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bert-base-squadv1-pruneofa-90pc-bt-qat-lt

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PyTorch
ONNX
bert
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bert-base-squadv1-pruneofa-90pc-bt-qat-lt / layer_wise_sparsity_global_rate_70.20.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 [768, 768] 589824 58983 0.899999
6 nncf_module.bert.encoder.layer.0.attention.self.query NNCFLinear bias [768] 768 768 0
7 nncf_module.bert.encoder.layer.0.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
8 nncf_module.bert.encoder.layer.0.attention.self.key NNCFLinear bias [768] 768 768 0
9 nncf_module.bert.encoder.layer.0.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
10 nncf_module.bert.encoder.layer.0.attention.self.value NNCFLinear bias [768] 768 768 0
11 nncf_module.bert.encoder.layer.0.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
16 nncf_module.bert.encoder.layer.0.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
17 nncf_module.bert.encoder.layer.0.output.dense NNCFLinear weight [768, 3072] 2359296 235930 0.9
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 [768, 768] 589824 58983 0.899999
22 nncf_module.bert.encoder.layer.1.attention.self.query NNCFLinear bias [768] 768 768 0
23 nncf_module.bert.encoder.layer.1.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
24 nncf_module.bert.encoder.layer.1.attention.self.key NNCFLinear bias [768] 768 768 0
25 nncf_module.bert.encoder.layer.1.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
26 nncf_module.bert.encoder.layer.1.attention.self.value NNCFLinear bias [768] 768 768 0
27 nncf_module.bert.encoder.layer.1.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
32 nncf_module.bert.encoder.layer.1.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
33 nncf_module.bert.encoder.layer.1.output.dense NNCFLinear weight [768, 3072] 2359296 235930 0.9
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 [768, 768] 589824 58983 0.899999
38 nncf_module.bert.encoder.layer.2.attention.self.query NNCFLinear bias [768] 768 768 0
39 nncf_module.bert.encoder.layer.2.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
40 nncf_module.bert.encoder.layer.2.attention.self.key NNCFLinear bias [768] 768 768 0
41 nncf_module.bert.encoder.layer.2.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
42 nncf_module.bert.encoder.layer.2.attention.self.value NNCFLinear bias [768] 768 768 0
43 nncf_module.bert.encoder.layer.2.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
48 nncf_module.bert.encoder.layer.2.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
49 nncf_module.bert.encoder.layer.2.output.dense NNCFLinear weight [768, 3072] 2359296 235930 0.9
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 [768, 768] 589824 58983 0.899999
54 nncf_module.bert.encoder.layer.3.attention.self.query NNCFLinear bias [768] 768 768 0
55 nncf_module.bert.encoder.layer.3.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
56 nncf_module.bert.encoder.layer.3.attention.self.key NNCFLinear bias [768] 768 768 0
57 nncf_module.bert.encoder.layer.3.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
58 nncf_module.bert.encoder.layer.3.attention.self.value NNCFLinear bias [768] 768 768 0
59 nncf_module.bert.encoder.layer.3.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
64 nncf_module.bert.encoder.layer.3.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
65 nncf_module.bert.encoder.layer.3.output.dense NNCFLinear weight [768, 3072] 2359296 235930 0.9
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 [768, 768] 589824 58983 0.899999
70 nncf_module.bert.encoder.layer.4.attention.self.query NNCFLinear bias [768] 768 768 0
71 nncf_module.bert.encoder.layer.4.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
72 nncf_module.bert.encoder.layer.4.attention.self.key NNCFLinear bias [768] 768 768 0
73 nncf_module.bert.encoder.layer.4.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
74 nncf_module.bert.encoder.layer.4.attention.self.value NNCFLinear bias [768] 768 768 0
75 nncf_module.bert.encoder.layer.4.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
80 nncf_module.bert.encoder.layer.4.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
81 nncf_module.bert.encoder.layer.4.output.dense NNCFLinear weight [768, 3072] 2359296 235930 0.9
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 [768, 768] 589824 58983 0.899999
86 nncf_module.bert.encoder.layer.5.attention.self.query NNCFLinear bias [768] 768 768 0
87 nncf_module.bert.encoder.layer.5.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
88 nncf_module.bert.encoder.layer.5.attention.self.key NNCFLinear bias [768] 768 768 0
89 nncf_module.bert.encoder.layer.5.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
90 nncf_module.bert.encoder.layer.5.attention.self.value NNCFLinear bias [768] 768 768 0
91 nncf_module.bert.encoder.layer.5.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
96 nncf_module.bert.encoder.layer.5.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
97 nncf_module.bert.encoder.layer.5.output.dense NNCFLinear weight [768, 3072] 2359296 235930 0.9
