{ "source": "/workspace/svd_safety/assets/models/Llama-2-7b-chat-hf", "upstream": "hiahei/Swift-SVD (compression) + AIoT-MLSys-Lab/SVD-LLM utils/LoRA.py (recovery)", "stage": "finetuned", "ratio_removed": 0.5, "internal_ratio_kept": 0.5, "from_pt": "/workspace/svd_safety/results/swift_ft/cells/l2_swift_remove50/finetune_v/merge.pt", "mean_rel_err": 0.5770199772502694, "max_rel_err": 0.6914882659912109, "param_fraction": 0.4998633824481865, "ranks": { "0.q_proj": 1212, "0.k_proj": 1202, "0.v_proj": 1147, "0.o_proj": 1160, "0.gate_proj": 1526, "0.up_proj": 1527, "0.down_proj": 1707, "1.q_proj": 1121, "1.k_proj": 1118, "1.v_proj": 1078, "1.o_proj": 1075, "1.gate_proj": 1509, "1.up_proj": 1509, "1.down_proj": 1775, "2.q_proj": 1022, "2.k_proj": 1022, "2.v_proj": 1006, "2.o_proj": 983, "2.gate_proj": 1487, "2.up_proj": 1487, "2.down_proj": 1404, "3.q_proj": 1029, "3.k_proj": 1029, "3.v_proj": 1022, "3.o_proj": 998, "3.gate_proj": 1490, "3.up_proj": 1490, "3.down_proj": 1433, "4.q_proj": 1052, "4.k_proj": 1053, "4.v_proj": 1044, "4.o_proj": 1026, "4.gate_proj": 1496, "4.up_proj": 1496, "4.down_proj": 1492, "5.q_proj": 1031, "5.k_proj": 1032, "5.v_proj": 1024, "5.o_proj": 1011, "5.gate_proj": 1492, "5.up_proj": 1492, "5.down_proj": 1461, "6.q_proj": 1047, "6.k_proj": 1048, "6.v_proj": 1045, "6.o_proj": 1033, "6.gate_proj": 1497, "6.up_proj": 1496, "6.down_proj": 1500, "7.q_proj": 1025, "7.k_proj": 1025, "7.v_proj": 1023, "7.o_proj": 1013, "7.gate_proj": 1492, "7.up_proj": 1491, "7.down_proj": 1465, "8.q_proj": 1033, "8.k_proj": 1034, "8.v_proj": 1033, "8.o_proj": 1026, "8.gate_proj": 1494, "8.up_proj": 1494, "8.down_proj": 1486, "9.q_proj": 1017, "9.k_proj": 1018, "9.v_proj": 1017, "9.o_proj": 1014, "9.gate_proj": 1491, "9.up_proj": 1490, "9.down_proj": 1459, "10.q_proj": 1009, "10.k_proj": 1010, "10.v_proj": 1009, "10.o_proj": 1008, "10.gate_proj": 1489, "10.up_proj": 1489, "10.down_proj": 1445, "11.q_proj": 1008, "11.k_proj": 1009, "11.v_proj": 1011, "11.o_proj": 1007, "11.gate_proj": 1489, "11.up_proj": 1488, "11.down_proj": 1445, "12.q_proj": 1004, "12.k_proj": 1004, "12.v_proj": 1006, "12.o_proj": 1004, "12.gate_proj": 1487, "12.up_proj": 1487, "12.down_proj": 1441, "13.q_proj": 1007, "13.k_proj": 1008, "13.v_proj": 1010, "13.o_proj": 1009, "13.gate_proj": 1489, "13.up_proj": 1489, "13.down_proj": 1450, "14.q_proj": 1004, "14.k_proj": 1005, "14.v_proj": 1006, "14.o_proj": 1007, "14.gate_proj": 1487, "14.up_proj": 1487, "14.down_proj": 1446, "15.q_proj": 1005, "15.k_proj": 1006, "15.v_proj": 1007, "15.o_proj": 1010, "15.gate_proj": 1488, "15.up_proj": 1487, "15.down_proj": 1452, "16.q_proj": 1005, "16.k_proj": 1006, "16.v_proj": 1008, "16.o_proj": 1014, "16.gate_proj": 1489, "16.up_proj": 1489, "16.down_proj": 1459, "17.q_proj": 1002, "17.k_proj": 1003, "17.v_proj": 1006, "17.o_proj": 1007, "17.gate_proj": 1488, "17.up_proj": 1487, "17.down_proj": 1456, "18.q_proj": 1000, "18.k_proj": 1000, "18.v_proj": 1005, "18.o_proj": 1005, "18.gate_proj": 1487, "18.up_proj": 1487, "18.down_proj": 1456, "19.q_proj": 994, "19.k_proj": 995, "19.v_proj": 1000, "19.o_proj": 1000, "19.gate_proj": 1486, "19.up_proj": 1486, "19.down_proj": 1447, "20.q_proj": 994, "20.k_proj": 994, "20.v_proj": 999, "20.o_proj": 1003, "20.gate_proj": 1486, "20.up_proj": 1486, "20.down_proj": 