bert-base-squadv1-block-pruning-hybrid-filled-lt-nncf-50.0sparse-qat-lt
/
XP_layer_wise_sparsity_global_rate_22.89.csv
| ,layer_id,layer_type,param_type,shape,nparam,nnz,sparsity | |
| 0,nncf_module.bert.embeddings.word_embeddings,NNCFEmbedding,weight,"[30522, 768]",23440896,23440896,0.0 | |
| 1,nncf_module.bert.embeddings.position_embeddings,NNCFEmbedding,weight,"[512, 768]",393216,393216,0.0 | |
| 2,nncf_module.bert.embeddings.token_type_embeddings,NNCFEmbedding,weight,"[2, 768]",1536,1536,0.0 | |
| 3,nncf_module.bert.embeddings.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 4,nncf_module.bert.embeddings.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 5,nncf_module.bert.encoder.layer.0.attention.self.query,NNCFLinear,weight,"[320, 768]",245760,106337,0.5673136115074158 | |
| 6,nncf_module.bert.encoder.layer.0.attention.self.query,NNCFLinear,bias,[320],320,320,0.0 | |
| 7,nncf_module.bert.encoder.layer.0.attention.self.key,NNCFLinear,weight,"[320, 768]",245760,112375,0.5427449345588684 | |
| 8,nncf_module.bert.encoder.layer.0.attention.self.key,NNCFLinear,bias,[320],320,320,0.0 | |
| 9,nncf_module.bert.encoder.layer.0.attention.self.value,NNCFLinear,weight,"[320, 768]",245760,131965,0.4630330204963684 | |
| 10,nncf_module.bert.encoder.layer.0.attention.self.value,NNCFLinear,bias,[320],320,320,0.0 | |
| 11,nncf_module.bert.encoder.layer.0.attention.output.dense,NNCFLinear,weight,"[768, 320]",245760,137497,0.44052326679229736 | |
| 12,nncf_module.bert.encoder.layer.0.attention.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 13,nncf_module.bert.encoder.layer.0.attention.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 14,nncf_module.bert.encoder.layer.0.attention.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 15,nncf_module.bert.encoder.layer.0.intermediate.dense,NNCFLinear,weight,"[185, 768]",142080,110056,0.2253941297531128 | |
| 16,nncf_module.bert.encoder.layer.0.intermediate.dense,NNCFLinear,bias,[185],185,185,0.0 | |
| 17,nncf_module.bert.encoder.layer.0.output.dense,NNCFLinear,weight,"[768, 185]",142080,108631,0.23542368412017822 | |
| 18,nncf_module.bert.encoder.layer.0.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 19,nncf_module.bert.encoder.layer.0.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 20,nncf_module.bert.encoder.layer.0.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 21,nncf_module.bert.encoder.layer.1.attention.self.query,NNCFLinear,weight,"[320, 768]",245760,136222,0.44571125507354736 | |
| 22,nncf_module.bert.encoder.layer.1.attention.self.query,NNCFLinear,bias,[320],320,320,0.0 | |
| 23,nncf_module.bert.encoder.layer.1.attention.self.key,NNCFLinear,weight,"[320, 768]",245760,136267,0.44552814960479736 | |
| 24,nncf_module.bert.encoder.layer.1.attention.self.key,NNCFLinear,bias,[320],320,320,0.0 | |
| 25,nncf_module.bert.encoder.layer.1.attention.self.value,NNCFLinear,weight,"[320, 768]",245760,124892,0.49181312322616577 | |
| 26,nncf_module.bert.encoder.layer.1.attention.self.value,NNCFLinear,bias,[320],320,320,0.0 | |
| 27,nncf_module.bert.encoder.layer.1.attention.output.dense,NNCFLinear,weight,"[768, 320]",245760,130185,0.47027587890625 | |
| 28,nncf_module.bert.encoder.layer.1.attention.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 29,nncf_module.bert.encoder.layer.1.attention.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 30,nncf_module.bert.encoder.layer.1.attention.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 31,nncf_module.bert.encoder.layer.1.intermediate.dense,NNCFLinear,weight,"[315, 768]",241920,176203,0.2716476321220398 | |
