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bert-base-squadv1-block-pruning-hybrid-filled-lt-nncf-50.0sparse-qat-lt

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bert-base-squadv1-block-pruning-hybrid-filled-lt-nncf-50.0sparse-qat-lt / XP_layer_wise_sparsity_global_rate_22.89.md
Chua, Vui Seng
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layer_id layer_type param_type shape nparam nnz sparsity
0 nncf_module.bert.embeddings.word_embeddings NNCFEmbedding weight [30522, 768] 23440896 23440896 0
1 nncf_module.bert.embeddings.position_embeddings NNCFEmbedding weight [512, 768] 393216 393216 0
2 nncf_module.bert.embeddings.token_type_embeddings NNCFEmbedding weight [2, 768] 1536 1536 0
3 nncf_module.bert.embeddings.LayerNorm LayerNorm weight [768] 768 768 0
4 nncf_module.bert.embeddings.LayerNorm LayerNorm bias [768] 768 768 0
5 nncf_module.bert.encoder.layer.0.attention.self.query NNCFLinear weight [320, 768] 245760 106337 0.567314
6 nncf_module.bert.encoder.layer.0.attention.self.query NNCFLinear bias [320] 320 320 0
7 nncf_module.bert.encoder.layer.0.attention.self.key NNCFLinear weight [320, 768] 245760 112375 0.542745
8 nncf_module.bert.encoder.layer.0.attention.self.key NNCFLinear bias [320] 320 320 0
9 nncf_module.bert.encoder.layer.0.attention.self.value NNCFLinear weight [320, 768] 245760 131965 0.463033
10 nncf_module.bert.encoder.layer.0.attention.self.value NNCFLinear bias [320] 320 320 0
11 nncf_module.bert.encoder.layer.0.attention.output.dense NNCFLinear weight [768, 320] 245760 137497 0.440523
12 nncf_module.bert.encoder.layer.0.attention.output.dense NNCFLinear bias [768] 768 768 0
13 nncf_module.bert.encoder.layer.0.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
14 nncf_module.bert.encoder.layer.0.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
15 nncf_module.bert.encoder.layer.0.intermediate.dense NNCFLinear weight [185, 768] 142080 110056 0.225394
16 nncf_module.bert.encoder.layer.0.intermediate.dense NNCFLinear bias [185] 185 185 0
17 nncf_module.bert.encoder.layer.0.output.dense NNCFLinear weight [768, 185] 142080 108631 0.235424
18 nncf_module.bert.encoder.layer.0.output.dense NNCFLinear bias [768] 768 768 0
19 nncf_module.bert.encoder.layer.0.output.LayerNorm LayerNorm weight [768] 768 768 0
20 nncf_module.bert.encoder.layer.0.output.LayerNorm LayerNorm bias [768] 768 768 0
21 nncf_module.bert.encoder.layer.1.attention.self.query NNCFLinear weight [320, 768] 245760 136222 0.445711
22 nncf_module.bert.encoder.layer.1.attention.self.query NNCFLinear bias [320] 320 320 0
23 nncf_module.bert.encoder.layer.1.attention.self.key NNCFLinear weight [320, 768] 245760 136267 0.445528
24 nncf_module.bert.encoder.layer.1.attention.self.key NNCFLinear bias [320] 320 320 0
25 nncf_module.bert.encoder.layer.1.attention.self.value NNCFLinear weight [320, 768] 245760 124892 0.491813
26 nncf_module.bert.encoder.layer.1.attention.self.value NNCFLinear bias [320] 320 320 0
27 nncf_module.bert.encoder.layer.1.attention.output.dense NNCFLinear weight [768, 320] 245760 130185 0.470276
28 nncf_module.bert.encoder.layer.1.attention.output.dense NNCFLinear bias [768] 768 768 0
29 nncf_module.bert.encoder.layer.1.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
30 nncf_module.bert.encoder.layer.1.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
31 nncf_module.bert.encoder.layer.1.intermediate.dense NNCFLinear weight [315, 768] 241920 176203 0.271648
32 nncf_module.bert.encoder.layer.1.intermediate.dense NNCFLinear bias [315] 315 315 0
33 nncf_module.bert.encoder.layer.1.output.dense NNCFLinear weight [768, 315] 241920 172407 0.287339
34 nncf_module.bert.encoder.layer.1.output.dense NNCFLinear bias [768] 768 768 0
35 nncf_module.bert.encoder.layer.1.output.LayerNorm LayerNorm weight [768] 768 768 0
36 nncf_module.bert.encoder.layer.1.output.LayerNorm LayerNorm bias [768] 768 768 0
