mudler / Qwopus3.6-35B-A3B-Coder-APEX-GGUF

huggingface.co
Total runs: 6.2K
24-hour runs: -234
7-day runs: -873
30-day runs: -1.9K
Model's Last Updated: August 17 2026

Introduction of Qwopus3.6-35B-A3B-Coder-APEX-GGUF

Model Details of Qwopus3.6-35B-A3B-Coder-APEX-GGUF

⚡ Each donation = another big MoE quantized

I host 30+ free APEX MoE quantizations as independent research. My only local hardware is an NVIDIA DGX Spark (122 GB unified memory) — enough for ~30-50B-class MoEs, but bigger ones (200B+) require rented compute on H100/H200/Blackwell, typically $20-100 per quant.
If APEX quants are useful to you, your support directly funds those bigger runs.

🎉 Patreon (Monthly) | ☕ Buy Me a Coffee | ⭐ GitHub Sponsors

Qwopus3.6-35B-A3B-Coder — APEX GGUF

APEX (Adaptive Precision for EXpert Models) quantizations of Jackrong/Qwopus3.6-35B-A3B-Coder — a Qwen3.6-35B-A3B MoE tuned for coding.

Brought to you by the LocalAI team | APEX Project | Technical Report

This model ships an MTP head — for self-speculative decoding out of the box, see the MTP-bundled repo: mudler/Qwopus3.6-35B-A3B-Coder-APEX-MTP-GGUF .

Available Files
File Profile Best For
Qwopus3.6-35B-A3B-Coder-APEX-I-Balanced.gguf I-Balanced Best overall — imatrix-enhanced
Qwopus3.6-35B-A3B-Coder-APEX-I-Quality.gguf I-Quality Highest quality with imatrix
Qwopus3.6-35B-A3B-Coder-APEX-Quality.gguf Quality Highest quality (no imatrix)
Qwopus3.6-35B-A3B-Coder-APEX-Balanced.gguf Balanced General purpose
Qwopus3.6-35B-A3B-Coder-APEX-I-Compact.gguf I-Compact Consumer GPUs, imatrix-enhanced
Qwopus3.6-35B-A3B-Coder-APEX-Compact.gguf Compact Consumer GPUs
Qwopus3.6-35B-A3B-Coder-APEX-I-Mini.gguf I-Mini Smallest viable, fastest inference
mmproj.gguf Vision projector Required for image understanding
What is APEX?

APEX is a quantization strategy for Mixture-of-Experts (MoE) models. It classifies tensors by role (routed expert, shared expert, attention) and applies a layer-wise precision gradient — edge layers (first/last 5) get higher precision, middle layers get more aggressive compression. I-variants use diverse imatrix calibration (chat, code, reasoning, tool-calling, agentic traces, Wikipedia).

See the APEX project for full details.

Architecture
  • Model : Qwopus3.6-35B-A3B-Coder (Qwen3_5MoeForConditionalGeneration, Qwen3.6-35B-A3B base)
  • Layers : 40 · Experts : 256 routed + 1 shared (8 active) · Total/Active : ~35B / ~3B
  • Attention : Hybrid (full attention every 4th layer, linear otherwise)
  • Vision : Built-in vision encoder (mmproj included)
  • Calibration : v1.3 diverse dataset
Run with LocalAI
local-ai run mudler/Qwopus3.6-35B-A3B-Coder-APEX-GGUF@Qwopus3.6-35B-A3B-Coder-APEX-I-Balanced.gguf
Credits

APEX is brought to you by the LocalAI team. Built on llama.cpp . Base model by Jackrong .

Runs of mudler Qwopus3.6-35B-A3B-Coder-APEX-GGUF on huggingface.co

6.2K
Total runs
-234
24-hour runs
-370
3-day runs
-873
7-day runs
-1.9K
30-day runs

More Information About Qwopus3.6-35B-A3B-Coder-APEX-GGUF huggingface.co Model

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Qwopus3.6-35B-A3B-Coder-APEX-GGUF huggingface.co

Qwopus3.6-35B-A3B-Coder-APEX-GGUF huggingface.co is an AI model on huggingface.co that provides Qwopus3.6-35B-A3B-Coder-APEX-GGUF's model effect (), which can be used instantly with this mudler Qwopus3.6-35B-A3B-Coder-APEX-GGUF model. huggingface.co supports a free trial of the Qwopus3.6-35B-A3B-Coder-APEX-GGUF model, and also provides paid use of the Qwopus3.6-35B-A3B-Coder-APEX-GGUF. Support call Qwopus3.6-35B-A3B-Coder-APEX-GGUF model through api, including Node.js, Python, http.

Qwopus3.6-35B-A3B-Coder-APEX-GGUF huggingface.co Url

https://huggingface.co/mudler/Qwopus3.6-35B-A3B-Coder-APEX-GGUF

mudler Qwopus3.6-35B-A3B-Coder-APEX-GGUF online free

Qwopus3.6-35B-A3B-Coder-APEX-GGUF huggingface.co is an online trial and call api platform, which integrates Qwopus3.6-35B-A3B-Coder-APEX-GGUF's modeling effects, including api services, and provides a free online trial of Qwopus3.6-35B-A3B-Coder-APEX-GGUF, you can try Qwopus3.6-35B-A3B-Coder-APEX-GGUF online for free by clicking the link below.

mudler Qwopus3.6-35B-A3B-Coder-APEX-GGUF online free url in huggingface.co:

https://huggingface.co/mudler/Qwopus3.6-35B-A3B-Coder-APEX-GGUF

Qwopus3.6-35B-A3B-Coder-APEX-GGUF install

Qwopus3.6-35B-A3B-Coder-APEX-GGUF is an open source model from GitHub that offers a free installation service, and any user can find Qwopus3.6-35B-A3B-Coder-APEX-GGUF on GitHub to install. At the same time, huggingface.co provides the effect of Qwopus3.6-35B-A3B-Coder-APEX-GGUF install, users can directly use Qwopus3.6-35B-A3B-Coder-APEX-GGUF installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

Qwopus3.6-35B-A3B-Coder-APEX-GGUF install url in huggingface.co:

https://huggingface.co/mudler/Qwopus3.6-35B-A3B-Coder-APEX-GGUF

Url of Qwopus3.6-35B-A3B-Coder-APEX-GGUF

Qwopus3.6-35B-A3B-Coder-APEX-GGUF huggingface.co Url

Provider of Qwopus3.6-35B-A3B-Coder-APEX-GGUF huggingface.co

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Updated:June 22 2026