Solar-Open2-250B-MLX-6bit

Built with Solar. This is an MLX 6-bit affine quantization of upstage/Solar-Open2-250B, converted for Apple Silicon / MLX workflows.

Details

• Source model: upstage/Solar-Open2-250B
• Quantization: 6-bit affine, group size 64
• Local size: 190G
• Weight shards: 48
• Architecture: Solar Open 2 hybrid-attention MoE, 250B total / ~15B active parameters
• Context: source model advertises 1M-token context; practical MLX context depends on memory and runtime settings

Important runtime notes

Solar Open2 is not yet a stock mlx-lm architecture in many installs. This repo includes solar_open2.py; launch with --trust-remote-code when serving or loading from Hugging Face.

mlx_lm.server \
  --model Vontra/Solar-Open2-250B-MLX-6bit \
  --host 0.0.0.0 \
  --port 8021 \
  --trust-remote-code \
  --temp 0.2 \
  --top-p 0.9 \
  --max-tokens 32768

You may see a transformers warning that mentions loading model_type=solar_open2 into a blank model type. With the included custom MLX loader this warning is expected; the important check is that the model actually loads.

The tokenizer template uses Solar/Whale-style tool markers such as <|tool_call:start|> and <|tool_arg:start|>. For OpenAI-compatible tool calling, your serving runtime must parse those markers into structured tool_calls. Plain text generation does not need this parser.

Use with MLX

This repo includes a small solar_open2.py MLX loader because upstream mlx-lm does not yet ship native Solar Open 2 support.

pip install -U mlx-lm

from mlx_lm import load, generate


model, tokenizer = load("Vontra/Solar-Open2-250B-MLX-6bit")
prompt = "Write a short Python function that validates an IPv4 CIDR string."
print(generate(model, tokenizer, prompt=prompt, max_tokens=256, verbose=True))

Notes

This is an independent community conversion under the Vontra organization. It is not an official Upstage release.

License

The source model is released under the Upstage Solar License. A copy is included in LICENSE. Please review the upstream model card and license before use or redistribution.

Choose for your Mac

64GB Macs · 128GB Macs · 256GB Macs

No measured memory tier is assigned here. The collections use published M3 Studio peaks with at least 25% nominal headroom; fit on other Macs is an estimate, and full context is not guaranteed. Start with short context and one request.

Runtime and evidence

The exact tested oMLX application version is not recorded here; a library version is not an app version. The original performance tables retain their benchmark conditions and speed figures; this documentation update adds no new test results.

Quick start and demo prompt

hf download Vontra/Solar-Open2-250B-MLX-6bit --local-dir ./models/Solar-Open2-250B-MLX-6bit

Add the downloaded folder to oMLX model directories, refresh the list, and follow this card's architecture and MTP compatibility requirements before loading.

Try this in a new chat with a 128-token output limit:

Explain why the sky looks blue in three short sentences.

This is a demo prompt to try, not a recorded successful run; a captured demonstration for this documentation update is not yet available.

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