What are the hardware requirements for Analytical Reasoning Llama 3.2 1B?

Analytical Reasoning Llama 3.2 1B requires approximately 4.4 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 Analytical Reasoning Llama 3.2 1B and how large is it?

Analytical Reasoning Llama 3.2 1B is developed by DevQuasar, 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 Analytical Reasoning Llama 3.2 1B?

Analytical Reasoning Llama 3.2 1B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Analytical Reasoning Llama 3.2 1B by DevQuasar — VRAM 4.4GB, 128K context

Name: Analytical Reasoning Llama 3.2 1B
Author: DevQuasar

Analytical Reasoning Llama 3.2 1B is an open-source language model by DevQuasar. Features: 1b LLM, VRAM: 4.4GB, Context: 128K, License: llama3.2, Quantized, LLM Explorer Score: 0.15.

4-bit 4bit Base model:quantized:unsloth/l... Base model:unsloth/llama-3.2-1... Bitsandbytes Dataset:microsoft/orca-agentin... Llama Quantized Region:us Safetensors

Model Card on HF 🤗: https://huggingface.co/DevQuasar/analytical_reasoning_Llama-3.2-1B

Analytical Reasoning Llama 3.2 1B Parameters and Internals

LLM Name	Analytical Reasoning Llama 3.2 1B
Repository 🤗	https://huggingface.co/DevQuasar/analytical_reasoning_Llama-3.2-1B
Base Model(s)	unsloth/Llama-3.2-1B-bnb-4bit unsloth/Llama-3.2-1B-bnb-4bit
Model Size	1b
Required VRAM	4.4 GB
Updated	2026-08-25
Maintainer	DevQuasar
Model Type	llama
Model Files	4.4 GB
Quantization Type	4bit
Model Architecture	LlamaForCausalLM
License	llama3.2
Context Length	131072
Model Max Length	131072
Transformers Version	4.46.2
Tokenizer Class	PreTrainedTokenizerFast
Padding Token	<\|finetune_right_pad_id\|>
Vocabulary Size	128256
Torch Data Type	float16

Rank the Analytical Reasoning Llama 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
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Multi-Language Support and Translation

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...1B Agentic Tooluse Merged FP16	128K / 2.2 GB	2361	6
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Llama 3 8B Legal Chatbot Id	128K / 2.5 GB	744	0
MiniCPM5 1B 8bit	128K / 1.1 GB	1983	3
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...lama 3.2 1B Legal Id Finetuned	128K / 2.5 GB	192	0
Humanizer 1B OptiQ 4bit	128K / 0.9 GB	235	5
HRA Non Instruct Merged	128K / 2.5 GB	78	0
MiniCPM5 1B 4bit	128K / 0.6 GB	315	1

Note: green Score (e.g. "73.2") means that the model is better than DevQuasar/analytical_reasoning_Llama-3.2-1B.