| { |
| "schema_version": "2.0.0-streaming", |
| "created_at": "2026-09-05T23:00:08Z", |
| "model": { |
| "name": "Qwen/Qwen3.8-27B", |
| "architecture": "qwen3_5", |
| "num_layers": 64, |
| "total_params": 27300000000 |
| }, |
| "analysis_method": "weight_statistics_streaming", |
| "analysis_details": { |
| "features": [ |
| "kurtosis", |
| "variance", |
| "outlier_fraction" |
| ], |
| "streaming": true, |
| "peak_memory_gb": "~3 (one shard at a time)", |
| "tensors_analyzed": 503, |
| "elapsed_seconds": 290.8522319793701 |
| }, |
| "layers": [ |
| { |
| "index": 0, |
| "type": "linear_attention", |
| "is_first": true, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.008600255470976627, |
| "Q3": 0.0052163186245086385, |
| "Q4": 0.0031638571765945215, |
| "Q5": 0.0019189763805564247 |
| }, |
| "sensitivity_score": 0.22407543275269254, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 13.121335649490357, |
| "avg_variance": 0.00025658251737089205, |
| "avg_outlier_fraction": 0.006125112570968329, |
| "num_tensors": 15, |
| "total_params": 755466240, |
| "projections": { |
| "linear_attn.in_proj_a": 0.06024805668586771, |
| "linear_attn.in_proj_b": 0.04649428490764226, |
| "linear_attn.in_proj_qkv": 0.08472324284091512, |
| "linear_attn.in_proj_z": 0.028803331170657327, |
| "linear_attn.out_proj": 0.41172825084803627, |
| "mlp.down_proj": 0.17550891081898412, |
| "mlp.gate_proj": 0.05707896277792106, |
| "mlp.up_proj": 0.044113535713813726, |
| "self_attn.k_proj": 0.11652366383024582, |
| "self_attn.o_proj": 0.22355161185274977, |
| "self_attn.q_proj": 0.16844460170627304, |
| "self_attn.v_proj": 0.06560525138227616 |
| } |
| } |
| }, |
| { |
| "index": 1, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.00811208511582446, |
| "Q3": 0.0049202283369460436, |
| "Q4": 0.0029842693391446775, |
| "Q5": 0.0018100508510316058 |
| }, |
| "sensitivity_score": 0.21316516207663397, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 11.788941770792007, |
| "avg_variance": 0.00026199179046670906, |
| "avg_outlier_fraction": 0.004634106953938802, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.09402923274208924, |
| "linear_attn.in_proj_b": 0.11580585753462368, |
| "linear_attn.in_proj_qkv": 0.026658542642319955, |
| "linear_attn.in_proj_z": 0.02791274557129913, |
| "linear_attn.out_proj": 0.36639146783238774, |
| "mlp.down_proj": 0.07597986664244893, |
| "mlp.gate_proj": 0.019653055589585636, |
| "mlp.up_proj": 0.013602346803413382 |
| } |
| } |
| }, |
| { |
| "index": 2, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.00539271004915197, |
| "Q3": 0.003270843983751092, |
| "Q4": 0.0019838671592816485, |
| "Q5": 0.0012032762569013263 |
| }, |
| "sensitivity_score": 0.1442173965493334, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 4.404523521661758, |
| "avg_variance": 0.0002543822110965266, |
| "avg_outlier_fraction": 0.004614159593395159, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.10643111755011234, |
| "linear_attn.in_proj_b": 0.1212896412807558, |
| "linear_attn.in_proj_qkv": 0.02112181045944273, |
| "linear_attn.in_proj_z": 0.02190357842620244, |
| "linear_attn.out_proj": 0.275724233962562, |
| "mlp.down_proj": 0.10182722888844303, |
| "mlp.gate_proj": 0.015723512963612435, |
| "mlp.up_proj": 0.010947771839759222 |
| } |
| } |
| }, |
| { |
| "index": 3, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.010837129613625537, |
| "Q3": 0.006573051373943613, |
| "Q4": 0.003986757186163052, |
| "Q5": 0.002418090466237558 |
| }, |
| "sensitivity_score": 0.24882671296004144, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 19.252364124570573, |
| "avg_variance": 0.00020600837680311606, |
| "avg_outlier_fraction": 0.004078375391599511, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.04847584486493976, |
| "mlp.gate_proj": 0.011672405615597048, |
| "mlp.up_proj": 0.010050562785909507, |
| "self_attn.k_proj": 0.05412810942994482, |
| "self_attn.o_proj": 0.3979963720482833, |
| "self_attn.q_proj": 0.05153889036006741, |
| "self_attn.v_proj": 0.039196207946000095 |
| } |
| } |
| }, |
| { |
| "index": 4, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.005755779933481459, |
| "Q3": 0.0034910570002152463, |
| "Q4": 0.0021174331054349604, |
| "Q5": 0.0012842880983368367 |
| }, |
| "sensitivity_score": 0.15743299003713096, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 5.372411161661148, |
| "avg_variance": 0.00027342084013071144, |
| "avg_outlier_fraction": 0.004631910698086608, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.10700369192455456, |
| "linear_attn.in_proj_b": 0.1372961592592174, |
| "linear_attn.in_proj_qkv": 0.020838178592373725, |
| "linear_attn.in_proj_z": 0.02306225332011041, |
| "linear_attn.out_proj": 0.2973762891214484, |
| "mlp.down_proj": 0.016850571334396866, |
| "mlp.gate_proj": 0.015185839481074045, |
| "mlp.up_proj": 0.011322972609644433 |
| } |
| } |
| }, |
| { |
| "index": 5, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.005109538011264207, |
| "Q3": 0.0030990914607988565, |
| "Q4": 0.0018796939882281196, |
| "Q5": 0.0011400920347378724 |
| }, |
| "sensitivity_score": 0.1320234953594664, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 3.644553393125534, |
| "avg_variance": 0.0002446109347147285, |
| "avg_outlier_fraction": 0.004579047268512202, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.10110007169750969, |
| "linear_attn.in_proj_b": 0.12471412441186719, |
| "linear_attn.in_proj_qkv": 0.023176343013717505, |
| "linear_attn.in_proj_z": 0.02351780186507507, |
| "linear_attn.out_proj": 0.26324155109755304, |
| "mlp.down_proj": 0.025563197581558367, |
| "mlp.gate_proj": 0.01259216946747636, |
| "mlp.up_proj": 0.011108441112449872 |
| } |
| } |
| }, |
| { |
| "index": 6, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.005081564368010991, |
| "Q3": 0.0030821245885019172, |
| "Q4": 0.0018694030599805968, |
| "Q5": 0.001133850271238847 |
| }, |
| "sensitivity_score": 0.13140093333272798, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 3.579756438732147, |
| "avg_variance": 0.00023336764297710033, |
| "avg_outlier_fraction": 0.004829967162188361, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.09158124570018274, |
| "linear_attn.in_proj_b": 0.14280646473631983, |
| "linear_attn.in_proj_qkv": 0.025278877218287026, |
| "linear_attn.in_proj_z": 0.028807318062192184, |
| "linear_attn.out_proj": 0.25326387820185814, |
| "mlp.down_proj": 0.09189913254602636, |
| "mlp.gate_proj": 0.026758526259452752, |
| "mlp.up_proj": 0.019151425625434548 |
| } |
| } |
| }, |
| { |
| "index": 7, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.005369692535199495, |
| "Q3": 0.0032568831558285522, |
| "Q4": 0.0019753994891116558, |
| "Q5": 0.0011981403553268915 |
| }, |
| "sensitivity_score": 0.1434038315999315, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 4.402101618903024, |
| "avg_variance": 0.0001942360239419421, |
| "avg_outlier_fraction": 0.004226508795046339, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.0188793992657207, |
| "mlp.gate_proj": 0.014716886132471598, |
| "mlp.up_proj": 0.012060730100106751, |
| "self_attn.k_proj": 0.066045344704877, |
| "self_attn.o_proj": 0.27849277764933755, |
| "self_attn.q_proj": 0.04580753318624271, |
| "self_attn.v_proj": 0.041653755954880786 |
| } |
| } |
| }, |
| { |
| "index": 8, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004881640533955573, |
| "Q3": 0.0029608646535400057, |
| "Q4": 0.0017958551916314378, |
| "Q5": 0.0010892412341285736 |
| }, |
| "sensitivity_score": 0.12085477297705989, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 3.0469337105751038, |
| "avg_variance": 0.00022274104594544042, |
| "avg_outlier_fraction": 0.004504552728989545, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.10605049973430579, |
| "linear_attn.in_proj_b": 0.13051511477962222, |
| "linear_attn.in_proj_qkv": 0.023324090532809677, |
| "linear_attn.in_proj_z": 0.023844535034619013, |
| "linear_attn.out_proj": 0.2438697341499565, |
| "mlp.down_proj": 0.022167733310705415, |
| "mlp.gate_proj": 0.012902148583221194, |
| "mlp.up_proj": 0.010805754637628204 |
| } |
| } |
| }, |
| { |
| "index": 9, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.0047114973463755275, |
| "Q3": 0.0028576675937314706, |
| "Q4": 0.0017332630108653627, |
| "Q5": 0.0010512771574356736 |
| }, |
| "sensitivity_score": 0.11128002077450051, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 2.5733006596565247, |
| "avg_variance": 0.00023387696182908257, |
| "avg_outlier_fraction": 0.004695744467716591, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.0992592564290225, |
| "linear_attn.in_proj_b": 0.13974170068767228, |
| "linear_attn.in_proj_qkv": 0.02169976397970314, |
| "linear_attn.in_proj_z": 0.022266509430795542, |
| "linear_attn.out_proj": 0.2261608371829631, |
| "mlp.down_proj": 0.020849574105490612, |
| "mlp.gate_proj": 0.013738306555675279, |
| "mlp.up_proj": 0.010873539484991597 |
| } |
| } |
| }, |
| { |
| "index": 10, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.0044915019393199605, |
| "Q3": 0.002724233634356308, |
| "Q4": 0.0016523312234574769, |
| "Q5": 0.001002189547027446 |
| }, |
| "sensitivity_score": 0.09673496933176429, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.9842613339424133, |
| "avg_variance": 0.00022490677019959548, |
| "avg_outlier_fraction": 0.004628896760005576, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.08929078929792421, |
| "linear_attn.in_proj_b": 0.12779836922050802, |
| "linear_attn.in_proj_qkv": 0.024162223561523585, |
| "linear_attn.in_proj_z": 0.02293726095827909, |
| "linear_attn.out_proj": 0.2028423239917651, |
| "mlp.down_proj": 0.01959124429271592, |
| "mlp.gate_proj": 0.020369040853206316, |
| "mlp.up_proj": 0.012048050303280322 |
| } |
| } |
| }, |
| { |
| "index": 11, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004813567299127634, |
| "Q3": 0.002919576149511043, |
| "Q4": 0.0017708124480442032, |
| "Q5": 0.0010740520423395939 |
| }, |
| "sensitivity_score": 0.11701098748425766, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 2.890007972717285, |
| "avg_variance": 0.00019462454656604677, |
| "avg_outlier_fraction": 0.004165153343136571, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.02701653613154103, |
| "mlp.gate_proj": 0.016756394434203885, |
| "mlp.up_proj": 0.011328305202734158, |
| "self_attn.k_proj": 0.06431299395657057, |
| "self_attn.o_proj": 0.24086804091638234, |
| "self_attn.q_proj": 0.06253661449499337, |
| "self_attn.v_proj": 0.03988814186464776 |
| } |
| } |
| }, |
| { |
| "index": 12, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004326982296828233, |
| "Q3": 0.002624447427060114, |
| "Q4": 0.0015918078293158946, |
| "Q5": 0.0009654802528507045 |
| }, |
| "sensitivity_score": 0.08372515169856842, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.5345645546913147, |
| "avg_variance": 0.00022739279484085273, |
| "avg_outlier_fraction": 0.004657154550739363, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.08069225544005945, |
| "linear_attn.in_proj_b": 0.12246967562447197, |
| "linear_attn.in_proj_qkv": 0.025981045698368607, |
| "linear_attn.in_proj_z": 0.02378292412576589, |
| "linear_attn.out_proj": 0.1789304860250034, |
| "mlp.down_proj": 0.015853891752294274, |
| "mlp.gate_proj": 0.015263689012231735, |
| "mlp.up_proj": 0.010857886861953731 |
| } |
| } |
| }, |
| { |
| "index": 13, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004147679035388727, |
| "Q3": 0.0025156945016105835, |
| "Q4": 0.001525845845697312, |
| "Q5": 0.0009254722874105717 |
| }, |
| "sensitivity_score": 0.06658778912944008, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.0524270832538605, |
| "avg_variance": 0.00022213346892385744, |
| "avg_outlier_fraction": 0.004528530952977199, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.09687919729018711, |
| "linear_attn.in_proj_b": 0.11923873162733983, |
| "linear_attn.in_proj_qkv": 0.01863662563190624, |
| "linear_attn.in_proj_z": 0.02095282753368273, |
| "linear_attn.out_proj": 0.12635808698941553, |
| "mlp.down_proj": 0.01491377650472515, |
| "mlp.gate_proj": 0.013390944426536839, |
| "mlp.up_proj": 0.011022053915253752 |
| } |
| } |
| }, |
| { |
| "index": 14, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004292108069899868, |
| "Q3": 0.0026032951391942844, |
| "Q4": 0.0015789783182022015, |
| "Q5": 0.0009576987610111256 |
| }, |
| "sensitivity_score": 0.08053076909330656, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.4482307434082031, |
| "avg_variance": 0.00021892862878303276, |
| "avg_outlier_fraction": 0.0044463817278544105, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.08079639755411652, |
| "linear_attn.in_proj_b": 0.11375820634628461, |
| "linear_attn.in_proj_qkv": 0.026932290408579453, |
| "linear_attn.in_proj_z": 0.022079692648283987, |
| "linear_attn.out_proj": 0.17557339533743282, |
| "mlp.down_proj": 0.015040234290901545, |
| "mlp.gate_proj": 0.012543150221757705, |
| "mlp.up_proj": 0.011137091474571925 |
| } |
| } |
| }, |
| { |
| "index": 15, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.003984512092279185, |
| "Q3": 0.0024167287479630595, |
| "Q4": 0.0014658200818485213, |
| "Q5": 0.0008890648212636099 |
| }, |
| "sensitivity_score": 0.04706536246905264, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 0.6344356536865234, |
| "avg_variance": 0.00019659116203131686, |
| "avg_outlier_fraction": 0.0038768466447247846, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.gate_proj": 0.013479267087921428, |
| "mlp.down_proj": 0.016276499558682198, |
| "mlp.up_proj": 0.011752285964353596, |
| "self_attn.k_proj": 0.06229390742230427, |
| "self_attn.o_proj": 0.11288231401394391, |
| "self_attn.q_proj": 0.029745487283713394, |
| "self_attn.v_proj": 0.024401662649980116 |
| } |
| } |
| }, |
| { |
| "index": 16, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004197842895767816, |
| "Q3": 0.0025461204209400448, |
| "Q4": 0.0015443000986205735, |
| "Q5": 0.0009366653576106213 |
| }, |
| "sensitivity_score": 0.07191491285334732, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.1935931146144867, |
| "avg_variance": 0.00021732694767706562, |
| "avg_outlier_fraction": 0.004531474721197989, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.06807790544063178, |
