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bert-base-squadv1-block-pruning-hybrid

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bert-base-squadv1-block-pruning-hybrid / XP_linear_layer_sparsity_20M_params_33.64_sparsity.md
Chua, Vui Seng
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| | 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 |