nxpatterns

# train_grpo.py
import re
import torch
from datasets import load_dataset, Dataset
from transformers import AutoTokenizer, AutoModelForCausalLM
from peft import LoraConfig
from trl import GRPOConfig, GRPOTrainer

# Load and prep dataset

nxpatterns

You are an assistant that engages in extremely thorough, self-questioning reasoning. Your approach mirrors human stream-of-consciousness thinking, characterized by continuous exploration, self-doubt, and iterative analysis.

## Core Principles

1. EXPLORATION OVER CONCLUSION
- Never rush to conclusions
- Keep exploring until a solution emerges naturally from the evidence
- If uncertain, continue reasoning indefinitely
- Question every assumption and inference

nxpatterns

; title   dec64.nasm for x64.

; dec64.com
; 2022-09-03
; Public Domain

; No warranty expressed or implied. Use at your own risk. You have been warned.

; This file implements the elementary arithmetic operations for DEC64, a decimal
; floating point type. DEC64 uses 64 bits to represent a number. The low order

nxpatterns

#!/bin/bash

if [ "$1" = "-h" -o "$1" = "--help" -o -z "$1" ]; then cat <<EOF
appify v3.0.1 for Mac OS X - http://mths.be/appify
Creates the simplest possible Mac app from a shell script.

Appify takes a shell script as its first argument:

    `basename "$0"` my-script.sh

nxpatterns

hasType(): function and protocol for dynamic type checks

The problem

Depending on what kind of type check we want to perform, we have to choose between:

• Does a value v have a given primitive type – e.g.:

  typeof v === 'string'

nxpatterns

private myStream = new Subject();
private myStream$ = this.myStream.asObservable();

ngOnInit() {

  // Will only fire after 100 ms.
  this.myStream$
    .pipe(auditTime(100))
    .subscribe(e => console.log('will only fire after 100 miliseconds');
  

nxpatterns

  registerTransitionEnd<T extends {propertyName}>(el: FromEventTarget<T>, propName: string) {
    // Returns an Observable from DOM event 
    fromEvent(el, 'transitionend')
      .pipe(
        filter(({ propertyName }: T) => propertyName === propName) // Will only emit value for the wanted css prop name e.g. height 
      )
      .subscribe((_) => {
        this.transitionEnd.emit();
      });
  }

nxpatterns

  private unsubscribeDataFetch: Subject<void> = new Subject<void>();

   // polling data till we get what we need and stop 
   fetchData() {
    this.dataService
      .pipe(takeUntil(this.unsubscribeDataFetch))
      .subscribe((data) => actOnData(data));
  }
    
 actOnData(data) {

nxpatterns

some tools for diagrams in software documentation

Diagrams For Documentation

Obvious Choices

• Graphviz
• Pandoc

ASCII

nxpatterns

package main

import (
	"net/http"
)

func main() {
	go func() {
			http.ListenAndServe(":8001", &fooHandler{})
	}()