MOSS-VL-Realtime-NF4 / kv_quantization_report.json
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{
"created_at": "2026-07-26T06:34:21.056464+00:00",
"source_weight_checkpoint": "/inspire/qb-ilm/project/video-understanding/public/train/moss_vl_streaming/8B/quant/mossvl_streaming_w4a16_nf4_keep_first4_last4",
"weight_quantization": "bitsandbytes NF4 W4A16",
"kv_cache_quantization": {
"backend": "hqq",
"nbits": 8,
"axis_key": 0,
"axis_value": 0,
"q_group_size": 64,
"residual_length": 128
},
"storage": "Model shards are hard-linked to the source checkpoint when the filesystem supports hard links.",
"compatibility_patch": "Cross-attention materializes the quantized history one layer at a time because the original MOSS-VL code directly reads cache_layer.keys."
}