chilang

Static Asset Caching for Deployed Apps (FastAPI + HTML Template)

Problem Statement

User-deployed apps using the data-app-html-python template serve all static assets (CSS, JS, images, fonts) through the FastAPI/Uvicorn process running on Modal. Every request -- including repeat visits for the same unchanged styles.css -- travels from browser to Cloudflare edge to Modal container to Python to filesystem and back. This creates:

1. Unnecessary latency: Static files go through the full Python middleware stack (~10x slower than native file serving)
2. Cold start exposure: After 15 min idle, Modal scales to zero. The next visitor waits 1-3+ seconds for container boot, even for a CSS file
3. Wasted compute cost: Modal bills per-second for container time. Serving static files through Python wastes expensive compute on file I/O
4. Poor repeat-visit performance: No browser-side Cache-Control headers means browsers revalidate every request

chilang

MLX Flux Image Generator Installation

A simple installer for the MLX Flux Image Generator, optimized for Apple Silicon Macs.

One-Line Installation

curl -fsSL https://gist.githubusercontent.com/chilang/02482073c949f4f8e3125364a1c93073/raw/install.sh | bash

chilang

MLX Flux Image Generator Installation

A simple installer for the MLX Flux Image Generator, optimized for Apple Silicon Macs.

One-Line Installation

curl -fsSL https://gist.githubusercontent.com/chilang/02482073c949f4f8e3125364a1c93073/raw/install.sh | bash

chilang

MLX Flux Image Generator Installation

A simple installer for the MLX Flux Image Generator, optimized for Apple Silicon Macs.

One-Line Installation

curl -fsSL https://gist.githubusercontent.com/chilang/02482073c949f4f8e3125364a1c93073/raw/install.sh | bash

chilang

MLX Flux Image Generator Installation

A simple installer for the MLX Flux Image Generator, optimized for Apple Silicon Macs.

One-Line Installation

curl -fsSL https://gist.githubusercontent.com/chilang/c9f6b7db9596282d5149a5611279da2f/raw/install.sh | bash

chilang

MLX Flux Image Generator Installation

A simple installer for the MLX Flux Image Generator, optimized for Apple Silicon Macs.

One-Line Installation

curl -fsSL https://gist.githubusercontent.com/chilang/058369df8ddf6ec11e94b49cd685b9cd/raw/install.sh | bash

chilang

/*! (C) The Hyperaudio Project. MIT @license: en.wikipedia.org/wiki/MIT_License. */
/*! Version 2.1.4 */
'use strict';

var caption = function () {
  var cap = {};

  function formatSeconds(seconds) {
    if (typeof seconds == 'number') {
      //console.log("seconds = "+seconds);

chilang

ttest, pval = ttest_ind(local_mean_f1_scores, fed_avg_f1_scores)
print("statistically significant:", pval < 0.05)
print("p =", pval)

chilang

hyperparams = {
    'n_runners': 10,
    'sample_size': 5,
    'rounds': 100,
    'combine': 'weighted', # or 'mean'
    'partition_params': {
        'scheme': 'uniform' # stratified, non-iidness, noise injection etc.
    },
    'runner_hyperparams': {
        'epochs': 1,

chilang

skews = {0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 0.99}
scores = {}
for skew in skews:
    print("eval", skew)
    hyperparams = {
        'n_runners': 10,
        'sample_size': 10,
        'rounds': 1,
        'combine': 'weighted', # or 'mean'
        'partition_params': {