What are the hardware requirements for SpectraMind?

SpectraMind requires approximately 16.1 GB of VRAM. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed SpectraMind and how large is it?

SpectraMind is developed by shafire, 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 SpectraMind?

SpectraMind is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

SpectraMind by shafire — VRAM 16.1GB

Name: SpectraMind
Author: shafire

SpectraMind is an open-source language model by shafire. Features: 8b LLM, VRAM: 16.1GB, License: other, LLM Explorer Score: 0.15.

Adapter Autotrain Conversational Endpoints compatible Finetuned Gguf Lora Peft Region:us Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/shafire/SpectraMind

SpectraMind Parameters and Internals

LLM Name	SpectraMind
Repository 🤗	https://huggingface.co/shafire/SpectraMind
Base Model(s)	meta-llama/Llama-3.1-8B meta-llama/Llama-3.1-8B
Model Size	8b
Required VRAM	16.1 GB
Updated	2025-02-10
Maintainer	shafire
Model Files	0.2 GB 5.0 GB: 1-of-4 5.0 GB: 2-of-4 4.9 GB: 3-of-4 1.2 GB: 4-of-4 0.0 GB
Model Architecture	Adapter
License	other
Model Max Length	2048
Is Biased	none
Tokenizer Class	PreTrainedTokenizerFast
Padding Token	<\|end_of_text\|>
PEFT Type	LORA
LoRA Model	Yes
PEFT Target Modules	up_proj\|down_proj\|o_proj\|q_proj\|v_proj\|gate_proj\|k_proj
LoRA Alpha	32
LoRA Dropout	0.05
R Param	16

Rank the SpectraMind capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

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 SpectraMind

Best Alternatives	Context / RAM	Downloads	Likes
... Flan T5 Large Second Try Lora	0K / 0.1 GB	16	1
Qwen3 Belarusian	0K / 0.1 GB	0	2
Phi 3 Mini 4K Instruct Sa V0.1	0K / 0 GB	6	0
Nemo Kimi Lora	0K / 1.8 GB	9	0
Nemo Books Lora 4	0K / 1.8 GB	6	0
Nemo Books Lora	0K / 1.8 GB	6	0
Llava Rad	0K / 0.3 GB	605	25
Reflection Model	0K / 0.2 GB	0	1
Francois KTO Lora	0K / 0 GB	11	0
Francois KTO Lora	0K / 0 GB	5	0

Note: green Score (e.g. "73.2") means that the model is better than shafire/SpectraMind.