You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert
Hi ,thanks for your work, I use rezero method to train 32 layers transformer, I found that starting from the 20th layer, the resweight is almost 0, (layer 0 is data input, layer 31 is data output, dec_attn is attention layer, pos_ff is feed forward layer, resweight is the coefficient of xi + resweight*sublayer(xi) ), if resweight is almost 0, then this layer didn't work.
Why does this happen?
Thanks for your help
I got same result which most of my resweights are close to 0 (less than 0.005 when I use Layers less than 12)
but for you, the author suggested that layers.x.dec_attn.resweight ==layers.x.pos_ff.resweight
Hi ,thanks for your work, I use rezero method to train 32 layers transformer, I found that starting from the 20th layer, the resweight is almost 0, (layer 0 is data input, layer 31 is data output, dec_attn is attention layer, pos_ff is feed forward layer, resweight is the coefficient of xi + resweight*sublayer(xi) ), if resweight is almost 0, then this layer didn't work.
Why does this happen?
Thanks for your help
layers.0.dec_attn.resweight tensor([0.0962])
layers.0.pos_ff.resweight tensor( [0.0908])
layers.1.dec_attn.resweight tensor([0.1198])
layers.1.pos_ff.resweight tensor( [0.1206])
layers.2.dec_attn.resweight tensor([0.1403] )
layers.2.pos_ff.resweight tensor( [0.1274] )
layers.3.dec_attn.resweight tensor([0.1621] )
layers.3.pos_ff.resweight tensor( [0.1263] )
layers.4.dec_attn.resweight tensor([0.2211] )
layers.4.pos_ff.resweight tensor( [0.1438] )
layers.5.dec_attn.resweight tensor([0.2545] )
layers.5.pos_ff.resweight tensor( [0.1415] )
layers.6.dec_attn.resweight tensor([0.3898] )
layers.6.pos_ff.resweight tensor( [0.1338] )
layers.7.dec_attn.resweight tensor([0.2653] )
layers.7.pos_ff.resweight tensor( [0.1012] )
layers.8.dec_attn.resweight tensor([-0.0499] )
layers.8.pos_ff.resweight tensor( [-0.0796] )
layers.9.dec_attn.resweight tensor([0.0203] )
layers.9.pos_ff.resweight tensor( [-0.0963] )
layers.10.dec_attn.resweight tensor([-0.0249] )
layers.10.pos_ff.resweight tensor( [-0.0963] )
layers.11.dec_attn.resweight tensor([0.0133] )
layers.11.pos_ff.resweight tensor( [0.0927] )
layers.12.dec_attn.resweight tensor([-0.0243] )
layers.12.pos_ff.resweight tensor( [0.0958] )
layers.13.dec_attn.resweight tensor([0.0287] )
layers.13.pos_ff.resweight tensor( [-0.0868] )
layers.14.dec_attn.resweight tensor([-0.0148] )
layers.14.pos_ff.resweight tensor( [0.0814] )
layers.15.dec_attn.resweight tensor([-0.0198] )
layers.15.pos_ff.resweight tensor( [-0.0581] )
layers.16.dec_attn.resweight tensor([0.0174] )
layers.16.pos_ff.resweight tensor( [-0.0743] )
layers.17.dec_attn.resweight tensor([-0.0107] )
layers.17.pos_ff.resweight tensor( [-0.0619] )
layers.18.dec_attn.resweight tensor([ -0.0001] )
layers.18.pos_ff.resweight tensor( [-0.0001] )
layers.19.dec_attn.resweight tensor([0.0061] )
layers.19.pos_ff.resweight tensor( [-0.0000] )
layers.20.dec_attn.resweight tensor([0.0054] )
layers.20.pos_ff.resweight tensor( [-0.0001] )
layers.21.dec_attn.resweight tensor([-0.0001] )
layers.21.pos_ff.resweight tensor( [-0.0000] )
layers.22.dec_attn.resweight tensor([-0.0036] )
layers.22.pos_ff.resweight tensor( [0.0001] )
layers.23.dec_attn.resweight tensor([0.0042] )
layers.23.pos_ff.resweight tensor( [-0.0001] )
layers.24.dec_attn.resweight tensor([0.0017] )
layers.24.pos_ff.resweight tensor( [-0.0000] )
layers.25.dec_attn.resweight tensor([-0.0037] )
layers.25.pos_ff.resweight tensor( [-0.0003] )
layers.26.dec_attn.resweight tensor([0.0003] )
layers.26.pos_ff.resweight tensor( [0.0001] )
layers.27.dec_attn.resweight tensor([0.0004] )
layers.27.pos_ff.resweight tensor( [-0.0001] )
layers.28.dec_attn.resweight tensor([-0.0007] )
layers.28.pos_ff.resweight tensor( [0.0001] )
layers.29.dec_attn.resweight tensor([0.0002] )
layers.29.pos_ff.resweight tensor( [-0.0000] )
layers.30.dec_attn.resweight tensor([0.0008] )
layers.30.pos_ff.resweight tensor( [0.0000] )
layers.31.dec_attn.resweight tensor([0.0008] )
layers.31.pos_ff.resweight tensor( [-0.0000] )
The text was updated successfully, but these errors were encountered: