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@willccbb
willccbb / grpo_demo.py
Last active September 8, 2025 16:46
GRPO Llama-1B
# train_grpo.py
#
# See https://github.com/willccbb/verifiers for ongoing developments
#
"""
citation:
@misc{brown2025grpodemo,
title={Granular Format Rewards for Eliciting Mathematical Reasoning Capabilities in Small Language Models},
author={Brown, William},
@incogbyte
incogbyte / google_cloud_debian_to_kali.md
Last active June 1, 2025 22:12
Convert Debian 10 or Ubuntu > 12 to Kali Linux on Google Cloud or Any Debian

Convert Debian 10 to Kali Linux on Google Cloud or Any Debian

After you create an account on Google Cloud, and create your VPS using Debian 10, follow the below guide to convert your Debian to Kali Linux Latest Version:

Convert Debian to Kali:

Step 1:

apt-get update -y && apt-get full-upgrade -y && apt-get dist-upgrade -y && apt autoremove -y && apt autoclean

@ruanbekker
ruanbekker / docker-nfs-volumes.md
Created December 10, 2017 10:43
NFS Volumes with Docker Swarm

Create NFS Volumes:

Creating the NFS Volume:

$ docker volume create --driver local \
  --opt type=nfs \
  --opt o=addr=192.168.1.115,uid=1000,gid=1000,rw \
  --opt device=:/mnt/volumes/mysql-test \
  mysql-test-1