layer,module,loss,samples,damp,time 0,self_attn.k_proj,0.0000010345,0.05000,0.890 0,self_attn.v_proj,0.0000002105,0.05000,0.713 0,self_attn.q_proj,0.0000028005,0.05000,0.734 0,self_attn.o_proj,0.0000011810,0.05000,0.708 0,mlp.gate_proj,0.0000014312,0.05000,0.728 0,mlp.up_proj,0.0000012446,0.05000,0.723 0,mlp.down_proj,0.0000018967,0.05000,2.076 1,self_attn.k_proj,0.0000000372,0.05000,0.703 1,self_attn.v_proj,0.0000000142,0.05000,0.698 1,self_attn.q_proj,0.0000001447,0.05000,0.712 1,self_attn.o_proj,0.0000000181,0.05000,0.718 1,mlp.gate_proj,0.0000151709,0.05000,0.726 1,mlp.up_proj,0.0000062952,0.05000,0.732 1,mlp.down_proj,0.0000002049,0.05000,2.205 2,self_attn.k_proj,0.0000001718,0.05000,0.770 2,self_attn.v_proj,0.0000000505,0.05000,0.741 2,self_attn.q_proj,0.0000004803,0.05000,0.745 2,self_attn.o_proj,0.0000001290,0.05000,0.760 2,mlp.gate_proj,0.0000314005,0.05000,0.793 2,mlp.up_proj,0.0000175286,0.05000,0.772 2,mlp.down_proj,0.0000007901,0.05000,2.255 3,self_attn.k_proj,0.0000010903,0.05000,0.767 3,self_attn.v_proj,0.0000002457,0.05000,0.777 3,self_attn.q_proj,0.0000028919,0.05000,0.757 3,self_attn.o_proj,0.0000003798,0.05000,0.765 3,mlp.gate_proj,0.0000401692,0.05000,0.784 3,mlp.up_proj,0.0000193787,0.05000,0.777 3,mlp.down_proj,0.0000016605,0.05000,2.277 4,self_attn.k_proj,0.0000012013,0.05000,0.750 4,self_attn.v_proj,0.0000003660,0.05000,0.773 4,self_attn.q_proj,0.0000032377,0.05000,0.754 4,self_attn.o_proj,0.0000006876,0.05000,0.760 4,mlp.gate_proj,0.0000665692,0.05000,0.797 4,mlp.up_proj,0.0000360474,0.05000,0.797 4,mlp.down_proj,0.0003383170,0.05000,2.296 5,self_attn.k_proj,0.0000039737,0.05000,0.788 5,self_attn.v_proj,0.0000016558,0.05000,0.761 5,self_attn.q_proj,0.0000126068,0.05000,0.768 5,self_attn.o_proj,0.0000008714,0.05000,0.770 5,mlp.gate_proj,0.0000997196,0.05000,0.799 5,mlp.up_proj,0.0000517149,0.05000,0.790 5,mlp.down_proj,0.0000093353,0.05000,2.252 6,self_attn.k_proj,0.0000039945,0.05000,0.760 6,self_attn.v_proj,0.0000021285,0.05000,0.760 6,self_attn.q_proj,0.0000136984,0.05000,0.768 6,self_attn.o_proj,0.0000009256,0.05000,0.769 6,mlp.gate_proj,0.0001461390,0.05000,0.787 6,mlp.up_proj,0.0000788555,0.05000,0.769 6,mlp.down_proj,0.0000059479,0.05000,2.259 7,self_attn.k_proj,0.0000054761,0.05000,0.791 7,self_attn.v_proj,0.0000031289,0.05000,0.755 7,self_attn.q_proj,0.0000191049,0.05000,0.787 7,self_attn.o_proj,0.0000010236,0.05000,0.785 7,mlp.gate_proj,0.0001826673,0.05000,0.807 7,mlp.up_proj,0.0000967049,0.05000,0.811 7,mlp.down_proj,0.0000050637,0.05000,2.332 8,self_attn.k_proj,0.0000061526,0.05000,0.743 8,self_attn.v_proj,0.0000026682,0.05000,0.749 8,self_attn.q_proj,0.0000203355,0.05000,0.743 8,self_attn.o_proj,0.0000009448,0.05000,0.760 8,mlp.gate_proj,0.0001155897,0.05000,0.764 8,mlp.up_proj,0.0000636666,0.05000,0.760 