{ "source": "assets/models/Llama-2-7b-chat-hf", "upstream": "AIoT-MLSys-Lab/SVD-LLM", "stage": "finetuned", "ratio_removed": 0.4, "internal_ratio_kept": 0.6, "from_pt": "results/finetune_work/whiten_c40_base/second_half/merge.pt", "mean_rel_err": 0.5123976842566792, "max_rel_err": 0.6262128949165344, "param_fraction": 0.599840865851684, "ranks": { "0.q_proj": 1228, "0.k_proj": 1228, "0.v_proj": 1228, "0.o_proj": 1228, "0.gate_proj": 1791, "0.up_proj": 1791, "0.down_proj": 1791, "1.q_proj": 1228, "1.k_proj": 1228, "1.v_proj": 1228, "1.o_proj": 1228, "1.gate_proj": 1791, "1.up_proj": 1791, "1.down_proj": 1791, "2.q_proj": 1228, "2.k_proj": 1228, "2.v_proj": 1228, "2.o_proj": 1228, "2.gate_proj": 1791, "2.up_proj": 1791, "2.down_proj": 1791, "3.q_proj": 1228, "3.k_proj": 1228, "3.v_proj": 1228, "3.o_proj": 1228, "3.gate_proj": 1791, "3.up_proj": 1791, "3.down_proj": 1791, "4.q_proj": 1228, "4.k_proj": 1228, "4.v_proj": 1228, "4.o_proj": 1228, "4.gate_proj": 1791, "4.up_proj": 1791, "4.down_proj": 1791, "5.q_proj": 1228, "5.k_proj": 1228, "5.v_proj": 1228, "5.o_proj": 1228, "5.gate_proj": 1791, "5.up_proj": 1791, "5.down_proj": 1791, "6.q_proj": 1228, "6.k_proj": 1228, "6.v_proj": 1228, "6.o_proj": 1228, "6.gate_proj": 1791, "6.up_proj": 1791, "6.down_proj": 1791, "7.q_proj": 1228, "7.k_proj": 1228, "7.v_proj": 1228, "7.o_proj": 1228, "7.gate_proj": 1791, "7.up_proj": 1791, "7.down_proj": 1791, "8.q_proj": 1228, "8.k_proj": 1228, "8.v_proj": 1228, "8.o_proj": 1228, "8.gate_proj": 1791, "8.up_proj": 1791, "8.down_proj": 1791, "9.q_proj": 1228, "9.k_proj": 1228, "9.v_proj": 1228, "9.o_proj": 1228, "9.gate_proj": 1791, "9.up_proj": 1791, "9.down_proj": 1791, "10.q_proj": 1228, "10.k_proj": 1228, "10.v_proj": 1228, "10.o_proj": 1228, "10.gate_proj": 1791, "10.up_proj": 1791, "10.down_proj": 1791, "11.q_proj": 1228, "11.k_proj": 1228, "11.v_proj": 1228, "11.o_proj": 1228, "11.gate_proj": 1791, "11.up_proj": 1791, "11.down_proj": 1791, "12.q_proj": 1228, "12.k_proj": 1228, "12.v_proj": 1228, "12.o_proj": 1228, "12.gate_proj": 1791, "12.up_proj": 1791, "12.down_proj": 1791, "13.q_proj": 1228, "13.k_proj": 1228, "13.v_proj": 1228, "13.o_proj": 1228, "13.gate_proj": 1791, "13.up_proj": 1791, "13.down_proj": 1791, "14.q_proj": 1228, "14.k_proj": 1228, "14.v_proj": 1228, "14.o_proj": 1228, "14.gate_proj": 1791, "14.up_proj": 1791, "14.down_proj": 1791, "15.q_proj": 1228, "15.k_proj": 1228, "15.v_proj": 1228, "15.o_proj": 1228, "15.gate_proj": 1791, "15.up_proj": 1791, "15.down_proj": 1791, "16.q_proj": 1228, "16.k_proj": 1228, "16.v_proj": 1228, "16.o_proj": 1228, "16.gate_proj": 1791, "16.up_proj": 1791, "16.down_proj": 1791, "17.q_proj": 1228, "17.k_proj": 1228, "17.v_proj": 1228, "17.o_proj": 1228, "17.gate_proj": 1791, "17.up_proj": 1791, "17.down_proj": 1791, "18.q_proj": 1228, "18.k_proj": 1228, "18.v_proj": 1228, "18.o_proj": 1228, "18.gate_proj": 1791, "18.up_proj": 1791, "18.down_proj": 1791, "19.q_proj": 1228, "19.k_proj": 1228, "19.v_proj": 1228, "19.o_proj": 1228, "19.gate_proj": 1791, "19.up_proj": 1791, "19.down_proj": 