layer,module,loss,samples,damp,time 0,linear_attn.in_proj_qkv,0.0000512330,0.05000,0.753 0,linear_attn.in_proj_z,0.0000258486,0.05000,0.439 0,linear_attn.out_proj,0.0000000288,0.05000,0.438 0,mlp.gate_proj,0.0000006692,0.05000,1.283 0,mlp.up_proj,0.0000005881,0.05000,1.321 0,mlp.down_proj,0.0000000033,0.05000,2.023 1,linear_attn.in_proj_qkv,0.0000058743,0.05000,0.505 1,linear_attn.in_proj_z,0.0000030396,0.05000,0.441 1,linear_attn.out_proj,0.0000000073,0.05000,0.443 1,mlp.gate_proj,0.0000017216,0.05000,1.314 1,mlp.up_proj,0.0000015407,0.05000,1.320 1,mlp.down_proj,0.0000000096,0.05000,1.996 2,linear_attn.in_proj_qkv,0.0000102022,0.05000,0.508 2,linear_attn.in_proj_z,0.0000051198,0.05000,0.442 2,linear_attn.out_proj,0.0000000120,0.05000,0.438 2,mlp.up_proj,0.0000024092,0.05000,1.574 2,mlp.gate_proj,0.0000028889,0.05000,1.579 2,mlp.down_proj,0.0000000213,0.05000,1.979 3,self_attn.q_proj,0.0000457913,0.05000,1.437 3,self_attn.v_proj,0.0000040927,0.05000,1.443 3,self_attn.k_proj,0.0000045126,0.05000,1.448 3,self_attn.o_proj,0.0000000247,0.05000,0.442 3,mlp.up_proj,0.0000033437,0.05000,1.295 3,mlp.gate_proj,0.0000037084,0.05000,1.303 3,mlp.down_proj,0.0000000310,0.05000,1.934 4,linear_attn.in_proj_qkv,0.0000166285,0.05000,0.504 4,linear_attn.in_proj_z,0.0000084468,0.05000,0.441 4,linear_attn.out_proj,0.0000000281,0.05000,0.433 4,mlp.up_proj,0.0000054035,0.05000,1.541 4,mlp.gate_proj,0.0000060489,0.05000,1.560 4,mlp.down_proj,0.0000000529,0.05000,1.950 5,linear_attn.in_proj_qkv,0.0000234676,0.05000,0.497 5,linear_attn.in_proj_z,0.0000116633,0.05000,0.438 5,linear_attn.out_proj,0.0000000641,0.05000,0.438 5,mlp.gate_proj,0.0000087650,0.05000,1.280 5,mlp.up_proj,0.0000072798,0.05000,1.282 5,mlp.down_proj,0.0000001020,0.05000,1.931 6,linear_attn.in_proj_qkv,0.0000271829,0.05000,0.499 6,linear_attn.in_proj_z,0.0000114913,0.05000,0.442 6,linear_attn.out_proj,0.0000001114,0.05000,0.441 6,mlp.gate_proj,0.0000125882,0.05000,1.596 6,mlp.up_proj,0.0000099671,0.05000,1.624 6,mlp.down_proj,0.0000001583,0.05000,1.969 7,self_attn.q_proj,0.0000327816,0.05000,1.793 7,self_attn.k_proj,0.0000040194,0.05000,1.808 7,self_attn.v_proj,0.0000034953,0.05000,1.826 7,self_attn.o_proj,0.0000001741,0.05000,0.441 7,mlp.gate_proj,0.0000132600,0.05000,1.668 7,mlp.up_proj,0.0000104244,0.05000,1.672 7,mlp.down_proj,0.0000001733,0.05000,1.950 8,linear_attn.in_proj_qkv,0.0000301906,0.05000,0.507 8,linear_attn.in_proj_z,0.0000130997,0.05000,0.447 8,linear_attn.out_proj,0.0000001314,0.05000,0.437 8,mlp.up_proj,0.0000114845,0.05000,1.308 8,mlp.gate_proj,0.0000140776,0.05000,1.313 8,mlp.down_proj,0.0000001827,0.05000,1.964 9,linear_attn.in_proj_qkv,0.0000328663,0.05000,0.503 9,linear_attn.in_proj_z,0.0000136644,0.05000,0.436 9,linear_attn.out_proj,0.0000001533,0.05000,0.435 9,mlp.up_proj,0.0000123621,0.05000,1.654 9,mlp.gate_proj,0.0000141435,0.05000,1.675 9,mlp.down_proj,0.0000002136,0.05000,1.915 10,linear_attn.in_proj_qkv,0.0000313985,0.05000,0.500 10,linear_attn.in_proj_z,0.0000127113,0.05000,0.440 10,linear_attn.out_proj,0.0000001706,0.05000,0.435 10,mlp.gate_proj,0.0000139577,0.05000,1.244 10,mlp.up_proj,0.0000133629,0.05000,1.249 