anvarazizov

GLM-5.2 (753B MoE) 5%-pruned on 4× DGX Spark — bring-up runbook + decode/prefill numbers

A single-file, reproducible recipe for the exact config I run in production: full GLM-5.2 Int4-Int8Mix → 5% expert-prune → NVFP4 4-bit KV cache → MTP=3 speculative decode → 100K context, served as glm-5.2-full on a 4× DGX Spark / GB10 cluster (TP=4). All numbers are greedy (temp=0).

Headline: ~9.5 t/s (full, eager) → ~21.4 t/s (5%-prune + MTP=3) at 100K context, ~360 GB/node, coding 5/5, Ukrainian long-form clean (10% prune already breaks it — 5% is the safe ceiling).

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anvarazizov

"""Meshtastic LoRa Listener — Off-Grid AI with Tool Calling
        full repo link: https://github.com/anvarazizov/meshtastic-listener-ollama
        
        Architecture:
          phi4-mini  = smart router (decides which tool to call)
          gemma3:12b = knowledge brain (for general Q&A)
          HA API     = home automation (sensors, device control)
          Radio      = LoRa mesh I/O
        
        Flow:

anvarazizov

/*
The following data should be run in the console while viewing the page https://read.amazon.com/
It will export a CSV file called "download" which can (and should) be renamed with a .csv extension

modified version of the original script: https://gist.github.com/jkubecki/d61d3e953ed5c8379075b5ddd8a95f22
changes:
* adds a column indicating samples (EBSP) 
* updates the database version
* escapes double quotes instead of stripping them
*/

anvarazizov

import UIKit
import PlaygroundSupport

class MyViewController: UIViewController {

    override func viewDidLoad() {
        super.viewDidLoad()
        
        // Main view
        view.backgroundColor = .black

anvarazizov

func printDate(string: String) {
    let date = Date()
    let formatter = DateFormatter()
    formatter.dateFormat = "HH:mm:ss.SSSS"
    print(string + formatter.string(from: date))
}

anvarazizov

- (void)shareImageToInstagram:(UIImage *)image inView:(UIView *)view
{
    NSURL * instagramURL = [NSURL URLWithString:@"instagram://"];
    
    if ([[UIApplication sharedApplication] canOpenURL:instagramURL])
    {
        NSString * documentDirectory = [NSHomeDirectory() stringByAppendingPathComponent:@"Documents"];
        NSString * saveImagePath = [documentDirectory stringByAppendingPathComponent:@"Image.igo"];
        NSData * imageData = UIImagePNGRepresentation(image);
        

anvarazizov

Parse.Cloud.beforeSave("Photo", function(request, response) {
  console.log("version is:" + request.object.get("version"));
  
  var version = request.object.get("version");
  if (version == null && version == undefined ) {
  	version = 0;
  } 
  version += 1;

  console.log("version is:" + version);

anvarazizov

Parse.Cloud.job("sendPush", function(request, status) {
    Parse.Push.send({
        channels: ["global"],
        data: 
        {
            "alert": "Update process has started",
            "content-available":"1",
        }
        }, 
        {

anvarazizov

NSLog (@"Font families: %@", [UIFont familyNames]);

anvarazizov

$f3->route('GET /api/user/@id',
    function($f3) {

    	$id = $f3->get('PARAMS.id');

    	header('Content-Type: application/json');
    	$data = array('id'=>$id, 'name'=>'Taras', 'lastname'=>'Shevchenko');
    	echo json_encode($data);
    }
);