eamples of XY plot *************************************************************** for elemental Each value is separated by a blank line/空行で区切ります Element merge values are comma or newline delimited/要素マージの値はカンマまたは改行区切りです Commas and newlines can also be mixed/カンマと改行の混在も可能です You can insert no elemental by inserting two blank lines at the beginning/最初に空行をふたつ入れるとelementalのない状態を挿入できます **sample1******************************************************* OUT05::1 OUT05:layers:1 OUT05:attn1:1 OUT05:attn2:1 OUT05:ff.net:1 **sample2******************************************************* IN07:attn1:0.5,IN07:attn2:0.2 OUT03:NOT attn1.to_k.weight:0.5 OUT03:attn1.to_k.weight:0.3 OUT04:NOT ff.net:0.5 OUT04:attn1.to_k.weight:0.3 OUT04:attn1.to_out.0.weight:0.3 OUT05:NOT ff.net:0.5 OUT05:attn1.to_k.weight:0.3 OUT05:attn1.to_out.0.weight:0.3 *************************************************************** *************************************************************** for pinpoint element Each value is separated by comma or a blank line/カンマまたは改行で区切ります do not enter ratio/ratioは入力しません **sample3****************************************************** IN07:,IN07:layers,IN07:attn1,IN07:attn2,IN07:ff.net **sample4****************************************************** OUT04:NOT attn2.to_q OUT04:attn1.to_k.weight OUT04:ff.net OUT04:attn *************************************************************** *************************************************************** for effective elemental cheker Examine the effect of each block/各階層の影響度を調べる Output results can be split by inserting "|"/途中「|」を挿入することで出力結果を分割できます。 **sample5************************************************************* IN00:,IN01:,IN02:,IN03:,IN04:,IN05:,IN06:,IN07:,IN08:,IN09:,IN10:,IN11:,M00:|OUT00:,OUT01:,OUT02:,OUT03:,OUT04:,OUT05:,OUT06:,OUT07:,OUT08:,OUT09:,OUT10:,OUT11: Examine the effect of all elements in the IN01/IN01層のすべての要素の影響度を調べる Below that corresponds to IN02 or later/その下はIN02以降に対応 **sample6************************************************************* IN01:emb_layers.1.bias,IN01:emb_layers.1.weight,IN01:in_layers.0.bias,IN01:in_layers.0.weight,IN01:in_layers.2.bias,IN01:in_layers.2.weight,IN01:out_layers.0.bias,IN01:out_layers.0.weight,IN01:out_layers.3.bias,IN01:out_layers.3.weight,IN01:skip_connection.bias,IN01:skip_connection.weight,IN01:norm.bias,IN01:norm.weight,IN01:proj_in.bias,IN01:proj_in.weight,IN01:proj_out.bias,IN01:proj_out.weight,IN01:transformer_blocks.0.attn1.to_k.weight,IN01:transformer_blocks.0.attn1.to_out.0.bias,IN01:transformer_blocks.0.attn1.to_out.0.weight,IN01:transformer_blocks.0.attn1.to_q.weight,IN01:transformer_blocks.0.attn1.to_v.weight,IN01:transformer_blocks.0.attn2.to_k.weight,IN01:transformer_blocks.0.attn2.to_out.0.bias,IN01:transformer_blocks.0.attn2.to_out.0.weight,IN01:transformer_blocks.0.attn2.to_q.weight,IN01:transformer_blocks.0.attn2.to_v.weight,IN01:transformer_blocks.0.ff.net.0.proj.bias,IN01:transformer_blocks.0.ff.net.0.proj.weight,IN01:transformer_blocks.0.ff.net.2.bias,IN01:transformer_blocks.0.ff.net.2.weight,IN01:transformer_blocks.0.norm1.bias,IN01:transformer_blocks.0.norm1.weight,IN01:transformer_blocks.0.norm2.bias,IN01:transformer_blocks.0.norm2.weight,IN01:transformer_blocks.0.norm3.bias,IN01:transformer_blocks.0.norm3.weight