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bert-base-squadv1-block-pruning-hybrid-filled-lt-nncf-57.92sparse-lt

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PyTorch
ONNX
bert
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bert-base-squadv1-block-pruning-hybrid-filled-lt-nncf-57.92sparse-lt / XP_layer_wise_sparsity_global_rate_26.51.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 93583 0.61921
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 98270 0.600138
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 113605 0.53774
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 117208 0.523079
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 97073 0.316772
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 94692 0.33353
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 118436 0.518083
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 118116 0.519385
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 107511 0.562537
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 111189 0.547571
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 148783 0.384991
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 143166 0.408209
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 162735 0.632128
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 164795 0.627471
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 135670 0.69331
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 138445 0.687037
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 154035 0.408359
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 150816 0.420723
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 170623 0.614296
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 178401 0.596714
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 171905 0.611398
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 169172 0.617576
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 163163 0.422685
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 157506 0.442701
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 175772 0.602657
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 177087 0.599684
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 163996 0.629277
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 159335 0.639813
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 167726 0.434214
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 159865 0.460732
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 114186 0.612813
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 132782 0.549757
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 134830 0.542813
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 131941 0.552609
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 153916 0.403537
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 145794 0.435012
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 131878 0.616705
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 144502 0.580014
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 130911 0.619516
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 125928 0.633998
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 135283 0.370894
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 131619 0.387932
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 132120 0.616002
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 152223 0.557574
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 141066 0.590001
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 135662 0.605707
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 109590 0.323719
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 107335 0.337635
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 129148 0.62464
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 130060 0.621989
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 108162 0.685634
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 103447 0.699338
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 63275 0.237136
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 62725 0.243767
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 107145 0.564026
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 101811 0.58573
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 52182 0.787671
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 53210 0.783488
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 33461 0.177943
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 32551 0.2003
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 112430 0.618768
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 109594 0.628384
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 61774 0.790534
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 64183 0.782366
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 50455 0.236086
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 49741 0.246896
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 88129 0.701168
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 85288 0.710802
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 47258 0.839756
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 49311 0.832794
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 62254 0.228001
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 61669 0.235255
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