layer,module,loss,samples,damp,time 0,self_attn.k_proj,0.00070515,0.01000,1.385 0,self_attn.v_proj,0.00059307,0.01000,1.121 0,self_attn.q_proj,0.00258521,0.01000,1.172 0,self_attn.o_proj,0.01955252,0.01000,1.172 0,mlp.up_proj,0.14081547,0.01000,1.232 0,mlp.gate_proj,0.21270670,0.01000,1.184 0,mlp.down_proj,0.10341728,0.01000,5.008 1,self_attn.k_proj,0.00179484,0.01000,1.179 1,self_attn.v_proj,0.00185646,0.01000,1.124 1,self_attn.q_proj,0.00755967,0.01000,1.148 1,self_attn.o_proj,0.01750864,0.01000,1.186 1,mlp.up_proj,1.93339133,0.01000,1.241 1,mlp.gate_proj,6.46621895,0.01000,1.194 1,mlp.down_proj,0.24397323,0.01000,5.021 2,self_attn.k_proj,0.00402845,0.01000,1.159 2,self_attn.v_proj,0.00421844,0.01000,1.105 2,self_attn.q_proj,0.01554210,0.01000,1.128 2,self_attn.o_proj,0.03608973,0.01000,1.185 2,mlp.up_proj,4.04899502,0.01000,1.237 2,mlp.gate_proj,8.89684391,0.01000,1.193 2,mlp.down_proj,0.22869286,0.01000,5.269 3,self_attn.k_proj,0.00834207,0.01000,1.177 3,self_attn.v_proj,0.00874612,0.01000,1.128 3,self_attn.q_proj,0.03258161,0.01000,1.150 3,self_attn.o_proj,0.04409736,0.01000,1.186 3,mlp.up_proj,6.68514776,0.01000,1.248 3,mlp.gate_proj,15.11703968,0.01000,1.198 3,mlp.down_proj,0.36655888,0.01000,5.079 4,self_attn.k_proj,0.01444592,0.01000,1.173 4,self_attn.v_proj,0.01500741,0.01000,1.124 4,self_attn.q_proj,0.05909440,0.01000,1.146 4,self_attn.o_proj,0.06205442,0.01000,1.186 4,mlp.up_proj,13.67866325,0.01000,1.243 4,mlp.gate_proj,23.40497398,0.01000,1.194 4,mlp.down_proj,0.41648334,0.01000,5.070 5,self_attn.k_proj,0.01607831,0.01000,1.166 5,self_attn.v_proj,0.01557913,0.01000,1.172 5,self_attn.q_proj,0.06674744,0.01000,1.141 5,self_attn.o_proj,0.07189713,0.01000,1.191 5,mlp.up_proj,10.08458900,0.01000,1.240 5,mlp.gate_proj,25.65925598,0.01000,1.196 5,mlp.down_proj,0.72814405,0.01000,5.078 6,self_attn.k_proj,0.02797525,0.01000,1.180 6,self_attn.v_proj,0.02999315,0.01000,1.124 6,self_attn.q_proj,0.11771373,0.01000,1.149 6,self_attn.o_proj,0.10042808,0.01000,1.207 6,mlp.up_proj,22.71648407,0.01000,1.237 6,mlp.gate_proj,43.64604950,0.01000,1.202 6,mlp.down_proj,55.64929581,0.01000,5.161 7,self_attn.k_proj,0.11195987,0.01000,1.207 7,self_attn.v_proj,0.12252167,0.01000,1.138 7,self_attn.q_proj,0.49221504,0.01000,1.171 7,self_attn.o_proj,0.22399020,0.01000,1.270 7,mlp.up_proj,19.27217484,0.01000,1.261 7,mlp.gate_proj,40.91525650,0.01000,1.273 7,mlp.down_proj,1.07534313,0.01000,5.317 8,self_attn.k_proj,0.12188863,0.01000,1.208 8,self_attn.v_proj,0.14043301,0.01000,1.150 8,self_attn.q_proj,0.52052939,0.01000,1.178 8,self_attn.o_proj,0.24562880,0.01000,1.208 8,mlp.up_proj,7.53962708,0.01000,1.258 8,mlp.gate_proj,13.18854618,0.01000,1.213 8,mlp.down_proj,1.41018748,0.01000,5.144 9,self_attn.k_proj,0.08431721,0.01000,1.234 9,self_attn.v_proj,0.07946551,0.01000,1.142 9,self_attn.q_proj,0.35178173,0.01000,1.163 9,self_attn.o_proj,0.21273188,0.01000,1.203 9,mlp.up_proj,7.51564360,0.01000,1.257 9,mlp.gate_proj,8.31024075,0.01000,1.209 9,mlp.down_proj,1.97027135,0.01000,5.389 10,self_attn.k_proj,0.13970166,0.01000,1.189 