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|     | layer_id                                                 | layer_type   | param_type   | shape      |   nparam |    nnz |   sparsity |
|----:|:---------------------------------------------------------|:-------------|:-------------|:-----------|---------:|-------:|-----------:|
|   5 | nncf_module.bert.encoder.layer.0.attention.self.query    | NNCFLinear   | weight       | [320, 768] |   245760 | 106337 |   0.567314 |
|   7 | nncf_module.bert.encoder.layer.0.attention.self.key      | NNCFLinear   | weight       | [320, 768] |   245760 | 112375 |   0.542745 |
|   9 | nncf_module.bert.encoder.layer.0.attention.self.value    | NNCFLinear   | weight       | [320, 768] |   245760 | 131965 |   0.463033 |
|  11 | nncf_module.bert.encoder.layer.0.attention.output.dense  | NNCFLinear   | weight       | [768, 320] |   245760 | 137497 |   0.440523 |
|  15 | nncf_module.bert.encoder.layer.0.intermediate.dense      | NNCFLinear   | weight       | [185, 768] |   142080 | 110056 |   0.225394 |
|  17 | nncf_module.bert.encoder.layer.0.output.dense            | NNCFLinear   | weight       | [768, 185] |   142080 | 108631 |   0.235424 |
|  21 | nncf_module.bert.encoder.layer.1.attention.self.query    | NNCFLinear   | weight       | [320, 768] |   245760 | 136222 |   0.445711 |
|  23 | nncf_module.bert.encoder.layer.1.attention.self.key      | NNCFLinear   | weight       | [320, 768] |   245760 | 136267 |   0.445528 |
|  25 | nncf_module.bert.encoder.layer.1.attention.self.value    | NNCFLinear   | weight       | [320, 768] |   245760 | 124892 |   0.491813 |
|  27 | nncf_module.bert.encoder.layer.1.attention.output.dense  | NNCFLinear   | weight       | [768, 320] |   245760 | 130185 |   0.470276 |
|  31 | nncf_module.bert.encoder.layer.1.intermediate.dense      | NNCFLinear   | weight       | [315, 768] |   241920 | 176203 |   0.271648 |
|  33 | nncf_module.bert.encoder.layer.1.output.dense            | NNCFLinear   | weight       | [768, 315] |   241920 | 172407 |   0.287339 |
|  37 | nncf_module.bert.encoder.layer.2.attention.self.query    | NNCFLinear   | weight       | [576, 768] |   442368 | 198811 |   0.550575 |
|  39 | nncf_module.bert.encoder.layer.2.attention.self.key      | NNCFLinear   | weight       | [576, 768] |   442368 | 201526 |   0.544438 |
|  41 | nncf_module.bert.encoder.layer.2.attention.self.value    | NNCFLinear   | weight       | [576, 768] |   442368 | 163541 |   0.630306 |
|  43 | nncf_module.bert.encoder.layer.2.attention.output.dense  | NNCFLinear   | weight       | [768, 576] |   442368 | 167245 |   0.621932 |
|  47 | nncf_module.bert.encoder.layer.2.intermediate.dense      | NNCFLinear   | weight       | [339, 768] |   260352 | 185491 |   0.287538 |
|  49 | nncf_module.bert.encoder.layer.2.output.dense            | NNCFLinear   | weight       | [768, 339] |   260352 | 183083 |   0.296787 |
|  53 | nncf_module.bert.encoder.layer.3.attention.self.query    | NNCFLinear   | weight       | [576, 768] |   442368 | 205898 |   0.534555 |
|  55 | nncf_module.bert.encoder.layer.3.attention.self.key      | NNCFLinear   | weight       | [576, 768] |   442368 | 217621 |   0.508054 |
|  57 | nncf_module.bert.encoder.layer.3.attention.self.value    | NNCFLinear   | weight       | [576, 768] |   442368 | 209726 |   0.525901 |
|  59 | nncf_module.bert.encoder.layer.3.attention.output.dense  | NNCFLinear   | weight       | [768, 576] |   442368 | 208038 |   0.529717 |
|  63 | nncf_module.bert.encoder.layer.3.intermediate.dense      | NNCFLinear   | weight       | [368, 768] |   282624 | 198154 |   0.298878 |