10,mlp.down_proj,0.0000002500,0.05000,1.933 11,self_attn.q_proj,0.0000255943,0.05000,1.750 11,self_attn.k_proj,0.0000034389,0.05000,1.761 11,self_attn.v_proj,0.0000033088,0.05000,1.785 11,self_attn.o_proj,0.0000003653,0.05000,0.439 11,mlp.gate_proj,0.0000142216,0.05000,1.447 11,mlp.up_proj,0.0000144107,0.05000,1.477 11,mlp.down_proj,0.0000002969,0.05000,1.908 12,linear_attn.in_proj_qkv,0.0000334196,0.05000,0.499 12,linear_attn.in_proj_z,0.0000123923,0.05000,0.439 12,linear_attn.out_proj,0.0000002414,0.05000,0.437 12,mlp.gate_proj,0.0000144687,0.05000,1.479 12,mlp.up_proj,0.0000152860,0.05000,1.505 12,mlp.down_proj,0.0000003427,0.05000,1.941 13,linear_attn.in_proj_qkv,0.0000387516,0.05000,0.497 13,linear_attn.in_proj_z,0.0000150452,0.05000,0.446 13,linear_attn.out_proj,0.0000002380,0.05000,0.434 13,mlp.gate_proj,0.0000151776,0.05000,1.609 13,mlp.up_proj,0.0000163668,0.05000,1.639 13,mlp.down_proj,0.0000003871,0.05000,1.940 14,linear_attn.in_proj_qkv,0.0000384952,0.05000,0.496 14,linear_attn.in_proj_z,0.0000148005,0.05000,0.444 14,linear_attn.out_proj,0.0000003604,0.05000,0.436 14,mlp.gate_proj,0.0000154822,0.05000,1.289 14,mlp.up_proj,0.0000175342,0.05000,1.295 14,mlp.down_proj,0.0000004424,0.05000,1.960 15,self_attn.k_proj,0.0000037890,0.05000,1.564 15,self_attn.q_proj,0.0000281934,0.05000,1.579 15,self_attn.v_proj,0.0000048000,0.05000,1.587 15,self_attn.o_proj,0.0000006070,0.05000,0.435 15,mlp.gate_proj,0.0000170689,0.05000,1.280 15,mlp.up_proj,0.0000197788,0.05000,1.285 15,mlp.down_proj,0.0000006178,0.05000,1.924 16,linear_attn.in_proj_qkv,0.0000414585,0.05000,0.497 16,linear_attn.in_proj_z,0.0000157437,0.05000,0.434 16,linear_attn.out_proj,0.0000004966,0.05000,0.435 16,mlp.gate_proj,0.0000189846,0.05000,1.235 16,mlp.up_proj,0.0000219061,0.05000,1.240 16,mlp.down_proj,0.0000008104,0.05000,1.911 17,linear_attn.in_proj_qkv,0.0000563444,0.05000,0.498 17,linear_attn.in_proj_z,0.0000180389,0.05000,0.437 17,linear_attn.out_proj,0.0000006251,0.05000,0.434 17,mlp.gate_proj,0.0000202587,0.05000,1.301 17,mlp.up_proj,0.0000241804,0.05000,1.309 17,mlp.down_proj,0.0000010840,0.05000,1.916 18,linear_attn.in_proj_qkv,0.0000529036,0.05000,0.503 18,linear_attn.in_proj_z,0.0000192245,0.05000,0.440 18,linear_attn.out_proj,0.0000010398,0.05000,0.437 18,mlp.up_proj,0.0000281983,0.05000,1.249 18,mlp.gate_proj,0.0000245166,0.05000,1.264 18,mlp.down_proj,0.0000020065,0.05000,1.944 19,self_attn.k_proj,0.0000058760,0.05000,1.776 19,self_attn.v_proj,0.0000109502,0.05000,1.784 19,self_attn.q_proj,0.0000395083,0.05000,1.813 19,self_attn.o_proj,0.0000026417,0.05000,0.442 19,mlp.gate_proj,0.0000300821,0.05000,1.619 19,mlp.up_proj,0.0000356534,0.05000,1.640 19,mlp.down_proj,0.0000029585,0.05000,1.944 20,linear_attn.in_proj_qkv,0.0000828392,0.05000,0.502 20,linear_attn.in_proj_z,0.0000297302,0.05000,0.434 20,linear_attn.out_proj,0.0000014146,0.05000,0.443 20,mlp.gate_proj,0.0000373262,0.05000,1.534 20,mlp.up_proj,0.0000371792,0.05000,1.553 20,mlp.down_proj,0.0000031579,0.05000,1.929 21,linear_attn.in_proj_qkv,0.0000811663,0.05000,0.509 21,linear_attn.in_proj_z,0.0000304235,0.05000,0.448 