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def pivotpoint(arr, first, last): """ pivot point strategy using median of first, mid and last elements to prevent worst case scenario and overcome recursion max depth """ mid = first + (last - first) >> 1 if (arr[first] - arr[mid]) * (arr[last] - arr[first]) >= 0: return f...
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def create_obj(d): """Create an object from a dict""" return type('D', (object,), d)()
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def get_option(name,project,default=None): """ Get an option flag from the project structure, returning None if the flag is not defined. """ if 'options' not in project: return default if name not in project['options']: return default return project['options'][name]
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import re def read_segmentation(word_boundary_path): """ Args: word_boundary_paths (list): list of paths to word boundary files Returns: segmentation_dict (dict): key (string): utt_index value (list): list of [start_frame, end_frame, word] """ segmentation_d...
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def zero_pad(num, digits): """ for 34, 4 --> '0034' """ str_num = str(num) while (len(str_num) < digits): str_num = '0' + str_num return str_num
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import os def get_interfaces(): """ :return: a python list of network interfaces/adapters """ eths = [] srcpath = '/sys/class/net/' if os.path.exists(srcpath): interfaces = os.listdir(srcpath) for inter in interfaces: if inter == 'lo': contin...
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import re def fixSlashes(url): """ Removes double slashes in URLs, and ensures the protocol is doubleslahed """ # insert missing protocol slashes p = re.compile( '(:/)([^/])' ) url = p.subn( r'\1/\2', url)[0] # strip any double slashes excluding :// p = re.compile( '([^:])//' ) ...
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def check_quota(cm_response, **data): """ Method returns state of user's quota. @clmview_admin_cm @cm_request_transparent{user.get_quota()} """ return cm_response
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import secrets import binascii def generate_consul_key(unique=False): """ Generate a consul key. https://www.consul.io/docs/security/encryption Key generated per the following description: https://github.com/hashicorp/consul/blob/b3292d13fb8bbc8b14b2a1e2bbae29c6e105b8f4/command/keygen/keygen.go ...
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import time def get_ymd(): """ :return: 获取年月日 """ y = time.strftime('%Y') m = time.strftime('%m') d = time.strftime('%d') return y, m, d
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def find_index(token, low, high, features): # binary search to find element index in list """ # Binary search helper method # helps finding token index # with O(log n) time whereas # np.where() will need O(n) """ if high >= low: mid = int((high + low) / 2) if features[mid] ...
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def _calc_target_shape(target_range): """Returns the shape of the target image.""" return tuple((target_range[:, 1] - target_range[:, 0]).astype(int))
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from typing import Union from typing import Dict from typing import Any from typing import List def merge_dicts( dict1: Union[Dict[Any, Any], List[Any]], dict2: Union[Dict[Any, Any], List[Any]], deep_merge: bool = True, ) -> Union[Dict[Any, Any], List[Any]]: """Merge dict2 into dict1.""" if deep_m...
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def _convert(x): """Generically convert strings to numbers. :param x: string that maybe represents a number :returns: value :rtype: string, float, or int """ try: return int(x) except ValueError: try: return float(x) except ValueError: return...
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def fast_continuum_subtract(y_data_cut, fast_continuum_cut, hb_half_idx, ha_half_idx): """Uses the FAST continuum as the basis for subtraction, then returns the continuum subtacted data in just the ha and hb regions Parameters: y_data (array): flux/spectrum data, cut to only the h_alpha and h_beta regions ...
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def is_imported_from_same_module(the_class: str, imported_name: str) -> bool: """ Is the class imported from another module? :param the_class: the class object itself :param imported_name: name of the imported class :return: true if the class was imported from another module """ return "."....
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def checkPrefix(s, prefix): """ Return a pair (hasPrefix, rest). If prefix is a prefix of s: hasPrefix is True rest is everything after the prefix Else: hasPrefix is False rest is s """ if s.startswith(prefix): return (True, s[len(prefix):]) else: ...