|  65 | nncf_module.bert.encoder.layer.3.output.dense            | NNCFLinear   | weight       | [768, 368] |   282624 | 194127 |   0.313126 |
|  69 | nncf_module.bert.encoder.layer.4.attention.self.query    | NNCFLinear   | weight       | [576, 768] |   442368 | 212567 |   0.519479 |
|  71 | nncf_module.bert.encoder.layer.4.attention.self.key      | NNCFLinear   | weight       | [576, 768] |   442368 | 214788 |   0.514459 |
|  73 | nncf_module.bert.encoder.layer.4.attention.self.value    | NNCFLinear   | weight       | [576, 768] |   442368 | 197159 |   0.55431  |
|  75 | nncf_module.bert.encoder.layer.4.attention.output.dense  | NNCFLinear   | weight       | [768, 576] |   442368 | 192495 |   0.564853 |
|  79 | nncf_module.bert.encoder.layer.4.intermediate.dense      | NNCFLinear   | weight       | [386, 768] |   296448 | 205830 |   0.305679 |
|  81 | nncf_module.bert.encoder.layer.4.output.dense            | NNCFLinear   | weight       | [768, 386] |   296448 | 199567 |   0.326806 |
|  85 | nncf_module.bert.encoder.layer.5.attention.self.query    | NNCFLinear   | weight       | [384, 768] |   294912 | 131257 |   0.554928 |
|  87 | nncf_module.bert.encoder.layer.5.attention.self.key      | NNCFLinear   | weight       | [384, 768] |   294912 | 154458 |   0.476257 |
|  89 | nncf_module.bert.encoder.layer.5.attention.self.value    | NNCFLinear   | weight       | [384, 768] |   294912 | 159646 |   0.458666 |
|  91 | nncf_module.bert.encoder.layer.5.attention.output.dense  | NNCFLinear   | weight       | [768, 384] |   294912 | 156889 |   0.468014 |
|  95 | nncf_module.bert.encoder.layer.5.intermediate.dense      | NNCFLinear   | weight       | [336, 768] |   258048 | 184774 |   0.283955 |
|  97 | nncf_module.bert.encoder.layer.5.output.dense            | NNCFLinear   | weight       | [768, 336] |   258048 | 178574 |   0.307981 |
| 101 | nncf_module.bert.encoder.layer.6.attention.self.query    | NNCFLinear   | weight       | [448, 768] |   344064 | 153126 |   0.554949 |
| 103 | nncf_module.bert.encoder.layer.6.attention.self.key      | NNCFLinear   | weight       | [448, 768] |   344064 | 169706 |   0.50676  |
| 105 | nncf_module.bert.encoder.layer.6.attention.self.value    | NNCFLinear   | weight       | [448, 768] |   344064 | 154213 |   0.55179  |
| 107 | nncf_module.bert.encoder.layer.6.attention.output.dense  | NNCFLinear   | weight       | [768, 448] |   344064 | 148815 |   0.567479 |
| 111 | nncf_module.bert.encoder.layer.6.intermediate.dense      | NNCFLinear   | weight       | [280, 768] |   215040 | 158800 |   0.261533 |
| 113 | nncf_module.bert.encoder.layer.6.output.dense            | NNCFLinear   | weight       | [768, 280] |   215040 | 156397 |   0.272707 |
| 117 | nncf_module.bert.encoder.layer.7.attention.self.query    | NNCFLinear   | weight       | [448, 768] |   344064 | 153876 |   0.552769 |
| 119 | nncf_module.bert.encoder.layer.7.attention.self.key      | NNCFLinear   | weight       | [448, 768] |   344064 | 180384 |   0.475725 |
| 121 | nncf_module.bert.encoder.layer.7.attention.self.value    | NNCFLinear   | weight       | [448, 768] |   344064 | 166552 |   0.515927 |
| 123 | nncf_module.bert.encoder.layer.7.attention.output.dense  | NNCFLinear   | weight       | [768, 448] |   344064 | 160346 |   0.533965 |
| 127 | nncf_module.bert.encoder.layer.7.intermediate.dense      | NNCFLinear   | weight       | [211, 768] |   162048 | 125197 |   0.227408 |
| 129 | nncf_module.bert.encoder.layer.7.output.dense            | NNCFLinear   | weight       | [768, 211] |   162048 | 123451 |   0.238182 |