| "linear_attn.in_proj_b": 0.11676945262687412, |
| "linear_attn.in_proj_qkv": 0.02388847205859711, |
| "linear_attn.in_proj_z": 0.023498337604237376, |
| "linear_attn.out_proj": 0.15423067814041258, |
| "mlp.down_proj": 0.01971542829141544, |
| "mlp.gate_proj": 0.01594272517182841, |
| "mlp.up_proj": 0.012841251309423837 |
| } |
| } |
| }, |
| { |
| "index": 17, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004097063123831622, |
| "Q3": 0.002484994399381896, |
| "Q4": 0.001507225292439301, |
| "Q5": 0.0009141783509587759 |
| }, |
| "sensitivity_score": 0.06122008207995245, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 0.9207834899425507, |
| "avg_variance": 0.00021618874961859547, |
| "avg_outlier_fraction": 0.004496390913047042, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.07470978145115156, |
| "linear_attn.in_proj_b": 0.1152286658426401, |
| "linear_attn.in_proj_qkv": 0.0239734198966825, |
| "linear_attn.in_proj_z": 0.024433562474454336, |
| "linear_attn.out_proj": 0.11549428602890442, |
| "mlp.down_proj": 0.020526027272781928, |
| "mlp.gate_proj": 0.017832910337902175, |
| "mlp.up_proj": 0.01456132791402758 |
| } |
| } |
| }, |
| { |
| "index": 18, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004327555282376906, |
| "Q3": 0.002624794960362956, |
| "Q4": 0.0015920186189193396, |
| "Q5": 0.0009656081032079425 |
| }, |
| "sensitivity_score": 0.0837596286075041, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.5495342910289764, |
| "avg_variance": 0.0002139805947081186, |
| "avg_outlier_fraction": 0.004439106688779943, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.06598035905329383, |
| "linear_attn.in_proj_b": 0.09620419021673098, |
| "linear_attn.in_proj_qkv": 0.026510804070145715, |
| "linear_attn.in_proj_z": 0.028485543422213336, |
| "linear_attn.out_proj": 0.16642605853511258, |
| "mlp.down_proj": 0.1004216974906756, |
| "mlp.gate_proj": 0.037844753353681884, |
| "mlp.up_proj": 0.020106347310318504 |
| } |
| } |
| }, |
| { |
| "index": 19, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004129691089108795, |
| "Q3": 0.002504784260686541, |
| "Q4": 0.0015192284500720288, |
| "Q5": 0.0009214586340763892 |
| }, |
| "sensitivity_score": 0.06540007117879425, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.027207851409912, |
| "avg_variance": 0.0001984563932637684, |
| "avg_outlier_fraction": 0.004429690710970667, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.042336525545915375, |
| "mlp.gate_proj": 0.015367687924632148, |
| "mlp.up_proj": 0.012805681076387824, |
| "self_attn.k_proj": 0.07680353113277866, |
| "self_attn.o_proj": 0.13009964762580484, |
| "self_attn.q_proj": 0.030674135134317333, |
| "self_attn.v_proj": 0.08109053116796922 |
| } |
| } |
| }, |
| { |
| "index": 20, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.0041605255351748775, |
| "Q3": 0.0025234862976008755, |
| "Q4": 0.0015305718088596502, |
| "Q5": 0.0009283387289652022 |
| }, |
| "sensitivity_score": 0.06857580791350278, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.099842518568039, |
| "avg_variance": 0.0002096384405376739, |
| "avg_outlier_fraction": 0.0046092175969890525, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.08125734108191227, |
| "linear_attn.in_proj_b": 0.12419723410445034, |
| "linear_attn.in_proj_qkv": 0.029964345118466067, |
| "linear_attn.in_proj_z": 0.026579225207784614, |
| "linear_attn.out_proj": 0.1312035765604614, |
| "mlp.down_proj": 0.021774118760635723, |
| "mlp.gate_proj": 0.014259043194643996, |
| "mlp.up_proj": 0.011928247616330762 |
| } |
| } |
| }, |
| { |
| "index": 21, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.0041660264094503475, |
| "Q3": 0.0025268227465041725, |
| "Q4": 0.0015325954674140641, |
| "Q5": 0.0009295661399232442 |
| }, |
| "sensitivity_score": 0.06926060114412724, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.1202507317066193, |
| "avg_variance": 0.0002041831539827399, |
| "avg_outlier_fraction": 0.004564843271292892, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.08660602582543538, |
| "linear_attn.in_proj_b": 0.0966366162295419, |
| "linear_attn.in_proj_qkv": 0.03380157548501733, |
| "linear_attn.in_proj_z": 0.02975318639387415, |
| "linear_attn.out_proj": 0.14765271780230274, |
| "mlp.down_proj": 0.01815604514240138, |
| "mlp.gate_proj": 0.013564406467699665, |
| "mlp.up_proj": 0.012020572291848634 |
| } |
| } |
| }, |
| { |
| "index": 22, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004212494733785098, |
| "Q3": 0.002555007209918669, |
| "Q4": 0.0015496902086025055, |
| "Q5": 0.0009399346245738861 |
| }, |
| "sensitivity_score": 0.07395464587776678, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.2501289248466492, |
| "avg_variance": 0.00020061896248080302, |
| "avg_outlier_fraction": 0.004533810381795845, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.1037574327579512, |
| "linear_attn.in_proj_b": 0.09468148478819058, |
| "linear_attn.in_proj_qkv": 0.02444242858531728, |
| "linear_attn.in_proj_z": 0.023105408077045676, |
| "linear_attn.out_proj": 0.12869022029657168, |
| "mlp.down_proj": 0.08710989702838987, |
| "mlp.gate_proj": 0.028087745503293, |
| "mlp.up_proj": 0.022007857074115535 |
| } |
| } |
| }, |
| { |
| "index": 23, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004077489608736456, |
| "Q3": 0.0024731224623583303, |
| "Q4": 0.0015000245986443307, |
| "Q5": 0.0009098109094009241 |
| }, |
| "sensitivity_score": 0.05977445460612456, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 0.8849819387708392, |
| "avg_variance": 0.00019878397038805166, |
| "avg_outlier_fraction": 0.004526522446747254, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.04859526540515059, |
| "mlp.gate_proj": 0.013447910316138624, |
| "mlp.up_proj": 0.013718705408328553, |
| "self_attn.k_proj": 0.08154726699241946, |
| "self_attn.o_proj": 0.11750877327621276, |
| "self_attn.q_proj": 0.03265515359203681, |
| "self_attn.v_proj": 0.05701779617817162 |
| } |
| } |
| }, |
| { |
| "index": 24, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004269293977914668, |
| "Q3": 0.002589457692931756, |
| "Q4": 0.001570585482791852, |
| "Q5": 0.0009526082490128269 |
| }, |
| "sensitivity_score": 0.08086417798366653, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.4182866513729095, |
| "avg_variance": 0.00018685758914216422, |
| "avg_outlier_fraction": 0.005105980424319996, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.12054025084066705, |
| "linear_attn.in_proj_b": 0.14755981022933995, |
| "linear_attn.in_proj_qkv": 0.03338629098503226, |
| "linear_attn.in_proj_z": 0.029553111713875306, |
| "linear_attn.out_proj": 0.1144336493718655, |
| "mlp.down_proj": 0.06361312244339147, |
| "mlp.gate_proj": 0.015436342893941506, |
| "mlp.up_proj": 0.01635158194531168 |
| } |
| } |
| }, |
| { |
| "index": 25, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.00422265126597833, |
| "Q3": 0.002561167458090223, |
| "Q4": 0.0015534265879899914, |
| "Q5": 0.0009422008532287147 |
| }, |
