What are the hardware requirements for Llama 3 Umbral Mind Replete 8B?

Llama 3 Umbral Mind Replete 8B requires approximately 16 GB of VRAM and supports a context window of 8K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Llama 3 Umbral Mind Replete 8B and how large is it?

Llama 3 Umbral Mind Replete 8B is developed by mpasila, a model with 8b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate Llama 3 Umbral Mind Replete 8B?

Llama 3 Umbral Mind Replete 8B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Llama 3 Umbral Mind Replete 8B by mpasila — VRAM 16GB, 8K context

Name: Llama 3 Umbral Mind Replete 8B
Author: mpasila

Llama 3 Umbral Mind Replete 8B is an open-source language model by mpasila. Features: 8b LLM, VRAM: 16GB, Context: 8K, License: llama3, Code Generating, Merged, LLM Explorer Score: 0.13.

Merged Model Base model:casual-autopsy/l3-u... Base model:finetune:casual-aut... Codegen Conversational En Endpoints compatible Llama Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/mpasila/Llama-3-Umbral-Mind-Replete-8B

Llama 3 Umbral Mind Replete 8B Parameters and Internals

LLM Name	Llama 3 Umbral Mind Replete 8B
Repository 🤗	https://huggingface.co/mpasila/Llama-3-Umbral-Mind-Replete-8B
Base Model(s)	Replete Coder Llama3 8B Casual-Autopsy/L3-Umbral-Mind-RP-v1.0-8B Replete-AI/Replete-Coder-Llama3-8B Casual-Autopsy/L3-Umbral-Mind-RP-v1.0-8B
Merged Model	Yes
Model Size	8b
Required VRAM	16 GB
Updated	2026-07-23
Maintainer	mpasila
Model Type	llama
Model Files	4.0 GB: 1-of-5 3.9 GB: 2-of-5 3.9 GB: 3-of-5 3.9 GB: 4-of-5 0.3 GB: 5-of-5
Supported Languages	en
Generates Code	Yes
Model Architecture	LlamaForCausalLM
License	llama3
Context Length	8192
Model Max Length	8192
Transformers Version	4.41.2
Tokenizer Class	PreTrainedTokenizerFast
Vocabulary Size	128256
Torch Data Type	bfloat16

Rank the Llama 3 Umbral Mind Replete 8B capabilities

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Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Best Alternatives to Llama 3 Umbral Mind Replete 8B

Best Alternatives	Context / RAM	Downloads	Likes
CoolerCoder 8B Model Stock	128K / 16.1 GB	34	2
...ynesthesia 3.1 Task Arithmetic	128K / 16.1 GB	7	0
Replete Coder V2 Llama 3.1 8B	128K / 16.1 GB	19	9
Seed Coder 8B Reasoning	64K / 32.9 GB	300	154
Seed Coder 8B Reasoning Bf16	64K / 16.5 GB	103	23
Zeta 2.1	32K / 16.5 GB	2053	76
Zeta 2	32K / 16.5 GB	422	187
Seed Coder 8B Instruct	32K / 16.5 GB	3062	117
Seed Coder 8B Base	32K / 16.5 GB	650	75
Seed Coder 8B Instruct V1	32K / 32.9 GB	43	2

Note: green Score (e.g. "73.2") means that the model is better than mpasila/Llama-3-Umbral-Mind-Replete-8B.