{ "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": 0.2, "internal_ratio_kept": 0.8, "from_pt": "/workspace/svd_safety/results/swift_ft/cells/l2_swift_remove20/finetune_v/merge.pt", "mean_rel_err": 0.39835471925990923, "max_rel_err": 0.5163237452507019, "param_fraction": 0.7998957658678757, "ranks": { "0.q_proj": 1939, "0.k_proj": 1922, "0.v_proj": 1834, "0.o_proj": 1856, "0.gate_proj": 2443, "0.up_proj": 2444, "0.down_proj": 2732, "1.q_proj": 1792, "1.k_proj": 1788, "1.v_proj": 1724, "1.o_proj": 1719, "1.gate_proj": 2415, "1.up_proj": 2414, "1.down_proj": 2841, "2.q_proj": 1635, "2.k_proj": 1635, "2.v_proj": 1609, "2.o_proj": 1572, "2.gate_proj": 2380, "2.up_proj": 2380, "2.down_proj": 2247, "3.q_proj": 1646, "3.k_proj": 1646, "3.v_proj": 1634, "3.o_proj": 1597, "3.gate_proj": 2385, "3.up_proj": 2385, "3.down_proj": 2294, "4.q_proj": 1682, "4.k_proj": 1684, "4.v_proj": 1670, "4.o_proj": 1641, "4.gate_proj": 2395, "4.up_proj": 2394, "4.down_proj": 2388, "5.q_proj": 1648, "5.k_proj": 1650, "5.v_proj": 1638, "5.o_proj": 1617, "5.gate_proj": 2388, "5.up_proj": 2387, "5.down_proj": 2338, "6.q_proj": 1675, "6.k_proj": 1675, "6.v_proj": 1671, "6.o_proj": 1653, "6.gate_proj": 2395, "6.up_proj": 2394, "6.down_proj": 2401, "7.q_proj": 1639, "7.k_proj": 1639, "7.v_proj": 1636, "7.o_proj": 1619, "7.gate_proj": 2388, "7.up_proj": 2386, "7.down_proj": 2344, "8.q_proj": 1653, "8.k_proj": 1654, "8.v_proj": 1652, "8.o_proj": 1641, "8.gate_proj": 2391, "8.up_proj": 2390, "8.down_proj": 2377, "9.q_proj": 1626, "9.k_proj": 1628, "9.v_proj": 1627, "9.o_proj": 1621, "9.gate_proj": 2386, "9.up_proj": 2385, "9.down_proj": 2335, "10.q_proj": 1613, "10.k_proj": 1615, "10.v_proj": 1614, "10.o_proj": 1613, "10.gate_proj": 2383, "10.up_proj": 2382, "10.down_proj": 2314, "11.q_proj": 1612, "11.k_proj": 1613, "11.v_proj": 1617, "11.o_proj": 1610, "11.gate_proj": 2383, "11.up_proj": 2382, "11.down_proj": 2314, "12.q_proj": 1605, "12.k_proj": 1607, "12.v_proj": 1610, "12.o_proj": 1606, "12.gate_proj": 2380, "12.up_proj": 2380, "12.down_proj": 2306, "13.q_proj": 1611, "13.k_proj": 1612, "13.v_proj": 1615, "13.o_proj": 1616, "13.gate_proj": 2382, "13.up_proj": 2382, "13.down_proj": 2321, "14.q_proj": 1605, "14.k_proj": 1607, "14.v_proj": 1609, "14.o_proj": 1610, "14.gate_proj": 2380, "14.up_proj": 2380, "14.down_proj": 2315, "15.q_proj": 1607, "15.k_proj": 1608, "15.v_proj": 1612, "15.o_proj": 1616, "15.gate_proj": 2382, "15.up_proj": 2382, "15.down_proj": 2324, "16.q_proj": 1607, "16.k_proj": 1610, "16.v_proj": 1612, "16.o_proj": 1621, "16.gate_proj": 2382, "16.up_proj": 2382, "16.down_proj": 2334, "17.q_proj": 1603, "17.k_proj": 1604, "17.v_proj": 1609, "17.o_proj": 1612, "17.gate_proj": 2381, "17.up_proj": 2381, "17.down_proj": 2330, "18.q_proj": 1600, "18.k_proj": 1601, "18.v_proj": 1608, "18.o_proj": 1608, "18.gate_proj": 2380, "18.up_proj": 2380, "18.down_proj": 2329, "19.q_proj": 1591, "19.k_proj": 1592, "19.v_proj": 1600, "19.o_proj": 1600, "19.gate_proj": 2378, "19.up_proj": 2378, "19.down_proj": 2316, "20.q_proj": 1590, "20.k_proj": 1591, "20.v_proj": 1598, "20.o_proj": 1605, "20.gate_proj": 2378, "20.up_proj": 2378, "20.down_proj": 