37 nncf_module.bert.encoder.layer.2.attention.self.query NNCFLinear weight [576, 768] 442368 198811 0.550575
38 nncf_module.bert.encoder.layer.2.attention.self.query NNCFLinear bias [576] 576 576 0
39 nncf_module.bert.encoder.layer.2.attention.self.key NNCFLinear weight [576, 768] 442368 201526 0.544438
40 nncf_module.bert.encoder.layer.2.attention.self.key NNCFLinear bias [576] 576 576 0
41 nncf_module.bert.encoder.layer.2.attention.self.value NNCFLinear weight [576, 768] 442368 163541 0.630306
42 nncf_module.bert.encoder.layer.2.attention.self.value NNCFLinear bias [576] 576 576 0
43 nncf_module.bert.encoder.layer.2.attention.output.dense NNCFLinear weight [768, 576] 442368 167245 0.621932
44 nncf_module.bert.encoder.layer.2.attention.output.dense NNCFLinear bias [768] 768 768 0
45 nncf_module.bert.encoder.layer.2.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
46 nncf_module.bert.encoder.layer.2.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
47 nncf_module.bert.encoder.layer.2.intermediate.dense NNCFLinear weight [339, 768] 260352 185491 0.287538
48 nncf_module.bert.encoder.layer.2.intermediate.dense NNCFLinear bias [339] 339 339 0
49 nncf_module.bert.encoder.layer.2.output.dense NNCFLinear weight [768, 339] 260352 183083 0.296787
50 nncf_module.bert.encoder.layer.2.output.dense NNCFLinear bias [768] 768 768 0
51 nncf_module.bert.encoder.layer.2.output.LayerNorm LayerNorm weight [768] 768 768 0
52 nncf_module.bert.encoder.layer.2.output.LayerNorm LayerNorm bias [768] 768 768 0
53 nncf_module.bert.encoder.layer.3.attention.self.query NNCFLinear weight [576, 768] 442368 205898 0.534555
54 nncf_module.bert.encoder.layer.3.attention.self.query NNCFLinear bias [576] 576 576 0
55 nncf_module.bert.encoder.layer.3.attention.self.key NNCFLinear weight [576, 768] 442368 217621 0.508054
56 nncf_module.bert.encoder.layer.3.attention.self.key NNCFLinear bias [576] 576 576 0
57 nncf_module.bert.encoder.layer.3.attention.self.value NNCFLinear weight [576, 768] 442368 209726 0.525901
58 nncf_module.bert.encoder.layer.3.attention.self.value NNCFLinear bias [576] 576 576 0
59 nncf_module.bert.encoder.layer.3.attention.output.dense NNCFLinear weight [768, 576] 442368 208038 0.529717
60 nncf_module.bert.encoder.layer.3.attention.output.dense NNCFLinear bias [768] 768 768 0
61 nncf_module.bert.encoder.layer.3.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
62 nncf_module.bert.encoder.layer.3.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
63 nncf_module.bert.encoder.layer.3.intermediate.dense NNCFLinear weight [368, 768] 282624 198154 0.298878
64 nncf_module.bert.encoder.layer.3.intermediate.dense NNCFLinear bias [368] 368 368 0
65 nncf_module.bert.encoder.layer.3.output.dense NNCFLinear weight [768, 368] 282624 194127 0.313126
66 nncf_module.bert.encoder.layer.3.output.dense NNCFLinear bias [768] 768 768 0
67 nncf_module.bert.encoder.layer.3.output.LayerNorm LayerNorm weight [768] 768 768 0
68 nncf_module.bert.encoder.layer.3.output.LayerNorm LayerNorm bias [768] 768 768 0
69 nncf_module.bert.encoder.layer.4.attention.self.query NNCFLinear weight [576, 768] 442368 212567 0.519479
70 nncf_module.bert.encoder.layer.4.attention.self.query NNCFLinear bias [576] 576 576 0
71 nncf_module.bert.encoder.layer.4.attention.self.key NNCFLinear weight [576, 768] 442368 214788 0.514459
72 nncf_module.bert.encoder.layer.4.attention.self.key NNCFLinear bias [576] 576 576 0
73 nncf_module.bert.encoder.layer.4.attention.self.value NNCFLinear weight [576, 768] 442368 197159 0.55431
74 nncf_module.bert.encoder.layer.4.attention.self.value NNCFLinear bias [576] 576 576 0
75 nncf_module.bert.encoder.layer.4.attention.output.dense NNCFLinear weight [768, 576] 442368 192495 0.564853
76 nncf_module.bert.encoder.layer.4.attention.output.dense NNCFLinear bias [768] 768 768 0
