| | layer_id | layer_type | param_type | shape | nparam | nnz | sparsity | |----:|:---------------------------------------------|:-------------|:-------------|:-----------|---------:|-------:|------------:| | 5 | bert.encoder.layer.0.attention.self.query | Linear | weight | [320, 768] | 245760 | 135168 | 0.45 | | 7 | bert.encoder.layer.0.attention.self.key | Linear | weight | [320, 768] | 245760 | 149504 | 0.391667 | | 9 | bert.encoder.layer.0.attention.self.value | Linear | weight | [320, 768] | 245760 | 173056 | 0.295833 | | 11 | bert.encoder.layer.0.attention.output.dense | Linear | weight | [768, 320] | 245760 | 181248 | 0.2625 | | 15 | bert.encoder.layer.0.intermediate.dense | Linear | weight | [185, 768] | 142080 | 142080 | 0 | | 17 | bert.encoder.layer.0.output.dense | Linear | weight | [768, 185] | 142080 | 142080 | 0 | | 21 | bert.encoder.layer.1.attention.self.query | Linear | weight | [320, 768] | 245760 | 175104 | 0.2875 | | 23 | bert.encoder.layer.1.attention.self.key | Linear | weight | [320, 768] | 245760 | 177152 | 0.279167 | | 25 | bert.encoder.layer.1.attention.self.value | Linear | weight | [320, 768] | 245760 | 166912 | 0.320833 | | 27 | bert.encoder.layer.1.attention.output.dense | Linear | weight | [768, 320] | 245760 | 167936 | 0.316667 | | 31 | bert.encoder.layer.1.intermediate.dense | Linear | weight | [315, 768] | 241920 | 241920 | 0 | | 33 | bert.encoder.layer.1.output.dense | Linear | weight | [768, 315] | 241920 | 241920 | 0 | | 37 | bert.encoder.layer.2.attention.self.query | Linear | weight | [576, 768] | 442368 | 285696 | 0.354167 | | 39 | bert.encoder.layer.2.attention.self.key | Linear | weight | [576, 768] | 442368 | 297984 | 0.326389 | | 41 | bert.encoder.layer.2.attention.self.value | Linear | weight | [576, 768] | 442368 | 226304 | 0.488426 | | 43 | bert.encoder.layer.2.attention.output.dense | Linear | weight | [768, 576] | 442368 | 237568 | 0.462963 | | 47 | bert.encoder.layer.2.intermediate.dense | Linear | weight | [339, 768] | 260352 | 260352 | 0 | | 49 | bert.encoder.layer.2.output.dense | Linear | weight | [768, 339] | 260352 | 260352 | 0 | | 53 | bert.encoder.layer.3.attention.self.query | Linear | weight | [576, 768] | 442368 | 277504 | 0.372685 | | 55 | bert.encoder.layer.3.attention.self.key | Linear | weight | [576, 768] | 442368 | 303104 | 0.314815 | | 57 | bert.encoder.layer.3.attention.self.value | Linear | weight | [576, 768] | 442368 | 297984 | 0.326389 | | 59 | bert.encoder.layer.3.attention.output.dense | Linear | weight | [768, 576] | 442368 | 308224 | 0.303241 | | 63 | bert.encoder.layer.3.intermediate.dense | Linear | weight | [368, 768] | 282624 | 282624 | 0 | | 65 | bert.encoder.layer.3.output.dense | Linear | weight | [768, 368] | 282624 | 282624 | 0 | | 69 | bert.encoder.layer.4.attention.self.query | Linear | weight | [576, 768] | 442368 | 291840 | 0.340278 | | 71 | bert.encoder.layer.4.attention.self.key | Linear | weight | [576, 768] | 442368 | 310272 | 0.298611 | | 73 | bert.encoder.layer.4.attention.self.value | Linear | weight | [576, 768] | 442368 | 272384 | 0.384259 | | 75 | bert.encoder.layer.4.attention.output.dense | Linear | weight | [768, 576] | 442368 | 263168 | 0.405093 | | 79 | bert.encoder.layer.4.intermediate.dense | Linear | weight | [386, 768] | 296448 | 296448 | 0 | | 81 | bert.encoder.layer.4.output.dense | Linear | weight | [768, 386] | 296448 | 296448 | 0 | | 85 | bert.encoder.layer.5.attention.self.query | Linear | weight | [384, 768] | 294912 | 171008 | 0.420139 | | 87 | bert.encoder.layer.5.attention.self.key | Linear | weight | [384, 768] | 294912 | 205824 | 0.302083 | | 89 | bert.encoder.layer.5.attention.self.value | Linear | weight | [384, 768] | 294912 | 217088 | 0.263889 | | 91 | bert.encoder.layer.5.attention.output.dense | Linear | weight | [768, 384] | 294912 | 223232 | 0.243056 | | 95 | bert.encoder.layer.5.intermediate.dense | Linear | weight | [336, 768] | 258048 | 258048 | 0 | | 97 | bert.encoder.layer.5.output.dense | Linear | weight | [768, 336] | 258048 | 258048 | 0 | | 101 | bert.encoder.layer.6.attention.self.query | Linear | weight | [448, 768] | 344064 | 192512 | 0.440476 | | 103 | bert.encoder.layer.6.attention.self.key | Linear | weight | [448, 768] | 344064 | 224256 | 0.348214 | | 105 | bert.encoder.layer.6.attention.self.value | Linear | weight | [448, 768] | 344064 | 209920 | 0.389881 | | 107 | bert.encoder.layer.6.attention.output.dense | Linear | weight | [768, 448] | 344064 | 199680 | 0.419643 | | 111 | bert.encoder.layer.6.intermediate.dense | Linear | weight | [280, 768] | 215040 | 215040 | 0 | | 113 | bert.encoder.layer.6.output.dense | Linear | weight | [768, 280] | 215040 | 215040 | 0 | | 117 | bert.encoder.layer.7.attention.self.query | Linear | weight | [448, 768] | 344064 | 201728 | 0.41369 | | 119 | bert.encoder.layer.7.attention.self.key | Linear | weight | [448, 768] | 344064 | 237568 | 0.309524 | | 121 | bert.encoder.layer.7.attention.self.value | Linear | weight | [448, 768] | 344064 | 218112 | 0.366071 | | 123 | bert.encoder.layer.7.attention.output.dense | Linear | weight | [768, 448] | 344064 | 202752 | 0.410714 | | 127 | bert.encoder.layer.7.intermediate.dense | Linear | weight | [211, 768] | 162048 | 162048 | 0 | | 129 | bert.encoder.layer.7.output.dense | Linear | weight | [768, 211] | 162048 | 162048 | 0 | | 133 | bert.encoder.layer.8.attention.self.query | Linear | weight | [448, 768] | 344064 | 186368 | 0.458333 | | 135 | bert.encoder.layer.8.attention.self.key | Linear | weight | [448, 768] | 344064 | 197632 | 0.425595 | | 137 | bert.encoder.layer.8.attention.self.value | Linear | weight | [448, 768] | 344064 | 154624 | 0.550595 | | 139 | bert.encoder.layer.8.attention.output.dense | Linear | weight | [768, 448] | 344064 | 148480 | 0.568452 | | 143 | bert.encoder.layer.8.intermediate.dense | Linear | weight | [108, 768] | 82944 | 82944 | 0 | | 145 | bert.encoder.layer.8.output.dense | Linear | weight | [768, 108] | 82944 | 82944 | 0 | | 149 | bert.encoder.layer.9.attention.self.query | Linear | weight | [320, 768] | 245760 | 144384 | 0.4125 | | 151 | bert.encoder.layer.9.attention.self.key | Linear | weight | [320, 768] | 245760 | 155648 | 0.366667 | | 153 | bert.encoder.layer.9.attention.self.value | Linear | weight | [320, 768] | 245760 | 63488 | 0.741667 | | 155 | bert.encoder.layer.9.attention.output.dense | Linear | weight | [768, 320] | 245760 | 65536 | 0.733333 | | 159 | bert.encoder.layer.9.intermediate.dense | Linear | weight | [53, 768] | 40704 | 40704 | 5.96046e-08 | | 161 | bert.encoder.layer.9.output.dense | Linear | weight | [768, 53] | 40704 | 40704 | 5.96046e-08 | | 165 | bert.encoder.layer.10.attention.self.query | Linear | weight | [384, 768] | 294912 | 158720 | 0.461806 | | 167 | bert.encoder.layer.10.attention.self.key | Linear | weight | [384, 768] | 294912 | 158720 | 0.461806 | | 169 | bert.encoder.layer.10.attention.self.value | Linear | weight | [384, 768] | 294912 | 77824 | 0.736111 | | 171 | bert.encoder.layer.10.attention.output.dense | Linear | weight | [768, 384] | 294912 | 78848 | 0.732639 | | 175 | bert.encoder.layer.10.intermediate.dense | Linear | weight | [86, 768] | 66048 | 66048 | 0 | | 177 | bert.encoder.layer.10.output.dense | Linear | weight | [768, 86] | 66048 | 66048 | 0 | | 181 | bert.encoder.layer.11.attention.self.query | Linear | weight | [384, 768] | 294912 | 107520 | 0.635417 | | 183 | bert.encoder.layer.11.attention.self.key | Linear | weight | [384, 768] | 294912 | 118784 | 0.597222 | | 185 | bert.encoder.layer.11.attention.self.value | Linear | weight | [384, 768] | 294912 | 62464 | 0.788194 | | 187 | bert.encoder.layer.11.attention.output.dense | Linear | weight | [768, 384] | 294912 | 54272 | 0.815972 | | 191 | bert.encoder.layer.11.intermediate.dense | Linear | weight | [105, 768] | 80640 | 80640 | 0 | | 193 | bert.encoder.layer.11.output.dense | Linear | weight | [768, 105] | 80640 | 80640 | 0 |