10,self_attn.v_proj,0.15342611,0.01000,1.234 10,self_attn.q_proj,0.60267645,0.01000,1.171 10,self_attn.o_proj,0.36029112,0.01000,1.272 10,mlp.up_proj,8.76702881,0.01000,1.317 10,mlp.gate_proj,9.45533562,0.01000,1.285 10,mlp.down_proj,1.95001364,0.01000,5.389 11,self_attn.k_proj,0.22548521,0.01000,1.192 11,self_attn.v_proj,0.23918489,0.01000,1.141 11,self_attn.q_proj,0.96112633,0.01000,1.161 11,self_attn.o_proj,0.64858180,0.01000,1.272 11,mlp.up_proj,10.80723763,0.01000,1.253 11,mlp.gate_proj,11.55856419,0.01000,1.207 11,mlp.down_proj,2.57149935,0.01000,5.577 12,self_attn.k_proj,0.19354048,0.01000,1.188 12,self_attn.v_proj,0.19336683,0.01000,1.143 12,self_attn.q_proj,0.81618583,0.01000,1.180 12,self_attn.o_proj,0.62866342,0.01000,1.198 12,mlp.up_proj,12.84583282,0.01000,1.271 12,mlp.gate_proj,13.82784271,0.01000,1.221 12,mlp.down_proj,3.34642506,0.01000,5.156 13,self_attn.k_proj,0.42784294,0.01000,1.198 13,self_attn.v_proj,0.46224689,0.01000,1.143 13,self_attn.q_proj,1.86821342,0.01000,1.167 13,self_attn.o_proj,1.11543632,0.01000,1.197 13,mlp.up_proj,14.57806587,0.01000,1.250 13,mlp.gate_proj,16.80974579,0.01000,1.202 13,mlp.down_proj,3.90047622,0.01000,5.149 14,self_attn.k_proj,0.30829912,0.01000,1.198 14,self_attn.v_proj,0.32090122,0.01000,1.148 14,self_attn.q_proj,1.31513786,0.01000,1.188 14,self_attn.o_proj,1.03302169,0.01000,1.200 14,mlp.up_proj,14.98736763,0.01000,1.282 14,mlp.gate_proj,16.62957382,0.01000,1.281 14,mlp.down_proj,4.07754374,0.01000,5.408 15,self_attn.k_proj,0.29759282,0.01000,1.200 15,self_attn.v_proj,0.29929948,0.01000,1.155 15,self_attn.q_proj,1.26697755,0.01000,1.172 15,self_attn.o_proj,0.93979216,0.01000,1.206 15,mlp.up_proj,15.57353783,0.01000,1.258 15,mlp.gate_proj,16.22858429,0.01000,1.210 15,mlp.down_proj,4.35530853,0.01000,5.379 16,self_attn.k_proj,0.37539023,0.01000,1.211 16,self_attn.v_proj,0.40242690,0.01000,1.188 16,self_attn.q_proj,1.57348514,0.01000,1.164 16,self_attn.o_proj,1.27471220,0.01000,1.221 16,mlp.up_proj,14.90924168,0.01000,1.265 16,mlp.gate_proj,14.57688999,0.01000,1.254 16,mlp.down_proj,4.53259277,0.01000,5.613 17,self_attn.k_proj,0.39300671,0.01000,1.238 17,self_attn.v_proj,0.40721723,0.01000,1.254 17,self_attn.q_proj,1.74801767,0.01000,1.281 17,self_attn.o_proj,1.37048018,0.01000,1.276 17,mlp.up_proj,16.27043724,0.01000,1.324 17,mlp.gate_proj,15.69502831,0.01000,1.274 17,mlp.down_proj,4.69274473,0.01000,5.326 18,self_attn.k_proj,0.56768882,0.01000,1.254 18,self_attn.v_proj,0.58766353,0.01000,1.206 18,self_attn.q_proj,2.51605034,0.01000,1.226 18,self_attn.o_proj,1.34994674,0.01000,1.279 18,mlp.up_proj,17.51553345,0.01000,1.301 18,mlp.gate_proj,16.32071114,0.01000,1.243 18,mlp.down_proj,5.31907988,0.01000,5.185 19,self_attn.k_proj,0.78620756,0.01000,1.265 19,self_attn.v_proj,0.81862819,0.01000,1.223 19,self_attn.q_proj,3.35753012,0.01000,1.248 19,self_attn.o_proj,1.61737394,0.01000,1.276 19,mlp.up_proj,19.24126816,0.01000,1.260 19,mlp.gate_proj,18.14963341,0.01000,1.271 19,mlp.down_proj,16.54980850,0.01000,5.439 20,self_attn.k_proj,1.43805170,0.01000,1.279 20,self_attn.v_proj,1.62246335,0.01000,1.220 