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 [768, 768] 589824 58983 0.899999
102 nncf_module.bert.encoder.layer.6.attention.self.query NNCFLinear bias [768] 768 768 0
103 nncf_module.bert.encoder.layer.6.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
104 nncf_module.bert.encoder.layer.6.attention.self.key NNCFLinear bias [768] 768 768 0
105 nncf_module.bert.encoder.layer.6.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
106 nncf_module.bert.encoder.layer.6.attention.self.value NNCFLinear bias [768] 768 768 0
107 nncf_module.bert.encoder.layer.6.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
112 nncf_module.bert.encoder.layer.6.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
113 nncf_module.bert.encoder.layer.6.output.dense NNCFLinear weight [768, 3072] 2359296 235930 0.9
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 [768, 768] 589824 58983 0.899999
118 nncf_module.bert.encoder.layer.7.attention.self.query NNCFLinear bias [768] 768 768 0
119 nncf_module.bert.encoder.layer.7.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
120 nncf_module.bert.encoder.layer.7.attention.self.key NNCFLinear bias [768] 768 768 0
121 nncf_module.bert.encoder.layer.7.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
122 nncf_module.bert.encoder.layer.7.attention.self.value NNCFLinear bias [768] 768 768 0
123 nncf_module.bert.encoder.layer.7.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
128 nncf_module.bert.encoder.layer.7.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
129 nncf_module.bert.encoder.layer.7.output.dense NNCFLinear weight [768, 3072] 2359296 235929 0.9
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 [768, 768] 589824 58983 0.899999
134 nncf_module.bert.encoder.layer.8.attention.self.query NNCFLinear bias [768] 768 768 0
135 nncf_module.bert.encoder.layer.8.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
136 nncf_module.bert.encoder.layer.8.attention.self.key NNCFLinear bias [768] 768 768 0
137 nncf_module.bert.encoder.layer.8.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
138 nncf_module.bert.encoder.layer.8.attention.self.value NNCFLinear bias [768] 768 768 0
139 nncf_module.bert.encoder.layer.8.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
144 nncf_module.bert.encoder.layer.8.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
145 nncf_module.bert.encoder.layer.8.output.dense NNCFLinear weight [768, 3072] 2359296 235930 0.9
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 [768, 768] 589824 58983 0.899999
150 nncf_module.bert.encoder.layer.9.attention.self.query NNCFLinear bias [768] 768 768 0
151 nncf_module.bert.encoder.layer.9.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
152 nncf_module.bert.encoder.layer.9.attention.self.key NNCFLinear bias [768] 768 768 0
153 nncf_module.bert.encoder.layer.9.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
154 nncf_module.bert.encoder.layer.9.attention.self.value NNCFLinear bias [768] 768 768 0
155 nncf_module.bert.encoder.layer.9.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
160 nncf_module.bert.encoder.layer.9.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
161 nncf_module.bert.encoder.layer.9.output.dense NNCFLinear weight [768, 3072] 2359296 235930 0.9
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 [768, 768] 589824 58983 0.899999
166 nncf_module.bert.encoder.layer.10.attention.self.query NNCFLinear bias [768] 768 768 0
167 nncf_module.bert.encoder.layer.10.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
168 nncf_module.bert.encoder.layer.10.attention.self.key NNCFLinear bias [768] 768 768 0
169 nncf_module.bert.encoder.layer.10.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
170 nncf_module.bert.encoder.layer.10.attention.self.value NNCFLinear bias [768] 768 768 0
171 nncf_module.bert.encoder.layer.10.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
176 nncf_module.bert.encoder.layer.10.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
177 nncf_module.bert.encoder.layer.10.output.dense NNCFLinear weight [768, 3072] 2359296 235929 0.9
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 [768, 768] 589824 58983 0.899999
182 nncf_module.bert.encoder.layer.11.attention.self.query NNCFLinear bias [768] 768 768 0
183 nncf_module.bert.encoder.layer.11.attention.self.key NNCFLinear weight [768, 768] 589824 58983 0.899999
184 nncf_module.bert.encoder.layer.11.attention.self.key NNCFLinear bias [768] 768 768 0
185 nncf_module.bert.encoder.layer.11.attention.self.value NNCFLinear weight [768, 768] 589824 58983 0.899999
186 nncf_module.bert.encoder.layer.11.attention.self.value NNCFLinear bias [768] 768 768 0
187 nncf_module.bert.encoder.layer.11.attention.output.dense NNCFLinear weight [768, 768] 589824 58983 0.899999
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 [3072, 768] 2359296 235930 0.9
192 nncf_module.bert.encoder.layer.11.intermediate.dense NNCFLinear bias [3072] 3072 3072 0
193 nncf_module.bert.encoder.layer.11.output.dense NNCFLinear weight [768, 3072] 2359296 235930 0.9
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