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import io import wave def buffer_to_wav(buffer: bytes) -> bytes: """Wraps a buffer of raw audio data (16-bit, 16Khz mono) in a WAV""" with io.BytesIO() as wav_buffer: wav_file: wave.Wave_write = wave.open(wav_buffer, mode="wb") with wav_file: wav_file.setframerate(16000) ...
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import torch def discriminator_loss(logits_r,logits_m,logits_f,logits_f_prime): """ Computes the discriminator loss described in the homework pdf using the bce_loss function. Inputs: - logits_r: PyTorch Variable of shape (N,) giving scores for the real data. - logits_f: PyTorch Variable o...
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import toml def parse_toml_file(file_object): """Parses toml data using a file-like object to a dictionary. Args: file_object: (file-like object) file like object instantiated from a toml formatted file Returns: A dictionary with parsed toml data fields. """ return toml.load(file...
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import os def Which(binary, path=None, mode=os.X_OK): """Return the absolute path to the specified binary. Args: binary: The binary to look for. path: Search path. Defaults to os.environ['PATH']. mode: File mode to check on the binary. Returns: The full path to |binary| if found (with the righ...
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import time def get_unixtime(): """Get current unixtime.""" return (int)(time.time())
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def escape_delimit(s): """ escapes bytes 0x7e, 0x7d, 0x11 (XON), 0x13 (XOFF) 0x7e and 0x7d will be escaped to 0x7d 0x5e and 0x7d 0x5d 0x11 and 0x13 will be escaped to 0x7d 0x31 and 0x7d 0x33 0x7e - packet start/end 0x7d - escape character. escapes the following byte by inverting bit 5. exa...
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def csv_file(tmp_path): """Generate a csv file for test purposes Args: tmp_path: temporary area to use to write files Returns: path to the csv file """ tmp_path.mkdir(exist_ok=True) csv_file_path = tmp_path / "file.csv" csv_file_path.write_text("x,y\n0,0\n1,1\n") return csv...
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from typing import Tuple def calculate_center_coords( cell_index: Tuple[int, int], cell_size: Tuple[int, int] ) -> Tuple[int, int]: """Calculate cell center coordinates. :param cell_index: selected cell index :param cell_size: given cell size (height, width) :return: given cell center coordinates...
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from typing import Any def drop_privates(item: list[Any]) -> list[Any]: """Drops items in 'item' with names beginning with an underscore. Args: item (list[Any]): attributes, methods, and properties of a class. Returns: list[Any]: attributes, methods, and properties that do not start with...
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def select_elite(user_prod_graph, threshold=10): """ Select a fixed set of elite accounts """ elite_accounts = [] for user in user_prod_graph.keys(): if len(user_prod_graph[user]) >= threshold: elite_accounts.append(user) return elite_accounts
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def grid(numel): """Helper function to compute triton grids for pointwise ops""" def grid_fn(meta): bs = meta["BLOCK_SIZE"] # inlined triton.cdiv return ((numel + bs - 1) // bs,) return grid_fn
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def cleanup_comment(comment): """Given a dictionary of a comment record, return a new dictionary for output as JSON.""" comm_data = comment comm_data["id"] = str(comm_data["_id"]) comm_data["user"] = str(comm_data["user"]) comm_data["post"] = str(comm_data["post"]) comm_data["created"] = s...
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import argparse def get_argument(): """Parse argument""" parser = argparse.ArgumentParser( description='Extract graph structure from multiple alignment result\ and output as GFA/JSON') parser.add_argument('-f', '--fasta', help='An input fasta file') ...
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import numpy def sliding_window(data, size, stepsize=1, padded=False, axis=-1, copy=True): """ Calculate a sliding window over a signal Parameters ---------- data : numpy array The array to be slided over. size : int The sliding window size stepsize : int The slidi...
