{ "last_module_idx": 98, "measurement": { "lm_head.linear": null, "model.layers.0.mlp": [ { "accuracy": 0.9095431315271478, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9104038414202238, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9397065074820268, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9559445475277147, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.952213632433038, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.956330396627125, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9705135979150471, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9727190576101604, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9762446707800815, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.975619513737528, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9789005941466281, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.987524972934472, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9894403415290933, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9928167430978072, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9938260579579755, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9973148664361552, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9978699335142186, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.0.self_attn": [ { "accuracy": 0.8208000910909552, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.8382653813613088, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.8513023727818539, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9124351363433034, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9153880508322465, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9159334145094219, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.948160027202807, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9485482667621813, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9522968562025773, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9556810448044225, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9569539239532069, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9600823521614075, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9624500839333785, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9655666100351434, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9791620342355025, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9827107614592502, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.986356888946734, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9895002065520537, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.996433572549569, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.1.mlp": [ { "accuracy": 0.9779001819460016, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9830560637147803, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9828760247481497, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9829742218318739, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9922951914762196, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9932637951875988, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9932447020944796, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9943084873651203, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9948467431884063, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9961391632494173, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9967542765171904, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9979446691117788, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9982534950893176, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9982551859789773, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987520964718178, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987521306856683, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9990571162810451, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.1.self_attn": [ { "accuracy": 0.9839907806170615, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9869467733721984, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9882964829080984, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9929478811590295, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9930316829367688, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9931960599987131, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9948193321102544, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9950314403364533, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.995475033004033, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9956503561452815, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9965575898164197, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9968178217348299, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9968382049547998, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9971217113105875, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9982341484803903, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9985254715735975, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9986180985640538, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9991671688070423, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9995647993821063, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.10.mlp": [ { "accuracy": 0.9792325653527912, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9799017498367711, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9831970208569577, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9842431121750882, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9894250905827472, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9903486653378135, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9917629792502052, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9944373992712874, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9949691836771212, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9946016673194734, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9953084662556648, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9972479984556374, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9976588452332898, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9984925636335423, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9985990095883608, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989018275549537, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995946902781725, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.10.self_attn": [ { "accuracy": 0.9908933443458456, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9913652798062876, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9921750669416628, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9940439595987922, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9953630786193045, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9954563147927585, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.997155448323802, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9972667978390267, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9976002140656898, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9977227316090935, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9977158364888868, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9979083292970532, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.998021055993281, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9982113748004562, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9989035374632007, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9991094213175146, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9992533701128865, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995267894119024, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.999791790167556, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.11.mlp": [ { "accuracy": 0.9798009050519842, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9804112158323589, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9836185511789823, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9846025501426897, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9897871025298771, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9906396999170906, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9919944719264382, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9946864666907411, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9951674322548666, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9948010530910993, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9954699579822389, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9973547929211667, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9977452147163843, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9985641073435545, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986544799451765, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989286329793302, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.999620612392104, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.11.self_attn": [ { "accuracy": 0.9887626445607135, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9896380579785297, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9905819022341779, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9932316722054231, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9944502205440873, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9946017551578974, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9963890161169203, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9965684715854494, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9968497674716147, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.997052576392889, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9972473506472612, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9974731293163801, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9976137162823426, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9978491234544077, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9986809720530322, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989143410991681, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9990730303290644, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9993874248313276, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9997452961182908, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.12.mlp": [ { "accuracy": 0.977730216164338, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9783697583173451, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9818249862445029, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9828868884789316, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9886917236604189, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9896193609425896, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9911125223887595, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9941517859697342, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9946820488885829, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9942438437750465, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9949770989386659, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970763262949491, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9975013964270291, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9984281173858204, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9985096889891123, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9988090141039145, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995823384899842, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.12.self_attn": [ { "accuracy": 0.9890514949434682, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9897562077170924, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9907081346762808, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9933212297527414, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9945017703269657, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9946166692595733, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9966685250401497, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9967993509612585, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9970881993833342, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9972797681234384, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9972756367764974, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9974909944361762, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9976928702702648, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9978924728929996, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9987335446241655, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989393980879533, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9991550526924824, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9994231401697585, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9997708428356993, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.13.mlp": [ { "accuracy": 0.9760630318993017, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9767758014955019, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.980530172586441, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9816632396296451, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9878462239315635, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.988883984716315, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9904735692237553, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9937015783629919, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9942808221829565, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.993788874855167, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9946014626245749, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9968295101272432, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9973075489856695, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9982900156786567, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9983779818407799, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987033966340517, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995479457276432, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.13.self_attn": [ { "accuracy": 0.9885504363398803, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9892982730739995, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9903108250153693, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9930161425941869, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9942412823438644, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9943498357346183, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9964336431340167, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9965651549006763, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9968246621520895, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970244477061849, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9971291271871642, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9973322029568648, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9975348689446324, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9977432044320985, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9986320381101809, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9988654738194064, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9990668201721028, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9993624754348084, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9997482318186054, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.14.mlp": [ { "accuracy": 