21,linear_attn.out_proj,0.0000018507,0.05000,0.433 21,mlp.up_proj,0.0000391224,0.05000,1.600 21,mlp.gate_proj,0.0000418820,0.05000,1.611 21,mlp.down_proj,0.0000040956,0.05000,1.939 22,linear_attn.in_proj_qkv,0.0000800213,0.05000,0.499 22,linear_attn.in_proj_z,0.0000346308,0.05000,0.434 22,linear_attn.out_proj,0.0000020605,0.05000,0.439 22,mlp.up_proj,0.0000500837,0.05000,1.472 22,mlp.gate_proj,0.0000592674,0.05000,1.478 22,mlp.down_proj,0.0000062517,0.05000,1.917 23,self_attn.k_proj,0.0000078460,0.05000,1.776 23,self_attn.v_proj,0.0000156147,0.05000,1.789 23,self_attn.q_proj,0.0000542049,0.05000,1.805 23,self_attn.o_proj,0.0000037408,0.05000,0.437 23,mlp.gate_proj,0.0000577355,0.05000,1.643 23,mlp.up_proj,0.0000519635,0.05000,1.649 23,mlp.down_proj,0.0000051992,0.05000,1.916 24,linear_attn.in_proj_qkv,0.0000934729,0.05000,0.496 24,linear_attn.in_proj_z,0.0000357742,0.05000,0.435 24,linear_attn.out_proj,0.0000029748,0.05000,0.444 24,mlp.gate_proj,0.0000614639,0.05000,1.246 24,mlp.up_proj,0.0000522009,0.05000,1.247 24,mlp.down_proj,0.0000049123,0.05000,1.916 25,linear_attn.in_proj_qkv,0.0000965361,0.05000,0.508 25,linear_attn.in_proj_z,0.0000383143,0.05000,0.433 25,linear_attn.out_proj,0.0000024083,0.05000,0.435 25,mlp.gate_proj,0.0000721219,0.05000,1.608 25,mlp.up_proj,0.0000587548,0.05000,1.623 25,mlp.down_proj,0.0000050382,0.05000,1.904 26,linear_attn.in_proj_qkv,0.0000897841,0.05000,0.500 26,linear_attn.in_proj_z,0.0000403678,0.05000,0.430 26,linear_attn.out_proj,0.0000030055,0.05000,0.441 26,mlp.gate_proj,0.0000864327,0.05000,1.388 26,mlp.up_proj,0.0000691804,0.05000,1.407 26,mlp.down_proj,0.0000069061,0.05000,1.903 27,self_attn.k_proj,0.0000103169,0.05000,1.737 27,self_attn.q_proj,0.0000655058,0.05000,1.744 27,self_attn.v_proj,0.0000380844,0.05000,1.761 27,self_attn.o_proj,0.0000103013,0.05000,0.432 27,mlp.gate_proj,0.0000873213,0.05000,1.345 27,mlp.up_proj,0.0000718302,0.05000,1.352 27,mlp.down_proj,0.0000074708,0.05000,1.926 28,linear_attn.in_proj_qkv,0.0001090263,0.05000,0.499 28,linear_attn.in_proj_z,0.0000431458,0.05000,0.435 28,linear_attn.out_proj,0.0000066057,0.05000,0.436 28,mlp.up_proj,0.0000736457,0.05000,1.536 28,mlp.gate_proj,0.0000876350,0.05000,1.543 28,mlp.down_proj,0.0000099431,0.05000,1.923 29,linear_attn.in_proj_qkv,0.0000821576,0.05000,0.498 29,linear_attn.in_proj_z,0.0000386130,0.05000,0.439 29,linear_attn.out_proj,0.0000073645,0.05000,0.438 29,mlp.gate_proj,0.0000951019,0.05000,1.261 29,mlp.up_proj,0.0000801801,0.05000,1.267 29,mlp.down_proj,0.0000127125,0.05000,1.922 30,linear_attn.in_proj_qkv,0.0000864302,0.05000,0.506 30,linear_attn.in_proj_z,0.0000373503,0.05000,0.436 30,linear_attn.out_proj,0.0000150087,0.05000,0.431 30,mlp.gate_proj,0.0000910522,0.05000,1.601 30,mlp.up_proj,0.0000784964,0.05000,1.615 30,mlp.down_proj,0.0000179220,0.05000,1.920 31,self_attn.v_proj,0.0000322213,0.05000,1.749 31,self_attn.k_proj,0.0000086426,0.05000,1.755 31,self_attn.q_proj,0.0000653408,0.05000,1.787 31,self_attn.o_proj,0.0000210914,0.05000,0.436 31,mlp.gate_proj,0.0000866345,0.05000,1.648 31,mlp.up_proj,0.0000729714,0.05000,1.655 31,mlp.down_proj,0.0000323485,0.05000,1.933