| "sensitivity_score": 0.07663016851109529, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.2893954813480377, |
| "avg_variance": 0.00018896072288043797, |
| "avg_outlier_fraction": 0.005179793367198869, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.10427813226129529, |
| "linear_attn.in_proj_b": 0.16231202355020719, |
| "linear_attn.in_proj_qkv": 0.032852957328173116, |
| "linear_attn.in_proj_z": 0.026237563316102105, |
| "linear_attn.out_proj": 0.09899576673304561, |
| "mlp.down_proj": 0.03981764823731008, |
| "mlp.gate_proj": 0.015540169023230264, |
| "mlp.up_proj": 0.017216943096840544 |
| } |
| } |
| }, |
| { |
| "index": 26, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004221727123820657, |
| "Q3": 0.0025606069375376616, |
| "Q4": 0.001553086615089464, |
| "Q5": 0.0009419946492410734 |
| }, |
| "sensitivity_score": 0.07684290828535784, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.2855631709098816, |
| "avg_variance": 0.00019028095448447857, |
| "avg_outlier_fraction": 0.00535315055473178, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.10653585460551271, |
| "linear_attn.in_proj_b": 0.14568765626339958, |
| "linear_attn.in_proj_qkv": 0.03727150741863803, |
| "linear_attn.in_proj_z": 0.0302260341142574, |
| "linear_attn.out_proj": 0.10445472383911916, |
| "mlp.down_proj": 0.06260224245736695, |
| "mlp.gate_proj": 0.021206720291222985, |
| "mlp.up_proj": 0.022541506526455958 |
| } |
| } |
| }, |
| { |
| "index": 27, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004049862918128315, |
| "Q3": 0.0024563660274780977, |
| "Q4": 0.0014898613071419914, |
| "Q5": 0.0009036465615011584 |
| }, |
| "sensitivity_score": 0.05764393347091426, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 0.8107832159314837, |
| "avg_variance": 0.0001978855621668377, |
| "avg_outlier_fraction": 0.005067630709052419, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.041858535307723044, |
| "mlp.gate_proj": 0.018297015175134212, |
| "mlp.up_proj": 0.02051530333181734, |
| "self_attn.k_proj": 0.10515439126288281, |
| "self_attn.o_proj": 0.06231550644980439, |
| "self_attn.q_proj": 0.05784030340753675, |
| "self_attn.v_proj": 0.06867450793934109 |
| } |
| } |
| }, |
| { |
| "index": 28, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004270158513240023, |
| "Q3": 0.002589982060112989, |
| "Q4": 0.0015709035275642167, |
| "Q5": 0.0009528011529184275 |
| }, |
| "sensitivity_score": 0.08250509660821917, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.4147803783416748, |
| "avg_variance": 0.00019271391283837147, |
| "avg_outlier_fraction": 0.005984360704235002, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.1045083548982515, |
| "linear_attn.in_proj_b": 0.1747364576634807, |
| "linear_attn.in_proj_qkv": 0.04384597102552023, |
| "linear_attn.in_proj_z": 0.03450777283232467, |
| "linear_attn.out_proj": 0.10715437438769372, |
| "mlp.down_proj": 0.032622784842425874, |
| "mlp.gate_proj": 0.02117175800801085, |
| "mlp.up_proj": 0.02105789919802007 |
| } |
| } |
| }, |
| { |
| "index": 29, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004318433251585765, |
| "Q3": 0.0026192621690092864, |
| "Q4": 0.0015886628113295459, |
| "Q5": 0.0009635727030166363 |
| }, |
| "sensitivity_score": 0.08672760054869848, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.5542789995670319, |
| "avg_variance": 0.00018443963563186117, |
| "avg_outlier_fraction": 0.00584931214650472, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.11967799802357863, |
| "linear_attn.in_proj_b": 0.19028487385192444, |
| "linear_attn.in_proj_qkv": 0.031291084366903824, |
| "linear_attn.in_proj_z": 0.030442512363642288, |
| "linear_attn.out_proj": 0.0867225338078225, |
| "mlp.down_proj": 0.03585123171950306, |
| "mlp.gate_proj": 0.01983014299587969, |
| "mlp.up_proj": 0.020968170589207694 |
| } |
| } |
| }, |
| { |
| "index": 30, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004205873503605279, |
| "Q3": 0.0025509912308095944, |
| "Q4": 0.0015472543941440862, |
| "Q5": 0.0009384572284234835 |
| }, |
| "sensitivity_score": 0.07591578793973096, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.2438977658748627, |
| "avg_variance": 0.00018885175177274505, |
| "avg_outlier_fraction": 0.0056255401817022575, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.08653389883150736, |
| "linear_attn.in_proj_b": 0.15007189165938606, |
| "linear_attn.in_proj_qkv": 0.040471208409652945, |
| "linear_attn.in_proj_z": 0.03852412515962939, |
| "linear_attn.out_proj": 0.10851503490605718, |
| "mlp.down_proj": 0.05322817633123281, |
| "mlp.gate_proj": 0.024131589502039957, |
| "mlp.up_proj": 0.023906932942294522 |
| } |
| } |
| }, |
| { |
| "index": 31, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004032113801332048, |
| "Q3": 0.002445600643958341, |
| "Q4": 0.001483331771973694, |
| "Q5": 0.0008996861982279141 |
| }, |
| "sensitivity_score": 0.055220629955629374, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 0.7589453969682965, |
| "avg_variance": 0.00020147627947153524, |
| "avg_outlier_fraction": 0.005017708930648676, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.047065884367434925, |
| "mlp.gate_proj": 0.026100869949137018, |
| "mlp.up_proj": 0.02360452108949996, |
| "self_attn.k_proj": 0.0989755840601774, |
| "self_attn.o_proj": 0.0676318145663646, |
| "self_attn.q_proj": 0.04429042902673415, |
| "self_attn.v_proj": 0.05604198333388132 |
| } |
| } |
| }, |
| { |
| "index": 32, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.0044161624369653185, |
| "Q3": 0.0026785379162907255, |
| "Q4": 0.0016246153694331165, |
| "Q5": 0.0009853790318015518 |
| }, |
| "sensitivity_score": 0.09550570549699304, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.819901466369629, |
| "avg_variance": 0.0001844726375566097, |
| "avg_outlier_fraction": 0.006281085902569341, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.10923994317294461, |
| "linear_attn.in_proj_b": 0.20634147487831642, |
| "linear_attn.in_proj_qkv": 0.04161406303331774, |
| "linear_attn.in_proj_z": 0.03390028852260153, |
| "linear_attn.out_proj": 0.10115499463872771, |
| "mlp.down_proj": 0.04969016784895894, |
| "mlp.gate_proj": 0.03226164437508722, |
| "mlp.up_proj": 0.02497190641807247 |
| } |
| } |
| }, |
| { |
| "index": 33, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.00435096339934087, |
| "Q3": 0.0026389927009877394, |
| "Q4": 0.0016006299839069183, |
| "Q5": 0.0009708311600948848 |
| }, |
| "sensitivity_score": 0.09018832015058377, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.648076206445694, |
| "avg_variance": 0.0001790685382729862, |
| "avg_outlier_fraction": 0.006137242363948448, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.11960422747674283, |
| "linear_attn.in_proj_b": 0.19143515604090502, |
| "linear_attn.in_proj_qkv": 0.04129217291163766, |
| "linear_attn.in_proj_z": 0.035352292183644024, |
| "linear_attn.out_proj": 0.08816567326629393, |
| "mlp.down_proj": 0.03698094156014318, |
| "mlp.gate_proj": 0.040281600196306715, |
| "mlp.up_proj": 0.02792511940661611 |
| } |
| } |
| }, |
| { |
| "index": 34, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004544472120107391, |
