samgoldman97

""" DLKCat_baseline.py

This file conducts a KNN baseline for predicting Kcat parameters

Original Paper: https://github.com/SysBioChalmers/DLKcat/tree/master/
Original Code: https://www.nature.com/articles/s41929-022-00798-z

To run, create an enviornment with packages below and download/unzip data (download_data.sh)

Requirements:

eldh

import * as React from "react";
import { useMousePosition } from "~/hooks/useMousePosition";

/** Component to cover the area between the mouse cursor and the sub-menu, to allow moving cursor to lower parts of sub-menu without the sub-menu disappearing. */
export function MouseSafeArea(props: { parentRef: React.RefObject<HTMLDivElement> }) {
  const { x = 0, y = 0, height: h = 0, width: w = 0 } = props.parentRef.current?.getBoundingClientRect() || {};
  const [mouseX, mouseY] = useMousePosition();
  const positions = { x, y, h, w, mouseX, mouseY };
  return (
    <div

slinderman

"""
A collection of helper functions for optimization with JAX. 

UPDATE: This is obsolete now that `jax.scipy.optimize.minimize` is exists!
"""
import numpy as onp
import scipy.optimize
from jax import grad, jit
from jax.tree_util import tree_flatten, tree_unflatten
from jax.flatten_util import ravel_pytree

nuric

"""Configuration library for experiments."""
from typing import Dict, Any 
import logging
import pprint
import sys 
import argparse

logger = logging.getLogger(__name__)

parser = argparse.ArgumentParser(description=__doc__, fromfile_prefix_chars="@")

unixpickle

import torch
import torch.nn.functional as F


def maml_grad(model, inputs, outputs, lr, batch=1):
    """
    Update a model's gradient using MAML.

    The gradient will point in the direction that
    improves the total loss across all inner-loop

olliecheng

// ==UserScript==
// @name Inline Math for Notion.so
// @homepageURL https://www.notion.so/evertheylen/Notion-Inline-Math-9c5047a4e7c84643848b3630db8d5a5e
// @version 0.2.1
// @match https://www.notion.so/*
// @grant GM_addStyle
// @require https://cdn.jsdelivr.net/npm/katex@0.10.0/dist/katex.js
// ==/UserScript==

// Instructions for use:

chrisfcarroll

<#
.SYNOPSIS
Uninstall one or more Windows Program or Feature, by name or regular expression.

.DESCRIPTION

Lists Programs And Features installed on the current machine which match 
the -matchingName parameter and then, after force or confirmation, uninstalls them.

Examples

Susensio

How to cache slow functions with numpy.array as function parameter on Python

TL;DR

from numpy_lru_cache_decorator import np_cache

@np_cache()
def function(array):
 ...

khardix

#!/usr/bin/env python3.6

import asyncio
from contextlib import closing

import aiohttp
import tqdm


async def download(session, url, progress_queue):

max-mapper