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modal-labs

modal-labs/Qwen3.6-35B-A3B-DFlash

Qwen3.6-35B-A3B-DFlash Paper(https://arxiv.org/abs/2602.06036) | Github(https://github.com/z-lab/dflash) | Blog(https://z-lab.ai/projects/dflash) This DFlash draft model is a joint retrain from Z-Lab(https://z-lab.ai) and Modal(https://modal.com), t...

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TINIX TRENDING·Chủ đề: base_model:finetune:Qwen/Qwen3.6-35B-A3B

#1 Repository Của Tuần

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TINIX TRENDING·Chủ đề: arxiv:2602.06036

#2 Repository Của Tuần

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TINIX TRENDING·Chủ đề: speculative-decoding-draft

#3 Repository Của Tuần

🚀 Qwen3.6-35B-A3B-DFlash — Tăng tốc sinh text với DFlash Speculative Decoding

DFlash dùng mô hình khối diffusion nhẹ để đề xuất đa token, target model xác minh — tăng throughput lên tới 3.61x.

Đây là mô hình draft do Z-Lab và Modal cùng huấn luyện lại, dựa trên Qwen3.6-35B-A3B với sequence length 40k và sliding-window attention. Không phải mô hình độc lập, cần dùng kèm target model trong server hỗ trợ DFlash.

✨ Điểm nổi bật

  • Huấn luyện lại với 40k sequence length: tối ưu ngữ cảnh dài.
  • Sliding-window attention: cải thiện hiệu năng ngữ cảnh dài.
  • Block diffusion draft model: đề xuất đa token đồng thời.
  • Speculative decoding: target model xác minh đề xuất, tăng throughput.
  • Hỗ trợ SGLang: triển khai dễ dàng qua cờ --speculative-algorithm DFLASH.
  • Tốc độ tăng lên tới 3.61x: benchmark trên B200, bf16.
  • Accept length cao: trung bình 5–7 token mỗi bước sinh.

💡 Vì sao đáng chú ý

DFlash khác biệt từ MTP bằng cách dùng diffusion thay vì autoregressive để đề xuất token. Kết quả: tốc độ cao hơn MTP ở hầu hết workload (GSM8K, MATH500, HumanEval, MBPP, MT-Bench), đặc biệt ở concurrency 1. Phù hợp triển khai trên B200 với SGLang để tối ưu chi phí phục vụ mô hình lớn.


#DFlash #SpeculativeDecoding #Qwen3.6 #SGLang #TiniX

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