8aba8ce1f18
622,930
def extract_year(paper_id: str) -> int: """ Tries to extract the publication year from the ArXiv paper id :param paper_id: original paper id :type paper_id: str :return: year, 0 if no year was found. :rtype: int """ try: year = 2000 + int(paper_id[:2]) except BaseException: ...
507874e3dd77f3bced48e6f87b6c9927790b9592
622,933
import json def jsonToText(jsonObject, indent='\t'): """ Return a JSON object as text indent: The indent argument to json.dumps. Defaults to '\t' for readability. Set to None for default json.dumps behavior. """ return json.dumps(jsonObject, indent=indent)
57f905bfc029db1b9d8e54862c3204be664e174d
622,934
import math def prime_check(number: int) -> bool: """Checks to see if a number is a prime in O(sqrt(n)). A number is prime if it has exactly two factors: 1 and itself. >>> prime_check(0) False >>> prime_check(1) False >>> prime_check(2) True >>> prime_check(3) True >>> pr...
6e67b379262437f5eb04473c9259d98997566a3e
622,937
def _stft_frames_to_samples(frames, size, shift): """ Calculates samples in time domain from STFT frames :param frames: Number of STFT frames. :param size: FFT size. :param shift: Hop in samples. :return: Number of samples in time domain. """ return frames * shift + size - shift
35acf0d1a1563ceb7af6854162306108676b7a8f
622,940
import hashlib def get_document_uid(title, body): """Generates a nearly unique ID for a document. Uses the SHA1 hash. Deterministically produces the same result for a given input, and almost never collides. Args: title (bytes): document title body (bytes): document body text Returns: uid (int...
16f70ab3e6be999708ddfdc341b267bb4f2ee072
622,942
import torch def macro_f1(logits, targets, th=0.5): """ pytorch implementation :param logits: Tensor of shape (B, num_class) :param targets: Tensor of shape (B, num_class) :param th: Float threshold :return: Float """ preds = (logits.sigmoid() > th).float() targets = targets.float(...
8c18d3ccd4f1dfb3471c12109da4ba47d58c655a
622,949
def get_history_slice( frame_index: int, history_num_states: int, history_step_size: int, include_current_state: bool = False ) -> slice: """Given a frame index and history settings returns a slice that returns the given data in the right order. Note that this history returned starts with the most "rece...
185d472bd2b92e77a016473fb1afdc99c4534955
622,952
from typing import Optional import re def sub_clyde(username: Optional[str]) -> Optional[str]: """ Replace "e"/"E" in any "clyde" in `username` with a Cyrillic "е"/"E" and return the new string. Discord disallows "clyde" anywhere in the username for webhooks. It will return a 400. Return None only if...
a65bad8d9b0b2bd3472491aec9c856b35c548633
622,953
def subst_plural(wikitext): """ Substitutes {{PLURAL}} in wikitext @param wikitext: Wikitext to process @type wikitext: str @rtype: str """ return wikitext.replace('{{PLURAL:', '{{subst:PLURAL:')
87d545266d8cda4ad05cb2b664d044605c3ec671
622,955
from typing import Any def is_string(obj: Any) -> bool: """Check whether an object is a string.""" return isinstance(obj, str)
6ca07a3d0c695fe04308c5565bce3cc28accd0b8
622,958
def convert_to_list(obj): """ receives an object and if type tuple or list, return list. Else return a list containing the one object """ if type(obj) is None: return [] # None implies empty list... if type(obj) is list: return obj if type(obj) is tuple: return [x for x in obj] ...
aa78ea08f06ffab91feead5898a4433807966c02
622,964
def b_if_a_is_none(a, b): """ Returns 'b' if 'a' is None, otherwise returns 'a' """ if a is None: return b else: return a
6417466e85e1044aa0c2b3b7dab8ca1e44e570f5
622,965
def compile_word(word): """Compile a word of uppercase letters as numeric digits. E.g., compile_word('YOU') => '(1 * U + 10 * O + 100 * Y)' Non-uppercase words unchanged; compile_word('+') => '+'""" if word.isupper(): terms = [('%s*%s' % (10 ** i, d)) for (i, d) in enumerate(word[::-1])] return '(' + '+'.jo...
c4db5f578dcfd72ca1ba2ffa5a7c6550485eac98
622,976
def _check_is_max_context(doc_spans, cur_span_index, position): """Check if this is the 'max context' doc span for the token.""" # Because of the sliding window approach taken to scoring documents, a # single token can appear in multiple documents. E.g. # Doc: the man went to the store and bought a ga...
aa2ce42d893a7273184047ed0aff3c0d8f9bd189
622,979
def partition(arr: list, low: int, high: int) -> int: """Partition the array Args: arr (list): the array to partition low (int): the left-most index high (int): the right-most index Returns: int: the new pivot location """ i = low - 1 pivot = arr[high] # Sw...