IN02:emb_layers.1.bias,IN02:emb_layers.1.weight,IN02:in_layers.0.bias,IN02:in_layers.0.weight,IN02:in_layers.2.bias,IN02:in_layers.2.weight,IN02:out_layers.0.bias,IN02:out_layers.0.weight,IN02:out_layers.3.bias,IN02:out_layers.3.weight,IN02:skip_connection.bias,IN02:skip_connection.weight,IN02:norm.bias,IN02:norm.weight,IN02:proj_in.bias,IN02:proj_in.weight,IN02:proj_out.bias,IN02:proj_out.weight,IN02:transformer_blocks.0.attn1.to_k.weight,IN02:transformer_blocks.0.attn1.to_out.0.bias,IN02:transformer_blocks.0.attn1.to_out.0.weight,IN02:transformer_blocks.0.attn1.to_q.weight,IN02:transformer_blocks.0.attn1.to_v.weight,IN02:transformer_blocks.0.attn2.to_k.weight,IN02:transformer_blocks.0.attn2.to_out.0.bias,IN02:transformer_blocks.0.attn2.to_out.0.weight,IN02:transformer_blocks.0.attn2.to_q.weight,IN02:transformer_blocks.0.attn2.to_v.weight,IN02:transformer_blocks.0.ff.net.0.proj.bias,IN02:transformer_blocks.0.ff.net.0.proj.weight,IN02:transformer_blocks.0.ff.net.2.bias,IN02:transformer_blocks.0.ff.net.2.weight,IN02:transformer_blocks.0.norm1.bias,IN02:transformer_blocks.0.norm1.weight,IN02:transformer_blocks.0.norm2.bias,IN02:transformer_blocks.0.norm2.weight,IN02:transformer_blocks.0.norm3.bias,IN02:transformer_blocks.0.norm3.weight IN00:bias,IN00:weight,IN03:op.bias,IN03:op.weight,IN06:op.bias,IN06:op.weight,IN09:op.bias,IN09:op.weight IN04:emb_layers.1.bias,IN04:emb_layers.1.weight,IN04:in_layers.0.bias,IN04:in_layers.0.weight,IN04:in_layers.2.bias,IN04:in_layers.2.weight,IN04:out_layers.0.bias,IN04:out_layers.0.weight,IN04:out_layers.3.bias,IN04:out_layers.3.weight,IN04:skip_connection.bias,IN04:skip_connection.weight,IN04:norm.bias,IN04:norm.weight,IN04:proj_in.bias,IN04:proj_in.weight,IN04:proj_out.bias,IN04:proj_out.weight,IN04:transformer_blocks.0.attn1.to_k.weight,IN04:transformer_blocks.0.attn1.to_out.0.bias,IN04:transformer_blocks.0.attn1.to_out.0.weight,IN04:transformer_blocks.0.attn1.to_q.weight,IN04:transformer_blocks.0.attn1.to_v.weight,IN04:transformer_blocks.0.attn2.to_k.weight,IN04:transformer_blocks.0.attn2.to_out.0.bias,IN04:transformer_blocks.0.attn2.to_out.0.weight,IN04:transformer_blocks.0.attn2.to_q.weight,IN04:transformer_blocks.0.attn2.to_v.weight,IN04:transformer_blocks.0.ff.net.0.proj.bias,IN04:transformer_blocks.0.ff.net.0.proj.weight,IN04:transformer_blocks.0.ff.net.2.bias,IN04:transformer_blocks.0.ff.net.2.weight,IN04:transformer_blocks.0.norm1.bias,IN04:transformer_blocks.0.norm1.weight,IN04:transformer_blocks.0.norm2.bias,IN04:transformer_blocks.0.norm2.weight,IN04:transformer_blocks.0.norm3.bias,IN04:transformer_blocks.0.norm3.weight