bert-base-uncased-squadv1-65.1-sparse
/
linear_layer_sparse_stats_total_30M_65.1_relative_sparsity.csv
| ,linear_id,shape,param_count,nnz_count | |
| 0,bert.encoder.layer.0.attention.self.query,"[768, 768]",589824,36266 | |
| 1,bert.encoder.layer.0.attention.self.key,"[768, 768]",589824,28736 | |
| 2,bert.encoder.layer.0.attention.self.value,"[768, 768]",589824,62217 | |
| 3,bert.encoder.layer.0.attention.output.dense,"[768, 768]",589824,80877 | |
| 4,bert.encoder.layer.0.intermediate.dense,"[3072, 768]",2359296,1391950 | |
| 5,bert.encoder.layer.0.output.dense,"[768, 3072]",2359296,1304418 | |
| 6,bert.encoder.layer.1.attention.self.query,"[768, 768]",589824,88856 | |
| 7,bert.encoder.layer.1.attention.self.key,"[768, 768]",589824,80852 | |
| 8,bert.encoder.layer.1.attention.self.value,"[768, 768]",589824,89520 | |
| 9,bert.encoder.layer.1.attention.output.dense,"[768, 768]",589824,99229 | |
| 10,bert.encoder.layer.1.intermediate.dense,"[3072, 768]",2359296,1448241 | |
| 11,bert.encoder.layer.1.output.dense,"[768, 3072]",2359296,1298451 | |
| 12,bert.encoder.layer.2.attention.self.query,"[768, 768]",589824,111820 | |
| 13,bert.encoder.layer.2.attention.self.key,"[768, 768]",589824,105781 | |
| 14,bert.encoder.layer.2.attention.self.value,"[768, 768]",589824,107982 | |
| 15,bert.encoder.layer.2.attention.output.dense,"[768, 768]",589824,107182 | |
| 16,bert.encoder.layer.2.intermediate.dense,"[3072, 768]",2359296,1478488 | |
| 17,bert.encoder.layer.2.output.dense,"[768, 3072]",2359296,1324632 | |
| 18,bert.encoder.layer.3.attention.self.query,"[768, 768]",589824,119244 | |
| 19,bert.encoder.layer.3.attention.self.key,"[768, 768]",589824,121415 | |
| 20,bert.encoder.layer.3.attention.self.value,"[768, 768]",589824,144196 | |
| 21,bert.encoder.layer.3.attention.output.dense,"[768, 768]",589824,141057 | |
| 22,bert.encoder.layer.3.intermediate.dense,"[3072, 768]",2359296,1477159 | |
| 23,bert.encoder.layer.3.output.dense,"[768, 3072]",2359296,1308149 | |
| 24,bert.encoder.layer.4.attention.self.query,"[768, 768]",589824,116629 | |
| 25,bert.encoder.layer.4.attention.self.key,"[768, 768]",589824,115443 | |
| 26,bert.encoder.layer.4.attention.self.value,"[768, 768]",589824,153857 | |
| 27,bert.encoder.layer.4.attention.output.dense,"[768, 768]",589824,153726 | |
| 28,bert.encoder.layer.4.intermediate.dense,"[3072, 768]",2359296,1467353 | |
| 29,bert.encoder.layer.4.output.dense,"[768, 3072]",2359296,1275091 | |
| 30,bert.encoder.layer.5.attention.self.query,"[768, 768]",589824,99164 | |
| 31,bert.encoder.layer.5.attention.self.key,"[768, 768]",589824,106720 | |
| 32,bert.encoder.layer.5.attention.self.value,"[768, 768]",589824,151873 | |
| 33,bert.encoder.layer.5.attention.output.dense,"[768, 768]",589824,146952 | |
| 34,bert.encoder.layer.5.intermediate.dense,"[3072, 768]",2359296,1483651 | |
| 35,bert.encoder.layer.5.output.dense,"[768, 3072]",2359296,1268211 | |
| 36,bert.encoder.layer.6.attention.self.query,"[768, 768]",589824,99027 | |
| 37,bert.encoder.layer.6.attention.self.key,"[768, 768]",589824,108498 | |
| 38,bert.encoder.layer.6.attention.self.value,"[768, 768]",589824,151369 | |
| 39,bert.encoder.layer.6.attention.output.dense,"[768, 768]",589824,138662 | |
| 40,bert.encoder.layer.6.intermediate.dense,"[3072, 768]",2359296,1413626 | |
| 41,bert.encoder.layer.6.output.dense,"[768, 3072]",2359296,1178877 | |
| 42,bert.encoder.layer.7.attention.self.query,"[768, 768]",589824,72908 | |
| 43,bert.encoder.layer.7.attention.self.key,"[768, 768]",589824,87122 | |
| 44,bert.encoder.layer.7.attention.self.value,"[768, 768]",589824,134079 | |
| 45,bert.encoder.layer.7.attention.output.dense,"[768, 768]",589824,117207 | |
| 46,bert.encoder.layer.7.intermediate.dense,"[3072, 768]",2359296,1240812 | |
| 47,bert.encoder.layer.7.output.dense,"[768, 3072]",2359296,1039716 | |
| 48,bert.encoder.layer.8.attention.self.query,"[768, 768]",589824,87546 | |
| 49,bert.encoder.layer.8.attention.self.key,"[768, 768]",589824,95542 | |
| 50,bert.encoder.layer.8.attention.self.value,"[768, 768]",589824,147149 | |
| 51,bert.encoder.layer.8.attention.output.dense,"[768, 768]",589824,121221 | |
| 52,bert.encoder.layer.8.intermediate.dense,"[3072, 768]",2359296,991806 | |
| 53,bert.encoder.layer.8.output.dense,"[768, 3072]",2359296,805916 | |
| 54,bert.encoder.layer.9.attention.self.query,"[768, 768]",589824,94420 | |
| 55,bert.encoder.layer.9.attention.self.key,"[768, 768]",589824,95694 | |
| 56,bert.encoder.layer.9.attention.self.value,"[768, 768]",589824,58481 | |
| 57,bert.encoder.layer.9.attention.output.dense,"[768, 768]",589824,46748 | |
| 58,bert.encoder.layer.9.intermediate.dense,"[3072, 768]",2359296,550773 | |
| 59,bert.encoder.layer.9.output.dense,"[768, 3072]",2359296,425540 | |
| 60,bert.encoder.layer.10.attention.self.query,"[768, 768]",589824,62325 | |
| 61,bert.encoder.layer.10.attention.self.key,"[768, 768]",589824,64069 | |
| 62,bert.encoder.layer.10.attention.self.value,"[768, 768]",589824,31075 | |
| 63,bert.encoder.layer.10.attention.output.dense,"[768, 768]",589824,22579 | |
| 64,bert.encoder.layer.10.intermediate.dense,"[3072, 768]",2359296,361008 | |
| 65,bert.encoder.layer.10.output.dense,"[768, 3072]",2359296,240192 | |
| 66,bert.encoder.layer.11.attention.self.query,"[768, 768]",589824,20394 | |
| 67,bert.encoder.layer.11.attention.self.key,"[768, 768]",589824,25082 | |
| 68,bert.encoder.layer.11.attention.self.value,"[768, 768]",589824,14505 | |
| 69,bert.encoder.layer.11.attention.output.dense,"[768, 768]",589824,6766 | |
| 70,bert.encoder.layer.11.intermediate.dense,"[3072, 768]",2359296,296386 | |
| 71,bert.encoder.layer.11.output.dense,"[768, 3072]",2359296,119879 | |