20,self_attn.q_proj,6.66899490,0.01000,1.245 20,self_attn.o_proj,2.46310806,0.01000,1.201 20,mlp.up_proj,20.68938828,0.01000,1.266 20,mlp.gate_proj,19.20712280,0.01000,1.212 20,mlp.down_proj,7.44412184,0.01000,5.173 21,self_attn.k_proj,1.47485924,0.01000,1.214 21,self_attn.v_proj,1.44628322,0.01000,1.172 21,self_attn.q_proj,6.17815638,0.01000,1.199 21,self_attn.o_proj,3.53289413,0.01000,1.277 21,mlp.up_proj,22.05725479,0.01000,1.293 21,mlp.gate_proj,20.82827759,0.01000,1.230 21,mlp.down_proj,8.68605137,0.01000,5.657 22,self_attn.k_proj,1.44943690,0.01000,1.189 22,self_attn.v_proj,1.64447689,0.01000,1.138 22,self_attn.q_proj,6.54392338,0.01000,1.163 22,self_attn.o_proj,3.19042945,0.01000,1.196 22,mlp.up_proj,24.60332108,0.01000,1.252 22,mlp.gate_proj,23.00504684,0.01000,1.206 22,mlp.down_proj,9.71904182,0.01000,5.351 23,self_attn.k_proj,2.18464589,0.01000,1.190 23,self_attn.v_proj,2.59843898,0.01000,1.139 23,self_attn.q_proj,10.36781311,0.01000,1.162 23,self_attn.o_proj,2.85652900,0.01000,1.191 23,mlp.up_proj,25.49422836,0.01000,1.325 23,mlp.gate_proj,23.43290138,0.01000,1.289 23,mlp.down_proj,11.47138596,0.01000,5.225 24,self_attn.k_proj,2.77395487,0.01000,1.258 24,self_attn.v_proj,3.21030664,0.01000,1.207 24,self_attn.q_proj,13.67599678,0.01000,1.229 24,self_attn.o_proj,4.96184969,0.01000,1.273 24,mlp.up_proj,27.81478119,0.01000,1.267 24,mlp.gate_proj,26.07052231,0.01000,1.219 24,mlp.down_proj,12.45972443,0.01000,5.404 25,self_attn.k_proj,2.77749777,0.01000,1.225 25,self_attn.v_proj,3.10713243,0.01000,1.174 25,self_attn.q_proj,12.99405098,0.01000,1.177 25,self_attn.o_proj,4.33352947,0.01000,1.236 25,mlp.up_proj,30.71481323,0.01000,1.303 25,mlp.gate_proj,29.03659439,0.01000,1.212 25,mlp.down_proj,15.96378517,0.01000,5.203 26,self_attn.k_proj,3.00112486,0.01000,1.196 26,self_attn.v_proj,3.52014399,0.01000,1.144 26,self_attn.q_proj,14.48973846,0.01000,1.170 26,self_attn.o_proj,4.95573711,0.01000,1.204 26,mlp.up_proj,34.63649368,0.01000,1.258 26,mlp.gate_proj,33.71157837,0.01000,1.213 26,mlp.down_proj,24.53585052,0.01000,5.392 27,self_attn.k_proj,4.64402103,0.01000,1.284 27,self_attn.v_proj,5.38009834,0.01000,1.139 27,self_attn.q_proj,21.22321701,0.01000,1.161 27,self_attn.o_proj,8.20958328,0.01000,1.190 27,mlp.up_proj,42.48213577,0.01000,1.255 27,mlp.gate_proj,41.43994904,0.01000,1.205 27,mlp.down_proj,35.94324112,0.01000,5.184 28,self_attn.k_proj,7.01647139,0.01000,1.188 28,self_attn.v_proj,8.68221283,0.01000,1.138 28,self_attn.q_proj,33.62464905,0.01000,1.161 28,self_attn.o_proj,10.86140060,0.01000,1.195 28,mlp.up_proj,53.62960052,0.01000,1.254 28,mlp.gate_proj,51.62405777,0.01000,1.208 28,mlp.down_proj,46.18000793,0.01000,5.157 29,self_attn.k_proj,10.72468376,0.01000,1.193 29,self_attn.v_proj,11.93986320,0.01000,1.186 29,self_attn.q_proj,49.06664658,0.01000,1.157 29,self_attn.o_proj,9.47833252,0.01000,1.215 29,mlp.up_proj,60.01675797,0.01000,1.259 29,mlp.gate_proj,57.49778748,0.01000,1.211 29,mlp.down_proj,66.30590820,0.01000,5.373 30,self_attn.k_proj,16.15894699,0.01000,1.194 30,self_attn.v_proj,20.22811890,0.01000,1.148 