IN05:emb_layers.1.bias,IN05:emb_layers.1.weight,IN05:in_layers.0.bias,IN05:in_layers.0.weight,IN05:in_layers.2.bias,IN05:in_layers.2.weight,IN05:out_layers.0.bias,IN05:out_layers.0.weight,IN05:out_layers.3.bias,IN05:out_layers.3.weight,IN05:skip_connection.bias,IN05:skip_connection.weight,IN05:norm.bias,IN05:norm.weight,IN05:proj_in.bias,IN05:proj_in.weight,IN05:proj_out.bias,IN05:proj_out.weight,IN05:transformer_blocks.0.attn1.to_k.weight,IN05:transformer_blocks.0.attn1.to_out.0.bias,IN05:transformer_blocks.0.attn1.to_out.0.weight,IN05:transformer_blocks.0.attn1.to_q.weight,IN05:transformer_blocks.0.attn1.to_v.weight,IN05:transformer_blocks.0.attn2.to_k.weight,IN05:transformer_blocks.0.attn2.to_out.0.bias,IN05:transformer_blocks.0.attn2.to_out.0.weight,IN05:transformer_blocks.0.attn2.to_q.weight,IN05:transformer_blocks.0.attn2.to_v.weight,IN05:transformer_blocks.0.ff.net.0.proj.bias,IN05:transformer_blocks.0.ff.net.0.proj.weight,IN05:transformer_blocks.0.ff.net.2.bias,IN05:transformer_blocks.0.ff.net.2.weight,IN05:transformer_blocks.0.norm1.bias,IN05:transformer_blocks.0.norm1.weight,IN05:transformer_blocks.0.norm2.bias,IN05:transformer_blocks.0.norm2.weight,IN05:transformer_blocks.0.norm3.bias,IN05:transformer_blocks.0.norm3.weight IN07:emb_layers.1.bias,IN07:emb_layers.1.weight,IN07:in_layers.0.bias,IN07:in_layers.0.weight,IN07:in_layers.2.bias,IN07:in_layers.2.weight,IN07:out_layers.0.bias,IN07:out_layers.0.weight,IN07:out_layers.3.bias,IN07:out_layers.3.weight,IN07:skip_connection.bias,IN07:skip_connection.weight,IN07:norm.bias,IN07:norm.weight,IN07:proj_in.bias,IN07:proj_in.weight,IN07:proj_out.bias,IN07:proj_out.weight,IN07:transformer_blocks.0.attn1.to_k.weight,IN07:transformer_blocks.0.attn1.to_out.0.bias,IN07:transformer_blocks.0.attn1.to_out.0.weight,IN07:transformer_blocks.0.attn1.to_q.weight,IN07:transformer_blocks.0.attn1.to_v.weight,IN07:transformer_blocks.0.attn2.to_k.weight,IN07:transformer_blocks.0.attn2.to_out.0.bias,IN07:transformer_blocks.0.attn2.to_out.0.weight,IN07:transformer_blocks.0.attn2.to_q.weight,IN07:transformer_blocks.0.attn2.to_v.weight,IN07:transformer_blocks.0.ff.net.0.proj.bias,IN07:transformer_blocks.0.ff.net.0.proj.weight,IN07:transformer_blocks.0.ff.net.2.bias,IN07:transformer_blocks.0.ff.net.2.weight,IN07:transformer_blocks.0.norm1.bias,IN07:transformer_blocks.0.norm1.weight,IN07:transformer_blocks.0.norm2.bias,IN07:transformer_blocks.0.norm2.weight,IN07:transformer_blocks.0.norm3.bias,IN07:transformer_blocks.0.norm3.weight IN08:emb_layers.1.bias,IN08:emb_layers.1.weight,IN08:in_layers.0.bias,IN08:in_layers.0.weight,IN08:in_layers.2.bias,IN08:in_layers.2.weight,IN08:out_layers.0.bias,IN08:out_layers.0.weight,IN08:out_layers.3.bias,IN08:out_layers.3.weight,IN08:skip_connection.bias,IN08:skip_connection.weight,IN08:norm.bias,IN08:norm.weight,IN08:proj_in.bias,IN08:proj_in.weight,IN08:proj_out.bias,IN08:proj_out.weight,IN08:transformer_blocks.0.attn1.to_k.weight,IN08:transformer_blocks.0.attn1.to_out.0.bias,IN08:transformer_blocks.0.attn1.to_out.0.weight,IN08:transformer_blocks.0.attn1.to_q.weight,IN08:transformer_blocks.0.attn1.to_v.weight,IN08:transformer_blocks.0.attn2.to_k.weight,IN08:transformer_blocks.0.attn2.to_out.0.bias,IN08:transformer_blocks.0.attn2.to_out.0.weight,IN08:transformer_blocks.0.attn2.to_q.weight,IN08:transformer_blocks.0.attn2.to_v.weight,IN08:transformer_blocks.0.ff.net.0.proj.bias,IN08:transformer_blocks.0.ff.net.0.proj.weight,IN08:transformer_blocks.0.ff.net.2.bias,IN08:transformer_blocks.0.ff.net.2.weight,IN08:transformer_blocks.0.norm1.bias,IN08:transformer_blocks.0.norm1.weight,IN08:transformer_blocks.0.norm2.bias,IN08:transformer_blocks.0.norm2.weight,IN08:transformer_blocks.0.norm3.bias,IN08:transformer_blocks.0.norm3.weight IN10:emb_layers.1.bias,IN10:emb_layers.1.weight,IN10:in_layers.0.bias,IN10:in_layers.0.weight,IN10:in_layers.2.bias,IN10:in_layers.2.weight,IN10:out_layers.0.bias,IN10:out_layers.0.weight,IN10:out_layers.3.bias,IN10:out_layers.3.weight,IN11:emb_layers.1.bias,IN11:emb_layers.1.weight,IN11:in_layers.0.bias,IN11:in_layers.0.weight,IN11:in_layers.2.bias,IN11:in_layers.2.weight,IN11:out_layers.0.bias,IN11:out_layers.0.weight,IN11:out_layers.3.bias,IN11:out_layers.3.weight M00:0.emb_layers.1.bias,M00:0.emb_layers.1.weight,M00:0.in_layers.0.bias,M00:0.in_layers.0.weight,M00:0.in_layers.2.bias,M00:0.in_layers.2.weight,M00:0.out_layers.0.bias,M00:0.out_layers.0.weight,M00:0.out_layers.3.bias,M00:0.out_layers.3.weight,M00:1.norm.bias,M00:1.norm.weight,M00:1.proj_in.bias,M00:1.proj_in.weight,M00:1.proj_out.bias,M00:1.proj_out.weight,M00:1.transformer_blocks.0.attn1.to_k.weight,M00:1.transformer_blocks.0.attn1.to_out.0.bias,M00:1.transformer_blocks.0.attn1.to_out.0.weight,M00:1.transformer_blocks.0.attn1.to_q.weight,M00:1.transformer_blocks.0.attn1.to_v.weight,M00:1.transformer_blocks.0.attn2.to_k.weight,M00:1.transformer_blocks.0.attn2.to_out.0.bias,M00:1.transformer_blocks.0.attn2.to_out.0.weight,M00:1.transformer_blocks.0.attn2.to_q.weight,M00:1.transformer_blocks.0.attn2.to_v.weight,M00:1.transformer_blocks.0.ff.net.0.proj.bias,M00:1.transformer_blocks.0.ff.net.0.proj.weight,M00:1.transformer_blocks.0.ff.net.2.bias,M00:1.transformer_blocks.0.ff.net.2.weight,M00:1.transformer_blocks.0.norm1.bias,M00:1.transformer_blocks.0.norm1.weight,M00:1.transformer_blocks.0.norm2.bias,M00:1.transformer_blocks.0.norm2.weight,M00:1.transformer_blocks.0.norm3.bias,M00:1.transformer_blocks.0.norm3.weight,M00:2.emb_layers.1.bias,M00:2.emb_layers.1.weight,M00:2.in_layers.0.bias,M00:2.in_layers.0.weight,M00:2.in_layers.2.bias,M00:2.in_layers.2.weight,M00:2.out_layers.0.bias,M00:2.out_layers.0.weight,M00:2.out_layers.3.bias,M00:2.out_layers.3.weight OUT00:emb_layers.1.bias,OUT00:emb_layers.1.weight,OUT00:in_layers.0.bias,OUT00:in_layers.0.weight,OUT00:in_layers.2.bias,OUT00:in_layers.2.weight,OUT00:out_layers.0.bias,OUT00:out_layers.0.weight,OUT00:out_layers.3.bias,OUT00:out_layers.3.weight,OUT00:skip_connection.bias,OUT00:skip_connection.weight,OUT01:emb_layers.1.bias,OUT01:emb_layers.1.weight,OUT01:in_layers.0.bias,OUT01:in_layers.0.weight,OUT01:in_layers.2.bias,OUT01:in_layers.2.weight,OUT01:out_layers.0.bias,OUT01:out_layers.0.weight,OUT01:out_layers.3.bias,OUT01:out_layers.3.weight,OUT01:skip_connection.bias,OUT01:skip_connection.weight,OUT02:emb_layers.1.bias,OUT02:emb_layers.1.weight,OUT02:in_layers.0.bias,OUT02:in_layers.0.weight,OUT02:in_layers.2.bias,OUT02:in_layers.2.weight,OUT02:out_layers.0.bias,OUT02:out_layers.0.weight,OUT02:out_layers.3.bias,OUT02:out_layers.3.weight,OUT02:skip_connection.bias,OUT02:skip_connection.weight,OUT02:conv.bias,OUT02:conv.weight