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"comment": "GLM-5.2 hybrid NVFP4+GGUF quantization plan for 4x RTX PRO 6000 (SM120, 384GB). Layer -> expert precision assignment. Sources: lukealonso/GLM-5.2-NVFP4 (NVFP4 experts + all BF16 non-expert tensors), unsloth/GLM-5.2-GGUF UD-Q3_K_XL and UD-Q2_K_XL (routed expert donors, imatrix-calibrated).",
"target": {
"gpus": 4,
"gpu_mem_mib": 97887,
"sm": 120,
"context_len": 1048576,
"kv_cache_dtype": "fp8_ds_mla",
"parallelism": "PP=4"
},
"nvfp4_layers": [
78
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"aqlm_mixed_layers": [
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],
"aqlm_cold_layers": [],
"aqlm": {
"nbits": 16,
"entries": 65536,
"group_size": 8,
"mixed": {
"w13_books": 1,
"w2_books": 2
},
"cold": {
"w13_books": 1,
"w2_books": 1
}
},
"sources": {
"nvfp4": "https://huggingface.co/lukealonso/GLM-5.2-NVFP4/resolve/main"
},
"budget_gb": {
"nonexpert_bf16": 38.0,
"experts": 281.1,
"kv_fp8_ds_mla_1m": 54.3,
"indexer_cache_1m": 3.0,
"total_need": 376.3,
"total_have": 384.8
},
"per_expert_assignment": "/data/glm52-expert-assignment.json"
} |