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Check out the documentation for more information.
Qwen3-32B Dense NAS Bank
This repository is the metadata entry point for a split dense-NAS weight bank.
The bank contains 64 transformer layers and seven selectable dense linear modules
per layer. The source checkpoints are sharded across the linked ModelScope
repositories listed in bank_manifest.json.
Use a recipe to download only the selected backbone and linear slices:
python pull_recipe_model.py \
--repo-id jingfeng0813/Qwen3-32B_nas_bank \
--recipe-json ./recipes/baselines/paro_w3.json \
--output-dir ./assembled_model
The downloader verifies the published SHA256 values before writing a HF-style
model.safetensors.index.json.
Canonical Legacy Quantization Sources
This bank also publishes 2-, 3-, and 4-bit linear sources from
awq, gptq, omni, quip. Each source is converted to ordinary Hugging Face
float16 linear tensors. Source-specific fused RMSNorm scales are folded into
the affected q/k/v and gate/up projections against the original pretrained
backbone, so recipes can mix these published sources without requiring a
runtime quantization package or an additional LET transformation.
The extension weights are stored in jingfeng0813/Qwen3-32B_nas_bank_part5, jingfeng0813/Qwen3-32B_nas_bank_part6, jingfeng0813/Qwen3-32B_nas_bank_part7, jingfeng0813/Qwen3-32B_nas_bank_part8; source
manifests and recipes are indexed from this main repository.
Source Repair Records
The records/repairs/ directory documents narrowly scoped source repairs and
their finite-tensor and remote-hash audits. These records are part of the
published provenance for the affected source; the original quantized
checkpoint is not modified.