OUT03:emb_layers.1.bias,OUT03:emb_layers.1.weight,OUT03:in_layers.0.bias,OUT03:in_layers.0.weight,OUT03:in_layers.2.bias,OUT03:in_layers.2.weight,OUT03:out_layers.0.bias,OUT03:out_layers.0.weight,OUT03:out_layers.3.bias,OUT03:out_layers.3.weight,OUT03:skip_connection.bias,OUT03:skip_connection.weight,OUT03:norm.bias,OUT03:norm.weight,OUT03:proj_in.bias,OUT03:proj_in.weight,OUT03:proj_out.bias,OUT03:proj_out.weight,OUT03:transformer_blocks.0.attn1.to_k.weight,OUT03:transformer_blocks.0.attn1.to_out.0.bias,OUT03:transformer_blocks.0.attn1.to_out.0.weight,OUT03:transformer_blocks.0.attn1.to_q.weight,OUT03:transformer_blocks.0.attn1.to_v.weight,OUT03:transformer_blocks.0.attn2.to_k.weight,OUT03:transformer_blocks.0.attn2.to_out.0.bias,OUT03:transformer_blocks.0.attn2.to_out.0.weight,OUT03:transformer_blocks.0.attn2.to_q.weight,OUT03:transformer_blocks.0.attn2.to_v.weight,OUT03:transformer_blocks.0.ff.net.0.proj.bias,OUT03:transformer_blocks.0.ff.net.0.proj.weight,OUT03:transformer_blocks.0.ff.net.2.bias,OUT03:transformer_blocks.0.ff.net.2.weight,OUT03:transformer_blocks.0.norm1.bias,OUT03:transformer_blocks.0.norm1.weight,OUT03:transformer_blocks.0.norm2.bias,OUT03:transformer_blocks.0.norm2.weight,OUT03:transformer_blocks.0.norm3.bias,OUT03:transformer_blocks.0.norm3.weight OUT04:emb_layers.1.bias,OUT04:emb_layers.1.weight,OUT04:in_layers.0.bias,OUT04:in_layers.0.weight,OUT04:in_layers.2.bias,OUT04:in_layers.2.weight,OUT04:out_layers.0.bias,OUT04:out_layers.0.weight,OUT04:out_layers.3.bias,OUT04:out_layers.3.weight,OUT04:skip_connection.bias,OUT04:skip_connection.weight,OUT04:norm.bias,OUT04:norm.weight,OUT04:proj_in.bias,OUT04:proj_in.weight,OUT04:proj_out.bias,OUT04:proj_out.weight,OUT04:transformer_blocks.0.attn1.to_k.weight,OUT04:transformer_blocks.0.attn1.to_out.0.bias,OUT04:transformer_blocks.0.attn1.to_out.0.weight,OUT04:transformer_blocks.0.attn1.to_q.weight,OUT04:transformer_blocks.0.attn1.to_v.weight,OUT04:transformer_blocks.0.attn2.to_k.weight,OUT04:transformer_blocks.0.attn2.to_out.0.bias,OUT04:transformer_blocks.0.attn2.to_out.0.weight,OUT04:transformer_blocks.0.attn2.to_q.weight,OUT04:transformer_blocks.0.attn2.to_v.weight,OUT04:transformer_blocks.0.ff.net.0.proj.bias,OUT04:transformer_blocks.0.ff.net.0.proj.weight,OUT04:transformer_blocks.0.ff.net.2.bias,OUT04:transformer_blocks.0.ff.net.2.weight,OUT04:transformer_blocks.0.norm1.bias,OUT04:transformer_blocks.0.norm1.weight,OUT04:transformer_blocks.0.norm2.bias,OUT04:transformer_blocks.0.norm2.weight,OUT04:transformer_blocks.0.norm3.bias,OUT04:transformer_blocks.0.norm3.weight