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bert-base-squadv1-block-pruning-hybrid-filled-lt

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bert-base-squadv1-block-pruning-hybrid-filled-lt / XP_linear_layer_sparsity_20M_params_0.00_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 245760 0
7 bert.encoder.layer.0.attention.self.key Linear weight [320, 768] 245760 245760 0
9 bert.encoder.layer.0.attention.self.value Linear weight [320, 768] 245760 245760 0
11 bert.encoder.layer.0.attention.output.dense Linear weight [768, 320] 245760 245760 0
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 245760 0
23 bert.encoder.layer.1.attention.self.key Linear weight [320, 768] 245760 245760 0
25 bert.encoder.layer.1.attention.self.value Linear weight [320, 768] 245760 245760 0
27 bert.encoder.layer.1.attention.output.dense Linear weight [768, 320] 245760 245760 0
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 442368 0
39 bert.encoder.layer.2.attention.self.key Linear weight [576, 768] 442368 442368 0
41 bert.encoder.layer.2.attention.self.value Linear weight [576, 768] 442368 442368 0
43 bert.encoder.layer.2.attention.output.dense Linear weight [768, 576] 442368 442368 0
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 442368 0
55 bert.encoder.layer.3.attention.self.key Linear weight [576, 768] 442368 442368 0
57 bert.encoder.layer.3.attention.self.value Linear weight [576, 768] 442368 442368 0
59 bert.encoder.layer.3.attention.output.dense Linear weight [768, 576] 442368 442368 0
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 442368 0
71 bert.encoder.layer.4.attention.self.key Linear weight [576, 768] 442368 442368 0
73 bert.encoder.layer.4.attention.self.value Linear weight [576, 768] 442368 442368 0
75 bert.encoder.layer.4.attention.output.dense Linear weight [768, 576] 442368 442368 0
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 294912 0
87 bert.encoder.layer.5.attention.self.key Linear weight [384, 768] 294912 294912 0
89 bert.encoder.layer.5.attention.self.value Linear weight [384, 768] 294912 294912 0
91 bert.encoder.layer.5.attention.output.dense Linear weight [768, 384] 294912 294912 0
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 344064 0
103 bert.encoder.layer.6.attention.self.key Linear weight [448, 768] 344064 344064 0
105 bert.encoder.layer.6.attention.self.value Linear weight [448, 768] 344064 344064 0
107 bert.encoder.layer.6.attention.output.dense Linear weight [768, 448] 344064 344064 0
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 344064 0
119 bert.encoder.layer.7.attention.self.key Linear weight [448, 768] 344064 344064 0
121 bert.encoder.layer.7.attention.self.value Linear weight [448, 768] 344064 344064 0
123 bert.encoder.layer.7.attention.output.dense Linear weight [768, 448] 344064 344064 0
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 344064 0
135 bert.encoder.layer.8.attention.self.key Linear weight [448, 768] 344064 344064 0
137 bert.encoder.layer.8.attention.self.value Linear weight [448, 768] 344064 344064 0
139 bert.encoder.layer.8.attention.output.dense Linear weight [768, 448] 344064 344064 0
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 245760 0
151 bert.encoder.layer.9.attention.self.key Linear weight [320, 768] 245760 245760 0
153 bert.encoder.layer.9.attention.self.value Linear weight [320, 768] 245760 245760 0
155 bert.encoder.layer.9.attention.output.dense Linear weight [768, 320] 245760 245760 0
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 294912 0
167 bert.encoder.layer.10.attention.self.key Linear weight [384, 768] 294912 294912 0
169 bert.encoder.layer.10.attention.self.value Linear weight [384, 768] 294912 294912 0
171 bert.encoder.layer.10.attention.output.dense Linear weight [768, 384] 294912 294912 0
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 294912 0
183 bert.encoder.layer.11.attention.self.key Linear weight [384, 768] 294912 294912 0
185 bert.encoder.layer.11.attention.self.value Linear weight [384, 768] 294912 294912 0
187 bert.encoder.layer.11.attention.output.dense Linear weight [768, 384] 294912 294912 0
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