77 nncf_module.bert.encoder.layer.4.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
78 nncf_module.bert.encoder.layer.4.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
79 nncf_module.bert.encoder.layer.4.intermediate.dense NNCFLinear weight [386, 768] 296448 205830 0.305679
80 nncf_module.bert.encoder.layer.4.intermediate.dense NNCFLinear bias [386] 386 386 0
81 nncf_module.bert.encoder.layer.4.output.dense NNCFLinear weight [768, 386] 296448 199567 0.326806
82 nncf_module.bert.encoder.layer.4.output.dense NNCFLinear bias [768] 768 768 0
83 nncf_module.bert.encoder.layer.4.output.LayerNorm LayerNorm weight [768] 768 768 0
84 nncf_module.bert.encoder.layer.4.output.LayerNorm LayerNorm bias [768] 768 768 0
85 nncf_module.bert.encoder.layer.5.attention.self.query NNCFLinear weight [384, 768] 294912 131257 0.554928
86 nncf_module.bert.encoder.layer.5.attention.self.query NNCFLinear bias [384] 384 384 0
87 nncf_module.bert.encoder.layer.5.attention.self.key NNCFLinear weight [384, 768] 294912 154458 0.476257
88 nncf_module.bert.encoder.layer.5.attention.self.key NNCFLinear bias [384] 384 384 0
89 nncf_module.bert.encoder.layer.5.attention.self.value NNCFLinear weight [384, 768] 294912 159646 0.458666
90 nncf_module.bert.encoder.layer.5.attention.self.value NNCFLinear bias [384] 384 384 0
91 nncf_module.bert.encoder.layer.5.attention.output.dense NNCFLinear weight [768, 384] 294912 156889 0.468014
92 nncf_module.bert.encoder.layer.5.attention.output.dense NNCFLinear bias [768] 768 768 0
93 nncf_module.bert.encoder.layer.5.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
94 nncf_module.bert.encoder.layer.5.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
95 nncf_module.bert.encoder.layer.5.intermediate.dense NNCFLinear weight [336, 768] 258048 184774 0.283955
96 nncf_module.bert.encoder.layer.5.intermediate.dense NNCFLinear bias [336] 336 336 0
97 nncf_module.bert.encoder.layer.5.output.dense NNCFLinear weight [768, 336] 258048 178574 0.307981
98 nncf_module.bert.encoder.layer.5.output.dense NNCFLinear bias [768] 768 768 0
99 nncf_module.bert.encoder.layer.5.output.LayerNorm LayerNorm weight [768] 768 768 0
100 nncf_module.bert.encoder.layer.5.output.LayerNorm LayerNorm bias [768] 768 768 0
101 nncf_module.bert.encoder.layer.6.attention.self.query NNCFLinear weight [448, 768] 344064 153126 0.554949
102 nncf_module.bert.encoder.layer.6.attention.self.query NNCFLinear bias [448] 448 448 0
103 nncf_module.bert.encoder.layer.6.attention.self.key NNCFLinear weight [448, 768] 344064 169706 0.50676
104 nncf_module.bert.encoder.layer.6.attention.self.key NNCFLinear bias [448] 448 448 0
105 nncf_module.bert.encoder.layer.6.attention.self.value NNCFLinear weight [448, 768] 344064 154213 0.55179
106 nncf_module.bert.encoder.layer.6.attention.self.value NNCFLinear bias [448] 448 448 0
107 nncf_module.bert.encoder.layer.6.attention.output.dense NNCFLinear weight [768, 448] 344064 148815 0.567479
108 nncf_module.bert.encoder.layer.6.attention.output.dense NNCFLinear bias [768] 768 768 0
109 nncf_module.bert.encoder.layer.6.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
110 nncf_module.bert.encoder.layer.6.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
111 nncf_module.bert.encoder.layer.6.intermediate.dense NNCFLinear weight [280, 768] 215040 158800 0.261533
112 nncf_module.bert.encoder.layer.6.intermediate.dense NNCFLinear bias [280] 280 280 0
113 nncf_module.bert.encoder.layer.6.output.dense NNCFLinear weight [768, 280] 215040 156397 0.272707
114 nncf_module.bert.encoder.layer.6.output.dense NNCFLinear bias [768] 768 768 0
115 nncf_module.bert.encoder.layer.6.output.LayerNorm LayerNorm weight [768] 768 768 0
116 nncf_module.bert.encoder.layer.6.output.LayerNorm LayerNorm bias [768] 768 768 0
117 nncf_module.bert.encoder.layer.7.attention.self.query NNCFLinear weight [448, 768] 344064 153876 0.552769
