sparsity_report_Meta-Llama-3.1-8B-wanda-unstructured-0.5.csv

row,layer_id,short_id,layer_type,param_type,shape,nparam,nnz,sparsity,tile_shape,n_tile,n_tile_total,tile_avg,tile_min,tile_med,tile_max,col_avg,col_min,col_med,col_max,row_avg,row_min,row_med,row_max
0,model.layers.0.self_attn.q_proj,tx.0.attn.q,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.15673828125,0.49853515625,0.80322265625,0.5,0.0,0.3984375,1.0,0.5,0.0625,0.5,1.0
1,model.layers.0.self_attn.k_proj,tx.0.attn.k,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.1787109375,0.49755859375,0.79833984375,0.5,0.0,0.3984375,1.0,0.5,0.0625,0.5,1.0
2,model.layers.0.self_attn.v_proj,tx.0.attn.v,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.2021484375,0.50244140625,0.7734375,0.5,0.0,0.3359375,1.0,0.5,0.0625,0.5,1.0
3,model.layers.0.self_attn.o_proj,tx.0.attn.o,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.06494140625,0.45361328125,1.0,0.5,0.0,0.4375,1.0,0.5,0.0,0.5,1.0
4,model.layers.0.mlp.gate_proj,tx.0.mlp.gate,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.419921875,0.49951171875,0.587890625,0.5,0.0625,0.5078125,1.0,0.5,0.0,0.5,1.0
5,model.layers.0.mlp.up_proj,tx.0.mlp.up,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.4345703125,0.49951171875,0.59326171875,0.5,0.0859375,0.5078125,1.0,0.5,0.0,0.5,1.0
6,model.layers.0.mlp.down_proj,tx.0.mlp.down,Linear,weight,"[4096, 14336]",58720256,29360128,0.5,"(128, 16)",32 x 896,28672,0.5,0.341796875,0.5009765625,0.619140625,0.5,0.03125,0.5078125,0.9140625,0.5,0.0,0.5,1.0
7,model.layers.1.self_attn.q_proj,tx.1.attn.q,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.3037109375,0.5009765625,0.69140625,0.5,0.0,0.5390625,1.0,0.5,0.0,0.5,1.0
8,model.layers.1.self_attn.k_proj,tx.1.attn.k,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.29638671875,0.50048828125,0.66162109375,0.5,0.0,0.546875,1.0,0.5,0.0,0.5,1.0
9,model.layers.1.self_attn.v_proj,tx.1.attn.v,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.31298828125,0.5009765625,0.6376953125,0.5,0.0078125,0.5390625,1.0,0.5,0.0,0.5,1.0
10,model.layers.1.self_attn.o_proj,tx.1.attn.o,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.2197265625,0.50732421875,0.9677734375,0.5,0.03125,0.4609375,1.0,0.5,0.0,0.5,1.0
11,model.layers.1.mlp.gate_proj,tx.1.mlp.gate,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.43115234375,0.49951171875,0.58544921875,0.5,0.1328125,0.5078125,1.0,0.5,0.0,0.5,1.0
12,model.layers.1.mlp.up_proj,tx.1.mlp.up,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.42919921875,0.4990234375,0.57763671875,0.5,0.1171875,0.5078125,1.0,0.5,0.0,0.5,1.0
13,model.layers.1.mlp.down_proj,tx.1.mlp.down,Linear,weight,"[4096, 14336]",58720256,29360128,0.5,"(128, 16)",32 x 896,28672,0.5,0.40087890625,0.50146484375,0.61083984375,0.5,0.0,0.5234375,0.859375,0.5,0.0,0.5,1.0
14,model.layers.2.self_attn.q_proj,tx.2.attn.q,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.3681640625,0.501953125,0.63525390625,0.5,0.0,0.5390625,1.0,0.5,0.0,0.5,1.0
15,model.layers.2.self_attn.k_proj,tx.2.attn.k,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.3515625,0.50244140625,0.66455078125,0.5,0.0078125,0.546875,1.0,0.5,0.0,0.5,1.0
16,model.layers.2.self_attn.v_proj,tx.2.attn.v,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.3994140625,0.501953125,0.6064453125,0.5,0.03125,0.53125,1.0,0.5,0.0,0.5,1.0
17,model.layers.2.self_attn.o_proj,tx.2.attn.o,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.2265625,0.4404296875,0.96630859375,0.5,0.0078125,0.453125,1.0,0.5,0.0,0.5,1.0
18,model.layers.2.mlp.gate_proj,tx.2.mlp.gate,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.4375,0.49951171875,0.57275390625,0.5,0.1015625,0.5,1.0,0.5,0.0,0.5,1.0