2320, "21.q_proj": 1586, "21.k_proj": 1586, "21.v_proj": 1597, "21.o_proj": 1595, "21.gate_proj": 2378, "21.up_proj": 2378, "21.down_proj": 2315, "22.q_proj": 1586, "22.k_proj": 1586, "22.v_proj": 1597, "22.o_proj": 1603, "22.gate_proj": 2377, "22.up_proj": 2378, "22.down_proj": 2317, "23.q_proj": 1583, "23.k_proj": 1582, "23.v_proj": 1598, "23.o_proj": 1598, "23.gate_proj": 2377, "23.up_proj": 2377, "23.down_proj": 2314, "24.q_proj": 1581, "24.k_proj": 1582, "24.v_proj": 1595, "24.o_proj": 1602, "24.gate_proj": 2377, "24.up_proj": 2377, "24.down_proj": 2314, "25.q_proj": 1582, "25.k_proj": 1581, "25.v_proj": 1599, "25.o_proj": 1610, "25.gate_proj": 2377, "25.up_proj": 2377, "25.down_proj": 2320, "26.q_proj": 1583, "26.k_proj": 1583, "26.v_proj": 1599, "26.o_proj": 1611, "26.gate_proj": 2378, "26.up_proj": 2378, "26.down_proj": 2323, "27.q_proj": 1585, "27.k_proj": 1584, "27.v_proj": 1602, "27.o_proj": 1609, "27.gate_proj": 2378, "27.up_proj": 2379, "27.down_proj": 2331, "28.q_proj": 1586, "28.k_proj": 1586, "28.v_proj": 1605, "28.o_proj": 1619, "28.gate_proj": 2379, "28.up_proj": 2380, "28.down_proj": 2340, "29.q_proj": 1587, "29.k_proj": 1587, "29.v_proj": 1605, "29.o_proj": 1627, "29.gate_proj": 2380, "29.up_proj": 2382, "29.down_proj": 2350, "30.q_proj": 1604, "30.k_proj": 1603, "30.v_proj": 1625, "30.o_proj": 1640, "30.gate_proj": 2386, "30.up_proj": 2387, "30.down_proj": 2441, "31.q_proj": 1974, "31.k_proj": 1975, "31.v_proj": 1995, "31.o_proj": 2049, "31.gate_proj": 2474, "31.up_proj": 2477, "31.down_proj": 3231 }, "rel_err": { "0.q_proj": 0.13252992928028107, "0.k_proj": 0.10504010319709778, "0.v_proj": 0.23756639659404755, "0.o_proj": 0.2499486804008484, "0.gate_proj": 0.32737889885902405, "0.up_proj": 0.336822509765625, "0.down_proj": 0.33574700355529785, "1.q_proj": 0.09638579189777374, "1.k_proj": 0.0869532972574234, "1.v_proj": 0.3620476722717285, "1.o_proj": 0.2894635498523712, "1.gate_proj": 0.31223469972610474, "1.up_proj": 0.3540322184562683, "1.down_proj": 0.3827917277812958, "2.q_proj": 0.20203469693660736, "2.k_proj": 0.19166691601276398, "2.v_proj": 0.4135085940361023, "2.o_proj": 0.4775710105895996, "2.gate_proj": 0.38029783964157104, "2.up_proj": 0.40832197666168213, "2.down_proj": 0.4817647933959961, "3.q_proj": 0.28911951184272766, "3.k_proj": 0.2867107093334198, "3.v_proj": 0.42236825823783875, "3.o_proj": 0.4629066586494446, "3.gate_proj": 0.4270183742046356, "3.up_proj": 0.4446209967136383, "3.down_proj": 0.43980148434638977, "4.q_proj": 0.2749663293361664, "4.k_proj": 0.27662697434425354, "4.v_proj": 0.410868376493454, "4.o_proj": 0.45410028100013733, "4.gate_proj": 0.4263415038585663, "4.up_proj": 0.449140727519989, "4.down_proj": 0.4236817955970764, "5.q_proj": 0.2918066382408142, "5.k_proj": 0.2901315689086914, "5.v_proj": 0.4196918308734894, "5.o_proj": 0.46734270453453064, "5.gate_proj": 0.42409467697143555, "5.up_proj": 0.4514884650707245, "5.down_proj": 0.42588138580322266, "6.q_proj": 0.27811768651008606, "6.k_proj": 0.2831922173500061, "6.v_proj": 0.39679214358329773, "6.o_proj": 0.42545533180236816, "6.gate_proj": 0.41754117608070374, "6.up_proj": 