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Sponsored by
APIMart
AtomicChat / Qwen3.6-27B-MLX-4bit
Model's Last Updated: July 23 2026
text-generation
Introduction of Qwen3.6-27B-MLX-4bit
Model Details of Qwen3.6-27B-MLX-4bit
Qwen3.6 27B , self-quantized to MLX by Atomic Chat . Built straight from Qwen's original weights with a per-tensor importance matrix, so this is not a repack of somebody else's files. Runs fully offline.
Highlights
- 27.8B parameters : the weights this repo quantizes.
- Context length : 262,144 tokens (256K), as published by Qwen.
- 64 layers : Dense decoder.
- Modalities : Text, Image.
- Full imatrix ladder : every quant is calibrated with an importance matrix.
- Agentic Coding: : the model now handles frontend workflows and repository-level reasoning with greater fluency and precision.
- Thinking Preservation: : we've introduced a new option to retain reasoning context from historical messages, streamlining iterative development and reducing overhead.
These MLXs are self-quantized from the original weights , not a repack. The importance matrix keeps low-bit quants closer to the full-precision model.
Model Overview
| Property | Value |
|---|---|
| Base model |
Qwen/Qwen3.6-27B
|
| Parameters | 27.8B |
| Layers | 64 |
| Context length | 262,144 tokens (256K) |
| Vocabulary | 248,320 |
| Modalities | Text, Image |
| Architecture |
Dense decoder, 24 attention heads over 4 KV heads,
Qwen3_5ForConditionalGeneration
|
| This repo | MLX weights |
Get started
-
Atomic Chat
:
search
AtomicChat/qwen36-27b-MLX-4bitand hit Use this model . -
mlx-lm:
mlx_lm.generate --model AtomicChat/qwen36-27b-MLX-4bit --prompt "Hello" --max-tokens 512 -
Server:
mlx_lm.server --model AtomicChat/qwen36-27b-MLX-4bit --port 8080
Best practices
| Parameter | Value |
|---|---|
| temperature | 1.0 |
| top_p | 0.95 |
| top_k | 20 |
| min_p | 0.0 |
| repetition_penalty | 1.0 |
Qwen's recommended sampling configuration for
Qwen/Qwen3.6-27B
.
How these were made
-
Download
Qwen/Qwen3.6-27B(original weights). -
Convert and quantize with
mlx_lm.converton our pipeline.
License
Original model by Qwen, released under the Apache 2.0 license. Full terms: Apache 2.0 . Quantized by Atomic Chat.
Runs of AtomicChat Qwen3.6-27B-MLX-4bit on huggingface.co
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More Information About Qwen3.6-27B-MLX-4bit huggingface.co Model
Url of Qwen3.6-27B-MLX-4bit
Qwen3.6-27B-MLX-4bit huggingface.co Url
Provider of Qwen3.6-27B-MLX-4bit huggingface.co
Other API from AtomicChat
Updated:August 09 2026
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