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def tag2String(tag): """Takes a tag placement, and turns it into a verbose string""" return ("Tag with ID #%d, was placed @ (%f,%f), facing %f deg" % (tag['id'], tag['x'], tag['y'], tag['th_deg']))
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import xxhash def get_volname_hash(volname): """XXHash based on Volume name""" return xxhash.xxh64_hexdigest(volname)
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import ast import collections def get_simple_vars_from_src(src): """Get simple (string/number/boolean and None) assigned values from source. :param src: Source code :type src: str :returns: OrderedDict with keys, values = variable names, values :rtype: typing.Dict[ str, ...
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def get_level_size(slide, level): """Returns the dimensions of a level """ return slide.level_dimensions[level]
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def mean(x): """mean""" return sum(x) / len(x)
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import torch def regularization_loss(params, weight): """Compute regularization loss. Args: params: iterable of all parameters weight: weight for the regularization term Returns: the regularization loss """ l2_reg = 0 for param in params: l2_reg += torch.norm(param) return weight * l2_...
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def comp_binary_same(term, number): """ :param term: :param number: :return: """ for i in range(len(term)): if term[i] != '-': if term[i] != number[i]: return False return True
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def get_file_dep_dict(mod_dep_dict, mod_path_dict): """Transform ModuleName in 'mod_dep_dict' with ModuleFileName with given given 'mod_path_dict'. Args: mod_dep_dict (dictionary): output of 'get_moddep_dict' function mod_path_dict (dictionary): output of 'get_modpath_dict' function ...
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def format_network_speed(raw_bps=0): """ Formats a network speed test to human readable format """ fmt = ['b/s', 'Kb/s', 'Mb/s', 'Gb/s'] index = 0 speed = raw_bps while speed > 1024: index += 1 speed /= 1024 return "%0.2f %s" % (speed, fmt[index])
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from typing import List import os from pathlib import Path from typing import Counter def get_files_with_most_frequent_extension(path) -> List[str]: """Method that looks into the given path and return the list of files with the most frequent file extension. Parameters ---------- path : str R...
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from typing import Union from pathlib import Path def make_path_relative(path_str: Union[str, Path], root: Path) -> Path: """ Try to make the given path relative, given the default root. """ path = Path(path_str) try: path = path.relative_to(root) except ValueError: pass re...
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def derivative_from_polycoefficients(coeff, loc): """ Return derivative of a polynomial of the form f(x) = coeff[0] + coeff[1]*x + coeff[2]*x**2 + ... at x = loc """ derivative = 0. for n, c in enumerate(coeff): if n == 0: continue derivative += n*c*loc**(n-...
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def classify(inputTree, featLabels, testVec): """ 输入:决策树,分类标签,测试数据 输出:决策结果 描述:跑决策树 """ firstStr = list(inputTree.keys())[0] secondDict = inputTree[firstStr] featIndex = featLabels.index(firstStr) classLabel = '0' for key in secondDict.keys(): if testVec[featIndex] == key:...
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def run(result): """Function to test True return""" return True
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def lookup(obj): """returns list object""" return dir(obj)
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def get_deutsch(trial_text): """ """ if trial_text == None: return None if ('ü' in trial_text) | \ ('Ü' in trial_text) | \ ('ö' in trial_text) | \ ('Ö' in trial_text) | \ ('ä' in trial_text) | \ ('Ä' in trial_text): return True elif (' der ' in trial_text) | \ (' ...
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from typing import Dict import json def _tgToJson(tgAsDict: Dict) -> str: """Returns a json representation of a textgrid""" return json.dumps(tgAsDict, ensure_ascii=False)
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def get_safe_name(progname, max_chars = 7): """Get a safe program name""" # Remove special characters for c in r'-[]/\;,><&*:%=+@!#^()|?^': progname = progname.replace(c,'') # Set a program name by default: if len(progname) <= 0: progname = 'Program' # Force the program to start ...