1791, "20.q_proj": 1228, "20.k_proj": 1228, "20.v_proj": 1228, "20.o_proj": 1228, "20.gate_proj": 1791, "20.up_proj": 1791, "20.down_proj": 1791, "21.q_proj": 1228, "21.k_proj": 1228, "21.v_proj": 1228, "21.o_proj": 1228, "21.gate_proj": 1791, "21.up_proj": 1791, "21.down_proj": 1791, "22.q_proj": 1228, "22.k_proj": 1228, "22.v_proj": 1228, "22.o_proj": 1228, "22.gate_proj": 1791, "22.up_proj": 1791, "22.down_proj": 1791, "23.q_proj": 1228, "23.k_proj": 1228, "23.v_proj": 1228, "23.o_proj": 1228, "23.gate_proj": 1791, "23.up_proj": 1791, "23.down_proj": 1791, "24.q_proj": 1228, "24.k_proj": 1228, "24.v_proj": 1228, "24.o_proj": 1228, "24.gate_proj": 1791, "24.up_proj": 1791, "24.down_proj": 1791, "25.q_proj": 1228, "25.k_proj": 1228, "25.v_proj": 1228, "25.o_proj": 1228, "25.gate_proj": 1791, "25.up_proj": 1791, "25.down_proj": 1791, "26.q_proj": 1228, "26.k_proj": 1228, "26.v_proj": 1228, "26.o_proj": 1228, "26.gate_proj": 1791, "26.up_proj": 1791, "26.down_proj": 1791, "27.q_proj": 1228, "27.k_proj": 1228, "27.v_proj": 1228, "27.o_proj": 1228, "27.gate_proj": 1791, "27.up_proj": 1791, "27.down_proj": 1791, "28.q_proj": 1228, "28.k_proj": 1228, "28.v_proj": 1228, "28.o_proj": 1228, "28.gate_proj": 1791, "28.up_proj": 1791, "28.down_proj": 1791, "29.q_proj": 1228, "29.k_proj": 1228, "29.v_proj": 1228, "29.o_proj": 1228, "29.gate_proj": 1791, "29.up_proj": 1791, "29.down_proj": 1791, "30.q_proj": 1228, "30.k_proj": 1228, "30.v_proj": 1228, "30.o_proj": 1228, "30.gate_proj": 1791, "30.up_proj": 1791, "30.down_proj": 1791, "31.q_proj": 1228, "31.k_proj": 1228, "31.v_proj": 1228, "31.o_proj": 1228, "31.gate_proj": 1791, "31.up_proj": 1791, "31.down_proj": 1791 }, "rel_err": { "0.q_proj": 0.048351988196372986, "0.k_proj": 0.04180976748466492, "0.v_proj": 0.36663153767585754, "0.o_proj": 0.35929402709007263, "0.gate_proj": 0.44772613048553467, "0.up_proj": 0.4615088701248169, "0.down_proj": 0.5339891910552979, "1.q_proj": 0.13984647393226624, "1.k_proj": 0.12260667234659195, "1.v_proj": 0.4888104498386383, "1.o_proj": 0.4155891239643097, "1.gate_proj": 0.4279124438762665, "1.up_proj": 0.4829432964324951, "1.down_proj": 0.5724213123321533, "2.q_proj": 0.29056769609451294, "2.k_proj": 0.277291476726532, "2.v_proj": 0.5173293948173523, "2.o_proj": 0.5721492767333984, "2.gate_proj": 0.49374908208847046, "2.up_proj": 0.5302948355674744, "2.down_proj": 0.5819091200828552, "3.q_proj": 0.39640626311302185, "3.k_proj": 0.39592990279197693, "3.v_proj": 0.5359774827957153, "3.o_proj": 0.5644452571868896, "3.gate_proj": 0.5494294762611389, "3.up_proj": 0.5717044472694397, "3.down_proj": 0.5473490953445435, "4.q_proj": 0.3857914209365845, "4.k_proj": 0.38992321491241455, "4.v_proj": 0.5332062840461731, "4.o_proj": 0.568322479724884, "4.gate_proj": 0.5497400164604187, "4.up_proj": 0.5775925517082214, "4.down_proj": 0.5516594648361206, "5.q_proj": 0.39630526304244995, "5.k_proj": 0.39545193314552307, "5.v_proj": 0.5364953875541687, "5.o_proj": 0.5728867650032043, "5.gate_proj": 0.5455060601234436, "5.up_proj": 0.5788215398788452, "5.down_proj": 