1450, "21.q_proj": 991, "21.k_proj": 991, "21.v_proj": 998, "21.o_proj": 997, "21.gate_proj": 1485, "21.up_proj": 1485, "21.down_proj": 1446, "22.q_proj": 991, "22.k_proj": 991, "22.v_proj": 998, "22.o_proj": 1002, "22.gate_proj": 1485, "22.up_proj": 1485, "22.down_proj": 1447, "23.q_proj": 989, "23.k_proj": 989, "23.v_proj": 999, "23.o_proj": 999, "23.gate_proj": 1485, "23.up_proj": 1485, "23.down_proj": 1446, "24.q_proj": 988, "24.k_proj": 989, "24.v_proj": 997, "24.o_proj": 1001, "24.gate_proj": 1485, "24.up_proj": 1485, "24.down_proj": 1445, "25.q_proj": 989, "25.k_proj": 988, "25.v_proj": 1000, "25.o_proj": 1006, "25.gate_proj": 1485, "25.up_proj": 1485, "25.down_proj": 1449, "26.q_proj": 989, "26.k_proj": 989, "26.v_proj": 1000, "26.o_proj": 1007, "26.gate_proj": 1485, "26.up_proj": 1486, "26.down_proj": 1451, "27.q_proj": 990, "27.k_proj": 990, "27.v_proj": 1001, "27.o_proj": 1006, "27.gate_proj": 1486, "27.up_proj": 1486, "27.down_proj": 1457, "28.q_proj": 991, "28.k_proj": 991, "28.v_proj": 1003, "28.o_proj": 1013, "28.gate_proj": 1486, "28.up_proj": 1487, "28.down_proj": 1462, "29.q_proj": 992, "29.k_proj": 992, "29.v_proj": 1003, "29.o_proj": 1017, "29.gate_proj": 1487, "29.up_proj": 1487, "29.down_proj": 1469, "30.q_proj": 1003, "30.k_proj": 1002, "30.v_proj": 1016, "30.o_proj": 1026, "30.gate_proj": 1491, "30.up_proj": 1492, "30.down_proj": 1525, "31.q_proj": 1234, "31.k_proj": 1235, "31.v_proj": 1247, "31.o_proj": 1281, "31.gate_proj": 1545, "31.up_proj": 1547, "31.down_proj": 2018 }, "rel_err": { "0.q_proj": 0.1519796997308731, "0.k_proj": 0.1192033439874649, "0.v_proj": 0.38923344016075134, "0.o_proj": 0.3858165740966797, "0.gate_proj": 0.500773549079895, "0.up_proj": 0.5168083906173706, "0.down_proj": 0.5532068014144897, "1.q_proj": 0.16660481691360474, "1.k_proj": 0.1496836543083191, "1.v_proj": 0.5328048467636108, "1.o_proj": 0.4690547585487366, "1.gate_proj": 0.48617124557495117, "1.up_proj": 0.5469284653663635, "1.down_proj": 0.5976937413215637, "2.q_proj": 0.35211285948753357, "2.k_proj": 0.3386683166027069, "2.v_proj": 0.5837520956993103, "2.o_proj": 0.6466013193130493, "2.gate_proj": 0.556005597114563, "2.up_proj": 0.5962874293327332, "2.down_proj": 0.6686410903930664, "3.q_proj": 0.45740288496017456, "3.k_proj": 0.45834606885910034, "3.v_proj": 0.5986074209213257, "3.o_proj": 0.6326659917831421, "3.gate_proj": 0.613806426525116, "3.up_proj": 0.6380705833435059, "3.down_proj": 0.6272472739219666, "4.q_proj": 0.4375986158847809, "4.k_proj": 0.4429137408733368, "4.v_proj": 0.5889207720756531, "4.o_proj": 0.6280702352523804, "4.gate_proj": 0.6121411919593811, "4.up_proj": 0.6420316100120544, "4.down_proj": 0.6181107759475708, "5.q_proj": 0.4545028805732727, "5.k_proj": 0.45424583554267883, "5.v_proj": 0.600082278251648, "5.o_proj": 0.636687159538269, "5.gate_proj": 0.6082773804664612, "5.up_proj": 0.6440009474754333, "5.down_proj": 0.6173216700553894, "6.q_proj": 0.4331511855125427, "6.k_proj": 0.44137337803840637, "6.v_proj": 0.5765433311462402, "6.o_proj": 0.599454939365387, "6.gate_proj": 0.6015103459358215, "6.up_proj": 0.6436546444892883, "6.down_proj": 0.6076619625091553, "7.q_proj": 0.4461621642112732, "7.k_proj": 0.4536467492580414, "7.v_proj": 0.5764104127883911, "7.o_proj": 0.6230320930480957, "7.gate_proj": 0.599027693271637, "7.up_proj": 