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def get_filesystem(module, system): """Return Filesystem or None""" try: return system.filesystems.get(name=module.params['filesystem']) except: return None
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def get_probe_hit(tree, gene_info, r, is_gtf=False): """ Given a dict tree (from read_probe_bed) and a GMAP SAM record Go through each exon and find probes that hit it Return: (number of probes hit), (total number of bases overlapping with probes), (genes seen) """ probes_seen = set() genes...
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def firstof(*args, default=None): """ Returns the first value which is neither empty nor None. """ if len(args) == 1: iterable = args[0] else: iterable = args for value in iterable: if value: return value return default
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import functools def _validate_satellite(func): """A decorator that checks to see if the satellite is in the dataset.""" @functools.wraps(func) def wrapper(self, satellite, *args, **kwargs): # First argument has to be satellite if satellite not in self.ds['satellite']: raise In...
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def count_lines(filename): """Count the number of lines in a source file Return a pair (n0, n1), where n0 is the total number of lines, while n1 is the number of non-empty lines """ with open(filename) as f: lines = f.readlines() n0 = len(lines) n1 = 0 for line...
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def __write_rnx3_header_rectype__(rec="unknown", typ="unknown", version="unkown"): """ """ TAIL = "REC # / TYPE / VERS" res = "{0:20s}{1:20s}{2:20s}{3}\n".format(rec, typ, version, TAIL) return res
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import sys def detokenize_none(caption): """ Dummy function: Keeps the caption as it is. :param caption: String to de-tokenize. :return: Same caption. """ if isinstance(caption, str) and sys.version_info < (3, 0): caption = caption.decode('utf-8') return caption
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def openvpn(args): """Manage OpenVPN. We assume that you are using easy-rsa because that seems to be what OpenVPN recommends. """ return args.operation(args)
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def make_perm64_table(): """Make table for conversion from bit vector to suboctad Let o be an octad. Let {{i},{j}}, 0 <= i, j < 8, i != j be the even cocode word which is a subset of octad o, such that precisely the i-th and the j-th bit of octad o is set, as in module mm_aux.c. Then entr...
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def et(): """Observation ephemeris time.""" return 277399264.66979694
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def dfs_iterative(graph, root): """ Iterative version of the DFS algorithm Args: graph: dict representation of the graph root: start point Returns: list: in order of visiting vertices Examples: """ node_queue = [] visited = set() visiting_sequence = [] ...
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def make_quick_reply(replay_items): """ Create quick reply message. reference - `Common Message Property <https://developers.worksmobile.com/jp/document/100500807?lang=en>`_ :param replay_items: Array of return object of make_quick_reply_item function. :return: quick reply content. ...
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def concat(str_1: str, str_2: str) -> str: """將兩個字串串接在一起 Args: str_1 (str): 字串 1 str_2 (str): 字串 2 Raises: TypeError: 當任一參數不為 str 時,拋出 TypeError Returns: str: str_1+str_2 """ if not (isinstance(str_1, str) and isinstance(str_2, str)): raise TypeError("錯...
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def right_rotate(n: int, b: int) -> int: """ Right rotate the input by b. :param n: The input. :param b: The rotation factor. :return: The input after applying rotation. """ return ((n >> b) | ((n & 0xffffffff) << (32 - b))) & 0xffffffff
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def unstack_batch(tensor, B): """Reverses stack_batch.""" N = tensor.shape[0] // B return tensor.reshape(B, N, *tensor.shape[1:])
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def extrapolate_lines(lines, bottom_frame, center_frame): """ 'lines' is a vector of the form: [x1,y1,x2,y2] which contains the two points to create a line. Shape of the vector = [:,0,4] 'bottom frame' is the location of the bottom of the image 'center_frame' is th...
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import datetime as dt def check_date(indate): """Check representations of date and try to force into a datetime.date The following formats are supported: 1. a date object 2. a datetime object 3. a string of the format YYYYMMDD 4. a string of the format YYYYDDD ...
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def path_assemble_hier(path, sep="/", reverse=False, start_index=0): """Append the previous""" if isinstance(path, str): list_data = path.split(sep) elif isinstance(path, list): list_data = [] else: raise Exception(f"This function only accepts string or lists, got: {path}") ...