| 32,nncf_module.bert.encoder.layer.1.intermediate.dense,NNCFLinear,bias,[315],315,315,0.0 | |
| 33,nncf_module.bert.encoder.layer.1.output.dense,NNCFLinear,weight,"[768, 315]",241920,172407,0.2873387932777405 | |
| 34,nncf_module.bert.encoder.layer.1.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 35,nncf_module.bert.encoder.layer.1.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 36,nncf_module.bert.encoder.layer.1.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 37,nncf_module.bert.encoder.layer.2.attention.self.query,NNCFLinear,weight,"[576, 768]",442368,198811,0.5505754947662354 | |
| 38,nncf_module.bert.encoder.layer.2.attention.self.query,NNCFLinear,bias,[576],576,576,0.0 | |
| 39,nncf_module.bert.encoder.layer.2.attention.self.key,NNCFLinear,weight,"[576, 768]",442368,201526,0.5444381237030029 | |
| 40,nncf_module.bert.encoder.layer.2.attention.self.key,NNCFLinear,bias,[576],576,576,0.0 | |
| 41,nncf_module.bert.encoder.layer.2.attention.self.value,NNCFLinear,weight,"[576, 768]",442368,163541,0.6303055286407471 | |
| 42,nncf_module.bert.encoder.layer.2.attention.self.value,NNCFLinear,bias,[576],576,576,0.0 | |
| 43,nncf_module.bert.encoder.layer.2.attention.output.dense,NNCFLinear,weight,"[768, 576]",442368,167245,0.6219323873519897 | |
| 44,nncf_module.bert.encoder.layer.2.attention.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 45,nncf_module.bert.encoder.layer.2.attention.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 46,nncf_module.bert.encoder.layer.2.attention.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 47,nncf_module.bert.encoder.layer.2.intermediate.dense,NNCFLinear,weight,"[339, 768]",260352,185491,0.2875376343727112 | |
| 48,nncf_module.bert.encoder.layer.2.intermediate.dense,NNCFLinear,bias,[339],339,339,0.0 | |
| 49,nncf_module.bert.encoder.layer.2.output.dense,NNCFLinear,weight,"[768, 339]",260352,183083,0.2967866063117981 | |
| 50,nncf_module.bert.encoder.layer.2.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 51,nncf_module.bert.encoder.layer.2.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 52,nncf_module.bert.encoder.layer.2.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 53,nncf_module.bert.encoder.layer.3.attention.self.query,NNCFLinear,weight,"[576, 768]",442368,205898,0.5345549583435059 | |
| 54,nncf_module.bert.encoder.layer.3.attention.self.query,NNCFLinear,bias,[576],576,576,0.0 | |
| 55,nncf_module.bert.encoder.layer.3.attention.self.key,NNCFLinear,weight,"[576, 768]",442368,217621,0.5080543756484985 | |
| 56,nncf_module.bert.encoder.layer.3.attention.self.key,NNCFLinear,bias,[576],576,576,0.0 | |
| 57,nncf_module.bert.encoder.layer.3.attention.self.value,NNCFLinear,weight,"[576, 768]",442368,209726,0.5259014964103699 | |
| 58,nncf_module.bert.encoder.layer.3.attention.self.value,NNCFLinear,bias,[576],576,576,0.0 | |
| 59,nncf_module.bert.encoder.layer.3.attention.output.dense,NNCFLinear,weight,"[768, 576]",442368,208038,0.5297173261642456 | |
| 60,nncf_module.bert.encoder.layer.3.attention.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 61,nncf_module.bert.encoder.layer.3.attention.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 62,nncf_module.bert.encoder.layer.3.attention.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 63,nncf_module.bert.encoder.layer.3.intermediate.dense,NNCFLinear,weight,"[368, 768]",282624,198154,0.29887765645980835 | |
| 64,nncf_module.bert.encoder.layer.3.intermediate.dense,NNCFLinear,bias,[368],368,368,0.0 | |
| 65,nncf_module.bert.encoder.layer.3.output.dense,NNCFLinear,weight,"[768, 368]",282624,194127,0.31312626600265503 | |
