jonghwanhyeon

__author__ = 'NoSyu'

"""
You are not permitted to modify the constants or functions marked as "GIVEN".
Indeed you are free to implement extra functions as you need.

You must handle data to run EM algorithm
iter means the # of iterations
Pi & Mu are parameters you must find
nData is the # of data

jonghwanhyeon

server {
        listen 80;
        listen [::]:80;

        server_name jupyter.jonghwan.me;

        location / {
                proxy_pass http://127.0.0.1:8888;

                proxy_set_header X-Real-IP $remote_addr;

jonghwanhyeon

from typing import Optional

import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional as F


def scaled_dot_product_attention(
    query: torch.Tensor, key: torch.Tensor, value: torch.Tensor, mask: Optional[torch.Tensor] = None