awni

Test Time Scaling with MLX LM and R1-based LLMs

Install MLX LM:

pip install mlx-lm

And run:

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},

vietvudanh

#!/bin/bash
# Usage: ./lm-symlink.sh <target_directory>
# Example: ./lm-symlink.sh ~/.cache/lm-studio/models

# Check if the target directory is provided
if [ -z "$1" ]; then
  echo "Usage: $0 <target_directory>"
  echo "  <target_directory> is the path to the LM Studio models folder."
  exit 1
fi

awni

This guide is adapted from this original post by Christopher Charles.

Project Setup

1. Get the source:

• Clone the MLX Swift Examples GitHub repository:

awni

rsp

// Compile instructions:
//
// gcc -o click click.c -Wall -framework ApplicationServices

#include <ApplicationServices/ApplicationServices.h>
#include <unistd.h>

int main(int argc, char *argv[]) {
  int x = 0, y = 0, n = 1;
  float duration = 0.1;

nacnudus

library(data.table)

?`[.data.table`

DT <- data.table(x=rep(c("b","a","c"),each=3), y=c(1,3,6), v=1:9)
X  <- data.table(x=c("c","b"), v=8:7, foo=c(4,2))

colnames(DT)
# [1] "x" "y" "v"

fiedl

Using markdown-service-tools, write markdown emails and convert to rich text via hot key before sending.

Install

brew cask install markdown-service-tools
brew install multimarkdown 

simonw

With the OS X firewall enabled, you can remove the "Do you want the application "python" to accept incoming network connections?" message.

Create a self-signed certificate.

Open Keychain Access. Applications > Utilities > Keychain Access.
Keychain Access menu > Certificate Assistant > Create a Certificate...
Enter a Name like "My Certificate".
Select Identity Type: Self Signed Root
Select Certificate Type: Code Signing
Check the Let me override defaults box

koush

public class MyFragment {
        boolean loaded;
        private void maybeLoad() {
            if (!loaded && getUserVisibleHint()) {
                loaded = true;
                loadMyData();
            }
        }

        @Override