JohnGiorgi

import torch


class BiaffineAttention(torch.nn.Module):
    """Implements a biaffine attention operator for binary relation classification.

    PyTorch implementation of the biaffine attention operator from "End-to-end neural relation
    extraction using deep biaffine attention" (https://arxiv.org/abs/1812.11275) which can be used
    as a classifier for binary relation classification.

koreyou

#!/bin/bash

# seeding adopted from https://stackoverflow.com/a/41962458/7820599
get_seeded_random()
{
  seed="$1";
  openssl enc -aes-256-ctr -pass pass:"$seed" -nosalt \
    </dev/zero 2>/dev/null;
}

florianbeer

ssh() {
    if [ "$(ps -p $(ps -p $$ -o ppid=) -o comm=)" = "tmux" ]; then
        tmux rename-window "$(echo $* | cut -d . -f 1)"
        command ssh "$@"
        tmux set-window-option automatic-rename "on" 1>/dev/null
    else
        command ssh "$@"
    fi
}

mblondel

"""
License: BSD
Author: Mathieu Blondel

Implements three algorithms for projecting a vector onto the simplex: sort, pivot and bisection.

For details and references, see the following paper:

Large-scale Multiclass Support Vector Machine Training via Euclidean Projection onto the Simplex
Mathieu Blondel, Akinori Fujino, and Naonori Ueda.

dwyerk

killercup

/*
 * I add this to html files generated with pandoc.
 */

html {
  font-size: 100%;
  overflow-y: scroll;
  -webkit-text-size-adjust: 100%;
  -ms-text-size-adjust: 100%;
}

codemonkey85

struct OBJECT{ // The object to be serialized / deserialized
public:
  // Members are serialized / deserialized in the order they are declared. Can use bitpacking as well.
	DATATYPE member1;
	DATATYPE member2;
	DATATYPE member3;
	DATATYPE member4;
};

void write(const std::string& file_name, OBJECT& data) // Writes the given OBJECT data to the given file name.

ttezel

#A Collection of NLP notes

##N-grams

###Calculating unigram probabilities:

P( w_i ) = count ( w_i ) ) / count ( total number of words )

In english..

earthgecko

#!/bin/bash
# bash generate random alphanumeric string
#

# bash generate random 32 character alphanumeric string (upper and lowercase) and 
NEW_UUID=$(cat /dev/urandom | tr -dc 'a-zA-Z0-9' | fold -w 32 | head -n 1)

# bash generate random 32 character alphanumeric string (lowercase only)
cat /dev/urandom | tr -dc 'a-z0-9' | fold -w 32 | head -n 1

andreyvit

tmux cheat sheet

(C-x means ctrl+x, M-x means alt+x)

Prefix key

The default prefix is C-b. If you (or your muscle memory) prefer C-a, you need to add this to ~/.tmux.conf:

remap prefix to Control + a