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MiniCPM-V-4.7-1B-OptiQ-4bit

openbmb/MiniCPM-V-4.7-1B, quantized by OptiQ for Apple Silicon; takes images.

vision
On disk1.9 GB
Memoryabout 4 GB
Capability Score52.48
Imagesyes

Capability Score breakdown

The six metrics behind this model's Capability Score of 52.48, as reported in the model card. Values are compared with uniform 4-bit.

  • This model
  • Uniform 4-bit
Capability Score breakdown: MiniCPM-V-4.7-1B-OptiQ-4bitMMLU: This model 55.3, Uniform 4-bit 54.0; GSM8K: This model 69.8, Uniform 4-bit 65.1; IFEval: This model 74.7, Uniform 4-bit 71.5; BFCL-V3: This model 41.5, Uniform 4-bit 48.5; HumanEval: This model 50.6, Uniform 4-bit 32.9; HashHop: This model 23.0, Uniform 4-bit 17.0MMLU55.354.0GSM8K69.865.1IFEval74.771.5BFCL-V341.548.5HumanEval50.632.9HashHop23.017.0

Use it

Install

pip install mlx-optiq

Serve it

An OpenAI- and Anthropic-compatible server on this Mac. Every app below can use it.

optiq serve --model mlx-community/MiniCPM-V-4.7-1B-OptiQ-4bit

OptiQ Code

The terminal coding agent uses whatever model optiq serve is running.

optiq serve --model mlx-community/MiniCPM-V-4.7-1B-OptiQ-4bit
optiq code

OptiQ Lab

optiq lab --model mlx-community/MiniCPM-V-4.7-1B-OptiQ-4bit

Claude Code

optiq run claude -m mlx-community/MiniCPM-V-4.7-1B-OptiQ-4bit

Codex

optiq run codex -m mlx-community/MiniCPM-V-4.7-1B-OptiQ-4bit

OpenCode

optiq run opencode -m mlx-community/MiniCPM-V-4.7-1B-OptiQ-4bit

Mistral Vibe

optiq run vibe -m mlx-community/MiniCPM-V-4.7-1B-OptiQ-4bit

Hermes Agent

optiq run hermes -m mlx-community/MiniCPM-V-4.7-1B-OptiQ-4bit

OpenClaw

optiq run openclaw -m mlx-community/MiniCPM-V-4.7-1B-OptiQ-4bit

optiq run starts optiq serve if it is not running, sets the agent up for this session only, and stops the server when the agent exits.

mlx-lm, text only

from mlx_lm import load, generate

model, tokenizer = load("mlx-community/MiniCPM-V-4.7-1B-OptiQ-4bit")
print(generate(model, tokenizer, prompt="Hello", max_tokens=256))

Details

FamilyMiniCPM · MiniCPM docs
ArchitectureMiniCPM-V
Base modelopenbmb/MiniCPM-V-4.7-1B
Size on disk1.9 GB
Memory neededabout 4 GB
Imagesyes, through optiq serve and the Lab
Capability Score52.48 (from the model card)
Downloads275 in the last month
Updated2026-10-13
Hugging Facemlx-community/MiniCPM-V-4.7-1B-OptiQ-4bit