Issues

• [Bug] GLM-5.3-Flash (Glm5Next) W4A16 release quantizes the MTP/nextn draft layer - vLLM MTP load fails (KeyError routed_experts.w2_qweight)

  intel/auto-round#2427 · Filter by author ming616 opened on Sep 29, 2026
  3

  

• [Model]: MXFP4 tuning enhancement

  Model Support
  intel/auto-round#2424 · Filter by author lkk12014402 opened on Sep 28, 2026

• [Bug]: vllm eval failed

  bug
  intel/auto-round#2414 · Filter by author wenhuach21 opened on Sep 24, 2026 · 0.17.0

• [llama3.1 8b][mxfp8] inference error on sm120 when using FLASHINFER attention backend

  intel/auto-round#2413 · Filter by author XuehaoSun opened on Sep 23, 2026 · 0.16.0
  1

• [gemma-4-31B] 4-GPUs RuntimeError: cannot enter context: <_contextvars.Context object at 0x7e35759202c0> is already entered

  intel/auto-round#2410 · Filter by author XuehaoSun opened on Sep 23, 2026 · 0.16.0
  

• [Feature]: move diffusion code from signround quantizer

  enhancement
  intel/auto-round#2399 · Filter by author wenhuach21 opened on Sep 21, 2026 · 0.17.0
  

• [Bug]: COCO2014 is not a good calibration dataset for Wan quantization

  bug
  intel/auto-round#2381 · Filter by author changwangss opened on Sep 18, 2026 · 0.17.0
  

• RFC: Data-parallel block tuning (--parallel_quantization)

  enhancement
  intel/auto-round#2378 · Filter by author avtc opened on Sep 17, 2026
  2

  

• [Bug]: Kimi-K2.6_mxfp4_fp8attn_LLMC vllm eval qkv scale is not loaded

  bug
  Bug

  intel/auto-round#2370 · Filter by author chensuyue opened on Sep 16, 2026 · 0.16.0
  2

  

• [Bug]: MiniMax-M2.7_mxfp4_mixed_fp8kv_LLMC vllm eval failed

  bug
  Bug

  intel/auto-round#2369 · Filter by author chensuyue opened on Sep 16, 2026 · 0.16.0
  

• [Bug]: crash + resume (AR_RESUME_DIR, immediate saving) silently duplicates already-quantized modules as stale fp weights in the final artifact

  bug
  intel/auto-round#2350 · Filter by author avtc opened on Sep 11, 2026

• Add a CI check to prevent coverage regressions in pull requests

  Task

  intel/auto-round#2347 · Filter by author chensuyue opened on Sep 11, 2026 · 0.17.0
  3

  

• [Feature]: support nlayers to support load a small model for debugging

  enhancementlow priority
  intel/auto-round#2336 · Filter by author wenhuach21 opened on Sep 10, 2026 · 0.17.0
  3

• [Bug]: some weights should kept as FP32 in tuning phase

  bug
  intel/auto-round#2332 · Filter by author wenhuach21 opened on Sep 10, 2026 · 0.17.0
  2

• [Feature]: very slow to quatnize qwen3.8-flash-next for full attention layers

  enhancement
  intel/auto-round#2323 · Filter by author wenhuach21 opened on Sep 9, 2026

• [Feature]: support data parallel

  enhancement
  intel/auto-round#2307 · Filter by author wenhuach21 opened on Sep 6, 2026 · 0.17.0

• RFC: Recurrent Residual Quantization (RRQ) INT2+2+2+2

  enhancement
  intel/auto-round#2300 · Filter by author luoyu-intel opened on Sep 4, 2026

• [Feature]: expand AWQ experiments to low-bit INT and Hadamard combinations

  enhancement
  intel/auto-round#2298 · Filter by author WeiweiZhang1 opened on Sep 4, 2026
  

• [Bug]: Fix AutoRound gradients for Kimi-VL routed experts- #2097

  bug
  intel/auto-round#2282 · Filter by author wenhuach21 opened on Sep 3, 2026 · 0.16.0
  

• [Model]: nvfp4 wan 2.2 t2v

  Model Support
  intel/auto-round#2269 · Filter by author changwangss opened on Sep 1, 2026 · 0.17.0
  

• [Feature]: support and eval H-Scale: Hessian-Guided Scale Refinement for NVFP4 Sub-Byte LLM Inference

  enhancement
  intel/auto-round#2262 · Filter by author wenhuach21 opened on Aug 31, 2026 · 0.17.0

• [Bug]: imbalanced memory usages across cards

  bug
  intel/auto-round#2254 · Filter by author wenhuach21 opened on Aug 28, 2026 · 0.17.0
  2

• [Feature]: support reap

  enhancement
  intel/auto-round#2237 · Filter by author wenhuach21 opened on Aug 26, 2026 · 0.17.0

• Track Wan2.2 dual-transformer quantization memory and tuning cost

  intel/auto-round#2235 · Filter by author changwangss opened on Aug 26, 2026 · 0.17.0
  

• [Feature]: support FP8+WOQ mix datatypes inference in transformers and vllm

  enhancement
  intel/auto-round#2225 · Filter by author wenhuach21 opened on Aug 25, 2026 · 0.17.0