6963fd4398ac8be7b9a532a5fff4e05e0d356036
622,980
import re def __replace_all(repls: dict, input: str) -> str: """ Replaces from the string **input** all the occurrence of the keys element of the dictionary **repls** with their relative value. :param dict repls: dictionary containing the mapping between the values to be changed and...
dedfce66d06122d88b9f7ca799480c0d4a0af956
622,981
def subtract(a,b): """Subtract a from b and return value""" return b - a
df86497456b9040aed2a39a19ef2de004b40286e
622,983
def _splitList(data, n): """Split data list to n sized sub lists.""" return [data[i : i + n] for i in range(0, len(data), n)]
6f976fea84c26269693f1c5d7594c70351a2f1fb
622,989
def str_to_int(value): """Converts an input string into int value, or returns input if input is already int Method curated by Anuj Som Args: value (int, str): Accepts an int or string to convert to int Returns: tuple (int, bool): returns (integer value, True) if conversion suc...
5cccc5f32c1226048625b459cc505fdd09667bd3
622,993
from functools import reduce def uniform_property(section_list, attribute_path): """ Define a property that will have a uniform value across a list of sections. For example, suppose we define a neuron model as a class A, which contains three compartments: soma, dendrite and axon. Then placing ...
42fa669248c35eeb6b635bf0e417f6a0c39d726f
622,995
import sqlite3 def get_prof(prof_identifier): """ Returns all professors that match the identifier entered in the query """ #Fetching professor from DB acc to query conn = sqlite3.connect('./db.sqlite3') cursor = conn.cursor() cursor.execute("SELECT * FROM professor WHERE name LIKE ?;", (f...
d503e2130e75d28680b86c1cd901c7f747839b9a
622,997
import random def _shuffle_list(a, b, c, d): """ shuffle a, b, c, d simultaneously """ x = list(zip(a, b, c, d)) random.shuffle(x) a, b, c, d = zip(*x) return a, b, c, d
8e086d1f8e6826984526adef027f303b8cf3874a
623,000
import math def dist(pos1, pos2): """Returns the distance between pos1 and pos2""" x1, y1 = pos1 x2, y2 = pos2 return math.sqrt(math.pow(x1-x2, 2) + math.pow(y1-y2, 2))
3e6c7d68ef5b50ce35cb09cca8332f4bb61ad760
623,001
def center_axes(ax): """ Makes a plot's axes meet at the center instead of at the bottom left corner """ ax.spines["bottom"].set_position("zero") ax.spines["left"].set_position("zero") ax.spines["right"].set_visible(False) ax.spines["top"].set_visible(False) return ax
8115a194fcd4ebc536c79b633ab1ff07e293e5a2
623,003
from typing import List from typing import Dict from typing import Any def sanitize_pet_field(pets: List[Dict[str, Any]], field: str = "id") -> str: """Concatenate pet fields and return them as a string.""" if len(pets) > 1: return ", ".join(str(pet[field]) for pet in pets) if len(pets) == 0: ...
67ffe2d31c3d2705d2a004a5d5b87d9830ab2633
623,009
def _get_name(manifest): """Returns the name from the manifest metadata Args: manifest (dict): K8s manifests Returns: string: Name of the Kubernetes object, or None """ try: name = manifest["metadata"]["name"].lower() kind = manifest["kind"].lower() return f...
7c00703341f863cfb71f6e82f42f9c87dcda5deb
623,016
import re def insensitize(string): """Change upper and lowercase letters to be case insensitive in the provided string. e.g., 'a' becomes '[Aa]', 'B' becomes '[bB]', etc. Use for building regexes.""" def to_ins(match): char = match.group(1) return '[%s%s]' % (char.lower(), char...
472b997e0461ea9b05ccc3abe08ee247a203cbd4
623,017
def create_response(body, headers): """Create a simple HTTP response :type body: str :type headers: dict[str, str] :rtype: bytes """ final_headers = { 'Connection': 'keep-alive', 'Content-Type': 'text/plain; charset=utf-8', 'Content-Encoding': 'UTF-8' } final_he...
37bbeabb7d4db4b9e9f27799f070d52b24e5ef0c
623,019
import hashlib def make_hash_bytes(data, length=20): """ Creates a hash of length *length*. """ m = hashlib.sha256() m.update(data) res = m.hexdigest()[:length] return res
97d49913313d7853075f35fd4ee711d5098b385f
623,021
def fifo_pre_sequencing(dataset, *args, **kwargs): """ Generates an initial job sequence based on the first-in-first-out dispatching strategy. The job sequence will be feed to the model. """ sequence = [job for job in dataset.values()] return sequence
f0f9889e3066ccb370f61d4f222a09d0ccbadf9a
623,022
def lammps_copy_files(job): """Check if the submission scripts have been copied over for the job.""" return ( job.isfile("submit.pbs") and job.isfile("in.minimize") and job.isfile("in.equilibration") and job.isfile("in.production-npt") )
4d360f905f537069100eef90dd83f7f978782b96
623,024
def get_maze_centers(maze_path, maze_verts): """find the centre of each edge in maze_path and the co-ordinates of the maze verts - these will be matched to face after the selection is bevelled input: maze_path: list of BMEDges that form the links in the maze output: link_centers: list of...