| "Q3": 0.0027563616730544053, |
| "Q4": 0.0016718178639643067, |
| "Q5": 0.0010140087919496366 |
| }, |
| "sensitivity_score": 0.10405455977241322, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 2.169001281261444, |
| "avg_variance": 0.00018415470276522683, |
| "avg_outlier_fraction": 0.0058869377304525934, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.09151253459572478, |
| "linear_attn.in_proj_b": 0.21006070308939348, |
| "linear_attn.in_proj_qkv": 0.04123833078730292, |
| "linear_attn.in_proj_z": 0.05339297533896027, |
| "linear_attn.out_proj": 0.10220206473486522, |
| "mlp.down_proj": 0.06994263158475683, |
| "mlp.gate_proj": 0.08207075487806395, |
| "mlp.up_proj": 0.031801946776250055 |
| } |
| } |
| }, |
| { |
| "index": 35, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004098493717652956, |
| "Q3": 0.002485862098396131, |
| "Q4": 0.0015077515784948368, |
| "Q5": 0.0009144975595872377 |
| }, |
| "sensitivity_score": 0.06258564044029019, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 0.9343220165797642, |
| "avg_variance": 0.00020653898016982048, |
| "avg_outlier_fraction": 0.004898414424821441, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.05028761867964432, |
| "mlp.gate_proj": 0.0463640078997008, |
| "mlp.up_proj": 0.023922911745619148, |
| "self_attn.k_proj": 0.08852802591363515, |
| "self_attn.o_proj": 0.07370471695746832, |
| "self_attn.q_proj": 0.055069811258261145, |
| "self_attn.v_proj": 0.08369265745470361 |
| } |
| } |
| }, |
| { |
| "index": 36, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004300475253682692, |
| "Q3": 0.0026083700926940174, |
| "Q4": 0.0015820564330964056, |
| "Q5": 0.0009595657320685785 |
| }, |
| "sensitivity_score": 0.0843885708763309, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.5056437253952026, |
| "avg_variance": 0.000184260010428261, |
| "avg_outlier_fraction": 0.005448773468241972, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.12898835573893702, |
| "linear_attn.in_proj_b": 0.1720290797977254, |
| "linear_attn.in_proj_qkv": 0.03864094596311074, |
| "linear_attn.in_proj_z": 0.030516490337734355, |
| "linear_attn.out_proj": 0.08825596966942391, |
| "mlp.down_proj": 0.02479631579755776, |
| "mlp.gate_proj": 0.045544006088230324, |
| "mlp.up_proj": 0.018943707290384786 |
| } |
| } |
| }, |
| { |
| "index": 37, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.0042175895961540635, |
| "Q3": 0.0025580974001524633, |
| "Q4": 0.0015515645037236462, |
| "Q5": 0.0009410714420302077 |
| }, |
| "sensitivity_score": 0.07602821485969939, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.2749283909797668, |
| "avg_variance": 0.000189668768143747, |
| "avg_outlier_fraction": 0.0051323713975794175, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.13294682642122493, |
| "linear_attn.in_proj_b": 0.12091635242314672, |
| "linear_attn.in_proj_qkv": 0.044034557724741415, |
| "linear_attn.in_proj_z": 0.03354493150670609, |
| "linear_attn.out_proj": 0.11603318026171366, |
| "mlp.down_proj": 0.021402288190216716, |
| "mlp.gate_proj": 0.026962686527784246, |
| "mlp.up_proj": 0.015817149774431292 |
| } |
| } |
| }, |
| { |
| "index": 38, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004303565810511135, |
| "Q3": 0.002610244610166053, |
| "Q4": 0.001583193385415362, |
| "Q5": 0.0009602553285086569 |
| }, |
| "sensitivity_score": 0.08427848485943754, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.5143660306930542, |
| "avg_variance": 0.00018393870959698688, |
| "avg_outlier_fraction": 0.005254736133650238, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.15769019806136683, |
| "linear_attn.in_proj_b": 0.13685802962610139, |
| "linear_attn.in_proj_qkv": 0.027778748216587715, |
| "linear_attn.in_proj_z": 0.025727930009410267, |
| "linear_attn.out_proj": 0.0819630546419225, |
| "mlp.down_proj": 0.07134105693952474, |
| "mlp.gate_proj": 0.04531415010319092, |
| "mlp.up_proj": 0.02029628636174793 |
| } |
| } |
| }, |
| { |
| "index": 39, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004047993982209793, |
| "Q3": 0.002455232460542476, |
| "Q4": 0.0014891737640407004, |
| "Q5": 0.0009032295455303515 |
| }, |
| "sensitivity_score": 0.057114267765548066, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 0.8060729163033622, |
| "avg_variance": 0.0001975155672490863, |
| "avg_outlier_fraction": 0.004906990815277528, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.03882501599723827, |
| "mlp.gate_proj": 0.02455223234044264, |
| "mlp.up_proj": 0.01468450553363545, |
| "self_attn.k_proj": 0.09822723758035556, |
| "self_attn.o_proj": 0.07765211252115282, |
| "self_attn.q_proj": 0.04761067630829025, |
| "self_attn.v_proj": 0.0697168337546889 |
| } |
| } |
| }, |
| { |
| "index": 40, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004462827257433304, |
| "Q3": 0.002706841560634544, |
| "Q4": 0.0016417823975092445, |
| "Q5": 0.000995791360665871 |
| }, |
| "sensitivity_score": 0.09820939603127339, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.9566051363945007, |
| "avg_variance": 0.00017461710103816586, |
| "avg_outlier_fraction": 0.00573953810860129, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.16455513176004033, |
| "linear_attn.in_proj_b": 0.18236504972170434, |
| "linear_attn.in_proj_qkv": 0.0433694553702698, |
| "linear_attn.in_proj_z": 0.039107990576403996, |
| "linear_attn.out_proj": 0.10039524152723231, |
| "mlp.down_proj": 0.05079542523101708, |
| "mlp.gate_proj": 0.026985528679566134, |
| "mlp.up_proj": 0.017342198861088686 |
| } |
| } |
| }, |
| { |
| "index": 41, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004371363400719878, |
| "Q3": 0.002651365927282288, |
| "Q4": 0.0016081347250141245, |
| "Q5": 0.0009753830156696112 |
| }, |
| "sensitivity_score": 0.09079007139901063, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.7097097635269165, |
| "avg_variance": 0.0001728879342408618, |
| "avg_outlier_fraction": 0.005517917006623511, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.16140834999426387, |
| "linear_attn.in_proj_b": 0.1765404649607676, |
| "linear_attn.in_proj_qkv": 0.03339493354256734, |
| "linear_attn.in_proj_z": 0.02963050994272628, |
| "linear_attn.out_proj": 0.07010609764905644, |
| "mlp.down_proj": 0.04585380398868168, |
| "mlp.gate_proj": 0.027052742989016648, |
| "mlp.up_proj": 0.019443770625300276 |
| } |
| } |
| }, |
| { |
| "index": 42, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004328630166828915, |
| "Q3": 0.0026254469107387483, |
| "Q4": 0.0015924140468108687, |
| "Q5": 0.0009658479423478605 |
| }, |
| "sensitivity_score": 0.0875345928833794, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.5927539765834808, |
| "avg_variance": 0.00017368274802720407, |
| "avg_outlier_fraction": 0.005654998199612486, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.14006268548090306, |
| "linear_attn.in_proj_b": 0.1627528142597198, |
| "linear_attn.in_proj_qkv": 0.03872351373929897, |
| "linear_attn.in_proj_z": 0.03441101073449472, |
| "linear_attn.out_proj": 0.09709812127521775, |
| "mlp.down_proj": 0.05856402945165471, |