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def truncate(data, step): """Truncate the data ``data`` as if it had been applied a moving average with the step ``step``. :param data: The data to truncate. :param step: The step of the virtual moving average. :type data: list :type step: int """ return data[step:-step]
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def tokenize_char(sent): """ Return the character tokens of a sentence including punctuation. """ return list(sent.lower())
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import getpass def get_user_name() -> str: """ Gets the username of the device Returns ------- username : str Username of the device """ return getpass.getuser()
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from typing import Type import logging def asserttype(inputtype: Type, targettype: Type | None, loc: str | None, errormessage: str | None = None) -> Type: """ Ensure inputtype == targettype, or when targettype == None, infer the type from inputtype """ if targettype == None: return inputtype ...
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def quantile(values, p): """ Returns the pth-percentile value >>> quantile([2, 4, 6, 8], 0.25) 4 >>> quantile([3, 2, 6, 4, 8, 5, 7, 1, 9, 11, 10], 0.5) 6 >>> quantile([3, 2, 6, 4, 8, 5, 7, 1, 9, 11, 10], 0.55) 7 >>> quantile([3, 2, 6, 4, 8, 5, 7, 1, 9, 11, 10], 0.75) 9 """ ...
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def trim_columns(data_frame): """ :param data_frame: :return: trimmed data frame """ trim = lambda x: x.strip() if type(x) is str else x return data_frame.applymap(trim)
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import torch def segmentation_to_binary_mask(segmentation): """ replicates boundaries to frame-wise labels example: segmentation - [0, 3, 5] returns - [1, 0, 0, 1, 0, 1] :param segmentation: :param phonemes: """ mask = torch.zeros(segmentation[-1] + 1).long() for bound...
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def InStr(*args): """Return the location of one string in another""" if len(args) == 2: text, subtext = args return text.find(subtext)+1 else: start, text, subtext = args pos = text[start-1:].find(subtext) if pos == -1: return 0 else: r...
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def create_url(controller_ip, endpoint): """Create endpoint url to POST/PUT/GET/DELTE against.""" return 'https://%s:1080/%s' % (controller_ip, endpoint)
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def parse_psipred_file(psipred_output): """ This function parses the psipred output file and returns the secondary structure predicted. """ opened_file = open(psipred_output).readlines() seq = "" for line in opened_file: line = line.strip().split(" ") seq += line[2] ...
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import argparse def parse_args(): """Parse command line arguments. Return: args : parsed argument object. """ parser = argparse.ArgumentParser( description='Binding site prediction and enrichment.') parser.add_argument('--utr_file', type=str, help='Path to tab-separated file with U...
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def custom(x,w,lambdafunc=None): """Custom model (for example, for real data fitting). Parameters ---------- x : numpy array (N,), dtype=float Grid points in which the model will be evaluated. N is the number of grid points. w : numpy array (N,), dtype=float Weights used to eval...
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def pep8_filter(line): """ Standard filter for pep8. """ if 'argweaver/bottle.py' in line: return False return True
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def command_theme(self, args=None): """/theme <theme name>""" if args is None: return self.command_help('theme') self.command_set('theme %s' % (args[0],))
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import base64 import os def img_to_base64(image_bytes): """ :param image_bytes: 文件路径 :return: base64字符串 """ with open(image_bytes, "rb") as fb: img = fb.read() base64_bytes = base64.b64encode(img) img_suffix = os.path.splitext(image_bytes)[1].replace('.', '') if im...
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import re def sanitize(s): """ Removes characters that are not allowed in macro names. Anything that's not alphanumeric is replaced with underscore. """ return re.sub(r"\W", '_', s)
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def crop_to(image_to_crop, reference_image): """ Crops image to the size of a reference image. This function assumes that the relevant image is located in the center and you want to crop away equal sizes on both the left and right as well on both the top and bottom. :param image_to_crop :param refer...
