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shawnzzzzz/Qwen3-30B-A3B-DAPO-FFN-W4A4-QAT-BF16Master-step-0620

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Qwen3-30B-A3B-DAPO-FFN-W4A4-QAT-BF16Master-step-0620

This repository contains training checkpoint step 620, converted from a distributed training checkpoint into standard Hugging Face safetensors. It is part of the Qwen3-30B-A3B W4A4-QAT vs BF16 Checkpoints series.

Checkpoint metadata

  • —Architecture: Qwen3MoeForCausalLM
  • —Model type: qwen3_moe
  • —Base model: Qwen/Qwen3-30B-A3B-Base
  • —Training trajectory: FFN-only W4A4 quantization-aware training
  • —Public trajectory label: W4A4-QAT
  • —Source checkpoint: global_step_620
  • —Tensor storage: BF16
  • —Matched counterpart: shawnzzzzz/Qwen3-30B-A3B-DAPO-BF16-step-0620
  • —Matched source step: 620
  • —Absolute step difference: 0

Important quantization note

W4A4-QAT describes how this checkpoint was trained, not its on-disk format. This repository contains clean BF16 master weights and has no quantization_config; it is not a packed W4A4 model. The source training checkpoint did not persist activation-observer scales. Clean-BF16 analysis is supported, while exact W4A4 continuation requires recalibration.

Intended use

These checkpoints are research artifacts for comparing approximately step-matched W4A4-QAT and BF16 training trajectories. They have not been evaluated here as general-purpose production models.

Validation

The export was checked for:

  • —required Hugging Face model and tokenizer metadata;
  • —readable safetensors headers and complete shard index;
  • —exact index-to-shard key consistency;
  • —BF16 tensor dtype throughout;
  • —exact key and tensor-shape match against the native Qwen3-MoE architecture;
  • —full source-artifact content comparison against the validated export;
  • —Hugging Face path, byte-size, LFS SHA256, and metadata-download integrity.

SHA256SUMS covers every published file in this repository except the checksum manifest itself. Internal execution provenance is intentionally omitted from this public release.