8,mlp.down_proj,0.0000066151,0.05000,2.208 9,self_attn.k_proj,0.0000054034,0.05000,0.764 9,self_attn.v_proj,0.0000030490,0.05000,0.754 9,self_attn.q_proj,0.0000183273,0.05000,0.763 9,self_attn.o_proj,0.0000017297,0.05000,0.790 9,mlp.gate_proj,0.0000433400,0.05000,0.786 9,mlp.up_proj,0.0000393703,0.05000,0.774 9,mlp.down_proj,0.0000097124,0.05000,2.207 10,self_attn.k_proj,0.0000075722,0.05000,0.764 10,self_attn.v_proj,0.0000041700,0.05000,0.763 10,self_attn.q_proj,0.0000266967,0.05000,0.763 10,self_attn.o_proj,0.0000018300,0.05000,0.766 10,mlp.gate_proj,0.0000491168,0.05000,0.782 10,mlp.up_proj,0.0000445106,0.05000,0.773 10,mlp.down_proj,0.0000119973,0.05000,2.279 11,self_attn.k_proj,0.0000058302,0.05000,0.794 11,self_attn.v_proj,0.0000028397,0.05000,0.766 11,self_attn.q_proj,0.0000204721,0.05000,0.774 11,self_attn.o_proj,0.0000026513,0.05000,0.793 11,mlp.gate_proj,0.0000638938,0.05000,0.786 11,mlp.up_proj,0.0000507965,0.05000,0.794 11,mlp.down_proj,0.0000096449,0.05000,2.229 12,self_attn.k_proj,0.0000069046,0.05000,0.783 12,self_attn.v_proj,0.0000030947,0.05000,0.878 12,self_attn.q_proj,0.0000244664,0.05000,0.777 12,self_attn.o_proj,0.0000026981,0.05000,0.767 12,mlp.gate_proj,0.0000555484,0.05000,0.784 12,mlp.up_proj,0.0000520922,0.05000,0.791 12,mlp.down_proj,0.0000114576,0.05000,2.340 13,self_attn.k_proj,0.0000074464,0.05000,0.780 13,self_attn.v_proj,0.0000037448,0.05000,0.782 13,self_attn.q_proj,0.0000257437,0.05000,0.803 13,self_attn.o_proj,0.0000030890,0.05000,0.791 13,mlp.gate_proj,0.0000620614,0.05000,0.793 13,mlp.up_proj,0.0000581586,0.05000,0.786 13,mlp.down_proj,0.0000134533,0.05000,2.318 14,self_attn.k_proj,0.0000088659,0.05000,0.753 14,self_attn.v_proj,0.0000039831,0.05000,0.768 14,self_attn.q_proj,0.0000300158,0.05000,0.798 14,self_attn.o_proj,0.0000031933,0.05000,0.777 14,mlp.gate_proj,0.0000633648,0.05000,0.812 14,mlp.up_proj,0.0000597147,0.05000,0.801 14,mlp.down_proj,0.0000143671,0.05000,2.256 15,self_attn.k_proj,0.0000074085,0.05000,0.790 15,self_attn.v_proj,0.0000044317,0.05000,0.786 15,self_attn.q_proj,0.0000262538,0.05000,0.808 15,self_attn.o_proj,0.0000041149,0.05000,0.786 15,mlp.gate_proj,0.0000688258,0.05000,0.913 15,mlp.up_proj,0.0000624603,0.05000,0.794 15,mlp.down_proj,0.0000152924,0.05000,2.393 16,self_attn.k_proj,0.0000077834,0.05000,0.797 16,self_attn.v_proj,0.0000031221,0.05000,0.810 16,self_attn.q_proj,0.0000243524,0.05000,0.829 16,self_attn.o_proj,0.0000036495,0.05000,0.725 16,mlp.gate_proj,0.0000598356,0.05000,0.742 16,mlp.up_proj,0.0000587959,0.05000,0.762 16,mlp.down_proj,0.0000148449,0.05000,2.141 17,self_attn.k_proj,0.0000084560,0.05000,0.740 17,self_attn.v_proj,0.0000037563,0.05000,0.748 17,self_attn.q_proj,0.0000286677,0.05000,0.753 17,self_attn.o_proj,0.0000037051,0.05000,0.741 17,mlp.gate_proj,0.0000578213,0.05000,0.745 