| "mlp.gate_proj": 0.0353857293266324, |
| "mlp.up_proj": 0.026993285153412712 |
| } |
| } |
| }, |
| { |
| "index": 43, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004180096791342376, |
| "Q3": 0.0025353568645155532, |
| "Q4": 0.0015377716716415723, |
| "Q5": 0.000932705666488162 |
| }, |
| "sensitivity_score": 0.07277068683610907, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.1662554059709822, |
| "avg_variance": 0.0001964257431349584, |
| "avg_outlier_fraction": 0.0054614129854517485, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.05103341169616973, |
| "mlp.gate_proj": 0.02746843431973077, |
| "mlp.up_proj": 0.02097719284162035, |
| "self_attn.k_proj": 0.13169010253219313, |
| "self_attn.o_proj": 0.07169602319065817, |
| "self_attn.q_proj": 0.07151983449925557, |
| "self_attn.v_proj": 0.08897638163915977 |
| } |
| } |
| }, |
| { |
| "index": 44, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004241526295084647, |
| "Q3": 0.0025726157419461724, |
| "Q4": 0.001560370323149718, |
| "Q5": 0.0009464124414960136 |
| }, |
| "sensitivity_score": 0.08035139273452477, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.3498002588748932, |
| "avg_variance": 0.00017986359398491913, |
| "avg_outlier_fraction": 0.005998886286043654, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.13155942539890492, |
| "linear_attn.in_proj_b": 0.16172794969692098, |
| "linear_attn.in_proj_qkv": 0.04048749701712939, |
| "linear_attn.in_proj_z": 0.04223770720164523, |
| "linear_attn.out_proj": 0.07628340730779357, |
| "mlp.down_proj": 0.03452716961027945, |
| "mlp.gate_proj": 0.030821797188402847, |
| "mlp.up_proj": 0.022222366834633557 |
| } |
| } |
| }, |
| { |
| "index": 45, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004344869292516335, |
| "Q3": 0.002635296438355096, |
| "Q4": 0.0015983880872938697, |
| "Q5": 0.000969471381063165 |
| }, |
| "sensitivity_score": 0.08883077141204586, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.6362671256065369, |
| "avg_variance": 0.00017431211927032564, |
| "avg_outlier_fraction": 0.005637341807870303, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.1523773731973099, |
| "linear_attn.in_proj_b": 0.17906460008415603, |
| "linear_attn.in_proj_qkv": 0.0328212475084574, |
| "linear_attn.in_proj_z": 0.02811250336159419, |
| "linear_attn.out_proj": 0.0716679974921893, |
| "mlp.down_proj": 0.03167328759826953, |
| "mlp.gate_proj": 0.02901160204432895, |
| "mlp.up_proj": 0.02181170688846896 |
| } |
| } |
| }, |
| { |
| "index": 46, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004201096781650681, |
| "Q3": 0.002548094002491209, |
| "Q4": 0.0015454971363407979, |
| "Q5": 0.0009373913976887698 |
| }, |
| "sensitivity_score": 0.0759025680317742, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.2430771589279175, |
| "avg_variance": 0.00017668788223090814, |
| "avg_outlier_fraction": 0.005633804377387551, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.12259554311235417, |
| "linear_attn.in_proj_b": 0.13848190312096162, |
| "linear_attn.in_proj_qkv": 0.03976116430240989, |
| "linear_attn.in_proj_z": 0.0417587220723184, |
| "linear_attn.out_proj": 0.08924516053465309, |
| "mlp.down_proj": 0.04560302822419255, |
| "mlp.gate_proj": 0.03132047034634482, |
| "mlp.up_proj": 0.024325594217094328 |
| } |
| } |
| }, |
| { |
| "index": 47, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004073515394216805, |
| "Q3": 0.0024707119794038866, |
| "Q4": 0.001498562566827746, |
| "Q5": 0.0009089241422786901 |
| }, |
| "sensitivity_score": 0.05987345049359854, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 0.8586142063140869, |
| "avg_variance": 0.00021434866773363735, |
| "avg_outlier_fraction": 0.005139192346097375, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.0495842755013955, |
| "mlp.gate_proj": 0.03491063146613875, |
| "mlp.up_proj": 0.024432653812965777, |
| "self_attn.k_proj": 0.1076174750551502, |
| "self_attn.o_proj": 0.05534818789170868, |
| "self_attn.q_proj": 0.06369794829161848, |
| "self_attn.v_proj": 0.059429695024579614 |
| } |
| } |
| }, |
| { |
| "index": 48, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004195649421141831, |
| "Q3": 0.0025447900113280833, |
| "Q4": 0.0015434931644009425, |
| "Q5": 0.0009361759272660437 |
| }, |
| "sensitivity_score": 0.0752739278040686, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.2262878715991974, |
| "avg_variance": 0.00017866970847535413, |
| "avg_outlier_fraction": 0.00561996815251369, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.11013361687736073, |
| "linear_attn.in_proj_b": 0.13913915441414082, |
| "linear_attn.in_proj_qkv": 0.03999631639460757, |
| "linear_attn.in_proj_z": 0.03508470248998142, |
| "linear_attn.out_proj": 0.09155896183858989, |
| "mlp.down_proj": 0.04548870051307788, |
| "mlp.gate_proj": 0.05105388919842095, |
| "mlp.up_proj": 0.02636671065318327 |
| } |
| } |
| }, |
| { |
| "index": 49, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004228058570018406, |
| "Q3": 0.0025644471537769175, |
| "Q4": 0.001555415823978499, |
| "Q5": 0.0009434073858451483 |
| }, |
| "sensitivity_score": 0.07868447196745257, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.318045973777771, |
| "avg_variance": 0.00017500880676379893, |
| "avg_outlier_fraction": 0.005709752989750282, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.13224474021186944, |
| "linear_attn.in_proj_b": 0.13258080142319914, |
| "linear_attn.in_proj_qkv": 0.0409780836002822, |
| "linear_attn.in_proj_z": 0.028858297267973163, |
| "linear_attn.out_proj": 0.08188778862067207, |
| "mlp.down_proj": 0.04570576022085229, |
| "mlp.gate_proj": 0.07177680716099562, |
| "mlp.up_proj": 0.02808067610286773 |
| } |
| } |
| }, |
| { |
| "index": 50, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004323655473341641, |
| "Q3": 0.0026224296066160438, |
| "Q4": 0.0015905839593507711, |
| "Q5": 0.0009647379381933557 |
| }, |
| "sensitivity_score": 0.0871829518664568, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.5760543644428253, |
| "avg_variance": 0.00017685974125924986, |
| "avg_outlier_fraction": 0.005737582562016505, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.11776350351170217, |
| "linear_attn.in_proj_b": 0.14565138897979643, |
| "linear_attn.in_proj_qkv": 0.0467003196285595, |
| "linear_attn.in_proj_z": 0.038231771584499086, |
| "linear_attn.out_proj": 0.0974394572804044, |
| "mlp.down_proj": 0.0713974865703599, |
| "mlp.gate_proj": 0.08571476093496216, |
| "mlp.up_proj": 0.03600050337536506 |
| } |
| } |
| }, |
| { |
| "index": 51, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004288827099438669, |
| "Q3": 0.0026013051300159563, |
| "Q4": 0.0015777713166224357, |
| "Q5": 0.0009569666775466762 |
| }, |
| "sensitivity_score": 0.08245129567748032, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.4336819648742676, |
| "avg_variance": 0.00022455880493258258, |
| "avg_outlier_fraction": 0.005644944268448346, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.05598555820609389, |
| "mlp.gate_proj": 0.05871941647813809, |
| "mlp.up_proj": 0.028828901508421517, |