30,self_attn.q_proj,72.88484192,0.01000,1.168 30,self_attn.o_proj,17.97172165,0.01000,1.201 30,mlp.up_proj,77.35546875,0.01000,1.258 30,mlp.gate_proj,73.98342133,0.01000,1.215 30,mlp.down_proj,80.41363525,0.01000,5.146 31,self_attn.k_proj,16.20863724,0.01000,1.197 31,self_attn.v_proj,17.44694710,0.01000,1.148 31,self_attn.q_proj,71.93412018,0.01000,1.170 31,self_attn.o_proj,15.64772701,0.01000,1.271 31,mlp.up_proj,84.93713379,0.01000,1.329 31,mlp.gate_proj,79.64702606,0.01000,1.266 31,mlp.down_proj,102.10330963,0.01000,5.332 32,self_attn.k_proj,30.03628540,0.01000,1.195 32,self_attn.v_proj,39.24974823,0.01000,1.158 32,self_attn.q_proj,132.09585571,0.01000,1.170 32,self_attn.o_proj,16.91402435,0.01000,1.204 32,mlp.up_proj,97.01721954,0.01000,1.331 32,mlp.gate_proj,89.70504761,0.01000,1.293 32,mlp.down_proj,119.89739990,0.01000,5.660 33,self_attn.k_proj,37.31489944,0.01000,1.247 33,self_attn.v_proj,54.59365082,0.01000,1.219 33,self_attn.q_proj,164.40927124,0.01000,1.245 33,self_attn.o_proj,19.79536247,0.01000,1.270 33,mlp.up_proj,104.77709198,0.01000,1.325 33,mlp.gate_proj,94.75755310,0.01000,1.279 33,mlp.down_proj,140.76945496,0.01000,5.166 34,self_attn.k_proj,67.91184998,0.01000,1.190 34,self_attn.v_proj,88.80003357,0.01000,1.139 34,self_attn.q_proj,298.65936279,0.01000,1.165 34,self_attn.o_proj,25.28427124,0.01000,1.197 34,mlp.up_proj,118.75723267,0.01000,1.255 34,mlp.gate_proj,105.32444000,0.01000,1.219 34,mlp.down_proj,166.93191528,0.01000,5.414 35,self_attn.k_proj,88.77953339,0.01000,1.293 35,self_attn.v_proj,130.98645020,0.01000,1.221 35,self_attn.q_proj,409.77334595,0.01000,1.170 35,self_attn.o_proj,25.57363319,0.01000,1.293 35,mlp.up_proj,128.79974365,0.01000,1.258 35,mlp.gate_proj,112.65682983,0.01000,1.212 35,mlp.down_proj,207.04046631,0.01000,5.163 36,self_attn.k_proj,83.83846283,0.01000,1.198 36,self_attn.v_proj,105.56782532,0.01000,1.146 36,self_attn.q_proj,385.79064941,0.01000,1.169 36,self_attn.o_proj,52.55107117,0.01000,1.204 36,mlp.up_proj,139.16838074,0.01000,1.259 36,mlp.gate_proj,118.08029938,0.01000,1.213 36,mlp.down_proj,276.03088379,0.01000,5.362 37,self_attn.k_proj,107.06826782,0.01000,1.199 37,self_attn.v_proj,182.47669983,0.01000,1.144 37,self_attn.q_proj,516.48419189,0.01000,1.173 37,self_attn.o_proj,67.11089325,0.01000,1.206 37,mlp.up_proj,146.49134827,0.01000,1.256 37,mlp.gate_proj,122.33524323,0.01000,1.212 37,mlp.down_proj,372.25158691,0.01000,5.430 38,self_attn.k_proj,117.78956604,0.01000,1.198 38,self_attn.v_proj,178.97363281,0.01000,1.149 38,self_attn.q_proj,535.84649658,0.01000,1.171 38,self_attn.o_proj,128.42825317,0.01000,1.201 38,mlp.up_proj,165.81509399,0.01000,1.263 38,mlp.gate_proj,146.40844727,0.01000,1.216 38,mlp.down_proj,547.92755127,0.01000,5.405 39,self_attn.k_proj,54.57062149,0.01000,1.236 39,self_attn.v_proj,73.58613586,0.01000,1.202 39,self_attn.q_proj,241.50205994,0.01000,1.173 39,self_attn.o_proj,100.98907471,0.01000,1.230 39,mlp.up_proj,214.80130005,0.01000,1.248 39,mlp.gate_proj,195.37448120,0.01000,1.197 39,mlp.down_proj,1378.51818848,0.01000,5.398