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def _isbn_has_valid_checksum(identifier): """Determine whether the given ISBN has a valid checksum.""" if len(identifier) == 10: identifier = '978' + identifier numerals = [int(char) for char in identifier] checksum = 0 for i, numeral in enumerate(numerals): weight = 1 if i % 2 == 0...
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def _find_physio(subject, session, bids_path): """Get physilogy data from BIDS dataset.""" physio_path = list( bids_path.glob(f"**/sub-{subject}_ses-{session}*_physio.tsv.gz") ) if physio_path and len(physio_path) == 1: return physio_path[0] else: raise ValueError("No associa...
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import hashlib def md5_encrypt(origin_str): """ md5加密 :param origin_str: :return: """ _m1 = hashlib.md5() # 此处必须声明encode,若写法为hl.update(str) 报错为: Unicode-objects must be encoded before hashing _m1.update(origin_str.encode(encoding='utf-8')) _rtn = _m1.hexdigest() return _rtn
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def _is_linux_os(rctx): """Returns true if the host operating system is Linux""" return rctx.os.name.lower().startswith("linux")
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def decode_ascii(bytes_obj: bytes) -> str: """ >>> decode_ascii(b'hello!') 'hello!' """ return bytes_obj.decode("ascii", "ignore")
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import os def isDroppableMimeType(mime_data): """ Returns True if the given mime_data belongs to a file which can be dropped onto the ImageViewer/Canvas, i.e. it must be either a file or a URI of a local file (as we won't support downloading files for now). """ if mime_data.hasUrls(): ...
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import collections def parse_file(path): """ Parse a spikes file: fail hard! If parsing does not work, print offending line and exit(1) returns dict keyed on gid. each value is a list of (spiketimes, the line number, line ) """ fp = open(path, "r") parsed_data = collections.defau...
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def _get_full_customization_args(customization_args, ca_specs): """Populates the given customization_args dict with default values if any of the expected customization_args are missing. """ for ca_spec in ca_specs: if ca_spec.name not in customization_args: customization_args[ca_spec...
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def min_prob(x, y): """ the minimum probability of those fields, that should have been > .5 """ return min(x[y > 0])
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def can_stop_recursive_cache(runway, speed, pos=0): """ Solution: xxx Complexity: Time: O(?) Space: O(?) """ # If I'm on the runway, and I'm not on a spike, and (my speed is zero or I can can stop on a subsequent move) return 0 <= pos < len(runway) and runway[pos] and ( speed == 0 or any(can_stop_recursive...
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import math def eq141d10(l, sx, a, sum_st, iy, fy, e): """Compression in extreme fibers of box type flexural members AREMA 2018 Section 1.4.1 Table 15-1-11 Row 10 Compression in the extreme fibers of box type welded or bolted flexural members symmetrical about the principal axis midway betwe...
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def alphanumeric(password: str) -> bool: """ The string has the following conditions to be alphanumeric: 1. At least one character ("" is not valid) 2. Allowed characters are uppercase / lowercase latin letters and digits from 0 to 9 3. No whitespaces / underscore :param password: :re...
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def validate_user_input_to_int(user_input): """ validates user input against type integer & automatically converts and returns the value : user_input --> value entered by user """ try: return int(user_input) except Exception: return "error"
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def nested_get(dct, keys): """ Gets keys recursively from dict, e.g. nested_get({test: inner: 42}, ["test", "inner"]) would return the nested `42`. """ for key in keys: if isinstance(dct, list): dct = dct[int(key)] else: dct = dct[key] return dct
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def retinotopy_analysis(): """Return a command for retinotopy analysis.""" return "from topo.command.pylabplot import measure_position_pref,measure_cog ;\ measure_position_pref(); \ measure_cog()"
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def merge_list(list_d, param=5): """ merge similar x in an array """ new_list = [] compare_list = [] tag = [] prev = -100 begin = True if list_d == []: return [] elif len(list_d) == 1: return list_d else: pass for i in list_d: ...
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