| "self_attn.k_proj": 0.09863443497816587, |
| "self_attn.o_proj": 0.11126335983802528, |
| "self_attn.q_proj": 0.07011111889487348, |
| "self_attn.v_proj": 0.11923201992560375 |
| } |
| } |
| }, |
| { |
| "index": 52, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.00431400539750887, |
| "Q3": 0.0026165765397549163, |
| "Q4": 0.0015870338948461493, |
| "Q5": 0.000962584715227345 |
| }, |
| "sensitivity_score": 0.08505183016532006, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.538617581129074, |
| "avg_variance": 0.0001880648987935274, |
| "avg_outlier_fraction": 0.005257367199542474, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.14932880105495275, |
| "linear_attn.in_proj_b": 0.1417840481142881, |
| "linear_attn.in_proj_qkv": 0.0467636264201551, |
| "linear_attn.in_proj_z": 0.034477784646671984, |
| "linear_attn.out_proj": 0.09124487228626221, |
| "mlp.down_proj": 0.04305783408153642, |
| "mlp.gate_proj": 0.053373805099835456, |
| "mlp.up_proj": 0.02300955652301427 |
| } |
| } |
| }, |
| { |
| "index": 53, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004234966637466016, |
| "Q3": 0.0025686371084832553, |
| "Q4": 0.0015579571599707003, |
| "Q5": 0.0009449487840410496 |
| }, |
| "sensitivity_score": 0.07710409025937316, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.316953957080841, |
| "avg_variance": 0.000194878897673334, |
| "avg_outlier_fraction": 0.004938012992634492, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.14155291558902583, |
| "linear_attn.in_proj_b": 0.12032158671674335, |
| "linear_attn.in_proj_qkv": 0.03644263781259338, |
| "linear_attn.in_proj_z": 0.029622062867162523, |
| "linear_attn.out_proj": 0.09261545002623883, |
| "mlp.down_proj": 0.03603235424457134, |
| "mlp.gate_proj": 0.05193439058006242, |
| "mlp.up_proj": 0.02190224954293519 |
| } |
| } |
| }, |
| { |
| "index": 54, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004374476210200192, |
| "Q3": 0.0026532539416699425, |
| "Q4": 0.0016092798636262156, |
| "Q5": 0.0009760775773474652 |
| }, |
| "sensitivity_score": 0.08962626027192162, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.6980465948581696, |
| "avg_variance": 0.0001930125963554019, |
| "avg_outlier_fraction": 0.0051081491451637415, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.17207796545648446, |
| "linear_attn.in_proj_b": 0.13820565662509016, |
| "linear_attn.in_proj_qkv": 0.032623411337763863, |
| "linear_attn.in_proj_z": 0.02430601997560377, |
| "linear_attn.out_proj": 0.08309986847366505, |
| "mlp.down_proj": 0.06578305206972701, |
| "mlp.gate_proj": 0.048641937391160066, |
| "mlp.up_proj": 0.0226687192917766 |
| } |
| } |
| }, |
| { |
| "index": 55, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.00439288078854869, |
| "Q3": 0.0026644168827173902, |
| "Q4": 0.001616050529624057, |
| "Q5": 0.00098018419386183 |
| }, |
| "sensitivity_score": 0.09049551366336407, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.7039259842463903, |
| "avg_variance": 0.0002371620378523533, |
| "avg_outlier_fraction": 0.00545482274864902, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.04998816391164521, |
| "mlp.gate_proj": 0.03459043015405194, |
| "mlp.up_proj": 0.01777364437858745, |
| "self_attn.k_proj": 0.12911743315291604, |
| "self_attn.o_proj": 0.15865673415043668, |
| "self_attn.q_proj": 0.05496087358070433, |
| "self_attn.v_proj": 0.0909776654300847 |
| } |
| } |
| }, |
| { |
| "index": 56, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.0043880639562082855, |
| "Q3": 0.0026614953262202395, |
| "Q4": 0.0016142785160344526, |
| "Q5": 0.0009791094132903073 |
| }, |
| "sensitivity_score": 0.09044762594167045, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.724586695432663, |
| "avg_variance": 0.0002034078188444255, |
| "avg_outlier_fraction": 0.005127075419706456, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.17788105102163831, |
| "linear_attn.in_proj_b": 0.13962798335695167, |
| "linear_attn.in_proj_qkv": 0.03684358793783166, |
| "linear_attn.in_proj_z": 0.029752786176047142, |
| "linear_attn.out_proj": 0.10328116795283622, |
| "mlp.down_proj": 0.033492491013458324, |
| "mlp.gate_proj": 0.030521209119113747, |
| "mlp.up_proj": 0.015184412492155033 |
| } |
| } |
| }, |
| { |
| "index": 57, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.00451357392458299, |
| "Q3": 0.0027376209701390607, |
| "Q4": 0.0016604510530615843, |
| "Q5": 0.0010071144726339796 |
| }, |
| "sensitivity_score": 0.09975364008726109, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 2.0655071139335632, |
| "avg_variance": 0.00020365886666695587, |
| "avg_outlier_fraction": 0.005064226926541796, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.19837882622400385, |
| "linear_attn.in_proj_b": 0.1466995417230139, |
| "linear_attn.in_proj_qkv": 0.049374289868174354, |
| "linear_attn.in_proj_z": 0.025736289079009378, |
| "linear_attn.out_proj": 0.10545653638456894, |
| "mlp.down_proj": 0.025665119624448115, |
| "mlp.gate_proj": 0.028386865263057507, |
| "mlp.up_proj": 0.014918173803206146 |
| } |
| } |
| }, |
| { |
| "index": 58, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004606000833990021, |
| "Q3": 0.002793680724476907, |
| "Q4": 0.0016944530128434464, |
| "Q5": 0.0010277377037319947 |
| }, |
| "sensitivity_score": 0.10559187750339236, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 2.311422348022461, |
| "avg_variance": 0.00020898602087982, |
| "avg_outlier_fraction": 0.004896647088667926, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.21706884190940104, |
| "linear_attn.in_proj_b": 0.12490643928389494, |
| "linear_attn.in_proj_qkv": 0.04172127192386266, |
| "linear_attn.in_proj_z": 0.023772275685991218, |
| "linear_attn.out_proj": 0.10996142095021147, |
| "mlp.down_proj": 0.050116875597875366, |
| "mlp.gate_proj": 0.03034315006797551, |
| "mlp.up_proj": 0.016399828145872465 |
| } |
| } |
| }, |
| { |
| "index": 59, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.0044998707695991305, |
| "Q3": 0.002729309586506556, |
| "Q4": 0.0016554099440638365, |
| "Q5": 0.0010040568854678923 |
| }, |
| "sensitivity_score": 0.09867479919989683, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 1.9443727220807756, |
| "avg_variance": 0.0002875442213345585, |
| "avg_outlier_fraction": 0.006135817669352897, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.06412835125889703, |
| "mlp.gate_proj": 0.03176513208597188, |
| "mlp.up_proj": 0.021316235745376173, |
| "self_attn.k_proj": 0.152957987866037, |
| "self_attn.o_proj": 0.1114398664971791, |
| "self_attn.q_proj": 0.07318497964166454, |
| "self_attn.v_proj": 0.15233422211827732 |
| } |
| } |
| }, |
| { |
| "index": 60, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004698325426212627, |
| "Q3": 0.0028496784203053847, |
| "Q4": 0.0017284173322366803, |
| "Q5": 0.0010483381047802635 |
| }, |
| "sensitivity_score": 0.11387476624122497, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 2.5696338415145874, |
| "avg_variance": 0.00020173878874629736, |
| "avg_outlier_fraction": 0.006034827746596991, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.21834079837507891, |