| 66,nncf_module.bert.encoder.layer.3.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 67,nncf_module.bert.encoder.layer.3.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 68,nncf_module.bert.encoder.layer.3.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 69,nncf_module.bert.encoder.layer.4.attention.self.query,NNCFLinear,weight,"[576, 768]",442368,212567,0.5194792747497559 | |
| 70,nncf_module.bert.encoder.layer.4.attention.self.query,NNCFLinear,bias,[576],576,576,0.0 | |
| 71,nncf_module.bert.encoder.layer.4.attention.self.key,NNCFLinear,weight,"[576, 768]",442368,214788,0.5144585371017456 | |
| 72,nncf_module.bert.encoder.layer.4.attention.self.key,NNCFLinear,bias,[576],576,576,0.0 | |
| 73,nncf_module.bert.encoder.layer.4.attention.self.value,NNCFLinear,weight,"[576, 768]",442368,197159,0.5543099641799927 | |
| 74,nncf_module.bert.encoder.layer.4.attention.self.value,NNCFLinear,bias,[576],576,576,0.0 | |
| 75,nncf_module.bert.encoder.layer.4.attention.output.dense,NNCFLinear,weight,"[768, 576]",442368,192495,0.5648532509803772 | |
| 76,nncf_module.bert.encoder.layer.4.attention.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 77,nncf_module.bert.encoder.layer.4.attention.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 78,nncf_module.bert.encoder.layer.4.attention.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 79,nncf_module.bert.encoder.layer.4.intermediate.dense,NNCFLinear,weight,"[386, 768]",296448,205830,0.3056792616844177 | |
| 80,nncf_module.bert.encoder.layer.4.intermediate.dense,NNCFLinear,bias,[386],386,386,0.0 | |
| 81,nncf_module.bert.encoder.layer.4.output.dense,NNCFLinear,weight,"[768, 386]",296448,199567,0.32680606842041016 | |
| 82,nncf_module.bert.encoder.layer.4.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 83,nncf_module.bert.encoder.layer.4.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 84,nncf_module.bert.encoder.layer.4.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 85,nncf_module.bert.encoder.layer.5.attention.self.query,NNCFLinear,weight,"[384, 768]",294912,131257,0.5549282431602478 | |
| 86,nncf_module.bert.encoder.layer.5.attention.self.query,NNCFLinear,bias,[384],384,384,0.0 | |
| 87,nncf_module.bert.encoder.layer.5.attention.self.key,NNCFLinear,weight,"[384, 768]",294912,154458,0.47625732421875 | |
| 88,nncf_module.bert.encoder.layer.5.attention.self.key,NNCFLinear,bias,[384],384,384,0.0 | |
| 89,nncf_module.bert.encoder.layer.5.attention.self.value,NNCFLinear,weight,"[384, 768]",294912,159646,0.4586656093597412 | |
| 90,nncf_module.bert.encoder.layer.5.attention.self.value,NNCFLinear,bias,[384],384,384,0.0 | |
| 91,nncf_module.bert.encoder.layer.5.attention.output.dense,NNCFLinear,weight,"[768, 384]",294912,156889,0.4680141806602478 | |
| 92,nncf_module.bert.encoder.layer.5.attention.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 93,nncf_module.bert.encoder.layer.5.attention.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 94,nncf_module.bert.encoder.layer.5.attention.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 95,nncf_module.bert.encoder.layer.5.intermediate.dense,NNCFLinear,weight,"[336, 768]",258048,184774,0.2839548587799072 | |
| 96,nncf_module.bert.encoder.layer.5.intermediate.dense,NNCFLinear,bias,[336],336,336,0.0 | |
| 97,nncf_module.bert.encoder.layer.5.output.dense,NNCFLinear,weight,"[768, 336]",258048,178574,0.3079814314842224 | |
| 98,nncf_module.bert.encoder.layer.5.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 99,nncf_module.bert.encoder.layer.5.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 100,nncf_module.bert.encoder.layer.5.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 101,nncf_module.bert.encoder.layer.6.attention.self.query,NNCFLinear,weight,"[448, 768]",344064,153126,0.5549490451812744 | |
| 102,nncf_module.bert.encoder.layer.6.attention.self.query,NNCFLinear,bias,[448],448,448,0.0 | |
| 103,nncf_module.bert.encoder.layer.6.attention.self.key,NNCFLinear,weight,"[448, 768]",344064,169706,0.5067603588104248 | |
| 104,nncf_module.bert.encoder.layer.6.attention.self.key,NNCFLinear,bias,[448],448,448,0.0 | |
| 105,nncf_module.bert.encoder.layer.6.attention.self.value,NNCFLinear,weight,"[448, 768]",344064,154213,0.5517897605895996 | |
| 106,nncf_module.bert.encoder.layer.6.attention.self.value,NNCFLinear,bias,[448],448,448,0.0 | |
| 107,nncf_module.bert.encoder.layer.6.attention.output.dense,NNCFLinear,weight,"[768, 448]",344064,148815,0.5674787163734436 | |
| 108,nncf_module.bert.encoder.layer.6.attention.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 109,nncf_module.bert.encoder.layer.6.attention.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 110,nncf_module.bert.encoder.layer.6.attention.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 111,nncf_module.bert.encoder.layer.6.intermediate.dense,NNCFLinear,weight,"[280, 768]",215040,158800,0.261532723903656 | |
| 112,nncf_module.bert.encoder.layer.6.intermediate.dense,NNCFLinear,bias,[280],280,280,0.0 | |
| 113,nncf_module.bert.encoder.layer.6.output.dense,NNCFLinear,weight,"[768, 280]",215040,156397,0.27270740270614624 | |
| 114,nncf_module.bert.encoder.layer.6.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 115,nncf_module.bert.encoder.layer.6.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 116,nncf_module.bert.encoder.layer.6.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 117,nncf_module.bert.encoder.layer.7.attention.self.query,NNCFLinear,weight,"[448, 768]",344064,153876,0.5527692437171936 | |
| 118,nncf_module.bert.encoder.layer.7.attention.self.query,NNCFLinear,bias,[448],448,448,0.0 | |
| 119,nncf_module.bert.encoder.layer.7.attention.self.key,NNCFLinear,weight,"[448, 768]",344064,180384,0.4757254123687744 | |
| 120,nncf_module.bert.encoder.layer.7.attention.self.key,NNCFLinear,bias,[448],448,448,0.0 | |
| 121,nncf_module.bert.encoder.layer.7.attention.self.value,NNCFLinear,weight,"[448, 768]",344064,166552,0.515927255153656 | |
| 122,nncf_module.bert.encoder.layer.7.attention.self.value,NNCFLinear,bias,[448],448,448,0.0 | |
| 123,nncf_module.bert.encoder.layer.7.attention.output.dense,NNCFLinear,weight,"[768, 448]",344064,160346,0.5339646339416504 | |
| 124,nncf_module.bert.encoder.layer.7.attention.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 125,nncf_module.bert.encoder.layer.7.attention.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 126,nncf_module.bert.encoder.layer.7.attention.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 127,nncf_module.bert.encoder.layer.7.intermediate.dense,NNCFLinear,weight,"[211, 768]",162048,125197,0.22740793228149414 | |
| 128,nncf_module.bert.encoder.layer.7.intermediate.dense,NNCFLinear,bias,[211],211,211,0.0 | |
| 129,nncf_module.bert.encoder.layer.7.output.dense,NNCFLinear,weight,"[768, 211]",162048,123451,0.23818248510360718 | |
| 130,nncf_module.bert.encoder.layer.7.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 131,nncf_module.bert.encoder.layer.7.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 132,nncf_module.bert.encoder.layer.7.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 133,nncf_module.bert.encoder.layer.8.attention.self.query,NNCFLinear,weight,"[448, 768]",344064,149419,0.5657232403755188 | |
