{ "quantization": "polarquant", "version": "unified_v1", "base_model": "Jackrong/Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled-v2", "method": "PolarQuant Q5 (Hadamard + Lloyd-Max)", "block_size": 128, "default_bits": 5, "layers": { "model.embed_tokens": { "bits": 5, "in_features": 4096, "out_features": 248320, "in_features_padded": 4096, "block_size": 128 }, "model.layers.0.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.0.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.0.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.0.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.0.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.0.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.0.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.0.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.1.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.1.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.1.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.1.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.1.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.1.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.1.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.1.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.2.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.2.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.2.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.2.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.2.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.2.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.2.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.2.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.3.self_attn.q_proj": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.3.self_attn.k_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.3.self_attn.v_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.3.self_attn.o_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.3.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.3.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.3.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.4.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.4.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.4.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.4.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.4.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.4.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.4.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.4.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.5.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.5.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.5.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.5.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.5.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.5.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.5.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.5.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.6.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.6.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.6.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.6.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.6.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.6.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.6.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.6.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.7.self_attn.q_proj": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.7.self_attn.k_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.7.self_attn.v_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.7.self_attn.o_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.7.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.7.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.7.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.8.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.8.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.8.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.8.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.8.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.8.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.8.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.8.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.9.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.9.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.9.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.9.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.9.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.9.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.9.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.9.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.10.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.10.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.10.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.10.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.10.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.10.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.10.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.10.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.11.self_attn.q_proj": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.11.self_attn.k_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.11.self_attn.v_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.11.self_attn.o_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.11.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.11.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.11.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.12.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.12.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.12.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.12.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.12.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.12.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.12.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.12.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.13.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.13.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.13.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.13.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.13.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.13.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.13.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.13.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.14.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.14.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.14.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.14.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.14.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.14.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.14.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.14.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.15.self_attn.q_proj": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.15.self_attn.k_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.15.self_attn.v_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.15.self_attn.o_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.15.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.15.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.15.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.16.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.16.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.16.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.16.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.16.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.16.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.16.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.16.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.17.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.17.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.17.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.17.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.17.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.17.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.17.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.17.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.18.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.18.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.18.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.18.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.18.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.18.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.18.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.18.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.19.self_attn.q_proj": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.19.self_attn.k_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.19.self_attn.v_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.19.self_attn.o_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.19.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.19.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.19.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.20.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.20.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.20.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.20.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.20.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.20.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.20.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.20.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.21.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.21.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.21.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.21.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.21.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.21.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.21.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.21.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.22.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.22.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.22.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.22.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.22.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.22.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.22.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.22.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.23.self_attn.q_proj": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.23.self_attn.k_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.23.self_attn.v_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.23.self_attn.o_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.23.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.23.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.23.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.24.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.24.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.24.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.24.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.24.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.24.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.24.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.24.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.25.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.25.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.25.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.25.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.25.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.25.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.25.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.25.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.26.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.26.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.26.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.26.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.26.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.26.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.26.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.26.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.27.self_attn.q_proj": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.27.self_attn.k_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.27.self_attn.v_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.27.self_attn.o_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.27.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.27.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.27.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.28.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.28.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.28.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.28.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.28.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.28.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.28.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.28.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.29.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.29.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.29.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.29.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.29.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.29.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.29.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.29.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.30.linear_attn.out_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.30.linear_attn.in_proj_qkv": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.30.linear_attn.in_proj_z": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.30.linear_attn.in_proj_b": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.30.linear_attn.in_proj_a": { "bits": 5, "in_features": 4096, "out_features": 32, "in_features_padded": 4096, "block_size": 128 }, "model.layers.30.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.30.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.30.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "model.layers.31.self_attn.q_proj": { "bits": 5, "in_features": 4096, "out_features": 8192, "in_features_padded": 4096, "block_size": 128 }, "model.layers.31.self_attn.k_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.31.self_attn.v_proj": { "bits": 5, "in_features": 4096, "out_features": 1024, "in_features_padded": 4096, "block_size": 128 }, "model.layers.31.self_attn.o_proj": { "bits": 5, "in_features": 4096, "out_features": 4096, "in_features_padded": 4096, "block_size": 128 }, "model.layers.31.mlp.gate_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.31.mlp.up_proj": { "bits": 5, "in_features": 4096, "out_features": 12288, "in_features_padded": 4096, "block_size": 128 }, "model.layers.31.mlp.down_proj": { "bits": 5, "in_features": 12288, "out_features": 4096, "in_features_padded": 12288, "block_size": 128 }, "lm_head": { "bits": 5, "in_features": 4096, "out_features": 248320, "in_features_padded": 4096, "block_size": 128 } }, "results": { "ppl_wikitext2": 6.5352, "tok_s": 42.7, "vram_gb": 7.1, "kv_cache": "PolarQuant Q3 bit-packed" } }