lxdlam lxdlam

Which GGUF is right for me? (Opinionated)

Good question! I am collecting human data on how quantization affects outputs. See here for more information: ggml-org/llama.cpp#5962

In the meantime, use the largest that fully fits in your GPU. If you can comfortably fit Q4_K_S, try using a model with more parameters.

llama.cpp feature matrix

See the wiki upstream: https://github.com/ggerganov/llama.cpp/wiki/Feature-matrix

This is an OPML version of the HN Popularity Contest results for 2025, for importing into RSS feed readers.

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Bootstrap a local smallstep CA following the guide. Remember to start your CA server.
Issue certificates:
- Download Root ca: step ca root ca.crt
- Issue server cert: step ca certificate "mtls.internal" server.crt server.key
- Issue client cert: step ca certificate "mtls.internal" client.crt client.key
Start the server at the same directory or modify the code to locate the cert files. If you issued the certs like my setup, remember to add the domain mtls.internal in your hosts or so on.
Test with TestClient or test with curl: curl -vvvv https://mtls.internal:8080 --cacert ca.crt --cert client.crt --key client.key.

$argon2id$v=19$m=512,t=256,p=1$n6yvzJe2AxOS6yQBsCPKKA$Ei089XHiQ+u6SDk9DmyzLOzr7qccHmzJ88uK3eKg2dQ

Writing a modern rendering engine

Designing a Modern GPU Interface by @BrookeHodgman
Optimizing the Graphics Pipeline with Compute by @gwihlidal
GPU Driven Rendering Pipelines by @SebAaltonen
Destiny’s Multi-threaded Renderer Architecture by @Mirror2Mask
Stingray Renderer Walkthrough by @tobias_persson

	(** ---------- ACL phantom tags (no runtime values) ---------- *)
	type readonly (* no constructors – a compile-time marker *)
	type readwrite (* idem *)

	(** ---------- Generic driver ---------- *)
	type _ driver = { mutable value : int } (* 'acl is phantom *)

	(** Universally available *)
	let read (d : _ driver) = d.value

	package main

	import "fmt"

	type readonly struct{}
	type readwrite struct{}

	type dbAcl interface{ readonly \| readwrite }

	type Driver[acl dbAcl] struct {

	from pydantic import BaseModel, Field, RootModel, Discriminator, Tag
	from typing import Literal, TypeVar, Generic, Annotated, Any

	_ResponseType = TypeVar("_ResponseType")


	def get_discriminator_value(v: Any) -> str:
	if isinstance(v, dict):
	return "success" if v.get("code") == 0 else "error"
	return "success" if getattr(v, "code") == 0 else "error"

	from os import walk
	from urllib.parse import urlparse
	from playwright.sync_api import sync_playwright
	from time import sleep

	TEMPLATE = "https://drive.usercontent.google.com/download?id={share_id}&export=download"


	if __name__ == "__main__":
	with sync_playwright() as p: