utinclusionAI · Downloadable
UI-Venus-Ground-7B
Understands text and images and responds in text.
- Source listed
- Aug 15, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
YOUR MEMORY BUDGET
Local AI models for 24GB VRAM.
Explore models by theoretical weight storage. This shortlist covers available downloadable language models with a known or name-derived parameter count.
22 GBleft for weights at 4-bit
24 GB budget − 2 GB reserve
24 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. For timed results on one 12GB machine, see measured speeds.
1,130 models within the weight budget
Largest parameter count first · not a quality rankinginclusionAI · Downloadable
UI-Venus-Navi-7B
Understands text and images and responds in text.
- Source listed
- Aug 16, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
inclusionAI · Downloadable
ZwZ-7B
Understands text and images and responds in text.
- Source listed
- Feb 12, 2026
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
JetBrains · Downloadable
CodeLlama-7B-Kexer
Designed for coding and software tasks. Generates text for conversations and writing.
- Source listed
- May 13, 2024
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
JetBrains · Downloadable
CodeLlama-7B-KStack
Designed for coding and software tasks. Generates text for conversations and writing.
- Source listed
- May 13, 2024
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
JetBrains · Downloadable
CodeLlama-7B-KStack-clean
Designed for coding and software tasks. Generates text for conversations and writing.
- Source listed
- May 13, 2024
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
M-A-P · Downloadable
CriticLeanGPT-Qwen2.5-7B-Instruct-SFT
Generates text for conversations and writing.
- Source listed
- Jul 11, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- other
M-A-P · Downloadable
CriticLeanGPT-Qwen2.5-7B-Instruct-SFT-RL
Generates text, according to its published model architecture (Qwen2ForCausalLM). No task is listed on Hugging Face, so check the model card for intended use.
- Source listed
- Jul 11, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- Not disclosed
M-A-P · Downloadable
CriticLeanGPT-Qwen2.5-7B-RL
Generates text, according to its published model architecture (Qwen2ForCausalLM). No task is listed on Hugging Face, so check the model card for intended use.
- Source listed
- Jul 12, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- Not disclosed
M-A-P · Downloadable
Infinity-Instruct-3M-0625-Mistral-7B-COIG-P
Generates text for conversations and writing.
- Source listed
- Apr 2, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- Not disclosed
M-A-P · Downloadable
Infinity-Instruct-3M-0625-Qwen2-7B-COIG-P
Generates text for conversations and writing.
- Source listed
- Apr 2, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- Not disclosed
M-A-P · Downloadable
MIO-7B-Base
Generates text, according to its published model architecture (LlamaForCausalLM). No task is listed on Hugging Face, so check the model card for intended use.
- Source listed
- Oct 31, 2024
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
M-A-P · Downloadable
MIO-7B-Instruct
Generates text, according to its published model architecture (LlamaForCausalLM). No task is listed on Hugging Face, so check the model card for intended use.
- Source listed
- Oct 31, 2024
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
M-A-P · Downloadable
neo_7b
Generates text for conversations and writing.
- Source listed
- May 9, 2024
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
M-A-P · Downloadable
neo_7b_instruct_v0.1
Generates text for conversations and writing.
- Source listed
- May 28, 2024
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
M-A-P · Downloadable
neo_7b_sft_v0.1
Generates text for conversations and writing.
- Source listed
- May 28, 2024
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
M-A-P · Downloadable
OpenCodeInterpreter-CL-7B
Designed for coding and software tasks. Generates text for conversations and writing.
- Source listed
- Feb 19, 2024
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- Not disclosed
M-A-P · Downloadable
OpenCodeInterpreter-SC2-7B
Designed for coding and software tasks. Generates text for conversations and writing.
- Source listed
- Feb 29, 2024
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
M-A-P · Downloadable
Qwen2-Instruct-7B-COIG-P
Generates text for conversations and writing.
- Source listed
- Apr 2, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- apache-2.0
M-A-P · Downloadable
Qwen2.5-Instruct-7B-COIG-P
Generates text for conversations and writing.
- Source listed
- Apr 2, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- cc-by-nc-4.0
M-A-P · Downloadable
TerminalTraj-7B
Generates text, according to its published model architecture (Qwen2ForCausalLM). No task is listed on Hugging Face, so check the model card for intended use.
- Source listed
- Feb 10, 2026
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- Not disclosed
M-A-P · Downloadable
TreePO-Qwen2.5-7B
Generates text for conversations and writing.
- Source listed
- Aug 26, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- Not disclosed
M-A-P · Downloadable
TreePO-Qwen2.5-7B_fixed-div
Generates text, according to its published model architecture (Qwen2ForCausalLM). No task is listed on Hugging Face, so check the model card for intended use.
- Source listed
- Aug 26, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- Not disclosed
M-A-P · Downloadable
TreePO-Qwen2.5-7B_GRPO-TreePO-Sampling
Generates text, according to its published model architecture (Qwen2ForCausalLM). No task is listed on Hugging Face, so check the model card for intended use.
- Source listed
- Sep 4, 2025
- Parameters
- 7B
- 4-bit weights only
- ≈ 3.5 GB
- License
- Not disclosed
What changes with a 24GB budget?
With 2 GB set aside, 22 GB remains for weights. At 4-bit that allows up to 44 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