0.9754659157050284, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.976201615835491, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9801879101677945, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9813726936516008, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9875684231519699, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9886315606142345, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9902944094256351, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9935554552235102, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9941532737330386, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9936469189430538, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9944825599852362, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.996760572061727, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9972491872153784, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.998253139618196, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9983458048418948, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986911917987623, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995382047307334, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.14.self_attn": [ { "accuracy": 0.9880163238236779, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9886634812543267, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9896225380270105, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9923705388056604, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9939203168216505, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9940354988763207, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9962478315359667, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9963968407950903, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9967621657017031, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.996913731294243, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970157338600409, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9972390585431927, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9974299032045039, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9976384967173401, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9985856201107565, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9988113763300996, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9990590777444212, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9993509278681717, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9997428843604499, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.15.mlp": [ { "accuracy": 0.9755651480273196, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9763480377824683, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9803259686419838, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9815022004278082, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9876607013376135, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9887420958594272, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9903806612679833, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.993594128442438, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9941797005502802, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9936854686391982, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.994524164811561, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9967825459806543, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9972694782834304, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9982563786600765, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9983508735895157, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986903119440141, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995296539150571, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.15.self_attn": [ { "accuracy": 0.9866306844510531, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.987229060185583, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9884994508404481, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9913577868750221, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9933470471909172, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9934529132748905, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9961682573745125, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9963113049927511, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9965673194904077, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9967787054024244, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9966953663449538, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9969473267464262, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9972402702428793, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.99743698321675, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9984897038850346, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987284528385652, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.999009791173433, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9993091371204508, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9997353895910477, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.16.mlp": [ { "accuracy": 0.9763095802382419, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9770432977299941, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9809529734285254, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9821183210925052, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9879726320505142, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.989042812272122, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9906774437741229, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9937392363422796, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9943325672494737, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9938451577174036, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9946713337772771, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9968571894262966, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9973416681352415, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9982947262102052, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.998393810599258, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987353025690505, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995432019135669, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.16.self_attn": [ { "accuracy": 0.9876672351046613, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9884282797574997, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9894900486657494, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9923209697008133, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9938649864573228, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9939646469919305, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9963211801491285, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9964464918563241, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9967191338931259, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969679685799699, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969597872542707, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9971908076029075, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9974059754688489, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9976246990263462, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9985642993920728, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9988171381777838, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9990586532573951, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9993590305216218, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.999744350850386, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.17.mlp": [ { "accuracy": 0.9770351914983046, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9777439268011796, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9814577165402865, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9825700568525415, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9883209474776921, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9893500075528496, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9909209656087976, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9939241962213266, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9944950310807479, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9940204153719702, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9948021910692516, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969445937558225, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9974126298176614, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983446151018143, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9984367675098934, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987645998205009, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995582970839582, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.17.self_attn": [ { "accuracy": 0.9873641909737336, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9879688008835441, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9887865977851968, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.991313174366951, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9934952525716079, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.993621537167775, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9960491037682483, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.996197081710163, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9965950936863297, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969023536694678, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.996838324948361, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.997162898512263, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9973375624731967, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9975570067763329, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9985172545635387, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987679766000885, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9990162669043792, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9993276708808384, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9997311281530481, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.18.mlp": [ { "accuracy": 0.9772436744288394, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9779552550692308, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9816842330129523, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9827878459503776, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9884151871267118, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9894538623721976, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9910185493920979, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9939562086212007, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9945353089194549, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9940657494099516, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9948663139029553, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969651361829356, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.997436534417303, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983510735787844, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9984463700338414, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987714448453564, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995598482752317, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.18.self_attn": [ { "accuracy": 0.9859226330330497, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9867471487898576, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9878722146937722, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9905749716256794, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9930144509202555, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9931647032499313, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9956955415637869, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9958375602176315, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9960933837451433, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9964982322172115, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.996591029590682, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9968344137856835, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970623160663404, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9972848888290556, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983844803156037, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986462159768531, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9989053082505339, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992418820528608, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9996987976820061, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.19.mlp": [ { "accuracy": 0.9771186772145724, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9778477659350947, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9816209407229173, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.982754299515172, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9883155540416115, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9893858675893984, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9909671725411164, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9938973811896223, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9944796005361959, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9940053220642241, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.994824821619611, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969321920683509, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9974142912971345, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983323879147831, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9984293787887222, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987643684603666, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995556999193994, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.19.self_attn": [ { "accuracy": 0.9877102273075204, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9883125377328772, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9891810323062696, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9915931648329684, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9934880835445303, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9935718394423786, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.995834835657948, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9959401445169198, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9965345071334588, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9966417970625978, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9968538307829907, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9970244584899199, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9972030281236297, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9975332047202086, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9984964497975612, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987425429648474, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.998987317281334, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992869156167695, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9997173434760618, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.2.mlp": [ { "accuracy": 0.9593021085387782, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9638193406556782, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.964268960450825, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9675280389032865, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.983001111369384, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9846741023816561, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9847190207556674, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9871207742314589, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9887178697084126, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9913978090411738, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9926601005227942, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9955580638427484, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9962557856189577, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9964157562506827, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.997867946758082, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9980489590058201, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9985739120135182, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.2.self_attn": [ { "accuracy": 0.9646595245913455, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9691134001079359, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9707192872699938, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9830528309470729, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9832723862246463, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9835037871410972, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.990082489816766, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.990351967905697, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9910119881755427, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9915316348013125, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9915860005115208, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9921388845694693, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9926045748748278, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9932144339147367, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9959094540068978, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9965791733641374, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9973811699371589, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9981523773779994, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9992696187998119, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.20.mlp": [ { "accuracy": 0.9774949472201498, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9782662579887792, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.981975655806692, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9830924021570306, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9885064324266032, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9895654226604261, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9911310413950368, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9939867536488333, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9945548521844965, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9941073252182258, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9949087449594548, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969851576576108, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9974549718593296, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.998350811435988, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9984549331037622, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987899002275968, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995549861831885, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.20.self_attn": [ { "accuracy": 0.9861915958555121, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9869744228689294, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9879942120690095, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9908188275600734, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.993121779278705, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9932269250091753, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9957491880968997, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.995850701865397, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9961592970710051, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.996333868880021, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9965401809466513, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9967796528025678, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970182162758551, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9972925968468189, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983757294126248, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986350996125686, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9989004878229216, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992127360678033, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9997000713391524, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.21.mlp": [ { "accuracy": 0.9782689982338956, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.979009465167397, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9826452732086182, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9837367911087839, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9889015218144969, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9899110229391801, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9914414780704599, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9941768752116906, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9947302886529973, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9943035939022115, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9950685450120976, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970831914167655, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9975330776682025, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.998406127977528, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9985068700227299, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9988346750798979, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995748673712737, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.21.self_attn": [ { "accuracy": 0.9848119820419111, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.985868973167319, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9864720843340221, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9888379001303723, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9922166239274176, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9923569912973204, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9956581443548203, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9957016467263824, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9962015967620047, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9965127424189919, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9964144971025618, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9967373697773406, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969913143860666, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9972661065035745, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983985185819236, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986281179283795, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9989582625658888, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992691784803021, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9997162733864235, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.22.mlp": [ { "accuracy": 0.9727192521095276, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9753608719298714, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9779694754826395, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9789859103529077, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9878051798594626, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9893601842616734, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9909675419330597, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9938352704048157, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9942817256638878, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9940022269361898, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9947771288846669, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969382386066412, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.997343974482072, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9982998290736425, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9984152531741481, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987696514121795, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9994727339791624, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.22.self_attn": [ { "accuracy": 0.9859124171106439, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9868846841548619, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.987875402757996, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9908912621046367, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9929152123237911, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9930509211201417, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9957313168989984, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9958789238804265, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9962786620384768, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9964324957446048, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9964771804056669, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9967303607416781, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969542367677939, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9972067832162506, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9982849994772359, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.998595164402535, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9988720080766239, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992327932268381, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9996993428488311, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.23.mlp": [ { "accuracy": 0.9791801775756636, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9798919495783354, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9831745938250893, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9841702172630712, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9893047652746502, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9903602011893925, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9917297151527906, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9943545750881496, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9949221799248144, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9944818345339674, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9952710663017473, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.997161092334672, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9976280190442738, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9984314396585289, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.99854518365311, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9988334718111315, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995755223361286, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.23.self_attn": [ { "accuracy": 0.9853754247489729, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9860670943009225, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9871692633942554, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9896840421777022, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9925733930186221, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.992711111118919, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9957012690995869, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9959533681210718, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9963071330597526, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9965250209758156, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.996354761876558, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9966237180327114, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.996889985509609, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9971437209138745, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983386928705793, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986061509698629, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9988934683956598, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992404720304828, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.999701244486986, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.24.mlp": [ { "accuracy": 0.9798662866416731, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9805047543425309, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9836916421589098, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.984649448018325, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9897153095195168, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9906430197389502, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9920012347008053, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9946209372658479, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9951227715140895, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9947248379650869, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9954287770547365, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9972987676921644, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9977140828574959, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9985255098068401, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986178175987381, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989058034200418, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9996030936997972, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.24.self_attn": [ { "accuracy": 0.9862298996824967, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9873072018748835, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.98848993605689, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9911212066286489, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9932281327875037, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9933062384003087, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9956424863714921, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9957211864622015, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9961491787904188, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.996426087068884, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9966600309861334, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9968941699909536, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970909825673229, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9973242976947835, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9984014305825296, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986745437705203, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9988974455351892, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992368950165416, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9996908468831527, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.25.mlp": [ { "accuracy": 0.9790809468219155, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9797422509444388, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9830149004333898, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9840201610013058, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9892828856643877, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.990254111980137, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9916700618831735, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9943903817942268, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9949125471083742, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9945026110661658, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9952370912620896, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9971840430639292, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9976173825562, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9984623938798904, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9985583086351031, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9988601119502595, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995844245055004, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.25.self_attn": [ { "accuracy": 