bert-base-uncased-squadv1-85.4-sparse
/
linear_layer_sparse_stats_total_12M_85.4_relative_sparsity.csv
| ,linear_id,shape,param_count,nnz_count | |
| 0,bert.encoder.layer.0.attention.self.query,"[768, 768]",589824,1757 | |
| 1,bert.encoder.layer.0.attention.self.key,"[768, 768]",589824,1800 | |
| 2,bert.encoder.layer.0.attention.self.value,"[768, 768]",589824,5416 | |
| 3,bert.encoder.layer.0.attention.output.dense,"[768, 768]",589824,7845 | |
| 4,bert.encoder.layer.0.intermediate.dense,"[3072, 768]",2359296,701532 | |
| 5,bert.encoder.layer.0.output.dense,"[768, 3072]",2359296,591365 | |
| 6,bert.encoder.layer.1.attention.self.query,"[768, 768]",589824,27422 | |
| 7,bert.encoder.layer.1.attention.self.key,"[768, 768]",589824,27291 | |
| 8,bert.encoder.layer.1.attention.self.value,"[768, 768]",589824,22259 | |
| 9,bert.encoder.layer.1.attention.output.dense,"[768, 768]",589824,27236 | |
| 10,bert.encoder.layer.1.intermediate.dense,"[3072, 768]",2359296,775297 | |
| 11,bert.encoder.layer.1.output.dense,"[768, 3072]",2359296,599687 | |
| 12,bert.encoder.layer.2.attention.self.query,"[768, 768]",589824,31292 | |
| 13,bert.encoder.layer.2.attention.self.key,"[768, 768]",589824,30911 | |
| 14,bert.encoder.layer.2.attention.self.value,"[768, 768]",589824,24690 | |
| 15,bert.encoder.layer.2.attention.output.dense,"[768, 768]",589824,24902 | |
| 16,bert.encoder.layer.2.intermediate.dense,"[3072, 768]",2359296,804492 | |
| 17,bert.encoder.layer.2.output.dense,"[768, 3072]",2359296,606736 | |
| 18,bert.encoder.layer.3.attention.self.query,"[768, 768]",589824,35285 | |
| 19,bert.encoder.layer.3.attention.self.key,"[768, 768]",589824,38990 | |
| 20,bert.encoder.layer.3.attention.self.value,"[768, 768]",589824,38379 | |
| 21,bert.encoder.layer.3.attention.output.dense,"[768, 768]",589824,39416 | |
| 22,bert.encoder.layer.3.intermediate.dense,"[3072, 768]",2359296,803280 | |
| 23,bert.encoder.layer.3.output.dense,"[768, 3072]",2359296,592789 | |
| 24,bert.encoder.layer.4.attention.self.query,"[768, 768]",589824,28239 | |
| 25,bert.encoder.layer.4.attention.self.key,"[768, 768]",589824,30768 | |
| 26,bert.encoder.layer.4.attention.self.value,"[768, 768]",589824,39479 | |
| 27,bert.encoder.layer.4.attention.output.dense,"[768, 768]",589824,39703 | |
| 28,bert.encoder.layer.4.intermediate.dense,"[3072, 768]",2359296,784797 | |
| 29,bert.encoder.layer.4.output.dense,"[768, 3072]",2359296,550626 | |
| 30,bert.encoder.layer.5.attention.self.query,"[768, 768]",589824,16702 | |
| 31,bert.encoder.layer.5.attention.self.key,"[768, 768]",589824,21640 | |
| 32,bert.encoder.layer.5.attention.self.value,"[768, 768]",589824,35016 | |
| 33,bert.encoder.layer.5.attention.output.dense,"[768, 768]",589824,33592 | |
| 34,bert.encoder.layer.5.intermediate.dense,"[3072, 768]",2359296,785249 | |
| 35,bert.encoder.layer.5.output.dense,"[768, 3072]",2359296,530621 | |
| 36,bert.encoder.layer.6.attention.self.query,"[768, 768]",589824,16901 | |
| 37,bert.encoder.layer.6.attention.self.key,"[768, 768]",589824,20927 | |
| 38,bert.encoder.layer.6.attention.self.value,"[768, 768]",589824,29547 | |
| 39,bert.encoder.layer.6.attention.output.dense,"[768, 768]",589824,26602 | |
| 40,bert.encoder.layer.6.intermediate.dense,"[3072, 768]",2359296,706133 | |
| 41,bert.encoder.layer.6.output.dense,"[768, 3072]",2359296,458484 | |
| 42,bert.encoder.layer.7.attention.self.query,"[768, 768]",589824,15264 | |
| 43,bert.encoder.layer.7.attention.self.key,"[768, 768]",589824,21032 | |
| 44,bert.encoder.layer.7.attention.self.value,"[768, 768]",589824,34524 | |
| 45,bert.encoder.layer.7.attention.output.dense,"[768, 768]",589824,26950 | |
| 46,bert.encoder.layer.7.intermediate.dense,"[3072, 768]",2359296,558548 | |
| 47,bert.encoder.layer.7.output.dense,"[768, 3072]",2359296,366404 | |
| 48,bert.encoder.layer.8.attention.self.query,"[768, 768]",589824,14420 | |
| 49,bert.encoder.layer.8.attention.self.key,"[768, 768]",589824,18006 | |
| 50,bert.encoder.layer.8.attention.self.value,"[768, 768]",589824,27492 | |
| 51,bert.encoder.layer.8.attention.output.dense,"[768, 768]",589824,21056 | |
| 52,bert.encoder.layer.8.intermediate.dense,"[3072, 768]",2359296,388041 | |
| 53,bert.encoder.layer.8.output.dense,"[768, 3072]",2359296,246678 | |
| 54,bert.encoder.layer.9.attention.self.query,"[768, 768]",589824,32843 | |
| 55,bert.encoder.layer.9.attention.self.key,"[768, 768]",589824,31522 | |
| 56,bert.encoder.layer.9.attention.self.value,"[768, 768]",589824,8125 | |
| 57,bert.encoder.layer.9.attention.output.dense,"[768, 768]",589824,6000 | |
| 58,bert.encoder.layer.9.intermediate.dense,"[3072, 768]",2359296,148663 | |
| 59,bert.encoder.layer.9.output.dense,"[768, 3072]",2359296,82095 | |
| 60,bert.encoder.layer.10.attention.self.query,"[768, 768]",589824,19588 | |
| 61,bert.encoder.layer.10.attention.self.key,"[768, 768]",589824,19232 | |
| 62,bert.encoder.layer.10.attention.self.value,"[768, 768]",589824,5844 | |
| 63,bert.encoder.layer.10.attention.output.dense,"[768, 768]",589824,4472 | |
| 64,bert.encoder.layer.10.intermediate.dense,"[3072, 768]",2359296,95918 | |
| 65,bert.encoder.layer.10.output.dense,"[768, 3072]",2359296,40352 | |
| 66,bert.encoder.layer.11.attention.self.query,"[768, 768]",589824,4707 | |
| 67,bert.encoder.layer.11.attention.self.key,"[768, 768]",589824,5807 | |
| 68,bert.encoder.layer.11.attention.self.value,"[768, 768]",589824,2160 | |
| 69,bert.encoder.layer.11.attention.output.dense,"[768, 768]",589824,1310 | |
| 70,bert.encoder.layer.11.intermediate.dense,"[3072, 768]",2359296,71477 | |
| 71,bert.encoder.layer.11.output.dense,"[768, 3072]",2359296,26152 | |