0.5434955954551697, "6.q_proj": 0.38275212049484253, "6.k_proj": 0.3900299072265625, "6.v_proj": 0.5200744867324829, "6.o_proj": 0.540654718875885, "6.gate_proj": 0.5399506688117981, "6.up_proj": 0.5793037414550781, "6.down_proj": 0.5426285266876221, "7.q_proj": 0.38809484243392944, "7.k_proj": 0.39481768012046814, "7.v_proj": 0.5127889513969421, "7.o_proj": 0.5590013265609741, "7.gate_proj": 0.5366162657737732, "7.up_proj": 0.5787892937660217, "7.down_proj": 0.5359660387039185, "8.q_proj": 0.3987647294998169, "8.k_proj": 0.412538081407547, "8.v_proj": 0.4985726475715637, "8.o_proj": 0.5562098026275635, "8.gate_proj": 0.5338187217712402, "8.up_proj": 0.5736681222915649, "8.down_proj": 0.530622124671936, "9.q_proj": 0.4143061935901642, "9.k_proj": 0.4201396107673645, "9.v_proj": 0.4963984489440918, "9.o_proj": 0.5572651028633118, "9.gate_proj": 0.5298661589622498, "9.up_proj": 0.5681168437004089, "9.down_proj": 0.5294930338859558, "10.q_proj": 0.384274959564209, "10.k_proj": 0.396257609128952, "10.v_proj": 0.48914727568626404, "10.o_proj": 0.521323025226593, "10.gate_proj": 0.5248203873634338, "10.up_proj": 0.563245415687561, "10.down_proj": 0.5258820056915283, "11.q_proj": 0.37209752202033997, "11.k_proj": 0.3856474757194519, "11.v_proj": 0.4747844934463501, "11.o_proj": 0.5098235011100769, "11.gate_proj": 0.5249288082122803, "11.up_proj": 0.5636389255523682, "11.down_proj": 0.5324938297271729, "12.q_proj": 0.41098663210868835, "12.k_proj": 0.4098837673664093, "12.v_proj": 0.4943920373916626, "12.o_proj": 0.5512031316757202, "12.gate_proj": 0.5295402407646179, "12.up_proj": 0.5637834072113037, "12.down_proj": 0.5325078368186951, "13.q_proj": 0.4168793261051178, "13.k_proj": 0.4343761205673218, "13.v_proj": 0.5241089463233948, "13.o_proj": 0.5410478711128235, "13.gate_proj": 0.53249192237854, "13.up_proj": 0.5670160055160522, "13.down_proj": 0.5440676212310791, "14.q_proj": 0.3970741033554077, "14.k_proj": 0.40206074714660645, "14.v_proj": 0.5159499645233154, "14.o_proj": 0.5379316806793213, "14.gate_proj": 0.532180905342102, "14.up_proj": 0.5656723976135254, "14.down_proj": 0.5459886789321899, "15.q_proj": 0.418506920337677, "15.k_proj": 0.42083510756492615, "15.v_proj": 0.522164523601532, "15.o_proj": 0.5479971170425415, "15.gate_proj": 0.5362759828567505, "15.up_proj": 0.5695099830627441, "15.down_proj": 0.5592877864837646, "16.q_proj": 0.415462464094162, "16.k_proj": 0.41933682560920715, "16.v_proj": 0.5504715442657471, "16.o_proj": 0.5759850740432739, "16.gate_proj": 0.5354238748550415, "16.up_proj": 0.5668343901634216, "16.down_proj": 0.5720519423484802, "17.q_proj": 0.4566510021686554, "17.k_proj": 0.4545428156852722, "17.v_proj": 0.5645620822906494, "17.o_proj": 0.5867334604263306, "17.gate_proj": 0.5379517078399658, "17.up_proj": 0.5675042867660522, "17.down_proj": 0.5697580575942993, "18.q_proj": 0.4811629056930542, "18.k_proj": 0.48603910207748413, "18.v_proj": 0.5707168579101562, "18.o_proj": 0.6126823425292969, "18.gate_proj": 0.5466370582580566, "18.up_proj": 0.5735888481140137, "18.down_proj": 0.5698428750038147, "19.q_proj": 