gguf endpoints_compatible region:us
---
{}
---
Quantization made by Richard Erkhov.

[Github](https://github.com/RichardErkhov)

[Discord](https://discord.gg/pvy7H8DZMG)

[Request more models](https://github.com/RichardErkhov/quant_request)


Codestral-21B-Pruned - GGUF
- Model creator: https://huggingface.co/TroyDoesAI/
- Original model: https://huggingface.co/TroyDoesAI/Codestral-21B-Pruned/


| Name | Quant method | Size |
| ---- | ---- | ---- |
| [Codestral-21B-Pruned.Q2_K.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q2_K.gguf) | Q2_K | 7.44GB |
| [Codestral-21B-Pruned.IQ3_XS.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.IQ3_XS.gguf) | IQ3_XS | 8.24GB |
| [Codestral-21B-Pruned.IQ3_S.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.IQ3_S.gguf) | IQ3_S | 8.71GB |
| [Codestral-21B-Pruned.Q3_K_S.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q3_K_S.gguf) | Q3_K_S | 8.67GB |
| [Codestral-21B-Pruned.IQ3_M.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.IQ3_M.gguf) | IQ3_M | 9.04GB |
| [Codestral-21B-Pruned.Q3_K.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q3_K.gguf) | Q3_K | 9.67GB |
| [Codestral-21B-Pruned.Q3_K_M.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q3_K_M.gguf) | Q3_K_M | 9.67GB |
| [Codestral-21B-Pruned.Q3_K_L.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q3_K_L.gguf) | Q3_K_L | 10.54GB |
| [Codestral-21B-Pruned.IQ4_XS.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.IQ4_XS.gguf) | IQ4_XS | 10.82GB |
| [Codestral-21B-Pruned.Q4_0.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q4_0.gguf) | Q4_0 | 11.3GB |
| [Codestral-21B-Pruned.IQ4_NL.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.IQ4_NL.gguf) | IQ4_NL | 11.41GB |
| [Codestral-21B-Pruned.Q4_K_S.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q4_K_S.gguf) | Q4_K_S | 11.37GB |
| [Codestral-21B-Pruned.Q4_K.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q4_K.gguf) | Q4_K | 11.96GB |
| [Codestral-21B-Pruned.Q4_K_M.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q4_K_M.gguf) | Q4_K_M | 11.96GB |
| [Codestral-21B-Pruned.Q4_1.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q4_1.gguf) | Q4_1 | 12.53GB |
| [Codestral-21B-Pruned.Q5_0.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q5_0.gguf) | Q5_0 | 13.77GB |
| [Codestral-21B-Pruned.Q5_K_S.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q5_K_S.gguf) | Q5_K_S | 13.77GB |
| [Codestral-21B-Pruned.Q5_K.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q5_K.gguf) | Q5_K | 14.12GB |
| [Codestral-21B-Pruned.Q5_K_M.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q5_K_M.gguf) | Q5_K_M | 14.12GB |
| [Codestral-21B-Pruned.Q5_1.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q5_1.gguf) | Q5_1 | 15.01GB |
| [Codestral-21B-Pruned.Q6_K.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q6_K.gguf) | Q6_K | 16.4GB |
| [Codestral-21B-Pruned.Q8_0.gguf](https://huggingface.co/RichardErkhov/TroyDoesAI_-_Codestral-21B-Pruned-gguf/blob/main/Codestral-21B-Pruned.Q8_0.gguf) | Q8_0 | 21.24GB |




Original model description:
---
license: apache-2.0
language:
- en
metrics:
- accuracy
- code_eval
library_name: transformers
pipeline_tag: text-generation
tags:
- 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
---

For those trying to shoe horn this large model on your machine every GB of saved memory counts when offloading to System RAM!

Here is a pruned down the 22.2 Billion parameter model by 2 junk layers to make a 21.5B that doesnt appear to lose any sense of quality.

https://huggingface.co/mistralai/Codestral-22B-v0.1