| "linear_attn.in_proj_b": 0.1612807643434634, |
| "linear_attn.in_proj_qkv": 0.06991601727868028, |
| "linear_attn.in_proj_z": 0.039475628063783554, |
| "linear_attn.out_proj": 0.08930398898100682, |
| "mlp.down_proj": 0.07519081270923542, |
| "mlp.gate_proj": 0.040039771957965244, |
| "mlp.up_proj": 0.019211401349073173 |
| } |
| } |
| }, |
| { |
| "index": 61, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004538531888946741, |
| "Q3": 0.002752758740729691, |
| "Q4": 0.0016696325750444976, |
| "Q5": 0.0010126833472194421 |
| }, |
| "sensitivity_score": 0.10224125244680586, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 2.1233879029750824, |
| "avg_variance": 0.00021362085863074753, |
| "avg_outlier_fraction": 0.005559623101178337, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.2101987108394605, |
| "linear_attn.in_proj_b": 0.14846143626329641, |
| "linear_attn.in_proj_qkv": 0.04186593981392099, |
| "linear_attn.in_proj_z": 0.034110545390155164, |
| "linear_attn.out_proj": 0.07473688473337833, |
| "mlp.down_proj": 0.030289174089010648, |
| "mlp.gate_proj": 0.04473209132771317, |
| "mlp.up_proj": 0.025139596814895675 |
| } |
| } |
| }, |
| { |
| "index": 62, |
| "type": "linear_attention", |
| "is_first": false, |
| "is_last": false, |
| "sensitivity": { |
| "Q2": 0.004576538349984822, |
| "Q3": 0.002775810824616461, |
| "Q4": 0.0016836143706920913, |
| "Q5": 0.0010211637349575443 |
| }, |
| "sensitivity_score": 0.1067493972786621, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 2.230411022901535, |
| "avg_variance": 0.00020991001110814977, |
| "avg_outlier_fraction": 0.00646612564722697, |
| "num_tensors": 8, |
| "total_params": 383221760, |
| "projections": { |
| "linear_attn.in_proj_a": 0.18557023119833632, |
| "linear_attn.in_proj_b": 0.15955762277483593, |
| "linear_attn.in_proj_qkv": 0.07276954491796059, |
| "linear_attn.in_proj_z": 0.05942997965091075, |
| "linear_attn.out_proj": 0.11621160314325808, |
| "mlp.down_proj": 0.06002147675062417, |
| "mlp.gate_proj": 0.04979570647984602, |
| "mlp.up_proj": 0.03083165454139982 |
| } |
| } |
| }, |
| { |
| "index": 63, |
| "type": "full_attention", |
| "is_first": false, |
| "is_last": true, |
| "sensitivity": { |
| "Q2": 0.004807261434248409, |
| "Q3": 0.002915751449125788, |
| "Q4": 0.0017684926499963313, |
| "Q5": 0.001072645013699218 |
| }, |
| "sensitivity_score": 0.12111835535559036, |
| "bits_for_threshold": { |
| "0.001": 5, |
| "0.0005": 5, |
| "0.0001": 5, |
| "1e-05": 5 |
| }, |
| "weight_stats": { |
| "avg_kurtosis": 2.795557975769043, |
| "avg_variance": 0.00027193342560037436, |
| "avg_outlier_fraction": 0.007200482579506411, |
| "num_tensors": 7, |
| "total_params": 372244480, |
| "projections": { |
| "mlp.down_proj": 0.08400190117458348, |
| "mlp.gate_proj": 0.05908167943885803, |
| "mlp.up_proj": 0.04170163139202584, |
| "self_attn.k_proj": 0.17949468843071398, |
| "self_attn.o_proj": 0.11966580853414474, |
| "self_attn.q_proj": 0.08667446696138395, |
| "self_attn.v_proj": 0.18008091428006098 |
| } |
| } |
| } |
| ], |
| "allocations": { |
| "2.5": { |
| "target_bpw": 2.5, |
| "average_bpw": 2.5, |
| "total_size_gb": 8.53, |
| "layers": { |
| "0": 5, |
| "1": 5, |
| "2": 5, |
| "3": 5, |
| "4": 5, |
| "5": 3, |
| "6": 2, |
| "7": 3, |
| "8": 2, |
| "9": 2, |
| "10": 2, |
| "11": 2, |
| "12": 2, |
| "13": 2, |
| "14": 2, |
| "15": 2, |
| "16": 2, |
| "17": 2, |
| "18": 2, |
| "19": 2, |
| "20": 2, |
| "21": 2, |
| "22": 2, |
| "23": 2, |
| "24": 2, |
| "25": 2, |
| "26": 2, |
| "27": 2, |
| "28": 2, |
| "29": 2, |
| "30": 2, |
| "31": 2, |
| "32": 2, |
| "33": 2, |
| "34": 2, |
| "35": 2, |
| "36": 2, |
| "37": 2, |
| "38": 2, |
| "39": 2, |
| "40": 2, |
| "41": 2, |
| "42": 2, |
| "43": 2, |
| "44": 2, |
| "45": 2, |
| "46": 2, |
| "47": 2, |
| "48": 2, |
| "49": 2, |
| "50": 2, |
| "51": 2, |
| "52": 2, |
| "53": 2, |
| "54": 2, |
| "55": 2, |
| "56": 2, |
| "57": 2, |
| "58": 2, |
| "59": 2, |
| "60": 2, |
| "61": 2, |
| "62": 2, |
| "63": 2 |
| }, |
| "components": { |
| "embed_tokens": 5, |
| "lm_head": 5 |
| } |
| }, |
| "3.0": { |
| "target_bpw": 3.0, |
| "average_bpw": 3.0, |
| "total_size_gb": 10.24, |
| "layers": { |
| "0": 5, |
| "1": 5, |
| "2": 5, |
| "3": 5, |
| "4": 5, |
| "5": 5, |
| "6": 5, |
| "7": 5, |
| "8": 5, |
| "9": 2, |
| "10": 2, |
| "11": 4, |
| "12": 2, |
| "13": 2, |
| "14": 2, |
| "15": 2, |
| "16": 2, |
| "17": 2, |
| "18": 2, |
| "19": 2, |
| "20": 2, |
| "21": 2, |
| "22": 2, |
| "23": 2, |
| "24": 2, |
| "25": 2, |
| "26": 2, |
| "27": 2, |
| "28": 2, |
| "29": 2, |
| "30": 2, |
| "31": 2, |
| "32": 2, |
| "33": 2, |
| "34": 2, |
| "35": 2, |
| "36": 2, |
| "37": 2, |
| "38": 2, |
| "39": 2, |
| "40": 2, |
| "41": 2, |
| "42": 2, |
| "43": 2, |
| "44": 2, |
| "45": 2, |
| "46": 2, |
| "47": 2, |
| "48": 2, |
| "49": 2, |
| "50": 2, |
| "51": 2, |
| "52": 2, |
| "53": 2, |
| "54": 2, |
| "55": 2, |
| "56": 2, |
| "57": 2, |
| "58": 2, |
| "59": 2, |
| "60": 3, |
| "61": 2, |
| "62": 2, |
| "63": 5 |
| }, |
| "components": { |
| "embed_tokens": 5, |
| "lm_head": 5 |
| } |
| }, |
| "3.5": { |
| "target_bpw": 3.5, |
| "average_bpw": 3.5, |
| "total_size_gb": 11.94, |
| "layers": { |
| "0": 5, |
| "1": 5, |
| "2": 5, |
| "3": 5, |
| "4": 5, |
| "5": 5, |
| "6": 5, |
| "7": 5, |
| "8": 5, |
| "9": 5, |
| "10": 2, |
| "11": 5, |
| "12": 2, |
| "13": 2, |
| "14": 2, |
| "15": 2, |
| "16": 2, |
| "17": 2, |
| "18": 2, |
| "19": 2, |
| "20": 2, |
| "21": 2, |
| "22": 2, |
| "23": 2, |
| "24": 2, |
| "25": 2, |
| "26": 2, |
| "27": 2, |
| "28": 2, |
| "29": 2, |
| "30": 2, |
| "31": 2, |
| "32": 2, |
| "33": 2, |
| "34": 5, |
| "35": 2, |
| "36": 2, |
| "37": 2, |
| "38": 2, |
| "39": 2, |
| "40": 2, |
| "41": 2, |
| "42": 2, |
| "43": 2, |
| "44": 2, |
| "45": 2, |
| "46": 2, |
| "47": 2, |
| "48": 2, |
| "49": 2, |
| "50": 2, |
| "51": 2, |
| "52": 2, |
| "53": 2, |
| "54": 2, |
| "55": 2, |
| "56": 2, |
| "57": 2, |
| "58": 5, |
| "59": 2, |
| "60": 5, |
| "61": 2, |
| "62": 5, |
| "63": 5 |
| }, |
| "components": { |
| "embed_tokens": 5, |
| "lm_head": 5 |
| } |
| }, |
| "4.0": { |
| "target_bpw": 4.0, |
| "average_bpw": 4.0, |
| "total_size_gb": 13.65, |
| "layers": { |
| "0": 5, |
| "1": 5, |
| "2": 5, |
| "3": 5, |
| "4": 5, |
| "5": 5, |
| "6": 5, |
| "7": 5, |
| "8": 5, |
| "9": 5, |
| "10": 5, |
| "11": 5, |
| "12": 2, |
| "13": 2, |
| "14": 2, |
| "15": 2, |
| "16": 2, |
| "17": 2, |
| "18": 2, |
| "19": 2, |
| "20": 2, |
| "21": 2, |
| "22": 2, |
| "23": 2, |
| "24": 2, |
| "25": 2, |
| "26": 2, |
| "27": 2, |
| "28": 2, |
| "29": 2, |
| "30": 2, |
| "31": 2, |
| "32": 3, |
| "33": 2, |
| "34": 5, |
| "35": 2, |
| "36": 2, |
| "37": 2, |
| "38": 2, |
| "39": 2, |
| "40": 5, |
| "41": 3, |
| "42": 2, |
| "43": 2, |
| "44": 2, |
| "45": 2, |
| "46": 2, |
| "47": 2, |
| "48": 2, |
| "49": 2, |
| "50": 2, |
| "51": 2, |
| "52": 2, |
| "53": 2, |
| "54": 2, |
| "55": 2, |
| "56": 2, |
| "57": 5, |
| "58": 5, |
| "59": 5, |
| "60": 5, |
| "61": 5, |
| "62": 5, |
| "63": 5 |
| }, |
| "components": { |
| "embed_tokens": 5, |
| "lm_head": 5 |
| } |
| } |
| }, |
| "validation": {} |
| } |