0.46444210410118103, "19.k_proj": 0.46057310700416565, "19.v_proj": 0.5545595288276672, "19.o_proj": 0.5994409322738647, "19.gate_proj": 0.5501040816307068, "19.up_proj": 0.5740934014320374, "19.down_proj": 0.569413959980011, "20.q_proj": 0.45518648624420166, "20.k_proj": 0.45696431398391724, "20.v_proj": 0.568771481513977, "20.o_proj": 0.6017563343048096, "20.gate_proj": 0.5481285452842712, "20.up_proj": 0.5709775686264038, "20.down_proj": 0.5804116725921631, "21.q_proj": 0.4698030352592468, "21.k_proj": 0.4719734489917755, "21.v_proj": 0.5616342425346375, "21.o_proj": 0.615800678730011, "21.gate_proj": 0.5490845441818237, "21.up_proj": 0.5702134966850281, "21.down_proj": 0.5759465098381042, "22.q_proj": 0.4816320836544037, "22.k_proj": 0.4859990179538727, "22.v_proj": 0.5727556347846985, "22.o_proj": 0.6138313412666321, "22.gate_proj": 0.5488892793655396, "22.up_proj": 0.569373369216919, "22.down_proj": 0.5733859539031982, "23.q_proj": 0.5125983953475952, "23.k_proj": 0.5122683048248291, "23.v_proj": 0.5711729526519775, "23.o_proj": 0.6044802069664001, "23.gate_proj": 0.5522675514221191, "23.up_proj": 0.5711641907691956, "23.down_proj": 0.5653148889541626, "24.q_proj": 0.460124671459198, "24.k_proj": 0.4643383324146271, "24.v_proj": 0.5636353492736816, "24.o_proj": 0.6098586320877075, "24.gate_proj": 0.5531575083732605, "24.up_proj": 0.5719180107116699, "24.down_proj": 0.5579047203063965, "25.q_proj": 0.5016724467277527, "25.k_proj": 0.5093082785606384, "25.v_proj": 0.5722677707672119, "25.o_proj": 0.6020826697349548, "25.gate_proj": 0.556244432926178, "25.up_proj": 0.5739777088165283, "25.down_proj": 0.5507310032844543, "26.q_proj": 0.47141239047050476, "26.k_proj": 0.48038193583488464, "26.v_proj": 0.5609894394874573, "26.o_proj": 0.6262128949165344, "26.gate_proj": 0.5578462481498718, "26.up_proj": 0.5760173201560974, "26.down_proj": 0.5490115284919739, "27.q_proj": 0.5206576585769653, "27.k_proj": 0.5283445119857788, "27.v_proj": 0.5817407369613647, "27.o_proj": 0.6038047671318054, "27.gate_proj": 0.5609123706817627, "27.up_proj": 0.5776444673538208, "27.down_proj": 0.5471647381782532, "28.q_proj": 0.502081573009491, "28.k_proj": 0.5126213431358337, "28.v_proj": 0.5780671238899231, "28.o_proj": 0.5992862582206726, "28.gate_proj": 0.5608056783676147, "28.up_proj": 0.5764493942260742, "28.down_proj": 0.5561326742172241, "29.q_proj": 0.4681796133518219, "29.k_proj": 0.47645577788352966, "29.v_proj": 0.5696465969085693, "29.o_proj": 0.6030776500701904, "29.gate_proj": 0.55982905626297, "29.up_proj": 0.5725038647651672, "29.down_proj": 0.563804030418396, "30.q_proj": 0.5017233490943909, "30.k_proj": 0.5096477270126343, "30.v_proj": 0.5829653143882751, "30.o_proj": 0.6093917489051819, "30.gate_proj": 0.5540744662284851, "30.up_proj": 0.5612980127334595, "30.down_proj": 0.5739175081253052, "31.q_proj": 0.4433186948299408, "31.k_proj": 0.45139217376708984, "31.v_proj": 0.564666748046875, "31.o_proj": 0.5794025659561157, "31.gate_proj": 0.5449778437614441, "31.up_proj": 0.5483031868934631, "31.down_proj": 0.5728403329849243 } }