19,model.layers.2.mlp.up_proj,tx.2.mlp.up,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.4375,0.49951171875,0.5771484375,0.5,0.15625,0.5,1.0,0.5,0.0,0.5,1.0
20,model.layers.2.mlp.down_proj,tx.2.mlp.down,Linear,weight,"[4096, 14336]",58720256,29360128,0.5,"(128, 16)",32 x 896,28672,0.5,0.38037109375,0.50048828125,0.62890625,0.5,0.015625,0.515625,0.8515625,0.5,0.0,0.5,1.0
21,model.layers.3.self_attn.q_proj,tx.3.attn.q,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.3984375,0.5009765625,0.59765625,0.5,0.015625,0.5234375,1.0,0.5,0.0,0.5,1.0
22,model.layers.3.self_attn.k_proj,tx.3.attn.k,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.3896484375,0.501953125,0.59423828125,0.5,0.015625,0.53125,1.0,0.5,0.0,0.5,1.0
23,model.layers.3.self_attn.v_proj,tx.3.attn.v,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.41064453125,0.5009765625,0.587890625,0.5,0.046875,0.515625,1.0,0.5,0.0,0.5,1.0
24,model.layers.3.self_attn.o_proj,tx.3.attn.o,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.25048828125,0.486328125,0.8359375,0.5,0.0390625,0.4921875,0.9765625,0.5,0.0,0.5,1.0
25,model.layers.3.mlp.gate_proj,tx.3.mlp.gate,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.43798828125,0.5,0.576171875,0.5,0.0625,0.5078125,1.0,0.5,0.0,0.5,1.0
26,model.layers.3.mlp.up_proj,tx.3.mlp.up,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.43994140625,0.49951171875,0.5712890625,0.5,0.140625,0.5,1.0,0.5,0.0,0.5,1.0
27,model.layers.3.mlp.down_proj,tx.3.mlp.down,Linear,weight,"[4096, 14336]",58720256,29360128,0.5,"(128, 16)",32 x 896,28672,0.5,0.39306640625,0.5,0.59765625,0.5,0.0234375,0.515625,0.859375,0.5,0.0,0.5,1.0
28,model.layers.4.self_attn.q_proj,tx.4.attn.q,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.37890625,0.5009765625,0.607421875,0.5,0.0078125,0.53125,1.0,0.5,0.0,0.5,1.0
29,model.layers.4.self_attn.k_proj,tx.4.attn.k,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.3759765625,0.50146484375,0.60986328125,0.5,0.0078125,0.53125,1.0,0.5,0.0,0.5,1.0
30,model.layers.4.self_attn.v_proj,tx.4.attn.v,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.40869140625,0.50048828125,0.62255859375,0.5,0.0390625,0.515625,1.0,0.5,0.0,0.5,1.0
31,model.layers.4.self_attn.o_proj,tx.4.attn.o,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.2314453125,0.462890625,0.95458984375,0.5,0.0078125,0.4609375,1.0,0.5,0.0,0.5,1.0
32,model.layers.4.mlp.gate_proj,tx.4.mlp.gate,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.43603515625,0.50048828125,0.5625,0.5,0.0390625,0.5078125,1.0,0.5,0.0,0.5,1.0
33,model.layers.4.mlp.up_proj,tx.4.mlp.up,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.43896484375,0.50048828125,0.5693359375,0.5,0.140625,0.5078125,1.0,0.5,0.0,0.5,1.0
34,model.layers.4.mlp.down_proj,tx.4.mlp.down,Linear,weight,"[4096, 14336]",58720256,29360128,0.5,"(128, 16)",32 x 896,28672,0.5,0.40380859375,0.5009765625,0.591796875,0.5,0.0234375,0.5,0.96875,0.5,0.0,0.5,1.0
35,model.layers.5.self_attn.q_proj,tx.5.attn.q,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.37841796875,0.50048828125,0.60400390625,0.5,0.0078125,0.53125,0.9375,0.5,0.0,0.5,1.0
36,model.layers.5.self_attn.k_proj,tx.5.attn.k,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.37841796875,0.5009765625,0.59912109375,0.5,0.0078125,0.53125,0.84375,0.5,0.0,0.5,1.0
37,model.layers.5.self_attn.v_proj,tx.5.attn.v,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.40966796875,0.50048828125,0.60107421875,0.5,0.03125,0.515625,1.0,0.5,0.0,0.5,1.0
38,model.layers.5.self_attn.o_proj,tx.5.attn.o,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.18359375,0.4443359375,0.92919921875,0.5,0.0078125,0.46875,1.0,0.5,0.0,0.5,1.0
