bert-base-uncased-squadv1-72.9-sparse
/
linear_layer_sparse_stats_total_23M_72.9_relative_sparsity.csv
| ,linear_id,shape,param_count,nnz_count | |
| 0,bert.encoder.layer.0.attention.self.query,"[768, 768]",589824,16252 | |
| 1,bert.encoder.layer.0.attention.self.key,"[768, 768]",589824,13054 | |
| 2,bert.encoder.layer.0.attention.self.value,"[768, 768]",589824,31394 | |
| 3,bert.encoder.layer.0.attention.output.dense,"[768, 768]",589824,44074 | |
| 4,bert.encoder.layer.0.intermediate.dense,"[3072, 768]",2359296,1159424 | |
| 5,bert.encoder.layer.0.output.dense,"[768, 3072]",2359296,1061306 | |
| 6,bert.encoder.layer.1.attention.self.query,"[768, 768]",589824,58240 | |
| 7,bert.encoder.layer.1.attention.self.key,"[768, 768]",589824,54729 | |
| 8,bert.encoder.layer.1.attention.self.value,"[768, 768]",589824,57604 | |
| 9,bert.encoder.layer.1.attention.output.dense,"[768, 768]",589824,65732 | |
| 10,bert.encoder.layer.1.intermediate.dense,"[3072, 768]",2359296,1230849 | |
| 11,bert.encoder.layer.1.output.dense,"[768, 3072]",2359296,1063370 | |
| 12,bert.encoder.layer.2.attention.self.query,"[768, 768]",589824,76074 | |
| 13,bert.encoder.layer.2.attention.self.key,"[768, 768]",589824,72798 | |
| 14,bert.encoder.layer.2.attention.self.value,"[768, 768]",589824,69367 | |
| 15,bert.encoder.layer.2.attention.output.dense,"[768, 768]",589824,68078 | |
| 16,bert.encoder.layer.2.intermediate.dense,"[3072, 768]",2359296,1260119 | |
| 17,bert.encoder.layer.2.output.dense,"[768, 3072]",2359296,1081396 | |
| 18,bert.encoder.layer.3.attention.self.query,"[768, 768]",589824,79954 | |
| 19,bert.encoder.layer.3.attention.self.key,"[768, 768]",589824,84045 | |
| 20,bert.encoder.layer.3.attention.self.value,"[768, 768]",589824,97323 | |
| 21,bert.encoder.layer.3.attention.output.dense,"[768, 768]",589824,95918 | |
| 22,bert.encoder.layer.3.intermediate.dense,"[3072, 768]",2359296,1263350 | |
| 23,bert.encoder.layer.3.output.dense,"[768, 3072]",2359296,1069440 | |
| 24,bert.encoder.layer.4.attention.self.query,"[768, 768]",589824,77306 | |
| 25,bert.encoder.layer.4.attention.self.key,"[768, 768]",589824,77738 | |
| 26,bert.encoder.layer.4.attention.self.value,"[768, 768]",589824,103253 | |
| 27,bert.encoder.layer.4.attention.output.dense,"[768, 768]",589824,103673 | |
| 28,bert.encoder.layer.4.intermediate.dense,"[3072, 768]",2359296,1253106 | |
| 29,bert.encoder.layer.4.output.dense,"[768, 3072]",2359296,1031342 | |
| 30,bert.encoder.layer.5.attention.self.query,"[768, 768]",589824,59269 | |
| 31,bert.encoder.layer.5.attention.self.key,"[768, 768]",589824,66896 | |
| 32,bert.encoder.layer.5.attention.self.value,"[768, 768]",589824,97790 | |
| 33,bert.encoder.layer.5.attention.output.dense,"[768, 768]",589824,93833 | |
| 34,bert.encoder.layer.5.intermediate.dense,"[3072, 768]",2359296,1263747 | |
| 35,bert.encoder.layer.5.output.dense,"[768, 3072]",2359296,1014643 | |
| 36,bert.encoder.layer.6.attention.self.query,"[768, 768]",589824,59641 | |
| 37,bert.encoder.layer.6.attention.self.key,"[768, 768]",589824,67416 | |
| 38,bert.encoder.layer.6.attention.self.value,"[768, 768]",589824,95731 | |
| 39,bert.encoder.layer.6.attention.output.dense,"[768, 768]",589824,85998 | |
| 40,bert.encoder.layer.6.intermediate.dense,"[3072, 768]",2359296,1181526 | |
| 41,bert.encoder.layer.6.output.dense,"[768, 3072]",2359296,920703 | |
| 42,bert.encoder.layer.7.attention.self.query,"[768, 768]",589824,44935 | |
| 43,bert.encoder.layer.7.attention.self.key,"[768, 768]",589824,56868 | |
| 44,bert.encoder.layer.7.attention.self.value,"[768, 768]",589824,89913 | |
| 45,bert.encoder.layer.7.attention.output.dense,"[768, 768]",589824,74029 | |
| 46,bert.encoder.layer.7.intermediate.dense,"[3072, 768]",2359296,995977 | |
| 47,bert.encoder.layer.7.output.dense,"[768, 3072]",2359296,777939 | |
| 48,bert.encoder.layer.8.attention.self.query,"[768, 768]",589824,49884 | |
| 49,bert.encoder.layer.8.attention.self.key,"[768, 768]",589824,57649 | |
| 50,bert.encoder.layer.8.attention.self.value,"[768, 768]",589824,92159 | |
| 51,bert.encoder.layer.8.attention.output.dense,"[768, 768]",589824,71883 | |
| 52,bert.encoder.layer.8.intermediate.dense,"[3072, 768]",2359296,757196 | |
| 53,bert.encoder.layer.8.output.dense,"[768, 3072]",2359296,568698 | |
| 54,bert.encoder.layer.9.attention.self.query,"[768, 768]",589824,68469 | |
| 55,bert.encoder.layer.9.attention.self.key,"[768, 768]",589824,69557 | |
| 56,bert.encoder.layer.9.attention.self.value,"[768, 768]",589824,32458 | |
| 57,bert.encoder.layer.9.attention.output.dense,"[768, 768]",589824,23895 | |
| 58,bert.encoder.layer.9.intermediate.dense,"[3072, 768]",2359296,359909 | |
| 59,bert.encoder.layer.9.output.dense,"[768, 3072]",2359296,245729 | |
| 60,bert.encoder.layer.10.attention.self.query,"[768, 768]",589824,42730 | |
| 61,bert.encoder.layer.10.attention.self.key,"[768, 768]",589824,44139 | |
| 62,bert.encoder.layer.10.attention.self.value,"[768, 768]",589824,17533 | |
| 63,bert.encoder.layer.10.attention.output.dense,"[768, 768]",589824,12605 | |
| 64,bert.encoder.layer.10.intermediate.dense,"[3072, 768]",2359296,233883 | |
| 65,bert.encoder.layer.10.output.dense,"[768, 3072]",2359296,130882 | |
| 66,bert.encoder.layer.11.attention.self.query,"[768, 768]",589824,11427 | |
| 67,bert.encoder.layer.11.attention.self.key,"[768, 768]",589824,14775 | |
| 68,bert.encoder.layer.11.attention.self.value,"[768, 768]",589824,6865 | |
| 69,bert.encoder.layer.11.attention.output.dense,"[768, 768]",589824,3223 | |
| 70,bert.encoder.layer.11.intermediate.dense,"[3072, 768]",2359296,190784 | |
| 71,bert.encoder.layer.11.output.dense,"[768, 3072]",2359296,71760 | |