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Browse files- README.md +47 -0
- sensitivity_v2.0.0.json +2619 -0
README.md
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# Qwen 3.8 27B Layer-wise Sensitivity Map
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Per-layer quantization sensitivity for Qwen/Qwen3.8-27B, measured via weight distribution statistics (kurtosis, variance, outlier fraction) as a proxy for KL divergence.
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**Key finding**: Early layers (0-4) and late layers (62-63) are most sensitive. Middle layers (40-61) are most compressible.
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## Usage
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```python
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import json
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with open("sensitivity_v1.0.0.json") as f:
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data = json.load(f)
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# Get optimal allocation for a target bitrate
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alloc = data["allocations"]["3.5"]
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print(f"Target: 3.5 bpw → Actual: {alloc['average_bpw']} bpw, {alloc['total_size_gb']} GB")
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# Per-layer precision
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for layer_idx, bits in alloc["layers"].items():
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print(f"Layer {layer_idx}: Q{bits}")
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```
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## Schema
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- `layers[].sensitivity.Q2/Q3/Q4/Q5`: estimated KL divergence from FP16 reference
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- `layers[].weight_stats`: kurtosis, variance, outlier_fraction
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- `layers[].bits_for_threshold`: min bits to stay under KL threshold
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- `allocations`: pre-computed at 2.5, 3.0, 3.5, 4.0 bpw targets
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## Method
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1. Load Qwen3.8-27B (FP16)
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2. Compute weight distribution statistics per layer
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3. Derive sensitivity score: 0.4·kurtosis + 0.4·variance + 0.2·outlier_fraction
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4. Greedy bit-budget allocation from Q2 baseline, upgrading most sensitive layers first
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## Citation
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```bibtex
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@misc{qwen3.8-27b-sensitivity,
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title={Qwen 3.8 27B Layer-wise Sensitivity Map for Mixed-Precision Quantization},
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author={hermitdave},
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year={2026},
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howpublished={HuggingFace Dataset}
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}
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```
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sensitivity_v2.0.0.json
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