bert-base-squadv1-block-pruning-hybrid-filled-lt-nncf-57.92sparse-lt
/
XP_layer_wise_sparsity_global_rate_26.51.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]",245760,93583,0.6192097663879395 | |
| 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]",245760,98270,0.6001383066177368 | |
| 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]",245760,113605,0.5377400517463684 | |
| 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]",245760,117208,0.5230793952941895 | |
| 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]",142080,97073,0.3167722225189209 | |
| 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]",142080,94692,0.33353036642074585 | |
| 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]",245760,118436,0.5180826187133789 | |
| 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]",245760,118116,0.5193847417831421 | |
| 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]",245760,107511,0.5625365972518921 | |
| 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]",245760,111189,0.5475707650184631 | |
| 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]",241920,148783,0.3849908709526062 | |
| 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]",241920,143166,0.40820932388305664 | |
| 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]",442368,162735,0.6321275234222412 | |
| 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]",442368,164795,0.6274707913398743 | |
| 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]",442368,135670,0.6933096647262573 | |
| 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]",442368,138445,0.6870365738868713 | |
| 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]",260352,154035,0.408358633518219 | |
| 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]",260352,150816,0.4207226634025574 | |
| 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]",442368,170623,0.6142961978912354 | |
| 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]",442368,178401,0.5967136025428772 | |
| 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]",442368,171905,0.6113982200622559 | |
| 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]",442368,169172,0.6175763010978699 | |
| 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]",282624,163163,0.42268526554107666 | |
| 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]",282624,157506,0.44270122051239014 | |
| 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]",442368,175772,0.6026566028594971 | |
| 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]",442368,177087,0.5996840000152588 | |
| 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]",442368,163996,0.6292769908905029 | |
| 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]",442368,159335,0.6398134231567383 | |
| 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]",296448,167726,0.43421441316604614 | |
| 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]",296448,159865,0.46073174476623535 | |
| 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]",294912,114186,0.6128133535385132 | |
| 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]",294912,132782,0.5497572422027588 | |
| 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]",294912,134830,0.5428127646446228 | |
| 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]",294912,131941,0.5526089072227478 | |
| 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]",258048,153916,0.4035372734069824 | |
| 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]",258048,145794,0.4350120425224304 | |
| 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]",344064,131878,0.616705060005188 | |
| 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]",344064,144502,0.580014169216156 | |
| 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]",344064,130911,0.6195155382156372 | |
| 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]",344064,125928,0.6339982748031616 | |
| 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]",215040,135283,0.37089377641677856 | |
| 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]",215040,131619,0.3879324793815613 | |
| 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]",344064,132120,0.6160016655921936 | |
| 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]",344064,152223,0.5575735569000244 | |
| 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]",344064,141066,0.5900006890296936 | |
| 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]",344064,135662,0.605707049369812 | |
| 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]",162048,109590,0.3237189054489136 | |
| 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]",162048,107335,0.33763450384140015 | |
| 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]",344064,129148,0.624639630317688 | |
| 134,nncf_module.bert.encoder.layer.8.attention.self.query,NNCFLinear,bias,[448],448,448,0.0 | |
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| 137,nncf_module.bert.encoder.layer.8.attention.self.value,NNCFLinear,weight,"[448, 768]",344064,108162,0.6856340765953064 | |
| 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]",344064,103447,0.699337899684906 | |
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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]",82944,63275,0.2371358871459961 | |
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| 149,nncf_module.bert.encoder.layer.9.attention.self.query,NNCFLinear,weight,"[320, 768]",245760,107145,0.56402587890625 | |
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| 176,nncf_module.bert.encoder.layer.10.intermediate.dense,NNCFLinear,bias,[86],86,86,0.0 | |
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| 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]",294912,88129,0.7011684775352478 | |
| 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]",294912,85288,0.7108018398284912 | |
| 184,nncf_module.bert.encoder.layer.11.attention.self.key,NNCFLinear,bias,[384],384,384,0.0 | |
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| 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]",294912,49311,0.832794189453125 | |
| 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]",80640,62254,0.22800099849700928 | |
| 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]",80640,61669,0.2352554202079773 | |
| 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 | |