db17517d175ac44e03c0a2721263333c3e2ba1fe
623,026
import torch def make_target(label, label_to_ix): """Turn target labels into a numeric vector where each label has a unique index""" return torch.LongTensor([label_to_ix[label]])
33b8f92868d1de685154cda236de4bbe53a9df70
623,030
def view_kwargs(check_url): """Return a dict of valid kwargs to pass to SecurityView(**view_kwargs).""" return { "allow_all": False, "allowed_referrers": ["lms.hypothes.is"], "authentication_required": True, "check_url": check_url, }
94fccd0fbc4897e7d4b5daed842211a7c2a7c4ca
623,033
import json def load_json(path): """ Load json file Args: path (str): Path to JSON file Returns: data (dict): Dictionary form of JSON file """ with open(path, "r") as fp: data = json.load(fp) return data
868646749cedcf5e4b375b74de428a85289a8352
623,034
import random def introduce_errors(s, corruption_rate=3e-3, infill_marker="|?|", max_infill_len=8): """Artificially add spelling errors and infill markers. This function should be applied to the inputs of a correction model. The artificial errors ...
772ee4c54cb9bdca836e685263c3588d9ec0ba3b
623,035
import sympy def make_commutative(expr, *symbols): """Make sure that specified symbols are defined as commutative. Parameters ---------- expr: sympy.Expr or sympy.Matrix symbols: sequace of symbols Set of symbols that are requiered to be commutative. It doesn't matter of symbol is...
636511f42cb397595423daaacfef669ec0fa9cae
623,036
def remove_space(a_string, replace_character): """ Remove all spaces from a string and return a 'spaceless' version of the original string. """ modified_string = a_string.replace(' ', '') return modified_string
fd7071c3c2eb9647883c2e17df51dd4950e0a88f
623,042
def decode_variable_value(coded, limits): """Transform coded values between -1 and +1 into real scale values. Parameters ---------- coded : float Coded variable value. limits : Tuple of 2 floats. Minimum and maximum real variable values. Returns ------- float Va...
c2704208570a2011c62e34ca64c38f3ed751358d
623,043
def get_session_summary(sessions): """ Takes a list of sessions and extract a summary-dictonary. """ summary = dict() summary['all'] = len(sessions) summary['waiting'] = len([s for s in sessions if s.proc_status == 'initialized']) summary['running'] = len([s for s in sessions if s.proc_statu...
cdaf2c25f9cdca9578fe2ef3413db0869645b36d
623,044
import math def round_32(x, base=32): """Round x to base. Default 32.""" if x == 0: return 0 else: return int(math.ceil(float(x) / base)) - 1
57c4230f193a528b1fcf15d94cc157ba5f1168b1
623,046
def isolate_opening(df, sweepnum, window): """ This function will isolate a window in a time series. Arguments ------------------- df: dataframe A pandas dataframe with columns p, ti, tp, and i. sweepnum: int The window: iterable an iterable with the start and end c...
b75971f000972c123a7575f60a66d0361aa61ed6
623,048
import math def lr_func_cosine(base_lr, cur_epoch, num_optimizer_epochs): """ Retrieve the learning rate of the current step using the cosine learning rate schedule. """ return ( base_lr * (math.cos(math.pi * cur_epoch / num_optimizer_epochs) + 1.0) * 0.5 )
1f14ee24a41922aa48452bdc19f1cec6f6618ebc
623,053
import re def parse(data: list) -> list: # Python Notation: https://www.python.org/dev/peps/pep-3107/ """ Prase each line of the data Return a nested list, such as [[id1, id2, id2,...],...] """ parsed_data = [] for line in data: # remove \n at the end of each line line = re...
332d24644fb9c174c200af7912cb2ee3d6750e93
623,055
def setVariable(var, lenght): """ Creates set of values defined in 'var' of lenght 'lenght' by doing cylcing (modulo operation) Example var = [1, 2, 3], lenght=5, return [1, 2, 3, 1, 2] """ nvar = [] l = len(var) for i in range(lenght): nvar.append(var[i % l]) return nva...
f38f467753f3862cdae7e9fe1bc918e2e6328bc0
623,056
def in_group(user, group_name): """ Return if a user is in a group called group_name """ try: return user.groups.filter(name=group_name).exists() except: return False
df7b49cffcc79d8c0455b25cef2a61a7eccbfd48
623,059
import re def expand_ios_ifname(ifname: str) -> str: """Get expanded interface name for IOSXR/XE given its short form :param ifname: str, short form of IOSXR interface name :returns: Expanded version of short form interface name :rtype: str """ ifmap = {'BE': 'Bundle-Ether', 'BV...
9cd8f6f5dc858b94436cbce60c9eb0e755a2fccf
623,060
def iterable(x): """ Is x iterable? >>> iterable([1, 2, 3]) True >>> iterable('abc') True >>> iterable(5) False """ try: iter(x) return True except TypeError: return False
09dc43ac5377ea50a5ebd20ac71abbf93add687a
623,068