Files
Codestral-21B-Pruned-i1-GGUF/README.md
ModelHub XC 9a9526fd37 初始化项目,由ModelHub XC社区提供模型
Model: mradermacher/Codestral-21B-Pruned-i1-GGUF
Source: Original Platform
2026-07-09 04:30:11 +08:00

5.6 KiB

base_model, language, library_name, license, quantized_by, tags
base_model language library_name license quantized_by tags
TroyDoesAI/Codestral-21B-Pruned
en
transformers apache-2.0 mradermacher
rag
context obedient
TroyDoesAI
Mermaid
Flow
Diagram
Sequence
Map
Context
Accurate
Summarization
Story
Code
Coder
Architecture
Retrieval
Augmented
Generation
AI
LLM
Mistral
LLama
Large Language Model
Retrieval Augmented Generation
Troy Andrew Schultz
LookingForWork
OpenForHire
IdoCoolStuff
Knowledge Graph
Knowledge
Graph
Accelerator
Enthusiast
Chatbot
Personal Assistant
Copilot
lol
tags
Pruned
efficient
smaller
small
local
open
source
open source
quant
quantize
ablated
Ablation
uncensored
unaligned
bad
alignment

About

weighted/imatrix quants of https://huggingface.co/TroyDoesAI/Codestral-21B-Pruned

static quants are available at https://huggingface.co/mradermacher/Codestral-21B-Pruned-GGUF

Usage

If you are unsure how to use GGUF files, refer to one of TheBloke's READMEs for more details, including on how to concatenate multi-part files.

Provided Quants

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

Link Type Size/GB Notes
GGUF i1-IQ1_S 4.8 for the desperate
GGUF i1-IQ1_M 5.2 mostly desperate
GGUF i1-IQ2_XXS 5.9
GGUF i1-IQ2_XS 6.5
GGUF i1-IQ2_S 6.9
GGUF i1-IQ2_M 7.4
GGUF i1-Q2_K 8.1 IQ3_XXS probably better
GGUF i1-IQ3_XXS 8.4 lower quality
GGUF i1-IQ3_XS 9.0
GGUF i1-Q3_K_S 9.4 IQ3_XS probably better
GGUF i1-IQ3_S 9.5 beats Q3_K*
GGUF i1-IQ3_M 9.8
GGUF i1-Q3_K_M 10.5 IQ3_S probably better
GGUF i1-Q3_K_L 11.4 IQ3_M probably better
GGUF i1-IQ4_XS 11.6
GGUF i1-Q4_0 12.3 fast, low quality
GGUF i1-Q4_K_S 12.3 optimal size/speed/quality
GGUF i1-Q4_K_M 12.9 fast, recommended
GGUF i1-Q5_K_S 14.9
GGUF i1-Q5_K_M 15.3
GGUF i1-Q6_K 17.7 practically like static Q6_K

Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):

image.png

And here are Artefact2's thoughts on the matter: https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9

FAQ / Model Request

See https://huggingface.co/mradermacher/model_requests for some answers to questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting me use its servers and providing upgrades to my workstation to enable this work in my free time. Additional thanks to @nicoboss for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.