What are the hardware requirements for PG67A W Serum.Test 3.2 1B?

PG67A W Serum.Test 3.2 1B requires approximately 3 GB of VRAM and supports a context window of 128K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed PG67A W Serum.Test 3.2 1B and how large is it?

PG67A W Serum.Test 3.2 1B is developed by UmbrellaInc, a model with 1b 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 PG67A W Serum.Test 3.2 1B?

PG67A W Serum.Test 3.2 1B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

PG67A W Serum.Test 3.2 1B by UmbrellaInc — VRAM 3GB, 128K context

Name: PG67A W Serum.Test 3.2 1B
Author: UmbrellaInc

PG67A W Serum.Test 3.2 1B is an open-source language model by UmbrellaInc. Features: 1b LLM, VRAM: 3GB, Context: 128K, License: llama3.2, Merged, LLM Explorer Score: 0.23.

Merged Model Base model:jsl5710/shield-llam... Base model:umbrellainc/prototy... En Endpoints compatible Es Llama Region:us Safetensors Test

Model Card on HF 🤗: https://huggingface.co/UmbrellaInc/PG67A-W-Serum.Test-3.2-1B

PG67A W Serum.Test 3.2 1B Parameters and Internals

LLM Name	PG67A W Serum.Test 3.2 1B
Repository 🤗	https://huggingface.co/UmbrellaInc/PG67A-W-Serum.Test-3.2-1B
Base Model(s)	UmbrellaInc/Prototype-Virus.FINAL-3.2-1B jsl5710/Shield-Llama-3.2-1B-Full-FT-CE UmbrellaInc/Prototype-Virus.FINAL-3.2-1B jsl5710/Shield-Llama-3.2-1B-Full-FT-CE
Merged Model	Yes
Model Size	1b
Required VRAM	3 GB
Updated	2026-07-12
Maintainer	UmbrellaInc
Model Type	llama
Model Files	3.0 GB
Supported Languages	en es
Model Architecture	LlamaForCausalLM
License	llama3.2
Context Length	131072
Model Max Length	131072
Transformers Version	5.0.0
Tokenizer Class	TokenizersBackend
Padding Token	<\|eot_id\|>
Vocabulary Size	128256

Rank the PG67A W Serum.Test 3.2 1B 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 PG67A W Serum.Test 3.2 1B

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ISA 02 Nano Llama 3.2 1B	1024K / 2.5 GB	47	3
LWM Text 1M	1024K / 13.5 GB	1149	29
LWM Text Chat 1M	1024K / 13.5 GB	57	173
JOSIE 1M Base	1024K / 13.5 GB	12	1
JOSIE 1M Base	1024K / 13.5 GB	6	1
MiniCPM5 1B MegaMerge Final	512K / 2.2 GB	0	1
MiniCPM5 1B	128K / 2.2 GB	354385	868
Llama 3.2 1B Instruct	128K / 2.5 GB	212072	100
Llama 3.2 1B Instruct	128K / 2.5 GB	10114634	1549
...1B Claude Opus Fable5 Thinking	128K / 2.2 GB	6165	166

Note: green Score (e.g. "73.2") means that the model is better than UmbrellaInc/PG67A-W-Serum.Test-3.2-1B.