0.44990018010139465, "6.down_proj": 0.4116297662258148, "7.q_proj": 0.2889671325683594, "7.k_proj": 0.2941109836101532, "7.v_proj": 0.3983648121356964, "7.o_proj": 0.45035600662231445, "7.gate_proj": 0.4161233603954315, "7.up_proj": 0.4515121281147003, "7.down_proj": 0.41752707958221436, "8.q_proj": 0.2945907711982727, "8.k_proj": 0.30408018827438354, "8.v_proj": 0.38267946243286133, "8.o_proj": 0.44145527482032776, "8.gate_proj": 0.41320326924324036, "8.up_proj": 0.4467734396457672, "8.down_proj": 0.406986266374588, "9.q_proj": 0.3136454224586487, "9.k_proj": 0.31721559166908264, "9.v_proj": 0.3859423100948334, "9.o_proj": 0.4510596990585327, "9.gate_proj": 0.4109175205230713, "9.up_proj": 0.4431936740875244, "9.down_proj": 0.4149797558784485, "10.q_proj": 0.29216355085372925, "10.k_proj": 0.3005751371383667, "10.v_proj": 0.3847027122974396, "10.o_proj": 0.4111638367176056, "10.gate_proj": 0.4067463278770447, "10.up_proj": 0.43945708870887756, "10.down_proj": 0.4159848392009735, "11.q_proj": 0.2826056480407715, "11.k_proj": 0.2936619520187378, "11.v_proj": 0.3708671033382416, "11.o_proj": 0.40357112884521484, "11.gate_proj": 0.40603089332580566, "11.up_proj": 0.4393159747123718, "11.down_proj": 0.42167046666145325, "12.q_proj": 0.31589677929878235, "12.k_proj": 0.3152616322040558, "12.v_proj": 0.38857823610305786, "12.o_proj": 0.4415610432624817, "12.gate_proj": 0.4102623462677002, "12.up_proj": 0.43980276584625244, "12.down_proj": 0.4229101836681366, "13.q_proj": 0.320039302110672, "13.k_proj": 0.33416274189949036, "13.v_proj": 0.41291582584381104, "13.o_proj": 0.4305266737937927, "13.gate_proj": 0.4123358428478241, "13.up_proj": 0.4423108994960785, "13.down_proj": 0.43072378635406494, "14.q_proj": 0.30624768137931824, "14.k_proj": 0.31049633026123047, "14.v_proj": 0.4073112905025482, "14.o_proj": 0.4292844831943512, "14.gate_proj": 0.41197630763053894, "14.up_proj": 0.44101130962371826, "14.down_proj": 0.4332798719406128, "15.q_proj": 0.32311615347862244, "15.k_proj": 0.325520783662796, "15.v_proj": 0.41313716769218445, "15.o_proj": 0.43440884351730347, "15.gate_proj": 0.415483683347702, "15.up_proj": 0.44479092955589294, "15.down_proj": 0.44361311197280884, "16.q_proj": 0.32134386897087097, "16.k_proj": 0.32373708486557007, "16.v_proj": 0.4383922517299652, "16.o_proj": 0.460711807012558, "16.gate_proj": 0.41429081559181213, "16.up_proj": 0.4417015612125397, "16.down_proj": 0.4521862864494324, "17.q_proj": 0.35595712065696716, "17.k_proj": 0.3545474112033844, "17.v_proj": 0.4520525336265564, "17.o_proj": 0.4732700288295746, "17.gate_proj": 0.41633883118629456, "17.up_proj": 0.4417755901813507, "17.down_proj": 0.4500233232975006, "18.q_proj": 0.37810665369033813, "18.k_proj": 0.3822422921657562, "18.v_proj": 0.45829951763153076, "18.o_proj": 0.5030460357666016, "18.gate_proj": 0.4236604869365692, "18.up_proj": 0.4474699795246124, "18.down_proj": 0.450743168592453, "19.q_proj": 0.3656962513923645, "19.k_proj": 0.3624645471572876, "19.v_proj": 0.4467334449291229, "19.o_proj": 0.4933334290981293, "19.gate_proj": 0.42747756838798523, "19.up_proj": 0.44855284690856934, "19.down_proj": 0.4535249173641205, "20.q_proj": 