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| 135,nncf_module.bert.encoder.layer.8.attention.self.key,NNCFLinear,weight,"[448, 768]",344064,150699,0.5620030164718628 | |
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| 138,nncf_module.bert.encoder.layer.8.attention.self.value,NNCFLinear,bias,[448],448,448,0.0 | |
| 139,nncf_module.bert.encoder.layer.8.attention.output.dense,NNCFLinear,weight,"[768, 448]",344064,120648,0.6493443250656128 | |
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| 141,nncf_module.bert.encoder.layer.8.attention.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 142,nncf_module.bert.encoder.layer.8.attention.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 143,nncf_module.bert.encoder.layer.8.intermediate.dense,NNCFLinear,weight,"[108, 768]",82944,68989,0.16824603080749512 | |
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| 147,nncf_module.bert.encoder.layer.8.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
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| 149,nncf_module.bert.encoder.layer.9.attention.self.query,NNCFLinear,weight,"[320, 768]",245760,121225,0.5067341923713684 | |
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| 176,nncf_module.bert.encoder.layer.10.intermediate.dense,NNCFLinear,bias,[86],86,86,0.0 | |
| 177,nncf_module.bert.encoder.layer.10.output.dense,NNCFLinear,weight,"[768, 86]",66048,54584,0.17357075214385986 | |
| 178,nncf_module.bert.encoder.layer.10.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 179,nncf_module.bert.encoder.layer.10.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 180,nncf_module.bert.encoder.layer.10.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 181,nncf_module.bert.encoder.layer.11.attention.self.query,NNCFLinear,weight,"[384, 768]",294912,104737,0.6448533535003662 | |
| 182,nncf_module.bert.encoder.layer.11.attention.self.query,NNCFLinear,bias,[384],384,384,0.0 | |
| 183,nncf_module.bert.encoder.layer.11.attention.self.key,NNCFLinear,weight,"[384, 768]",294912,102558,0.6522420644760132 | |
| 184,nncf_module.bert.encoder.layer.11.attention.self.key,NNCFLinear,bias,[384],384,384,0.0 | |
| 185,nncf_module.bert.encoder.layer.11.attention.self.value,NNCFLinear,weight,"[384, 768]",294912,64855,0.7800869345664978 | |
| 186,nncf_module.bert.encoder.layer.11.attention.self.value,NNCFLinear,bias,[384],384,384,0.0 | |
| 187,nncf_module.bert.encoder.layer.11.attention.output.dense,NNCFLinear,weight,"[768, 384]",294912,69674,0.7637465000152588 | |
| 188,nncf_module.bert.encoder.layer.11.attention.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 189,nncf_module.bert.encoder.layer.11.attention.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 190,nncf_module.bert.encoder.layer.11.attention.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 191,nncf_module.bert.encoder.layer.11.intermediate.dense,NNCFLinear,weight,"[105, 768]",80640,67724,0.16016864776611328 | |
| 192,nncf_module.bert.encoder.layer.11.intermediate.dense,NNCFLinear,bias,[105],105,105,0.0 | |
| 193,nncf_module.bert.encoder.layer.11.output.dense,NNCFLinear,weight,"[768, 105]",80640,67519,0.1627107858657837 | |
| 194,nncf_module.bert.encoder.layer.11.output.dense,NNCFLinear,bias,[768],768,768,0.0 | |
| 195,nncf_module.bert.encoder.layer.11.output.LayerNorm,LayerNorm,weight,[768],768,768,0.0 | |
| 196,nncf_module.bert.encoder.layer.11.output.LayerNorm,LayerNorm,bias,[768],768,768,0.0 | |
| 197,nncf_module.qa_outputs,NNCFLinear,weight,"[2, 768]",1536,1536,0.0 | |
| 198,nncf_module.qa_outputs,NNCFLinear,bias,[2],2,2,0.0 | |