| 133 | nncf_module.bert.encoder.layer.8.attention.self.query    | NNCFLinear   | weight       | [448, 768] |   344064 | 149419 |   0.565723 |
| 135 | nncf_module.bert.encoder.layer.8.attention.self.key      | NNCFLinear   | weight       | [448, 768] |   344064 | 150699 |   0.562003 |
| 137 | nncf_module.bert.encoder.layer.8.attention.self.value    | NNCFLinear   | weight       | [448, 768] |   344064 | 124770 |   0.637364 |
| 139 | nncf_module.bert.encoder.layer.8.attention.output.dense  | NNCFLinear   | weight       | [768, 448] |   344064 | 120648 |   0.649344 |
| 143 | nncf_module.bert.encoder.layer.8.intermediate.dense      | NNCFLinear   | weight       | [108, 768] |    82944 |  68989 |   0.168246 |
| 145 | nncf_module.bert.encoder.layer.8.output.dense            | NNCFLinear   | weight       | [768, 108] |    82944 |  68556 |   0.173466 |
| 149 | nncf_module.bert.encoder.layer.9.attention.self.query    | NNCFLinear   | weight       | [320, 768] |   245760 | 121225 |   0.506734 |
| 151 | nncf_module.bert.encoder.layer.9.attention.self.key      | NNCFLinear   | weight       | [320, 768] |   245760 | 114789 |   0.532922 |
| 153 | nncf_module.bert.encoder.layer.9.attention.self.value    | NNCFLinear   | weight       | [320, 768] |   245760 |  69260 |   0.71818  |
| 155 | nncf_module.bert.encoder.layer.9.attention.output.dense  | NNCFLinear   | weight       | [768, 320] |   245760 |  73575 |   0.700623 |
| 159 | nncf_module.bert.encoder.layer.9.intermediate.dense      | NNCFLinear   | weight       | [53, 768]  |    40704 |  35399 |   0.130331 |
| 161 | nncf_module.bert.encoder.layer.9.output.dense            | NNCFLinear   | weight       | [768, 53]  |    40704 |  34918 |   0.142148 |
| 165 | nncf_module.bert.encoder.layer.10.attention.self.query   | NNCFLinear   | weight       | [384, 768] |   294912 | 128113 |   0.565589 |
| 167 | nncf_module.bert.encoder.layer.10.attention.self.key     | NNCFLinear   | weight       | [384, 768] |   294912 | 124553 |   0.57766  |
| 169 | nncf_module.bert.encoder.layer.10.attention.self.value   | NNCFLinear   | weight       | [384, 768] |   294912 |  79608 |   0.730062 |
| 171 | nncf_module.bert.encoder.layer.10.attention.output.dense | NNCFLinear   | weight       | [768, 384] |   294912 |  85158 |   0.711243 |
| 175 | nncf_module.bert.encoder.layer.10.intermediate.dense     | NNCFLinear   | weight       | [86, 768]  |    66048 |  55025 |   0.166894 |
| 177 | nncf_module.bert.encoder.layer.10.output.dense           | NNCFLinear   | weight       | [768, 86]  |    66048 |  54584 |   0.173571 |
| 181 | nncf_module.bert.encoder.layer.11.attention.self.query   | NNCFLinear   | weight       | [384, 768] |   294912 | 104737 |   0.644853 |
| 183 | nncf_module.bert.encoder.layer.11.attention.self.key     | NNCFLinear   | weight       | [384, 768] |   294912 | 102558 |   0.652242 |
| 185 | nncf_module.bert.encoder.layer.11.attention.self.value   | NNCFLinear   | weight       | [384, 768] |   294912 |  64855 |   0.780087 |
| 187 | nncf_module.bert.encoder.layer.11.attention.output.dense | NNCFLinear   | weight       | [768, 384] |   294912 |  69674 |   0.763747 |
| 191 | nncf_module.bert.encoder.layer.11.intermediate.dense     | NNCFLinear   | weight       | [105, 768] |    80640 |  67724 |   0.160169 |
| 193 | nncf_module.bert.encoder.layer.11.output.dense           | NNCFLinear   | weight       | [768, 105] |    80640 |  67519 |   0.162711 |
| 197 | nncf_module.qa_outputs                                   | NNCFLinear   | weight       | [2, 768]   |     1536 |   1536 |   0        |