willccbb

# train_grpo.py
#
# See https://github.com/willccbb/verifiers for ongoing developments
#
import re
import torch
from datasets import load_dataset, Dataset
from transformers import AutoTokenizer, AutoModelForCausalLM
from peft import LoraConfig
from trl import GRPOConfig, GRPOTrainer

LeCoupa

#!/bin/bash
#####################################################
# Name: Bash CheatSheet for Mac OSX
# 
# A little overlook of the Bash basics
#
# Usage:
#
# Author: J. Le Coupanec
# Date: 2014/11/04

tsiege

ANNOUNCEMENT

I have moved this over to the Tech Interview Cheat Sheet Repo and has been expanded and even has code challenges you can run and practice against!






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sundowndev

Google dork cheatsheet

Search filters

Filter	Description	Example
allintext	Searches for occurrences of all the keywords given.	allintext:"keyword"
intext	Searches for the occurrences of keywords all at once or one at a time.	intext:"keyword"
inurl	Searches for a URL matching one of the keywords.	inurl:"keyword"
allinurl	Searches for a URL matching all the keywords in the query.	allinurl:"keyword"
intitle	Searches for occurrences of keywords in title all or one.	intitle:"keyword"

denji

Moved to git repository: https://github.com/denji/nginx-tuning

NGINX Tuning For Best Performance

For this configuration you can use web server you like, i decided, because i work mostly with it to use nginx.

Generally, properly configured nginx can handle up to 400K to 500K requests per second (clustered), most what i saw is 50K to 80K (non-clustered) requests per second and 30% CPU load, course, this was 2 x Intel Xeon with HyperThreading enabled, but it can work without problem on slower machines.

You must understand that this config is used in testing environment and not in production so you will need to find a way to implement most of those features best possible for your servers.

squarism

Tabs and Windows

Function	Shortcut
New Tab	⌘ + T
Close Tab or Window	⌘ + W (same as many mac apps)
Go to Tab	⌘ + Number Key (ie: ⌘2 is 2nd tab)
Go to Split Pane by Direction	⌘ + Option + Arrow Key
Cycle iTerm Windows	⌘ + backtick (true of all mac apps and works with desktops/mission control)

leonardofed

A curated list of AWS resources to prepare for the AWS Certifications

A curated list of awesome AWS resources you need to prepare for the all 5 AWS Certifications. This gist will include: open source repos, blogs & blogposts, ebooks, PDF, whitepapers, video courses, free lecture, slides, sample test and many other resources.

---

iangreenleaf

Rails naming conventions

General Ruby conventions

Class names are CamelCase.

Methods and variables are snake_case.

Methods with a ? suffix will return a boolean.

mignonstyle

Block Elements ## Headers 見出し 先頭に#をレベルの数だけ記述します。 ```

見出し1

見出し2

見出し3

見出し4

見出し5

見出し6

## 見出し2
### 見出し3
#### 見出し4
##### 見出し5
###### 見出し6 ## Block 段落 空白行を挟むことで段落となります。 ```
段落1
(空行)
段落2
``` 段落1 段落2 ## Br 改行 改行の前に半角スペース` `を2つ記述します。 ```
hoge
fuga(スペース2つ)
piyo
``` hoge
fuga piyo ## Blockquotes 引用 先頭に`>`を記述します。ネストは`>`を多重に記述します。 ```
> 引用 > 引用
>> 多重引用
``` > 引用 > 引用
>> 多重引用 ## Code コード `` `バッククオート` `` 3つ、あるいはダッシュ`~`３つで囲みます。 ```
print 'hoge'
``` ```
print 'hoge'
``` ### インラインコード `` `バッククオート` `` で単語を囲むとインラインコードになります。 ```
これは `インラインコード`です。
``` これは `インラインコード`です。 ## pre 整形済みテキスト 半角スペース4個もしくはタブで、コードブロックをpre表示できます ``` class Hoge def hoge print 'hoge' end end
``` class Hoge def hoge print 'hoge' end end ## Hr 水平線 アンダースコア`_` 、アスタリスク`*`、ハイフン`-`などを3つ以上連続して記述します。 ```
hoge
***
hoge
___
hoge
---
``` hoge
***
hoge
___
hoge
--- # Lists ## Ul 箇条書きリスト ハイフン`-`、プラス`+`、アスタリスク`*`のいずれかを先頭に記

bradtraversy

Pipenv Cheat Sheet

Install pipenv

pip3 install pipenv

Activate

pipenv shell