0.9871192268635097, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.987629370469796, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9885610091058832, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9910575025960019, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9932238177249306, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9934188770620447, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9957010514642063, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.995934889504784, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9962049201130867, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9964204908985841, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9966204985976219, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9968892500588769, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970056579301232, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9973157022736574, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983109592607147, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986144784641894, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9988363067570486, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992023263322679, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9996717810434731, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.26.mlp": [ { "accuracy": 0.9782165147756275, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9789493491775111, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9824068467868002, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9834947554688704, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9887561445173464, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9898078222023813, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9913126214554435, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9940523579716682, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9946332993476015, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9942052721192962, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9950007466893447, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970077817377291, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9974998231781157, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.99831499355404, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9984626283771113, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987783667288328, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9994984259338755, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.26.self_attn": [ { "accuracy": 0.986996118175356, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9874811478351292, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9881562669026224, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9904945226092088, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9934124711312746, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9935280586543837, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9957889251803097, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.995920474592008, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9962843295774961, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9962992213274303, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9967758459480185, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9969722056075146, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9971222926519419, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9973106329378328, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983976863716778, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986577876108257, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9989038500934839, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.999250862355295, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9996962183841357, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.27.mlp": [ { "accuracy": 0.9761734510722914, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9770008466745678, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.980735110609155, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9819537354143042, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9875275853433108, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9889625585392902, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9906299004429265, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9934807494282722, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9941410089009687, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9937310018821767, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9945942461490631, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9967701411560962, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9972953765015853, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9981780446281558, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9983349703252316, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986868473260027, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9994372227474263, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.27.self_attn": [ { "accuracy": 0.9844592150888944, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9852966227029499, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9866640787375601, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9896803286514784, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.991772030529223, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9919021960936094, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9945440327650622, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9946743481253323, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9953217392689303, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.995557935222199, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9959518085969122, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9962666807206053, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9965255448692724, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9967176533843342, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9980969748606807, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9983747913257072, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9986365573774827, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9991057659254262, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9996263435306517, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.28.mlp": [ { "accuracy": 0.9749278975160498, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9758838462202173, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9798783189372012, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.981221300990958, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9871161831052679, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9883124514629966, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9900681313715483, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9930621997306222, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9937557440839315, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9933953308745435, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.994295787654425, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9966207401532876, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9971475885494759, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9980937854239815, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9982864931225777, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986709922944245, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9994805451286467, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.28.self_attn": [ { "accuracy": 0.9831734393772326, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9841097420767734, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9856031442943373, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9887051496066546, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9914747704016534, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9916736687484541, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9945370311799803, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9947728377423788, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9951804433214037, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.995330101173175, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9957542125331728, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9960640527700123, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9963149530322928, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9966802565675033, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9979883412781515, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.998337587831836, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.99855497881378, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9990803581711493, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9996103815440285, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.29.mlp": [ { "accuracy": 0.97347534016559, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9744316025784141, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9786604093877893, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9800807457221182, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9863636415255698, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9876047278705397, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9894761372553674, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9927113487532264, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9934236936663327, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9930123914229242, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9939574873761127, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9964288822130153, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9969782992021033, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9980097328753847, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9981857283334983, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9985914604836389, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9994594111156306, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.29.self_attn": [ { "accuracy": 0.9820546492149955, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9828409929024545, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9842858408626757, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9879454993887952, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9902165830135345, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9904549357138182, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9937701374292374, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9940232501218194, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9944909089489987, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9948094079368993, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9949697318829989, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9953881882523236, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9956024979290209, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9959095089059127, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9974884986877441, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9979574056832414, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.998094539697233, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.998942185585436, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9994939448998162, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.3.mlp": [ { "accuracy": 0.9435053059929296, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9467060377723292, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.950687311197582, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.956754882084696, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9721413913526034, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9746950331487154, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9778670543118527, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9813463719267594, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9836956952747545, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9857435477407355, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.987764091083878, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.992664889285439, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9938413163549021, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.994926957707656, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9964993705874995, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9974870054345382, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9982813753579792, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.3.self_attn": [ { "accuracy": 0.949076837614963, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9547781567824514, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9571666999867088, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.974617031059767, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.975929845320551, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.976174417294954, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9857322981483058, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9859998100682309, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9869606047868729, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9877350793073052, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9878755878461035, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9886758319641414, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9892763644456863, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9901219457387924, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9941115053860765, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9950512051582336, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9962698966264725, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9973164751733604, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9989966184489036, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.30.mlp": [ { "accuracy": 0.9720919634166517, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9730570630023354, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.977530753926227, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9790277888900355, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9856976803980375, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9869674099119086, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9889586920800962, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9923537326486487, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9930947328868666, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9926872833778984, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9936604566479984, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.996269262934986, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9968345545624432, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9979212017435777, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9981078585903895, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9985318305461031, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9994339694416052, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.30.self_attn": [ { "accuracy": 0.9807009963612807, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9816501187650781, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9835421113591445, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.987512386158893, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9901080649150046, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9903112085242021, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9938942962571194, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9941112148134332, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9944353817324889, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9947053625395423, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9949003054123176, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9952807751925368, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9956323226031504, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9960323779990798, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.997582797157137, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9979640035644958, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9982800101371188, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989251994380826, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9995255377633792, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.31.mlp": [ { "accuracy": 0.9696144869453028, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9706310943553322, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.975539168244914, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9772028640696877, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9844172126368472, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9858016403097856, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9879954770991677, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9916353806069023, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9924497525942954, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.992038410745169, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9930948701344038, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9959366733306333, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9965507458699377, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9977217895027838, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9979467197860542, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9984089211609802, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9993756558059862, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.31.self_attn": [ { "accuracy": 0.980680663334696, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9812014369588149, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9834164710421311, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9868414841200176, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9904304452632603, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.990589376342924, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9941020251104706, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9943404429053005, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9946115758073958, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9949775263667107, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9952469036767357, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9954985548791132, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9958924109998503, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9963323681762344, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9978212145598311, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9981593073982942, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9984924762852883, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9990188473541486, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9995935801906806, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.32.mlp": [ { "accuracy": 0.9667436982456007, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9678161771673905, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9732081231318022, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9750420388422514, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9829321974202206, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9844070923955817, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9868385807463997, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.990895443056759, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9917834667783034, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9912692433909366, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.992420516516033, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9955432328738665, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9962150678038597, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9975276616843123, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9977427009297045, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9982527543447519, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.99932664490648, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.32.self_attn": [ { "accuracy": 0.9771077632904053, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9801676853706962, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9820572467226731, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9858201161811226, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9889504909515381, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.989287152102119, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.99294534482454, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9933287846414667, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9940013803149524, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.994268151098176, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9945689341739604, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9950827340546408, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.995343530648633, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9957615188077876, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9974220497043509, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9978689153335596, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9980924625537897, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989182126561278, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9994801843146744, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.33.mlp": [ { "accuracy": 0.9618346408793801, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.963058989298971, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9692066280465377, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9713609344080875, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9803612545916909, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9821057601978904, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9848881740319101, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9894185905393801, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9904563152476361, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.989961608460075, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9912980410613512, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.99487436053, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9956539943814278, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9971113851980159, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9974119780879271, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9979956597089767, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992035170526881, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.33.self_attn": [ { "accuracy": 0.9778875645838285, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9789611759938692, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9812273257657101, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9848252221157676, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9885848125344828, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9886686645056072, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.992765569373181, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.993039962492491, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9939407506271413, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9944476187229156, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.994511470590767, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9948755490936732, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9953672227106596, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9957839583880023, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9975153009750342, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9978795549587199, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9982627818458959, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.998904222132344, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9995284420193026, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.34.mlp": [ { "accuracy": 0.9594143221252843, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9606910473422, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9670229240467674, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9692814726578561, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9791214466094971, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9809690933478507, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9838441014289856, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9887657879214538, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9898700659212313, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.989339670852611, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9907559532868234, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9945600436706292, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9953847503975818, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969458327089485, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9972526805573388, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9978550701941314, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9991560720495487, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.34.self_attn": [ { "accuracy": 0.9745561041330036, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9760926726617312, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9783745925677451, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.981266482880241, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9876216822548917, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9879313597553655, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9929194975840417, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9933237504017981, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9937058800929471, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9939479745532337, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9940078740841464, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9944605909680065, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.995180711934441, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.995605856180191, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9974273641250635, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9978385881373757, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9981488124712518, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989064504441462, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9995089027246362, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.35.mlp": [ { "accuracy": 0.955908013017554, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9572666507018239, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9641004392975255, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9665658693564565, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9772986455967552, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9793110113394888, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.982447475194931, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9877768951027017, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9889694954219618, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9883872105887062, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.989942269889932, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9940662395797277, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9949771581511748, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9966583408807453, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9969965733195606, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9976433315559438, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9990636831835696, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.35.self_attn": [ { "accuracy": 0.9719538500434474, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9748912735989219, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.976899841898366, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9818210962571596, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9861271695086831, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9864853730327204, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9915478872625452, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9919671855474773, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9925813431802549, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.993067196325252, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9931079619809201, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9937836084710924, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9943432713809767, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9947805467404818, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969136081635952, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9973990421153998, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9978583151180493, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986277703980082, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9994177266367172, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.36.mlp": [ { "accuracy": 0.9517045993553965, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9531842219202142, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9605689331104881, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9632162890936199, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9751748944583692, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9772852831765225, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9807038385617105, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9866984000331477, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9879809719951529, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9873457637272383, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9889811677368063, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9935586421113265, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9945078617648074, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9964100781239962, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9967527440504024, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9974606329281079, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9990111572765991, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.36.self_attn": [ { "accuracy": 0.9728055063046908, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9734300845547726, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9767786734982541, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9805998911983088, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9857611060142517, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9862912689384661, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9909030732355619, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9916455628056275, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9923783321129648, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9929406423317758, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9930601190579565, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9936309237229196, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9943164045873442, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9950322034327608, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9968631379306316, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9974733845967996, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9977245991559405, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986704739889032, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9993552576358381, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.37.mlp": [ { "accuracy": 