OUT05:emb_layers.1.bias,OUT05:emb_layers.1.weight,OUT05:in_layers.0.bias,OUT05:in_layers.0.weight,OUT05:in_layers.2.bias,OUT05:in_layers.2.weight,OUT05:out_layers.0.bias,OUT05:out_layers.0.weight,OUT05:out_layers.3.bias,OUT05:out_layers.3.weight,OUT05:skip_connection.bias,OUT05:skip_connection.weight,OUT05:norm.bias,OUT05:norm.weight,OUT05:proj_in.bias,OUT05:proj_in.weight,OUT05:proj_out.bias,OUT05:proj_out.weight,OUT05:transformer_blocks.0.attn1.to_k.weight,OUT05:transformer_blocks.0.attn1.to_out.0.bias,OUT05:transformer_blocks.0.attn1.to_out.0.weight,OUT05:transformer_blocks.0.attn1.to_q.weight,OUT05:transformer_blocks.0.attn1.to_v.weight,OUT05:transformer_blocks.0.attn2.to_k.weight,OUT05:transformer_blocks.0.attn2.to_out.0.bias,OUT05:transformer_blocks.0.attn2.to_out.0.weight,OUT05:transformer_blocks.0.attn2.to_q.weight,OUT05:transformer_blocks.0.attn2.to_v.weight,OUT05:transformer_blocks.0.ff.net.0.proj.bias,OUT05:transformer_blocks.0.ff.net.0.proj.weight,OUT05:transformer_blocks.0.ff.net.2.bias,OUT05:transformer_blocks.0.ff.net.2.weight,OUT05:transformer_blocks.0.norm1.bias,OUT05:transformer_blocks.0.norm1.weight,OUT05:transformer_blocks.0.norm2.bias,OUT05:transformer_blocks.0.norm2.weight,OUT05:transformer_blocks.0.norm3.bias,OUT05:transformer_blocks.0.norm3.weight,OUT05:conv.bias,OUT05:conv.weight ,OUT06:emb_layers.1.bias,OUT06:emb_layers.1.weight,OUT06:in_layers.0.bias,OUT06:in_layers.0.weight,OUT06:in_layers.2.bias,OUT06:in_layers.2.weight,OUT06:out_layers.0.bias,OUT06:out_layers.0.weight,OUT06:out_layers.3.bias,OUT06:out_layers.3.weight,OUT06:skip_connection.bias,OUT06:skip_connection.weight,OUT06:norm.bias,OUT06:norm.weight,OUT06:proj_in.bias,OUT06:proj_in.weight,OUT06:proj_out.bias,OUT06:proj_out.weight,OUT06:transformer_blocks.0.attn1.to_k.weight,OUT06:transformer_blocks.0.attn1.to_out.0.bias,OUT06:transformer_blocks.0.attn1.to_out.0.weight,OUT06:transformer_blocks.0.attn1.to_q.weight,OUT06:transformer_blocks.0.attn1.to_v.weight,OUT06:transformer_blocks.0.attn2.to_k.weight,OUT06:transformer_blocks.0.attn2.to_out.0.bias,OUT06:transformer_blocks.0.attn2.to_out.0.weight,OUT06:transformer_blocks.0.attn2.to_q.weight,OUT06:transformer_blocks.0.attn2.to_v.weight,OUT06:transformer_blocks.0.ff.net.0.proj.bias,OUT06:transformer_blocks.0.ff.net.0.proj.weight,OUT06:transformer_blocks.0.ff.net.2.bias,OUT06:transformer_blocks.0.ff.net.2.weight,OUT06:transformer_blocks.0.norm1.bias,OUT06:transformer_blocks.0.norm1.weight,OUT06:transformer_blocks.0.norm2.bias,OUT06:transformer_blocks.0.norm2.weight,OUT06:transformer_blocks.0.norm3.bias,OUT06:transformer_blocks.0.norm3.weight OUT07:emb_layers.1.bias,OUT07:emb_layers.1.weight,OUT07:in_layers.0.bias,OUT07:in_layers.0.weight,OUT07:in_layers.2.bias,OUT07:in_layers.2.weight,OUT07:out_layers.0.bias,OUT07:out_layers.0.weight,OUT07:out_layers.3.bias,OUT07:out_layers.3.weight,OUT07:skip_connection.bias,OUT07:skip_connection.weight,OUT07:norm.bias,OUT07:norm.weight,OUT07:proj_in.bias,OUT07:proj_in.weight,OUT07:proj_out.bias,OUT07:proj_out.weight,OUT07:transformer_blocks.0.attn1.to_k.weight,OUT07:transformer_blocks.0.attn1.to_out.0.bias,OUT07:transformer_blocks.0.attn1.to_out.0.weight,OUT07:transformer_blocks.0.attn1.to_q.weight,OUT07:transformer_blocks.0.attn1.to_v.weight,OUT07:transformer_blocks.0.attn2.to_k.weight,OUT07:transformer_blocks.0.attn2.to_out.0.bias,OUT07:transformer_blocks.0.attn2.to_out.0.weight,OUT07:transformer_blocks.0.attn2.to_q.weight,OUT07:transformer_blocks.0.attn2.to_v.weight,OUT07:transformer_blocks.0.ff.net.0.proj.bias,OUT07:transformer_blocks.0.ff.net.0.proj.weight,OUT07:transformer_blocks.0.ff.net.2.bias,OUT07:transformer_blocks.0.ff.net.2.weight,OUT07:transformer_blocks.0.norm1.bias,OUT07:transformer_blocks.0.norm1.weight,OUT07:transformer_blocks.0.norm2.bias,OUT07:transformer_blocks.0.norm2.weight,OUT07:transformer_blocks.0.norm3.bias,OUT07:transformer_blocks.0.norm3.weight ,OUT08:emb_layers.1.bias,OUT08:emb_layers.1.weight,OUT08:in_layers.0.bias,OUT08:in_layers.0.weight,OUT08:in_layers.2.bias,OUT08:in_layers.2.weight,OUT08:out_layers.0.bias,OUT08:out_layers.0.weight,OUT08:out_layers.3.bias,OUT08:out_layers.3.weight,OUT08:skip_connection.bias,OUT08:skip_connection.weight,OUT08:norm.bias,OUT08:norm.weight,OUT08:proj_in.bias,OUT08:proj_in.weight,OUT08:proj_out.bias,OUT08:proj_out.weight,OUT08:transformer_blocks.0.attn1.to_k.weight,OUT08:transformer_blocks.0.attn1.to_out.0.bias,OUT08:transformer_blocks.0.attn1.to_out.0.weight,OUT08:transformer_blocks.0.attn1.to_q.weight,OUT08:transformer_blocks.0.attn1.to_v.weight,OUT08:transformer_blocks.0.attn2.to_k.weight,OUT08:transformer_blocks.0.attn2.to_out.0.bias,OUT08:transformer_blocks.0.attn2.to_out.0.weight,OUT08:transformer_blocks.0.attn2.to_q.weight,OUT08:transformer_blocks.0.attn2.to_v.weight,OUT08:transformer_blocks.0.ff.net.0.proj.bias,OUT08:transformer_blocks.0.ff.net.0.proj.weight,OUT08:transformer_blocks.0.ff.net.2.bias,OUT08:transformer_blocks.0.ff.net.2.weight,OUT08:transformer_blocks.0.norm1.bias,OUT08:transformer_blocks.0.norm1.weight,OUT08:transformer_blocks.0.norm2.bias,OUT08:transformer_blocks.0.norm2.weight,OUT08:transformer_blocks.0.norm3.bias,OUT08:transformer_blocks.0.norm3.weight,OUT08:conv.bias,OUT08:conv.weight OUT09:emb_layers.1.bias,OUT09:emb_layers.1.weight,OUT09:in_layers.0.bias,OUT09:in_layers.0.weight,OUT09:in_layers.2.bias,OUT09:in_layers.2.weight,OUT09:out_layers.0.bias,OUT09:out_layers.0.weight,OUT09:out_layers.3.bias,OUT09:out_layers.3.weight,OUT09:skip_connection.bias,OUT09:skip_connection.weight,OUT09:norm.bias,OUT09:norm.weight,OUT09:proj_in.bias,OUT09:proj_in.weight,OUT09:proj_out.bias,OUT09:proj_out.weight,OUT09:transformer_blocks.0.attn1.to_k.weight,OUT09:transformer_blocks.0.attn1.to_out.0.bias,OUT09:transformer_blocks.0.attn1.to_out.0.weight,OUT09:transformer_blocks.0.attn1.to_q.weight,OUT09:transformer_blocks.0.attn1.to_v.weight,OUT09:transformer_blocks.0.attn2.to_k.weight,OUT09:transformer_blocks.0.attn2.to_out.0.bias,OUT09:transformer_blocks.0.attn2.to_out.0.weight,OUT09:transformer_blocks.0.attn2.to_q.weight,OUT09:transformer_blocks.0.attn2.to_v.weight,OUT09:transformer_blocks.0.ff.net.0.proj.bias,OUT09:transformer_blocks.0.ff.net.0.proj.weight,OUT09:transformer_blocks.0.ff.net.2.bias,OUT09:transformer_blocks.0.ff.net.2.weight,OUT09:transformer_blocks.0.norm1.bias,OUT09:transformer_blocks.0.norm1.weight,OUT09:transformer_blocks.0.norm2.bias,OUT09:transformer_blocks.0.norm2.weight,OUT09:transformer_blocks.0.norm3.bias,OUT09:transformer_blocks.0.norm3.weight