0.6438522934913635, "7.down_proj": 0.6086878180503845, "8.q_proj": 0.45493605732917786, "8.k_proj": 0.4706614911556244, "8.v_proj": 0.5578523874282837, "8.o_proj": 0.6163948178291321, "8.gate_proj": 0.5954751968383789, "8.up_proj": 0.6374110579490662, "8.down_proj": 0.5979208946228027, "9.q_proj": 0.4763244092464447, "9.k_proj": 0.48309847712516785, "9.v_proj": 0.5613107085227966, "9.o_proj": 0.6197980642318726, "9.gate_proj": 0.5919429659843445, "9.up_proj": 0.632355809211731, "9.down_proj": 0.6026204228401184, "10.q_proj": 0.44654256105422974, "10.k_proj": 0.459806352853775, "10.v_proj": 0.5551357865333557, "10.o_proj": 0.5909467339515686, "10.gate_proj": 0.5873189568519592, "10.up_proj": 0.6278164982795715, "10.down_proj": 0.6019299626350403, "11.q_proj": 0.4331582188606262, "11.k_proj": 0.44750073552131653, "11.v_proj": 0.539775550365448, "11.o_proj": 0.5791270136833191, "11.gate_proj": 0.5880950689315796, "11.up_proj": 0.62898188829422, "11.down_proj": 0.6085322499275208, "12.q_proj": 0.47685113549232483, "12.k_proj": 0.47473812103271484, "12.v_proj": 0.5630918741226196, "12.o_proj": 0.62078458070755, "12.gate_proj": 0.5933976769447327, "12.up_proj": 0.6293315887451172, "12.down_proj": 0.6097376346588135, "13.q_proj": 0.4816206395626068, "13.k_proj": 0.5003007650375366, "13.v_proj": 0.5929780602455139, "13.o_proj": 0.60856032371521, "13.gate_proj": 0.5962281823158264, "13.up_proj": 0.6323710680007935, "13.down_proj": 0.6194044947624207, "14.q_proj": 0.45993104577064514, "14.k_proj": 0.4645041525363922, "14.v_proj": 0.5858851671218872, "14.o_proj": 0.6054980754852295, "14.gate_proj": 0.5965513586997986, "14.up_proj": 0.6316479444503784, "14.down_proj": 0.6229026913642883, "15.q_proj": 0.4835875630378723, "15.k_proj": 0.48482608795166016, "15.v_proj": 0.59104323387146, "15.o_proj": 0.6179000735282898, "15.gate_proj": 0.6003255248069763, "15.up_proj": 0.6353552341461182, "15.down_proj": 0.63531893491745, "16.q_proj": 0.4797825813293457, "16.k_proj": 0.48336681723594666, "16.v_proj": 0.620274007320404, "16.o_proj": 0.6427569389343262, "16.gate_proj": 0.5996921062469482, "16.up_proj": 0.632495105266571, "16.down_proj": 0.6475937366485596, "17.q_proj": 0.5249422788619995, "17.k_proj": 0.5217642784118652, "17.v_proj": 0.635169506072998, "17.o_proj": 0.6561335921287537, "17.gate_proj": 0.6028484106063843, "17.up_proj": 0.6339511871337891, "17.down_proj": 0.6465868353843689, "18.q_proj": 0.5513262748718262, "18.k_proj": 0.5563322901725769, "18.v_proj": 0.6416341066360474, "18.o_proj": 0.6792891025543213, "18.gate_proj": 0.6122872233390808, "18.up_proj": 0.6402170658111572, "18.down_proj": 0.6462416052818298, "19.q_proj": 0.5357663035392761, "19.k_proj": 0.530946671962738, "19.v_proj": 0.6263485550880432, "19.o_proj": 0.6681627631187439, "19.gate_proj": 0.6159399151802063, "19.up_proj": 0.6408361196517944, "19.down_proj": 0.6481027603149414, "20.q_proj": 0.5267692804336548, "20.k_proj": 0.5284019708633423, "20.v_proj": 0.6414449214935303, "20.o_proj": 0.6711487174034119, "20.gate_proj": 0.6140052080154419, "20.up_proj": 0.6376996636390686, "20.down_proj": 0.6590219140052795, "21.q_proj": 0.5438850522041321, "21.k_proj": 0.5463284850120544, "21.v_proj": 0.6339064836502075, "21.o_proj": 0.6861968040466309, "21.gate_proj": 0.61533522605896, "21.up_proj": 