17,mlp.up_proj,0.0000585330,0.05000,0.764 17,mlp.down_proj,0.0000138345,0.05000,2.159 18,self_attn.k_proj,0.0000084084,0.05000,0.727 18,self_attn.v_proj,0.0000041656,0.05000,0.730 18,self_attn.q_proj,0.0000288625,0.05000,0.732 18,self_attn.o_proj,0.0000046708,0.05000,0.738 18,mlp.gate_proj,0.0000558453,0.05000,0.763 18,mlp.up_proj,0.0000582194,0.05000,0.764 18,mlp.down_proj,0.0000137017,0.05000,2.182 19,self_attn.k_proj,0.0000092760,0.05000,0.737 19,self_attn.v_proj,0.0000043924,0.05000,0.738 19,self_attn.q_proj,0.0000349181,0.05000,0.742 19,self_attn.o_proj,0.0000035104,0.05000,0.724 19,mlp.gate_proj,0.0000577134,0.05000,0.801 19,mlp.up_proj,0.0000601438,0.05000,0.736 19,mlp.down_proj,0.0000141060,0.05000,2.143 20,self_attn.k_proj,0.0000099261,0.05000,0.717 20,self_attn.v_proj,0.0000040569,0.05000,0.732 20,self_attn.q_proj,0.0000341077,0.05000,0.730 20,self_attn.o_proj,0.0000044676,0.05000,0.750 20,mlp.gate_proj,0.0000520009,0.05000,0.741 20,mlp.up_proj,0.0000570655,0.05000,0.748 20,mlp.down_proj,0.0000139291,0.05000,2.276 21,self_attn.k_proj,0.0000087641,0.05000,0.760 21,self_attn.v_proj,0.0000039525,0.05000,0.765 21,self_attn.q_proj,0.0000297285,0.05000,0.765 21,self_attn.o_proj,0.0000044091,0.05000,0.807 21,mlp.gate_proj,0.0000513103,0.05000,0.797 21,mlp.up_proj,0.0000566967,0.05000,0.768 21,mlp.down_proj,0.0000128298,0.05000,2.276 22,self_attn.k_proj,0.0000097624,0.05000,0.741 22,self_attn.v_proj,0.0000058217,0.05000,0.717 22,self_attn.q_proj,0.0000330026,0.05000,0.733 22,self_attn.o_proj,0.0000053421,0.05000,0.730 22,mlp.gate_proj,0.0000517052,0.05000,0.765 22,mlp.up_proj,0.0000574648,0.05000,0.746 22,mlp.down_proj,0.0000163017,0.05000,2.181 23,self_attn.k_proj,0.0000091015,0.05000,0.735 23,self_attn.v_proj,0.0000058541,0.05000,0.755 23,self_attn.q_proj,0.0000333629,0.05000,0.771 23,self_attn.o_proj,0.0000059910,0.05000,0.743 23,mlp.gate_proj,0.0000558644,0.05000,0.747 23,mlp.up_proj,0.0000587899,0.05000,0.765 23,mlp.down_proj,0.0000146186,0.05000,2.239 24,self_attn.k_proj,0.0000124702,0.05000,0.735 24,self_attn.v_proj,0.0000050404,0.05000,0.722 24,self_attn.q_proj,0.0000385022,0.05000,0.740 24,self_attn.o_proj,0.0000055796,0.05000,0.765 24,mlp.gate_proj,0.0000534254,0.05000,0.765 24,mlp.up_proj,0.0000571216,0.05000,0.766 24,mlp.down_proj,0.0000131968,0.05000,2.224 25,self_attn.k_proj,0.0000123175,0.05000,0.781 25,self_attn.v_proj,0.0000069963,0.05000,0.761 25,self_attn.q_proj,0.0000430898,0.05000,0.782 25,self_attn.o_proj,0.0000045160,0.05000,0.762 25,mlp.gate_proj,0.0000526878,0.05000,0.785 25,mlp.up_proj,0.0000582908,0.05000,0.789 25,mlp.down_proj,0.0000140003,0.05000,2.231 26,self_attn.k_proj,0.0000107024,0.05000,0.763 26,self_attn.v_proj,0.0000044477,0.05000,0.751 26,self_attn.q_proj,0.0000376036,0.05000,0.771 