118 nncf_module.bert.encoder.layer.7.attention.self.query NNCFLinear bias [448] 448 448 0
119 nncf_module.bert.encoder.layer.7.attention.self.key NNCFLinear weight [448, 768] 344064 180384 0.475725
120 nncf_module.bert.encoder.layer.7.attention.self.key NNCFLinear bias [448] 448 448 0
121 nncf_module.bert.encoder.layer.7.attention.self.value NNCFLinear weight [448, 768] 344064 166552 0.515927
122 nncf_module.bert.encoder.layer.7.attention.self.value NNCFLinear bias [448] 448 448 0
123 nncf_module.bert.encoder.layer.7.attention.output.dense NNCFLinear weight [768, 448] 344064 160346 0.533965
124 nncf_module.bert.encoder.layer.7.attention.output.dense NNCFLinear bias [768] 768 768 0
125 nncf_module.bert.encoder.layer.7.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
126 nncf_module.bert.encoder.layer.7.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
127 nncf_module.bert.encoder.layer.7.intermediate.dense NNCFLinear weight [211, 768] 162048 125197 0.227408
128 nncf_module.bert.encoder.layer.7.intermediate.dense NNCFLinear bias [211] 211 211 0
129 nncf_module.bert.encoder.layer.7.output.dense NNCFLinear weight [768, 211] 162048 123451 0.238182
130 nncf_module.bert.encoder.layer.7.output.dense NNCFLinear bias [768] 768 768 0
131 nncf_module.bert.encoder.layer.7.output.LayerNorm LayerNorm weight [768] 768 768 0
132 nncf_module.bert.encoder.layer.7.output.LayerNorm LayerNorm bias [768] 768 768 0
133 nncf_module.bert.encoder.layer.8.attention.self.query NNCFLinear weight [448, 768] 344064 149419 0.565723
134 nncf_module.bert.encoder.layer.8.attention.self.query NNCFLinear bias [448] 448 448 0
135 nncf_module.bert.encoder.layer.8.attention.self.key NNCFLinear weight [448, 768] 344064 150699 0.562003
136 nncf_module.bert.encoder.layer.8.attention.self.key NNCFLinear bias [448] 448 448 0
137 nncf_module.bert.encoder.layer.8.attention.self.value NNCFLinear weight [448, 768] 344064 124770 0.637364
138 nncf_module.bert.encoder.layer.8.attention.self.value NNCFLinear bias [448] 448 448 0
139 nncf_module.bert.encoder.layer.8.attention.output.dense NNCFLinear weight [768, 448] 344064 120648 0.649344
140 nncf_module.bert.encoder.layer.8.attention.output.dense NNCFLinear bias [768] 768 768 0
141 nncf_module.bert.encoder.layer.8.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
142 nncf_module.bert.encoder.layer.8.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
143 nncf_module.bert.encoder.layer.8.intermediate.dense NNCFLinear weight [108, 768] 82944 68989 0.168246
144 nncf_module.bert.encoder.layer.8.intermediate.dense NNCFLinear bias [108] 108 108 0
145 nncf_module.bert.encoder.layer.8.output.dense NNCFLinear weight [768, 108] 82944 68556 0.173466
146 nncf_module.bert.encoder.layer.8.output.dense NNCFLinear bias [768] 768 768 0
147 nncf_module.bert.encoder.layer.8.output.LayerNorm LayerNorm weight [768] 768 768 0
148 nncf_module.bert.encoder.layer.8.output.LayerNorm LayerNorm bias [768] 768 768 0
149 nncf_module.bert.encoder.layer.9.attention.self.query NNCFLinear weight [320, 768] 245760 121225 0.506734
150 nncf_module.bert.encoder.layer.9.attention.self.query NNCFLinear bias [320] 320 320 0
151 nncf_module.bert.encoder.layer.9.attention.self.key NNCFLinear weight [320, 768] 245760 114789 0.532922
152 nncf_module.bert.encoder.layer.9.attention.self.key NNCFLinear bias [320] 320 320 0
153 nncf_module.bert.encoder.layer.9.attention.self.value NNCFLinear weight [320, 768] 245760 69260 0.71818
154 nncf_module.bert.encoder.layer.9.attention.self.value NNCFLinear bias [320] 320 320 0
155 nncf_module.bert.encoder.layer.9.attention.output.dense NNCFLinear weight [768, 320] 245760 73575 0.700623
156 nncf_module.bert.encoder.layer.9.attention.output.dense NNCFLinear bias [768] 768 768 0
157 nncf_module.bert.encoder.layer.9.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