0.9488294689278853, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.950352176239616, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9579709266361437, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9606156317811263, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9737173209064885, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9759182804509213, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.979437065751929, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9860052011514965, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9873322381785041, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9866071578703428, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9883180872390145, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.993182006635164, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9941778033971786, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9962214082479477, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9965555236527794, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9972710111423543, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989568463673717, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.37.self_attn": [ { "accuracy": 0.9716977477073669, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9736415994794745, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9763497192608682, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.980781980251011, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9862824082374573, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9864882920917711, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9909532321126837, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9913738699335801, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9922210652577249, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9926208759609022, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9931778492111909, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9937501373259645, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9942788599353087, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9948175016202425, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9968239096434492, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9973990595654437, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9976390637457371, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9985717043868805, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9993513182393814, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.38.mlp": [ { "accuracy": 0.946040153503418, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9476107704012018, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9554226272984555, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9581046229914615, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9723093697899267, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9745676956678692, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.978181431168004, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9853382988979942, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9867148901286878, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9858800157120353, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9876691855882344, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9928156717827445, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9938572198152542, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9960586663923765, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9963637453160787, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.997103030548284, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989282428041885, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.38.self_attn": [ { "accuracy": 0.9742084302400288, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9752293636924342, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9776393457462913, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9818249407567476, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9869565634351027, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9873386441092742, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9918267570043865, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9923437731830698, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9929461165478355, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9931785330960625, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9935611913862982, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9940654733463338, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9945383067978056, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9949723348805779, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969343762648734, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9974931762798837, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9977911500946471, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.998654638760184, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9994069555970398, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.39.mlp": [ { "accuracy": 0.9427335199556852, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9443703513396413, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9523798133197584, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9551271388405248, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9705450723045751, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.972954483408677, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.976673949705927, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9844144472950384, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9858856467824233, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9849913465349298, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9868815847133335, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9923648191125769, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9934670823185068, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9958136493438169, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9961339960757055, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9968852057660881, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9988625250560673, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.39.self_attn": [ { "accuracy": 0.9720487908313149, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9733522816708213, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.976446702292091, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9809985380423697, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9858064667174691, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.986013545801765, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9911869983924063, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9916178270390159, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9924856502758829, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9928537481709531, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9930955351967561, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9935359041157522, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9942160554622349, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9947945479499666, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9967906292723981, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9973974263197497, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9977167738895667, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.998581919034845, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9993633455841949, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.4.mlp": [ { "accuracy": 0.9224686685361361, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.944839828892758, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.948503055070576, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9488140030911094, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9883775593418824, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9869611490713922, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9873604209799516, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9928163509619864, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9944545971719843, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9961608848289439, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9970465692642488, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9980313913210442, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.998381237156297, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983190952947265, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989443107655174, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9990969755147633, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992591800952428, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.4.self_attn": [ { "accuracy": 0.9430848171836451, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9476992456536544, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9512751949460883, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9711446667972364, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.972278262439527, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9725656760366339, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9841436320229581, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9844352900981903, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.985526807998356, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9863862630568052, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9860132838550367, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9869593334825415, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9877611641821108, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9887379901973825, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9932709351966256, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9943523003082526, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9958510355729806, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9969995198281187, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9988893508715065, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.40.mlp": [ { "accuracy": 0.9406878258052626, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9423651130575883, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9504387849255612, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9531985709541723, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9695020914077759, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9719880129161634, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9757180213928223, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9838769984872717, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9853959177669726, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9844552921621423, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9864074509394797, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.992093803851228, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9932289045107993, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9956685034068007, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9959958070202878, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9967375019271123, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9988230230580819, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.40.self_attn": [ { "accuracy": 0.9732305344782377, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9743271344586423, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9779821195100483, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9812164698776445, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9864453265541478, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9870097848929857, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9908971347306904, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9914479247833553, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9927351051255277, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.993086712140786, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9933371841907501, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.994093549094702, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.994529128074646, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9952040471528706, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969319703155443, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9975980779058055, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9975549204176978, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986721550751674, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9993334807651607, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.41.mlp": [ { "accuracy": 0.9383808688113564, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9400748139933536, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9481898452106275, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9509035756713465, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9682554633993852, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9708834510100516, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.974627108950364, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9833093065964548, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9848821069064894, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9838006559171175, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9858570067506087, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9917474545930561, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9929516527213549, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9955024507484938, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9958044831690035, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9965390645359692, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987815098935052, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.41.self_attn": [ { "accuracy": 0.9730099000428852, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9743973126536921, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.978019002236818, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9814679026603699, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9862165796129327, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9867226559864847, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9906932131240243, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9913623929023743, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9925990779148904, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9928719503314871, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9932593687584526, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9940001807714763, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9943652949050853, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9951327599977192, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969514071157104, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9975982396618316, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9976563365443757, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.998699779181104, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9993468280391473, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.42.mlp": [ { "accuracy": 0.9357953259819433, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.937526313882125, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.945706373766849, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.948469064737621, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9668696585454439, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9696617691140426, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9734235500034533, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9825375707525956, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9842075799640856, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.98305449674004, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9852405535547357, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9913565100807893, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9926402968795676, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9952769765728399, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9955986777418538, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9963357193689597, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987146721074456, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.42.self_attn": [ { "accuracy": 0.9729985688862047, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9747207149078971, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9777972619784506, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9807774393182052, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9865552186965942, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9871163619192023, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.990258863097743, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.990721618658618, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9920699917956403, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9925843485091862, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9935352370927208, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9943228140473366, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9943782989131776, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.995185165028823, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969061809150797, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9976035772185576, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9974769775412584, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.998654715226669, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.999307501178823, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.43.mlp": [ { "accuracy": 0.9333826679932444, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9352194133557772, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9435263307471025, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9463728666305542, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9655823895805761, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9685275617398714, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9723564982414246, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9817920938918465, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9835440124336042, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9824042100655405, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9846816737400857, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9910151017339606, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9923580092819113, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9950699221931005, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9954263450283753, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9961708490001527, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986562672022142, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.43.self_attn": [ { "accuracy": 0.9690522175086173, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9709687860388505, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9738449297453228, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9781228084313242, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9843062287882755, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9846952510507483, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9891633987426758, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9896047225123957, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9905100213853937, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.991079087320127, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9920853815580669, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.992866584344914, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9933566035408723, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9940585960683069, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9962484569926011, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9970545435422346, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970168130178201, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9982354682134954, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.999208410515597, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.44.mlp": [ { "accuracy": 0.924536943435669, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9265484935358951, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9359960116838154, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9393423670216611, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9606206824904994, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9641900815461811, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9686757075159174, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9786915685001173, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9811431451847679, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.979848115067733, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9825298974388524, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.989718455233072, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9912705154795396, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9943063721845025, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9947592286687148, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9956296607851982, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9983815210626313, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.44.self_attn": [ { "accuracy": 0.9670546650886536, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9687775373458862, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9723382341234308, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9775013939330452, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9823716643609499, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9830162211468345, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9870090515990007, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9877967042358298, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9894466447202783, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.990244376031976, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9912512859231547, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9923943218431974, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9921374815075021, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9934476872808055, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9955509967709842, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9967074107966925, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9963423660711238, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9980769751495436, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9990246738062093, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.45.mlp": [ { "accuracy": 0.9201352533541227, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9223182452352423, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9322127354772467, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9357832419244867, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9583628271755419, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9621489204858479, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9668306457368951, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9776852789678072, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9799318533194693, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9785986950522975, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9814707150584773, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9890229600040537, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9907097957636181, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9938804315109002, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9944143314894877, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9953582612307448, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9982764158201846, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.45.self_attn": [ { "accuracy": 0.9629747867584229, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9670002680075795, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9707284569740295, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9759050654737573, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9821518628220809, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9824756995627755, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9866861512786463, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.987092978075931, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9885875449368828, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9893974771625117, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9910909792310313, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9920413188244167, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9920960421624937, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9929787547964799, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9956414805431115, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9964887876259653, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9964903483265325, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9979266926254097, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.999026622917307, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.46.mlp": [ { "accuracy": 0.9013373412584004, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9033729528125963, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9097391178733424, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9122588697232699, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9486566938852009, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9551890868889659, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9585895632442675, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9637917248826278, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9673186854312295, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9710871796858939, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9774151397378821, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9872754576959109, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9890937334612796, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9909069271464097, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9940878384207424, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9948891742449057, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9971624250082594, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.46.self_attn": [ { "accuracy": 0.9570280376233553, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.962700366973877, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9675809490053278, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9732828673563505, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9804562251818808, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9811109116202906, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9859198378889185, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9867551311066276, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9878911689708108, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9888188972284919, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9902946392172262, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9912162885854119, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9915561519171062, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9923627392241829, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9952050192575705, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.996147974149177, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9962206251527134, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9977409516118074, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9989566147131356, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.47.mlp": [ { "accuracy": 0.9219447813535991, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9245148583462364, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9319730808860377, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9349279905620375, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.960104807427055, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9637373434869867, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9672430377257497, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9781940250020278, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9802645570353458, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9794040824237623, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9821669114263434, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.989290053122922, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.990887535245795, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9936662037905893, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.994539271451925, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9953364549498809, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9979675604324592, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.47.self_attn": [ { "accuracy": 0.975297074568899, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9770933170067636, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.981149993444744, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9845861886676989, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9876344227477124, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9876427893575869, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9903529435396194, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9904165111090008, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9918272895248312, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9917566266499067, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9933842561746898, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9941230518253226, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9941030936805826, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9945932963961049, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9964308566168735, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9970794625972447, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969137734488437, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986132393149953, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9991445762938574, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.5.mlp": [ { "accuracy": 0.9900266771253786, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9903227506499541, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9917065760022715, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.992506845217002, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9948627705636778, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9951657637169486, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.995946871999063, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970836127667051, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970214221822588, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9972689975249139, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9977754730927316, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9986458348208352, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9980809094482347, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9991951770590324, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992683768566502, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9994683378915253, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9996362974573123, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.5.self_attn": [ { "accuracy": 