foowaa

import functools

def log1(func):
	@functools.warp(func)
	def wrapper(*args, **kw):
		print("call %s():", func.__name__)
		return func(*args, **kw)
	return wrapper

foowaa

_registry_path = Path(__file__).parent / 'registry.json'
if _registry_path.exists():
    with _registry_path.open(encoding='utf-8') as f:
        _REGISTRY = json.load(f)
else:
    _REGISTRY = {}

def short_name(cls: type) -> str:
    """Returns just a class name (without package and module specification)."""
    return cls.__name__.split('.')[-1]

foowaa

import torch.utils.data as data
class MyDataset(data.Dataset):
    '''
    Dataset must define __getitem__ and __len__
    '''
    def __init__(self, others):
        pass

    def __getitem__(self, index):
        """

foowaa

def collate_fn(data):
    """
    default_collate比较好地实现了对图片等的操作，但是并不支持对文字等不等长序列的操作
    dataloader的一个参数
    输入data是list of (x, y), list的长度是batch_size

    返回xs, ys, lens 
    (batch_size, x或y的size)的tensor
    """
    # Sort a data list 

foowaa

import contextlib
@contextlib.contextmanager
def open_func(file_name):
    # __enter__方法
    print('open file:', file_name, 'in __enter__')
    file_handler = open(file_name, 'r')

    yield file_handler

    # __exit__方法

foowaa

'''
numpy sinusoid position encoding of Transformer model.

params:
n_position(n):number of positions 
d_hid(m): dimension of embedding vector
padding_idx:set 0 dimension

return:
sinusoid_table(n*m):numpy array

foowaa

#! /bin/bash 

# constants definition
baseDir=$(cd `dirname "$0"`;pwd) #返回文件当路径
home=$baseDir/..
registry=abc.com
name=$registry/dev

# functions
funWithReturn(){

foowaa

digraph G {
rankdir="LR";
  
  subgraph cluster_3{
      subgraph cluster_2 {
        style=filled;
        color=lightgrey;
        node [style=filled,color=white];
        VS -> "top-K"->"sequential \n embeding"
        label = "CWSE";

foowaa

function file=dir_natural(path)
%%% Example:
% file=sortObj('./img/*.bmp*');
    file=dir(path);
	for i=1:length(file)
	    A{i}=file(i).name;
	end
	[~, ind]=natsort(A);
	for j=1:length(file)
	    files(j)=file(ind(j));

foowaa

import redis


class RedisQueue(object):
    """Simple Queue with Redis Backend"""

    def __init__(self, name, namespace='queue', **redis_kwargs):
        """The default connection parameters are: host='localhost', port=6379, db=0"""
        self.__db = redis.Redis(**redis_kwargs)
        self.key = '%s:%s' % (namespace, name)