26,self_attn.o_proj,0.0000049176,0.05000,0.769 26,mlp.gate_proj,0.0000533945,0.05000,0.783 26,mlp.up_proj,0.0000615110,0.05000,0.774 26,mlp.down_proj,0.0000153276,0.05000,2.146 27,self_attn.k_proj,0.0000109775,0.05000,0.719 27,self_attn.v_proj,0.0000054582,0.05000,0.718 27,self_attn.q_proj,0.0000362237,0.05000,0.731 27,self_attn.o_proj,0.0000067432,0.05000,0.747 27,mlp.gate_proj,0.0000555439,0.05000,0.743 27,mlp.up_proj,0.0000643386,0.05000,0.737 27,mlp.down_proj,0.0000185142,0.05000,2.128 28,self_attn.k_proj,0.0000090640,0.05000,0.728 28,self_attn.v_proj,0.0000076962,0.05000,0.719 28,self_attn.q_proj,0.0000360346,0.05000,0.731 28,self_attn.o_proj,0.0000078735,0.05000,0.733 28,mlp.gate_proj,0.0000557123,0.05000,0.753 28,mlp.up_proj,0.0000655429,0.05000,0.785 28,mlp.down_proj,0.0000212102,0.05000,2.175 29,self_attn.k_proj,0.0000124052,0.05000,0.731 29,self_attn.v_proj,0.0000079066,0.05000,0.725 29,self_attn.q_proj,0.0000431871,0.05000,0.749 29,self_attn.o_proj,0.0000082407,0.05000,0.759 29,mlp.gate_proj,0.0000578802,0.05000,0.764 29,mlp.up_proj,0.0000678786,0.05000,0.769 29,mlp.down_proj,0.0000245273,0.05000,2.176 30,self_attn.k_proj,0.0000104293,0.05000,0.738 30,self_attn.v_proj,0.0000085223,0.05000,0.729 30,self_attn.q_proj,0.0000395843,0.05000,0.741 30,self_attn.o_proj,0.0000108496,0.05000,0.743 30,mlp.gate_proj,0.0000602590,0.05000,0.760 30,mlp.up_proj,0.0000700332,0.05000,0.747 30,mlp.down_proj,0.0000283786,0.05000,2.199 31,self_attn.k_proj,0.0000104518,0.05000,0.767 31,self_attn.v_proj,0.0000081897,0.05000,0.726 31,self_attn.q_proj,0.0000394588,0.05000,0.732 31,self_attn.o_proj,0.0000096139,0.05000,0.743 31,mlp.gate_proj,0.0000703862,0.05000,0.777 31,mlp.up_proj,0.0000796129,0.05000,0.779 31,mlp.down_proj,0.0000355807,0.05000,2.291 32,self_attn.k_proj,0.0000115939,0.05000,0.766 32,self_attn.v_proj,0.0000111782,0.05000,0.795 32,self_attn.q_proj,0.0000435558,0.05000,0.795 32,self_attn.o_proj,0.0000094746,0.05000,0.768 32,mlp.gate_proj,0.0000780559,0.05000,0.801 32,mlp.up_proj,0.0000864127,0.05000,0.808 32,mlp.down_proj,0.0000409517,0.05000,2.330 33,self_attn.k_proj,0.0000120175,0.05000,0.767 33,self_attn.v_proj,0.0000108337,0.05000,0.782 33,self_attn.q_proj,0.0000466797,0.05000,0.830 33,self_attn.o_proj,0.0000109753,0.05000,0.781 33,mlp.gate_proj,0.0000965948,0.05000,0.784 33,mlp.up_proj,0.0001049083,0.05000,0.780 33,mlp.down_proj,0.0000591737,0.05000,2.203 34,self_attn.k_proj,0.0000126447,0.05000,0.759 34,self_attn.v_proj,0.0000134729,0.05000,0.751 34,self_attn.q_proj,0.0000514856,0.05000,0.787 34,self_attn.o_proj,0.0000105816,0.05000,0.763 34,mlp.gate_proj,0.0001163253,0.05000,0.802 34,mlp.up_proj,0.0001224971,0.05000,0.784 34,mlp.down_proj,0.0000742405,0.05000,2.217 35,self_attn.k_proj,0.0000122679,0.05000,0.753 35,self_attn.v_proj,0.0000121535,0.05000,0.764 