158 nncf_module.bert.encoder.layer.9.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
159 nncf_module.bert.encoder.layer.9.intermediate.dense NNCFLinear weight [53, 768] 40704 35399 0.130331
160 nncf_module.bert.encoder.layer.9.intermediate.dense NNCFLinear bias [53] 53 53 0
161 nncf_module.bert.encoder.layer.9.output.dense NNCFLinear weight [768, 53] 40704 34918 0.142148
162 nncf_module.bert.encoder.layer.9.output.dense NNCFLinear bias [768] 768 768 0
163 nncf_module.bert.encoder.layer.9.output.LayerNorm LayerNorm weight [768] 768 768 0
164 nncf_module.bert.encoder.layer.9.output.LayerNorm LayerNorm bias [768] 768 768 0
165 nncf_module.bert.encoder.layer.10.attention.self.query NNCFLinear weight [384, 768] 294912 128113 0.565589
166 nncf_module.bert.encoder.layer.10.attention.self.query NNCFLinear bias [384] 384 384 0
167 nncf_module.bert.encoder.layer.10.attention.self.key NNCFLinear weight [384, 768] 294912 124553 0.57766
168 nncf_module.bert.encoder.layer.10.attention.self.key NNCFLinear bias [384] 384 384 0
169 nncf_module.bert.encoder.layer.10.attention.self.value NNCFLinear weight [384, 768] 294912 79608 0.730062
170 nncf_module.bert.encoder.layer.10.attention.self.value NNCFLinear bias [384] 384 384 0
171 nncf_module.bert.encoder.layer.10.attention.output.dense NNCFLinear weight [768, 384] 294912 85158 0.711243
172 nncf_module.bert.encoder.layer.10.attention.output.dense NNCFLinear bias [768] 768 768 0
173 nncf_module.bert.encoder.layer.10.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
174 nncf_module.bert.encoder.layer.10.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
175 nncf_module.bert.encoder.layer.10.intermediate.dense NNCFLinear weight [86, 768] 66048 55025 0.166894
176 nncf_module.bert.encoder.layer.10.intermediate.dense NNCFLinear bias [86] 86 86 0
177 nncf_module.bert.encoder.layer.10.output.dense NNCFLinear weight [768, 86] 66048 54584 0.173571
178 nncf_module.bert.encoder.layer.10.output.dense NNCFLinear bias [768] 768 768 0
179 nncf_module.bert.encoder.layer.10.output.LayerNorm LayerNorm weight [768] 768 768 0
180 nncf_module.bert.encoder.layer.10.output.LayerNorm LayerNorm bias [768] 768 768 0
181 nncf_module.bert.encoder.layer.11.attention.self.query NNCFLinear weight [384, 768] 294912 104737 0.644853
182 nncf_module.bert.encoder.layer.11.attention.self.query NNCFLinear bias [384] 384 384 0
183 nncf_module.bert.encoder.layer.11.attention.self.key NNCFLinear weight [384, 768] 294912 102558 0.652242
184 nncf_module.bert.encoder.layer.11.attention.self.key NNCFLinear bias [384] 384 384 0
185 nncf_module.bert.encoder.layer.11.attention.self.value NNCFLinear weight [384, 768] 294912 64855 0.780087
186 nncf_module.bert.encoder.layer.11.attention.self.value NNCFLinear bias [384] 384 384 0
187 nncf_module.bert.encoder.layer.11.attention.output.dense NNCFLinear weight [768, 384] 294912 69674 0.763747
188 nncf_module.bert.encoder.layer.11.attention.output.dense NNCFLinear bias [768] 768 768 0
189 nncf_module.bert.encoder.layer.11.attention.output.LayerNorm LayerNorm weight [768] 768 768 0
190 nncf_module.bert.encoder.layer.11.attention.output.LayerNorm LayerNorm bias [768] 768 768 0
191 nncf_module.bert.encoder.layer.11.intermediate.dense NNCFLinear weight [105, 768] 80640 67724 0.160169
192 nncf_module.bert.encoder.layer.11.intermediate.dense NNCFLinear bias [105] 105 105 0
193 nncf_module.bert.encoder.layer.11.output.dense NNCFLinear weight [768, 105] 80640 67519 0.162711
194 nncf_module.bert.encoder.layer.11.output.dense NNCFLinear bias [768] 768 768 0
195 nncf_module.bert.encoder.layer.11.output.LayerNorm LayerNorm weight [768] 768 768 0
196 nncf_module.bert.encoder.layer.11.output.LayerNorm LayerNorm bias [768] 768 768 0
197 nncf_module.qa_outputs NNCFLinear weight [2, 768] 1536 1536 0
198 nncf_module.qa_outputs NNCFLinear bias [2] 2 2 0