0.3567904829978943, "20.k_proj": 0.35822567343711853, "20.v_proj": 0.45949605107307434, "20.o_proj": 0.4911755919456482, "20.gate_proj": 0.42556217312812805, "20.up_proj": 0.44537943601608276, "20.down_proj": 0.4616205394268036, "21.q_proj": 0.3698049783706665, "21.k_proj": 0.371379554271698, "21.v_proj": 0.45389649271965027, "21.o_proj": 0.5087231397628784, "21.gate_proj": 0.42624449729919434, "21.up_proj": 0.44437286257743835, "21.down_proj": 0.45840954780578613, "22.q_proj": 0.37954530119895935, "22.k_proj": 0.38333773612976074, "22.v_proj": 0.463877409696579, "22.o_proj": 0.5026487112045288, "22.gate_proj": 0.4261413812637329, "22.up_proj": 0.443158358335495, "22.down_proj": 0.4550263583660126, "23.q_proj": 0.4084702432155609, "23.k_proj": 0.40841731429100037, "23.v_proj": 0.4616864025592804, "23.o_proj": 0.4950319528579712, "23.gate_proj": 0.4287131428718567, "23.up_proj": 0.444684237241745, "23.down_proj": 0.44846802949905396, "24.q_proj": 0.36004146933555603, "24.k_proj": 0.363835871219635, "24.v_proj": 0.45619717240333557, "24.o_proj": 0.4993390142917633, "24.gate_proj": 0.4288971722126007, "24.up_proj": 0.4449731707572937, "24.down_proj": 0.44221973419189453, "25.q_proj": 0.39867693185806274, "25.k_proj": 0.40591371059417725, "25.v_proj": 0.4620579481124878, "25.o_proj": 0.491049200296402, "25.gate_proj": 0.4311861991882324, "25.up_proj": 0.44645044207572937, "25.down_proj": 0.43493691086769104, "26.q_proj": 0.37144312262535095, "26.k_proj": 0.37911906838417053, "26.v_proj": 0.45244038105010986, "26.o_proj": 0.5163237452507019, "26.gate_proj": 0.4322204887866974, "26.up_proj": 0.44827595353126526, "26.down_proj": 0.4333139657974243, "27.q_proj": 0.4169563055038452, "27.k_proj": 0.4245080351829529, "27.v_proj": 0.46958377957344055, "27.o_proj": 0.49201327562332153, "27.gate_proj": 0.4350823760032654, "27.up_proj": 0.44976213574409485, "27.down_proj": 0.43056654930114746, "28.q_proj": 0.399061918258667, "28.k_proj": 0.4083995521068573, "28.v_proj": 0.46559157967567444, "28.o_proj": 0.4871852695941925, "28.gate_proj": 0.4352478086948395, "28.up_proj": 0.4488693177700043, "28.down_proj": 0.4368627965450287, "29.q_proj": 0.36882483959198, "29.k_proj": 0.37630507349967957, "29.v_proj": 0.4574759304523468, "29.o_proj": 0.48539915680885315, "29.gate_proj": 0.43431898951530457, "29.up_proj": 0.4452069103717804, "29.down_proj": 0.4417956471443176, "30.q_proj": 0.3955976068973541, "30.k_proj": 0.4027300477027893, "30.v_proj": 0.4643517732620239, "30.o_proj": 0.4904117286205292, "30.gate_proj": 0.42837339639663696, "30.up_proj": 0.4352115988731384, "30.down_proj": 0.430807888507843, "31.q_proj": 0.2638401985168457, "31.k_proj": 0.26833730936050415, "31.v_proj": 0.34875962138175964, "31.o_proj": 0.35200828313827515, "31.gate_proj": 0.40333712100982666, "31.up_proj": 0.4065763056278229, "31.down_proj": 0.26060518622398376 }, "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": 0.7993212685066183, "mean_rel_err": 0.39799320328581544, "max_rel_err": 0.516345202922821 }, "factorisation": { "max_rel_err": 0.0013380160089582205, "factor_params": 5180129280, "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)" } }