35,self_attn.q_proj,0.0000477665,0.05000,0.735 35,self_attn.o_proj,0.0000167390,0.05000,0.764 35,mlp.gate_proj,0.0001359225,0.05000,0.801 35,mlp.up_proj,0.0001399457,0.05000,0.819 35,mlp.down_proj,0.0000927378,0.05000,2.227 36,self_attn.k_proj,0.0000139044,0.05000,0.758 36,self_attn.v_proj,0.0000217828,0.05000,0.760 36,self_attn.q_proj,0.0000595772,0.05000,0.770 36,self_attn.o_proj,0.0000149434,0.05000,0.777 36,mlp.gate_proj,0.0001476694,0.05000,0.785 36,mlp.up_proj,0.0001536171,0.05000,0.790 36,mlp.down_proj,0.0001145156,0.05000,2.285 37,self_attn.k_proj,0.0000154484,0.05000,0.750 37,self_attn.v_proj,0.0000210078,0.05000,0.748 37,self_attn.q_proj,0.0000604325,0.05000,0.749 37,self_attn.o_proj,0.0000172585,0.05000,0.778 37,mlp.gate_proj,0.0001625307,0.05000,0.744 37,mlp.up_proj,0.0001688472,0.05000,0.728 37,mlp.down_proj,0.0001271528,0.05000,2.139 38,self_attn.k_proj,0.0000146148,0.05000,0.733 38,self_attn.v_proj,0.0000206341,0.05000,0.746 38,self_attn.q_proj,0.0000587113,0.05000,0.750 38,self_attn.o_proj,0.0000170992,0.05000,0.754 38,mlp.gate_proj,0.0001785287,0.05000,0.787 38,mlp.up_proj,0.0001879436,0.05000,0.745 38,mlp.down_proj,0.0001442409,0.05000,2.204 39,self_attn.k_proj,0.0000137990,0.05000,0.755 39,self_attn.v_proj,0.0000218538,0.05000,0.739 39,self_attn.q_proj,0.0000598911,0.05000,0.750 39,self_attn.o_proj,0.0000223876,0.05000,0.759 39,mlp.gate_proj,0.0001947201,0.05000,0.781 39,mlp.up_proj,0.0002068335,0.05000,0.764 39,mlp.down_proj,0.0001697982,0.05000,2.225 40,self_attn.k_proj,0.0000156523,0.05000,0.744 40,self_attn.v_proj,0.0000300170,0.05000,0.758 40,self_attn.q_proj,0.0000653540,0.05000,0.760 40,self_attn.o_proj,0.0000205588,0.05000,0.760 40,mlp.gate_proj,0.0002070127,0.05000,0.784 40,mlp.up_proj,0.0002211764,0.05000,0.793 40,mlp.down_proj,0.0001941007,0.05000,2.267 41,self_attn.k_proj,0.0000143720,0.05000,0.749 41,self_attn.v_proj,0.0000298829,0.05000,0.775 41,self_attn.q_proj,0.0000652320,0.05000,0.767 41,self_attn.o_proj,0.0000170312,0.05000,0.763 41,mlp.gate_proj,0.0002186584,0.05000,0.778 41,mlp.up_proj,0.0002368328,0.05000,0.794 41,mlp.down_proj,0.0002126772,0.05000,2.215 42,self_attn.k_proj,0.0000154644,0.05000,0.748 42,self_attn.v_proj,0.0000335805,0.05000,0.742 42,self_attn.q_proj,0.0000643717,0.05000,0.783 42,self_attn.o_proj,0.0000202536,0.05000,0.774 42,mlp.gate_proj,0.0002305698,0.05000,0.819 42,mlp.up_proj,0.0002531587,0.05000,0.791 42,mlp.down_proj,0.0002493867,0.05000,2.257 43,self_attn.k_proj,0.0000155882,0.05000,0.767 43,self_attn.v_proj,0.0000471215,0.05000,0.767 43,self_attn.q_proj,0.0000713312,0.05000,0.766 43,self_attn.o_proj,0.0000335444,0.05000,0.763 43,mlp.gate_proj,0.0002482548,0.05000,0.798 43,mlp.up_proj,0.0002779884,0.05000,0.790 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