0.6377876400947571, "21.down_proj": 0.65590900182724, "22.q_proj": 0.5565619468688965, "22.k_proj": 0.5612902045249939, "22.v_proj": 0.6452638506889343, "22.o_proj": 0.6826830506324768, "22.gate_proj": 0.6154788732528687, "22.up_proj": 0.6370535492897034, "22.down_proj": 0.6531917452812195, "23.q_proj": 0.5894484519958496, "23.k_proj": 0.5889238715171814, "23.v_proj": 0.6437049508094788, "23.o_proj": 0.6743727326393127, "23.gate_proj": 0.6192212700843811, "23.up_proj": 0.6390761137008667, "23.down_proj": 0.6452059745788574, "24.q_proj": 0.5363700985908508, "24.k_proj": 0.5404852628707886, "24.v_proj": 0.6358501315116882, "24.o_proj": 0.6789605617523193, "24.gate_proj": 0.6206092238426208, "24.up_proj": 0.6403064727783203, "24.down_proj": 0.6378594636917114, "25.q_proj": 0.578160285949707, "25.k_proj": 0.5866066217422485, "25.v_proj": 0.6443796753883362, "25.o_proj": 0.6698061227798462, "25.gate_proj": 0.6242399215698242, "25.up_proj": 0.6427105069160461, "25.down_proj": 0.6289896965026855, "26.q_proj": 0.5467449426651001, "26.k_proj": 0.5561713576316833, "26.v_proj": 0.6325230002403259, "26.o_proj": 0.6914882659912109, "26.gate_proj": 0.6260568499565125, "26.up_proj": 0.6445198059082031, "26.down_proj": 0.6264070868492126, "27.q_proj": 0.5962280631065369, "27.k_proj": 0.6041812300682068, "27.v_proj": 0.6541686058044434, "27.o_proj": 0.6721190810203552, "27.gate_proj": 0.6289679408073425, "27.up_proj": 0.6461732983589172, "27.down_proj": 0.622887909412384, "28.q_proj": 0.577075719833374, "28.k_proj": 0.5881885290145874, "28.v_proj": 0.649710476398468, "28.o_proj": 0.6659877896308899, "28.gate_proj": 0.6287640333175659, "28.up_proj": 0.6446463465690613, "28.down_proj": 0.6314065456390381, "29.q_proj": 0.5415160059928894, "29.k_proj": 0.5502261519432068, "29.v_proj": 0.6414359211921692, "29.o_proj": 0.6688233613967896, "29.gate_proj": 0.6273680329322815, "29.up_proj": 0.6402621865272522, "29.down_proj": 0.6377818584442139, "30.q_proj": 0.5716490745544434, "30.k_proj": 0.5806272625923157, "30.v_proj": 0.650600016117096, "30.o_proj": 0.6727860569953918, "30.gate_proj": 0.6200348138809204, "30.up_proj": 0.6269094944000244, "30.down_proj": 0.635309100151062, "31.q_proj": 0.4421253800392151, "31.k_proj": 0.4497847557067871, "31.v_proj": 0.5590528845787048, "31.o_proj": 0.5637112855911255, "31.gate_proj": 0.5982303023338318, "31.up_proj": 0.600795328617096, "31.down_proj": 0.5228932499885559 }, "step": "swift_svd_dynamic_finetuned", "compression": { "upstream": "hiahei/Swift-SVD", "step": "swift_svd_dynamic", "alloc": "dynamic", "alpha": 0.6, "nsamples": 256, "seqlen": 2048, "dataset": "WikiText2", "seed": 42, "gqa_budget": null, "param_fraction": 0.4998633824481865, "mean_rel_err": 0.5765954015909561, "max_rel_err": 0.691561222076416 }, "factorisation": { "max_rel_err": 0.0014744423096999526, "factor_params": 3237117952, "dense_params": 6476005376 }, "finetune": { "protocol": "svdllm_stage2_u_then_v", "script": "gitclones/SVD-LLM/utils/LoRA.py", "data": "alpaca-cleaned", "epochs_per_half": 2, "learning_rate": 0.0001, "batch_size": 64, "micro_batch_size": 4, "lora_r": 8, "lora_alpha": 16, "lora_dropout": 0.05, "cutoff_len": 256, "val_set_size": 2000, "max_train_samples": "all", "precision": "bf16 (upstream hard-codes fp16; see run_with_torch_compat)" } }