0.9935977874617827, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9939872018600765, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9944138879838743, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9963194265177375, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9968443010982714, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9968930667168215, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9980907648017532, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9981499192746062, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9982876865879485, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983892864302585, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.99841462291385, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9985219970541565, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.998588219873215, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.998704615588251, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9992280234827807, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9993535587073941, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9994980457091802, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9996552232064699, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9998658823560139, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.6.mlp": [ { "accuracy": 0.9890765775191156, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9894203237797085, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9907766729593277, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9914547448095522, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9945968816939154, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9950468830372158, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9958033608762842, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9969666584541923, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9970918495796228, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.997294689871763, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9975841110082049, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9985646761365627, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9986668901616021, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9990995450827637, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9992727415734216, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9994612368019787, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9997107081458365, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.6.self_attn": [ { "accuracy": 0.9938888400793076, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9943094818215621, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9947808510378787, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9964115133411006, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9969278174011331, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.996990332674039, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9981141319792521, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9981878774338647, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9983550529730948, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9984511171320551, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9984666330641822, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9985827435984423, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9986597195659813, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9987813102963724, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9992635107942318, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9993858601113683, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9995142129298887, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9996676244037715, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9998674031567613, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.7.mlp": [ { "accuracy": 0.9871129699443516, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9875462180689761, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9892917620508295, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.98998892072, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9935531184861535, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9941302039905598, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9949505976156184, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9964692710261596, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9968179285918412, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9967125865973925, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9971529570849318, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983147421949788, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9985754475193588, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9990339856594801, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.999149610533526, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9993445341426291, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9997285427280554, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.7.self_attn": [ { "accuracy": 0.993300567332067, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9936822888098265, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9942917204216907, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.995950206329948, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9966202660610801, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9966980662000807, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.997965936401957, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9980728787026907, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9982354009622022, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983238864101862, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983206522700033, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9984488783306197, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9985495352823484, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9986789961786646, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9992001035103673, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9993376263760423, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9994698224197093, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9996533499736535, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9998560478224566, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.8.mlp": [ { "accuracy": 0.9836812584023726, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9842263962093153, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9867637988768125, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9876056760549545, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9917448029706353, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9924890963654769, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9935630454044593, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9955802755920511, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.996010519172016, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9957702904939651, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9963463850711521, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9978355051655519, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.998174771274391, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9987882436498215, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9989007396721526, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9991494345625764, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.999667048723878, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.8.self_attn": [ { "accuracy": 0.9935418457577103, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9940023943781853, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9945366151238743, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9960137672330204, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9967837257212714, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9968609233435831, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9979302900794306, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9980400537973956, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9981725698238925, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9982753650922525, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9983943171407047, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9985151184036544, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9986006968507641, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9987237749523238, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9992175720828144, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.999354338469474, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9994493834184188, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9996441915190142, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9998488181001065, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.9.mlp": [ { "accuracy": 0.9808039680907601, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 474871952, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9814254170969913, "down_proj": { "bits": [ 6, 3, 2 ], "bits_prop": [ 0.05, 0.2, 0.75 ], "group_size": { "2": 64, "3": 64, "6": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 492566672, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9846912136203364, "down_proj": { "bits": [ 5, 3 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "3": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 549465856, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9857194596215298, "down_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 616640256, "up_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.3, 0.7 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9902646651393489, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 128, "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 694777456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9911121302529385, "down_proj": { "bits": [ 8, 4, 3 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "3": 32, "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 714362112, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9925225714319631, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 }, "total_bits": 768025456, "up_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "3": 32, "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9948966907043206, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 878169328, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9953913410243235, "down_proj": { "bits": [ 8, 4 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "4": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 891112704, "up_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9950304266653562, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 128, "5": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 903509616, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9956825359871513, "down_proj": { "bits": [ 8, 5, 4 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "4": 32, "5": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 923094272, "up_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9974640494114474, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 128, "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 1112241776, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9978443339074913, "down_proj": { "bits": [ 8, 6, 5 ], "bits_prop": [ 0.05, 0.1, 0.85 ], "group_size": { "5": 32, "6": 32, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 1131826432, "up_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9986199844432505, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "6": 128, "8": 32 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 1288992368, "up_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9987060174738106, "down_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.15, 0.85 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1332028224, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9990121654577946, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 }, "total_bits": 1451303744, "up_proj": { "bits": [ 8, 6 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "6": 128, "8": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9996327847046288, "down_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "gate_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 1706107712, "up_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.layers.9.self_attn": [ { "accuracy": 0.99125248742731, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 133692416, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.05, 0.95 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9917744664769423, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 137624576, "v_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.25, 0.75 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9924863231809515, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 141915264, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9947295247724182, "k_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 3, 2 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "2": 64, "3": 64 }, "scale_bits": 4 }, "total_bits": 167308544, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9955142693299996, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197778944, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9956145290481416, "k_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 128, "4": 128 }, "scale_bits": 4 }, "total_bits": 197944704, "v_proj": { "bits": [ 4, 3 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "3": 64, "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9972813778409833, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254402048, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9974209146672174, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 128 }, "scale_bits": 4 }, "total_bits": 254567808, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9976657915272211, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 64 }, "scale_bits": 4 }, "total_bits": 256707328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9978148362746364, "k_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 }, "total_bits": 260323328, "v_proj": { "bits": [ 4 ], "bits_prop": [ 1 ], "group_size": { "4": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9977854505965584, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 128, "5": 128 }, "scale_bits": 4 }, "total_bits": 260859264, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.9979477085565266, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 262998784, "v_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9980849698185921, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 64, "5": 64 }, "scale_bits": 4 }, "total_bits": 267385856, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 64 }, "scale_bits": 4 } }, { "accuracy": 0.998264487048513, "k_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 5, 4 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "4": 32, "5": 32 }, "scale_bits": 4 }, "total_bits": 271333376, "v_proj": { "bits": [ 5 ], "bits_prop": [ 1 ], "group_size": { "5": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9989373001613115, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 128, "6": 128 }, "scale_bits": 4 }, "total_bits": 328326656, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9991253811473909, "k_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6, 5 ], "bits_prop": [ 0.1, 0.9 ], "group_size": { "5": 32, "6": 32 }, "scale_bits": 4 }, "total_bits": 334247936, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9992955510847663, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 }, "total_bits": 380231168, "v_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 128 }, "scale_bits": 4 } }, { "accuracy": 0.9995395365220151, "k_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "o_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "q_proj": { "bits": [ 6 ], "bits_prop": [ 1 ], "group_size": { "6": 32 }, "scale_bits": 4 }, "total_bits": 396638208, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 32 }, "scale_bits": 4 } }, { "accuracy": 0.9998091407193753, "k_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "o_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "q_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 }, "total_bits": 506060288, "v_proj": { "bits": [ 8 ], "bits_prop": [ 1 ], "group_size": { "8": 128 }, "scale_bits": 4 } } ], "model.norm.norm": null } }