39,model.layers.5.mlp.gate_proj,tx.5.mlp.gate,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.41552734375,0.50048828125,0.55859375,0.5,0.03125,0.5078125,1.0,0.5,0.0,0.5,1.0
40,model.layers.5.mlp.up_proj,tx.5.mlp.up,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.435546875,0.50048828125,0.5693359375,0.5,0.1015625,0.5,1.0,0.5,0.0,0.5,1.0
41,model.layers.5.mlp.down_proj,tx.5.mlp.down,Linear,weight,"[4096, 14336]",58720256,29360128,0.5,"(128, 16)",32 x 896,28672,0.5,0.4111328125,0.50048828125,0.5947265625,0.5,0.0,0.5,0.9296875,0.5,0.0,0.5,1.0
42,model.layers.6.self_attn.q_proj,tx.6.attn.q,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.3955078125,0.50048828125,0.59619140625,0.5,0.0078125,0.5234375,0.890625,0.5,0.0,0.5,1.0
43,model.layers.6.self_attn.k_proj,tx.6.attn.k,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.388671875,0.50146484375,0.59228515625,0.5,0.015625,0.53125,0.8984375,0.5,0.0,0.5,1.0
44,model.layers.6.self_attn.v_proj,tx.6.attn.v,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.41650390625,0.50048828125,0.5712890625,0.5,0.03125,0.515625,1.0,0.5,0.0,0.5,1.0
45,model.layers.6.self_attn.o_proj,tx.6.attn.o,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.24658203125,0.49365234375,0.841796875,0.5,0.0078125,0.4921875,0.984375,0.5,0.0,0.5,1.0
46,model.layers.6.mlp.gate_proj,tx.6.mlp.gate,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.42626953125,0.5009765625,0.56103515625,0.5,0.0390625,0.5078125,1.0,0.5,0.0,0.5,1.0
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48,model.layers.6.mlp.down_proj,tx.6.mlp.down,Linear,weight,"[4096, 14336]",58720256,29360128,0.5,"(128, 16)",32 x 896,28672,0.5,0.41845703125,0.5,0.6025390625,0.5,0.0,0.5,0.9609375,0.5,0.0,0.5,1.0
49,model.layers.7.self_attn.q_proj,tx.7.attn.q,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.3984375,0.5009765625,0.57958984375,0.5,0.015625,0.515625,0.875,0.5,0.0,0.5,1.0
50,model.layers.7.self_attn.k_proj,tx.7.attn.k,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.40869140625,0.50048828125,0.5771484375,0.5,0.0,0.5234375,0.8671875,0.5,0.0,0.5,1.0
51,model.layers.7.self_attn.v_proj,tx.7.attn.v,Linear,weight,"[1024, 4096]",4194304,2097152,0.5,"(128, 16)",8 x 256,2048,0.5,0.4150390625,0.50048828125,0.5673828125,0.5,0.03125,0.5078125,0.9921875,0.5,0.0,0.5,1.0
52,model.layers.7.self_attn.o_proj,tx.7.attn.o,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.3505859375,0.49560546875,0.70361328125,0.5,0.015625,0.5078125,0.9765625,0.5,0.0,0.5,1.0
53,model.layers.7.mlp.gate_proj,tx.7.mlp.gate,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.4189453125,0.5009765625,0.55224609375,0.5,0.0234375,0.5078125,0.71875,0.5,0.0,0.5,1.0
54,model.layers.7.mlp.up_proj,tx.7.mlp.up,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.4365234375,0.50048828125,0.5537109375,0.5,0.09375,0.5,0.7109375,0.5,0.0,0.5,1.0
55,model.layers.7.mlp.down_proj,tx.7.mlp.down,Linear,weight,"[4096, 14336]",58720256,29360128,0.5,"(128, 16)",32 x 896,28672,0.5,0.408203125,0.5009765625,0.5927734375,0.5,0.0,0.5,0.96875,0.5,0.0,0.5,1.0
56,model.layers.8.self_attn.q_proj,tx.8.attn.q,Linear,weight,"[4096, 4096]",16777216,8388608,0.5,"(128, 16)",32 x 256,8192,0.5,0.4013671875,0.5009765625,0.59423828125,0.5,0.0,0.515625,0.8359375,0.5,0.0,0.5,1.0
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61,model.layers.8.mlp.up_proj,tx.8.mlp.up,Linear,weight,"[14336, 4096]",58720256,29360128,0.5,"(128, 16)",112 x 256,28672,0.5,0.42724609375,0.50048828125,0.56005859375,0.5,0.0703125,0.5,1.0,0.5,0.0,0.5,1.0
62,model.layers.8.mlp.down_proj,tx.8.mlp.down,Linear,weight,"[4096, 14336]",58720256,29360128,0.5,"(128, 16)",32 x 896,28672,0.5,0.40966796875,0.50048828125,0.58984375,0.5,0.0546875,0.5078125,0.9375,0.5,0.0,0.5,1.0
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