willccbb

# 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},

amesb

{
    "output": {
        "bass_enhancer#0": {
            "amount": 7.999999999999986,
            "blend": 0.0,
            "bypass": false,
            "floor": 10.0,
            "floor-active": true,
            "harmonics": 10.0,
            "input-gain": 0.0,

scyto

📖 This guide has moved

The maintained version now lives at Thunderbolt Networking, part of scyto/homelab-docs.

Questions or troubleshooting? Continue the conversation here — a Q&A discussion where replies thread properly, answers can be marked, and everything is searchable. The 388 comments below stay exactly where they are as an archive.

jamesog

Yubikey as an SSH key

All other guides I've seen (https://github.com/drduh/YubiKey-Guide being the most prolific) tell you to use the Yubikey's smartcard (PKCS#11) features with GnuPG via gpg-agent.

STOP THE MADNESS!

OpenSSH has supported OpenSC since version 5.4. This means that all you need to do is install the OpenSC library and tell SSH to use that library as your identity.

Prequisites

pescobar

#!/usr/bin/env bash

# Clear out all previous attempts
rm -rf "/tmp/source-git/"

# Get the dependencies for git, then get openssl
sudo apt-get install build-essential fakeroot dpkg-dev -y
sudo apt-get build-dep git -y
sudo apt-get install libcurl4-openssl-dev -y
mkdir -p "/tmp/source-git/"

CristinaSolana

1. Clone your fork:

git clone git@github.com:YOUR-USERNAME/YOUR-FORKED-REPO.git

2. Add remote from original repository in your forked repository:

cd into/cloned/fork-repo
git remote add upstream git://github.com/ORIGINAL-DEV-USERNAME/REPO-YOU-FORKED-FROM.git
git fetch upstream