mlx-community / Qwen3.8-Flash-Next-4bit

huggingface.co
Total runs: 7.9K
24-hour runs: 0
7-day runs: 1.9K
30-day runs: 7.9K
Model's Last Updated: September 02 2026
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Introduction of Qwen3.8-Flash-Next-4bit

Model Details of Qwen3.8-Flash-Next-4bit

Qwen3.8-Flash-Next-4bit (MLX)

4-bit MLX conversion of Qwen/Qwen3.8-Flash-Next , converted with mlx-vlm main (post-#2032) at commit d1bd74ed , group size 32.

Group size 32 is required so the PLE n-gram embedding dimensions can be quantized.

Usage
pip install git+https://github.com/Blaizzy/mlx-vlm
mlx_vlm.generate --model mlx-community/Qwen3.8-Flash-Next-4bit \
  --prompt "Explain sparse attention in one paragraph." --max-tokens 256
Why this conversion exists

Qwen4ExpRMSNorm applies 1 + w to norm gains that the released checkpoint stores centered at zero, matching upstream Qwen4ExpTextRMSNorm . Several MLX conversions published before #2032 landed were made with a converter that folded that +1 into the saved weights, so loading them applies the offset twice and generation degenerates into noise ( #2041 ).

Verification

Checked against the bf16 source after conversion:

check result
source integrity 131/131 shards, tensor bytes byte-exact vs index total_size
norm gain center (source vs converted) +0.2216 vs +0.2216 , delta +0.00000
norm tensors bit-identical 148 / 148
sanitize() idempotence passes over 480 1-D tensors
generation coherent output at --temperature 0.0

A gain center near +1.15 instead of +0.22 is the signature of the double-shifted conversions described above.

Runs of mlx-community Qwen3.8-Flash-Next-4bit on huggingface.co

7.9K
Total runs
0
24-hour runs
560
3-day runs
1.9K
7-day runs
7.9K
30-day runs

More Information About Qwen3.8-Flash-Next-4bit huggingface.co Model

Qwen3.8-Flash-Next-4bit huggingface.co

Qwen3.8-Flash-Next-4bit huggingface.co is an AI model on huggingface.co that provides Qwen3.8-Flash-Next-4bit's model effect (), which can be used instantly with this mlx-community Qwen3.8-Flash-Next-4bit model. huggingface.co supports a free trial of the Qwen3.8-Flash-Next-4bit model, and also provides paid use of the Qwen3.8-Flash-Next-4bit. Support call Qwen3.8-Flash-Next-4bit model through api, including Node.js, Python, http.

Qwen3.8-Flash-Next-4bit huggingface.co Url

https://huggingface.co/mlx-community/Qwen3.8-Flash-Next-4bit

mlx-community Qwen3.8-Flash-Next-4bit online free

Qwen3.8-Flash-Next-4bit huggingface.co is an online trial and call api platform, which integrates Qwen3.8-Flash-Next-4bit's modeling effects, including api services, and provides a free online trial of Qwen3.8-Flash-Next-4bit, you can try Qwen3.8-Flash-Next-4bit online for free by clicking the link below.

mlx-community Qwen3.8-Flash-Next-4bit online free url in huggingface.co:

https://huggingface.co/mlx-community/Qwen3.8-Flash-Next-4bit

Qwen3.8-Flash-Next-4bit install

Qwen3.8-Flash-Next-4bit is an open source model from GitHub that offers a free installation service, and any user can find Qwen3.8-Flash-Next-4bit on GitHub to install. At the same time, huggingface.co provides the effect of Qwen3.8-Flash-Next-4bit install, users can directly use Qwen3.8-Flash-Next-4bit installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

Qwen3.8-Flash-Next-4bit install url in huggingface.co:

https://huggingface.co/mlx-community/Qwen3.8-Flash-Next-4bit

Url of Qwen3.8-Flash-Next-4bit

Qwen3.8-Flash-Next-4bit huggingface.co Url

Provider of Qwen3.8-Flash-Next-4bit huggingface.co

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