OUT10:emb_layers.1.bias,OUT10:emb_layers.1.weight,OUT10:in_layers.0.bias,OUT10:in_layers.0.weight,OUT10:in_layers.2.bias,OUT10:in_layers.2.weight,OUT10:out_layers.0.bias,OUT10:out_layers.0.weight,OUT10:out_layers.3.bias,OUT10:out_layers.3.weight,OUT10:skip_connection.bias,OUT10:skip_connection.weight,OUT10:norm.bias,OUT10:norm.weight,OUT10:proj_in.bias,OUT10:proj_in.weight,OUT10:proj_out.bias,OUT10:proj_out.weight,OUT10:transformer_blocks.0.attn1.to_k.weight,OUT10:transformer_blocks.0.attn1.to_out.0.bias,OUT10:transformer_blocks.0.attn1.to_out.0.weight,OUT10:transformer_blocks.0.attn1.to_q.weight,OUT10:transformer_blocks.0.attn1.to_v.weight,OUT10:transformer_blocks.0.attn2.to_k.weight,OUT10:transformer_blocks.0.attn2.to_out.0.bias,OUT10:transformer_blocks.0.attn2.to_out.0.weight,OUT10:transformer_blocks.0.attn2.to_q.weight,OUT10:transformer_blocks.0.attn2.to_v.weight,OUT10:transformer_blocks.0.ff.net.0.proj.bias,OUT10:transformer_blocks.0.ff.net.0.proj.weight,OUT10:transformer_blocks.0.ff.net.2.bias,OUT10:transformer_blocks.0.ff.net.2.weight,OUT10:transformer_blocks.0.norm1.bias,OUT10:transformer_blocks.0.norm1.weight,OUT10:transformer_blocks.0.norm2.bias,OUT10:transformer_blocks.0.norm2.weight,OUT10:transformer_blocks.0.norm3.bias,OUT10:transformer_blocks.0.norm3.weight OUT11:emb_layers.1.bias,OUT11:emb_layers.1.weight,OUT11:in_layers.0.bias,OUT11:in_layers.0.weight,OUT11:in_layers.2.bias,OUT11:in_layers.2.weight,OUT11:out_layers.0.bias,OUT11:out_layers.0.weight,OUT11:out_layers.3.bias,OUT11:out_layers.3.weight,OUT11:skip_connection.bias,OUT11:skip_connection.weight,OUT11:norm.bias,OUT11:norm.weight,OUT11:proj_in.bias,OUT11:proj_in.weight,OUT11:proj_out.bias,OUT11:proj_out.weight,OUT11:transformer_blocks.0.attn1.to_k.weight,OUT11:transformer_blocks.0.attn1.to_out.0.bias,OUT11:transformer_blocks.0.attn1.to_out.0.weight,OUT11:transformer_blocks.0.attn1.to_q.weight,OUT11:transformer_blocks.0.attn1.to_v.weight,OUT11:transformer_blocks.0.attn2.to_k.weight,OUT11:transformer_blocks.0.attn2.to_out.0.bias,OUT11:transformer_blocks.0.attn2.to_out.0.weight,OUT11:transformer_blocks.0.attn2.to_q.weight,OUT11:transformer_blocks.0.attn2.to_v.weight,OUT11:transformer_blocks.0.ff.net.0.proj.bias,OUT11:transformer_blocks.0.ff.net.0.proj.weight,OUT11:transformer_blocks.0.ff.net.2.bias,OUT11:transformer_blocks.0.ff.net.2.weight,OUT11:transformer_blocks.0.norm1.bias,OUT11:transformer_blocks.0.norm1.weight,OUT11:transformer_blocks.0.norm2.bias,OUT11:transformer_blocks.0.norm2.weight,OUT11:transformer_blocks.0.norm3.bias,OUT11:transformer_blocks.0.norm3.weight,OUT11:0.bias,OUT11:0.weight,OUT11:2.bias,OUT11:2.weight