YOUR MEMORY BUDGET

Local AI models for 8GB VRAM.

Explore models by theoretical weight storage. This shortlist covers available downloadable language models with a known or name-derived parameter count.

6 GBleft for weights at 4-bit
8 GB budget − 2 GB reserve

The reserve is your assumption, not a measured overhead allowance. The default 2 GB may be too little for your runtime or context length. Results are not confirmed fits and have no verified speed rating. Weight estimates use decimal GB and do not include quantization overhead.

291 models within the weight budget

Largest parameter count first · not a quality ranking

Meta · Downloadable

CodeLlama-7b-hf

Text generationCoding

Designed for coding and software tasks. Generates text for conversations and writing.

Source listed
Mar 13, 2024
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
llama2
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Meta · Downloadable

CodeLlama-7b-Instruct-hf

Text generationCoding

Designed for coding and software tasks. Generates text for conversations and writing.

Source listed
Mar 13, 2024
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
llama2
Compare this model →

Meta · Downloadable

CodeLlama-7b-Python-hf

Text generationCoding

Designed for coding and software tasks. Generates text for conversations and writing.

Source listed
Mar 13, 2024
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
llama2
Compare this model →

Meta · Downloadable

Llama-2-7b

Text generation

Generates text for conversations and writing.

Source listed
Jul 9, 2023
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
llama2
Compare this model →

Meta · Downloadable

Llama-2-7b-hf

Text generation

Generates text for conversations and writing.

Source listed
Jul 13, 2023
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
llama2
Compare this model →

Meta · Downloadable

LlamaGuard-7b

Text generation

Generates text for conversations and writing.

Source listed
Dec 5, 2023
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
llama2
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Microsoft · Downloadable

Fara-7B

Vision

Understands text and images and responds in text.

Source listed
Oct 30, 2025
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
mit
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Microsoft · Downloadable

Fara-7B-onnx

Vision

Understands text and images and responds in text.

Source listed
Dec 3, 2025
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
mit
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Microsoft · Downloadable

NextCoder-7B

Text generationCoding

Designed for coding and software tasks. Generates text for conversations and writing.

Source listed
May 3, 2025
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
mit
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Microsoft · Downloadable

X-Reasoner-7B

VisionReasoning

Understands text and images and responds in text. Supports a reasoning mode.

Source listed
Feb 3, 2026
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
apache-2.0
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MiniMax · Downloadable

SynLogic-7B

Text generation

Generates text for conversations and writing.

Source listed
Jun 3, 2025
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
mit
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Mistral AI · Downloadable

Mistral-7B-v0.1

Text generation

Generates text for conversations and writing.

Source listed
Sep 20, 2023
Parameters
7B
4-bit weights only
≈ 3.5 GB
License
apache-2.0
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What changes with a 8GB budget?

With 2 GB set aside, 6 GB remains for weights. At 4-bit that allows up to 12 billion parameters in the theoretical calculation. An 8-billion-parameter model alone needs approximately 4 GB at this precision, before its conversation cache and runtime.

Why might a listed model still fail to load?

Its actual weight format may need more space, the runtime may not support its architecture, or the conversation cache may exceed your reserve. Vision models can also need space for image processing. Check the original model card and measure your exact setup before relying on it.

Read the memory guide and technical sources · Compare two models