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AI 模型库/AEON-7/Qwen3.6-35B-A3B-heretic-NVFP4
MODEL PROFILE · 模型档案

Qwen3.6-35B-A3B-heretic-NVFP4

AEON-7 · Qwen3.6-35B-A3B-heretic-NVFP4

> ✅ **Validated on the unified AEON vLLM Ultimate image `ghcr.io/aeon-7/aeon-vllm-ultimate:latest`** (= `:2026-06-18-v0.23.0-dflashfix`; rollback `:2026-06-11-pr41703`) — vLLM 0.23.0 built from source for GB10 / sm_121a + the AEON DFlash stack. Loads + serves cleanly (compressed-tensors MoE) — **including working multimodal image understanding** (a vision tensor-prefix bug was fixed 2026-06-18 — see the **Vision fix** section below) — and with DFlash `num_speculative_tokens: 11` now scales to **c=64** with **up to ~740 tok/s aggregate** and **no concurrency crash**. This single image supersedes the older `vllm-spark-omni-q36:v1.2` container. **Recommended container base.** > **🚀 PRODUCTION DEPLOYMENT GUIDE: github.com/AEON-7/Qwen3.6-35B-A3B-heretic-NVFP4-DFlash** > > The GitHub repo is the **definitive turn-key setup** for DGX Spark — end-to-end > deployment guide, validated OpenClaw config, and a concurrency-sweep benchmark harness. > > - Image: `ghcr.io/aeon-7/aeon-vllm-ultimate:latest` (vLLM 0.23.0 source-built for sm_121a + the AEON speculative-decoding stack — see What we fixed for the DGX Spark) > - Pairs with `z-lab/Qwen3.6-35B-A3B-DFlash` drafter (must be **post 2026-04-19** revision) > - **Production-stable** under sustained chat load and concurrent agent fleets up to c=64 on DGX Spark v1 of this checkpoint had `model.language_model.layers.X.*` keys remapped to `model.layers.X.*` so vLLM's text-only `Qwen3_5MoeForCausalLM` loader would pick them up. That layout was unstable in production — intermittent NaN/crash in the prefix-strip codepath during real chat sessions.

译文排队中，当前展示来源原文。

视觉问答multimodalreasoninglicense:apache-2.0
上下文窗口来源未披露
输入 → 输出文本、图像 → 文本
模型权重待核验
档案更新时间2026/11/2 19:15:58
OVERVIEW

模型介绍

> ✅ **Validated on the unified AEON vLLM Ultimate image `ghcr.io/aeon-7/aeon-vllm-ultimate:latest`** (= `:2026-06-18-v0.23.0-dflashfix`; rollback `:2026-06-11-pr41703`) — vLLM 0.23.0 built from source for GB10 / sm_121a + the AEON DFlash stack. Loads + serves cleanly (compressed-tensors MoE) — **including working multimodal image understanding** (a vision tensor-prefix bug was fixed 2026-06-18 — see the **Vision fix** section below) — and with DFlash `num_speculative_tokens: 11` now scales to **c=64** with **up to ~740 tok/s aggregate** and **no concurrency crash**. This single image supersedes the older `vllm-spark-omni-q36:v1.2` container. **Recommended container base.** > **🚀 PRODUCTION DEPLOYMENT GUIDE: github.com/AEON-7/Qwen3.6-35B-A3B-heretic-NVFP4-DFlash** > > The GitHub repo is the **definitive turn-key setup** for DGX Spark — end-to-end > deployment guide, validated OpenClaw config, and a concurrency-sweep benchmark harness. > > - Image: `ghcr.io/aeon-7/aeon-vllm-ultimate:latest` (vLLM 0.23.0 source-built for sm_121a + the AEON speculative-decoding stack — see What we fixed for the DGX Spark) > - Pairs with `z-lab/Qwen3.6-35B-A3B-DFlash` drafter (must be **post 2026-04-19** revision) > - **Production-stable** under sustained chat load and concurrent agent fleets up to c=64 on DGX Spark v1 of this checkpoint had `model.language_model.layers.X.*` keys remapped to `model.layers.X.*` so vLLM's text-only `Qwen3_5MoeForCausalLM` loader would pick them up. That layout was unstable in production — intermittent NaN/crash in the prefix-strip codepath during real chat sessions.

主要特点

特点摘要待依据来源补齐，不凭模型名称推断能力。

局限与注意事项

暂无足够来源支持具体缺点结论。请重点验证实际任务表现、时延、数据政策、许可与版本生命周期。

PRICING & COST

来源报价与费用分析

同一模型在不同渠道、地区和配置下可能采用不同价格。下表独立保留各渠道报价，不将渠道价格视为厂商官方统一价格。

来源 / 渠道输入输出计费单位采集时间
暂未取得可核验报价，请查阅来源渠道。

按月估算基础 Token 费用

—

预估不包含缓存优惠、阶梯定价、多模态附加费用、网络检索、税费及推理额外输出。

INDEPENDENT BENCHMARKS

公开评测与运行配置

暂无已采集的可核验公开评分。模型未上榜不代表能力较低。

查看完整已收录榜单 →

常见问题

开放权重是否代表可以免费商用？

不一定。应核对具体版本许可证、商用门槛和使用政策。自部署还会产生算力和维护成本。

这些价格是实时结算价格吗？

不是实时结算价格，而是带采集时间的来源报价快照。请到对应渠道核对当前版本、区域、折扣和计费方式。

资料来源与可追溯记录

huggingface · AEON-7/Qwen3.6-35B-A3B-heretic-NVFP4 ↗2026/10/30 00:15:03
huggingface · enrich:96455749-5699-49c1-a687-6d94b9e54555 ↗2026/10/29 06:23:56

许可证：apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。