diff --git "a/unet_fp16/model.txt" "b/unet_fp16/model.txt"
--- "a/unet_fp16/model.txt"
+++ "b/unet_fp16/model.txt"
@@ -1,2050 +1,2050 @@
-/time_proj/Unsqueeze:Unsqueeze*input:timestep(1);_2F_time_5F_proj_2F_Constant_5F_output_5F_0.bin(int64:1)*output:_2F_time_5F_proj_2F_Unsqueeze_5F_output_5F_0(1,1)
-/time_proj/Mul:Mul*input:_2F_time_5F_proj_2F_Unsqueeze_5F_output_5F_0(1,1);_2F_time_5F_proj_2F_Constant_5F_1_5F_output_5F_0.bin(float16:1,160)*output:_2F_time_5F_proj_2F_Mul_5F_output_5F_0(1,160)
-/time_proj/Sin:Sin*input:_2F_time_5F_proj_2F_Mul_5F_output_5F_0(1,160)*output:_2F_time_5F_proj_2F_Sin_5F_output_5F_0(1,160)
-/time_proj/Cos:Cos*input:_2F_time_5F_proj_2F_Mul_5F_output_5F_0(1,160)*output:_2F_time_5F_proj_2F_Cos_5F_output_5F_0(1,160)
-/time_proj/Concat:Concat*input:_2F_time_5F_proj_2F_Sin_5F_output_5F_0(1,160);_2F_time_5F_proj_2F_Cos_5F_output_5F_0(1,160)*output:_2F_time_5F_proj_2F_Concat_5F_output_5F_0(1,320)*axis:-1
-/time_proj/Slice:Slice*input:_2F_time_5F_proj_2F_Concat_5F_output_5F_0(1,320);_2F_time_5F_proj_2F_Constant_5F_3_5F_output_5F_0.bin(int64:1);_2F_time_5F_proj_2F_Constant_5F_4_5F_output_5F_0.bin(int64:1);_2F_time_5F_proj_2F_Constant_5F_output_5F_0.bin(int64:1);_2F_time_5F_proj_2F_Constant_5F_output_5F_0.bin(int64:1)*output:_2F_time_5F_proj_2F_Slice_5F_output_5F_0(1,160)
-/time_proj/Slice_1:Slice*input:_2F_time_5F_proj_2F_Concat_5F_output_5F_0(1,320);_2F_time_5F_proj_2F_Constant_5F_7_5F_output_5F_0.bin(int64:1);_2F_time_5F_proj_2F_Constant_5F_3_5F_output_5F_0.bin(int64:1);_2F_time_5F_proj_2F_Constant_5F_output_5F_0.bin(int64:1);_2F_time_5F_proj_2F_Constant_5F_output_5F_0.bin(int64:1)*output:_2F_time_5F_proj_2F_Slice_5F_1_5F_output_5F_0(1,160)
-/time_proj/Concat_1:Concat*input:_2F_time_5F_proj_2F_Slice_5F_output_5F_0(1,160);_2F_time_5F_proj_2F_Slice_5F_1_5F_output_5F_0(1,160)*output:_2F_time_5F_proj_2F_Concat_5F_1_5F_output_5F_0(1,320)*axis:-1
-/time_embedding/linear_1/Gemm:Gemm*input:_2F_time_5F_proj_2F_Concat_5F_1_5F_output_5F_0(1,320);time_5F_embedding_2E_linear_5F_1_2E_weight_transposed.bin(float16:320,1280);time_5F_embedding_2E_linear_5F_1_2E_bias.bin(float16:1280)*output:_2F_time_5F_embedding_2F_linear_5F_1_2F_Gemm_5F_output_5F_0(1,1280)*alpha:1.0;beta:1.0
-/time_embedding/act/Sigmoid:Sigmoid*input:_2F_time_5F_embedding_2F_linear_5F_1_2F_Gemm_5F_output_5F_0(1,1280)*output:_2F_time_5F_embedding_2F_act_2F_Sigmoid_5F_output_5F_0(1,1280)
-/time_embedding/act/Mul:Mul*input:_2F_time_5F_embedding_2F_linear_5F_1_2F_Gemm_5F_output_5F_0(1,1280);_2F_time_5F_embedding_2F_act_2F_Sigmoid_5F_output_5F_0(1,1280)*output:_2F_time_5F_embedding_2F_act_2F_Mul_5F_output_5F_0(1,1280)
-/time_embedding/linear_2/Gemm:Gemm*input:_2F_time_5F_embedding_2F_act_2F_Mul_5F_output_5F_0(1,1280);time_5F_embedding_2E_linear_5F_2_2E_weight_transposed.bin(float16:1280,1280);time_5F_embedding_2E_linear_5F_2_2E_bias.bin(float16:1280)*output:_2F_time_5F_embedding_2F_linear_5F_2_2F_Gemm_5F_output_5F_0(1,1280)*alpha:1.0;beta:1.0
-/conv_in/Conv:Conv*input:sample(1,4,64,64);conv_5F_in_2E_weight_nchw.bin(float16:320,4,3,3);conv_5F_in_2E_bias.bin(float16:320)*output:_2F_conv_5F_in_2F_Conv_5F_output_5F_0(1,320,64,64)*dilations:1,1;group:1;kernel_shape:3,3;pads:1,1,1,1;strides:1,1
-/down_blocks.0/resnets.0/norm1/Reshape:Reshape*input:_2F_conv_5F_in_2F_Conv_5F_output_5F_0(1,320,64,64);_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm1_2F_Constant_5F_output_5F_0.bin(int64:3)*output:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm1_2F_Reshape_5F_output_5F_0(1,32,40960)*allowzero:0
-/down_blocks.0/resnets.0/norm1/InstanceNormalization:InstanceNormalization*input:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm1_2F_Reshape_5F_output_5F_0(1,32,40960);_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm1_2F_Constant_5F_1_5F_output_5F_0.bin(float16:32);_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm1_2F_Constant_5F_2_5F_output_5F_0.bin(float16:32)*output:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm1_2F_InstanceNormalization_5F_output_5F_0(1,32,40960)*epsilon:9.999999747378752e-06
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-/down_blocks.0/resnets.0/nonlinearity/Sigmoid:Sigmoid*input:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm1_2F_Add_5F_output_5F_0(1,320,64,64)*output:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_nonlinearity_2F_Sigmoid_5F_output_5F_0(1,320,64,64)
-/down_blocks.0/resnets.0/nonlinearity/Mul:Mul*input:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm1_2F_Add_5F_output_5F_0(1,320,64,64);_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_nonlinearity_2F_Sigmoid_5F_output_5F_0(1,320,64,64)*output:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_nonlinearity_2F_Mul_5F_output_5F_0(1,320,64,64)
-/down_blocks.0/resnets.0/conv1/Conv:Conv*input:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_nonlinearity_2F_Mul_5F_output_5F_0(1,320,64,64);down_5F_blocks_2E_0_2E_resnets_2E_0_2E_conv1_2E_weight_nchw.bin(float16:320,320,3,3);down_5F_blocks_2E_0_2E_resnets_2E_0_2E_conv1_2E_bias.bin(float16:320)*output:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_conv1_2F_Conv_5F_output_5F_0(1,320,64,64)*dilations:1,1;group:1;kernel_shape:3,3;pads:1,1,1,1;strides:1,1
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-/down_blocks.0/resnets.0/time_emb_proj/Gemm:Gemm*input:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_nonlinearity_5F_1_2F_Mul_5F_output_5F_0(1,1280);down_5F_blocks_2E_0_2E_resnets_2E_0_2E_time_5F_emb_5F_proj_2E_weight_transposed.bin(float16:1280,320);down_5F_blocks_2E_0_2E_resnets_2E_0_2E_time_5F_emb_5F_proj_2E_bias.bin(float16:320)*output:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_time_5F_emb_5F_proj_2F_Gemm_5F_output_5F_0(1,320)*alpha:1.0;beta:1.0
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-/down_blocks.0/resnets.0/Add:Add*input:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_conv1_2F_Conv_5F_output_5F_0(1,320,64,64);_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_Unsqueeze_5F_1_5F_output_5F_0(1,320,1,1)*output:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_Add_5F_output_5F_0(1,320,64,64)
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-/down_blocks.0/resnets.0/norm2/InstanceNormalization:InstanceNormalization*input:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm2_2F_Reshape_5F_output_5F_0(1,32,40960);_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm1_2F_Constant_5F_1_5F_output_5F_0.bin(float16:32);_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm1_2F_Constant_5F_2_5F_output_5F_0.bin(float16:32)*output:_2F_down_5F_blocks_2E_0_2F_resnets_2E_0_2F_norm2_2F_InstanceNormalization_5F_output_5F_0(1,32,40960)*epsilon:9.999999747378752e-06
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+/conv_act/Mul:Mul*input:_2F_conv_5F_norm_5F_out_2F_Add_5F_output_5F_0(1,320,64,64);_2F_conv_5F_act_2F_Sigmoid_5F_output_5F_0(1,320,64,64)*output:_2F_conv_5F_act_2F_Mul_5F_output_5F_0(1,320,64,64)
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