Can't synthesis Qkeras CNN model
Created by: HenningCode
Hello Guys,
I successfully synthesized some FC neural networks, now I tried CNN's, but I cant seem to make them work. I used the master branch and also the branch form PR #220.
I tried both io_stream as well as io_parallel, with both Resource and Latency.
Do you guys have an idea why it doesn't work?
The synthesis either fails with being stuck at the unrolling process being stuck or with this error log:
source /mnt/e41fa463-d10e-4d8d-ae5b-f90fb0242bd6/Xilinx/Vivado/2019.1/scripts/vivado_hls/hls.tcl -notrace
INFO: [HLS 200-10] Running '/mnt/e41fa463-d10e-4d8d-ae5b-f90fb0242bd6/Xilinx/Vivado/2019.1/bin/unwrapped/lnx64.o/vivado_hls'
INFO: [HLS 200-10] For user 'henning' on host 'henningubuntu' (Linux_x86_64 version 5.4.0-89-generic) on Fri Nov 05 17:11:21 CET 2021
INFO: [HLS 200-10] On os Ubuntu 18.04.6 LTS
INFO: [HLS 200-10] In directory '/home/henning/Schreibtisch/Masterarbeit/Hls4Ml/Output/my_model_qkeras'
Sourcing Tcl script 'build_prj.tcl'
INFO: [HLS 200-10] Opening project '/home/henning/Schreibtisch/Masterarbeit/Hls4Ml/Output/my_model_qkeras/mnist_classifier_prj'.
INFO: [HLS 200-10] Adding design file 'firmware/mnist_classifier.cpp' to the project
INFO: [HLS 200-10] Adding test bench file 'mnist_classifier_test.cpp' to the project
INFO: [HLS 200-10] Adding test bench file 'firmware/weights' to the project
INFO: [HLS 200-10] Adding test bench file 'tb_data' to the project
INFO: [HLS 200-10] Opening solution '/home/henning/Schreibtisch/Masterarbeit/Hls4Ml/Output/my_model_qkeras/mnist_classifier_prj/solution1'.
INFO: [SYN 201-201] Setting up clock 'default' with a period of 10ns.
INFO: [HLS 200-10] Setting target device to 'xc7z020-clg400-1'
INFO: [XFORM 203-101] Allowed max sub elements number after partition is 4096.
INFO: [XFORM 203-1161] The maximum of name length is set into 60.
INFO: [XFORM 203-101] Allowed max sub elements number after partition is 4096.
INFO: [XFORM 203-1161] The maximum of name length is set into 60.
***** C SIMULATION *****
INFO: [SIM 211-2] *************** CSIM start ***************
INFO: [SIM 211-4] CSIM will launch GCC as the compiler.
Compiling ../../../../mnist_classifier_test.cpp in debug mode
Compiling ../../../../firmware/mnist_classifier.cpp in debug mode
Generating csim.exe
INFO: Unable to open input/predictions file, using default input.
WARNING: Hls::stream 'layer11_cpy1' contains leftover data, which may result in RTL simulation hanging.
0.0996094 0.0996094 0.0996094 0.0996094 0.0996094 0.0996094 0.0996094 0.0996094 0.0996094 0.0996094
INFO: Saved inference results to file: tb_data/csim_results.log
INFO: [SIM 211-1] CSim done with 0 errors.
INFO: [SIM 211-3] *************** CSIM finish ***************
***** C SIMULATION COMPLETED IN 0h0m6s *****
***** C/RTL SYNTHESIS *****
INFO: [SCHED 204-61] Option 'relax_ii_for_timing' is enabled, will increase II to preserve clock frequency constraints.
INFO: [HLS 200-10] Analyzing design file 'firmware/mnist_classifier.cpp' ...
WARNING: [HLS 200-40] In file included from firmware/mnist_classifier.cpp:1:
In file included from firmware/mnist_classifier.cpp:22:
In file included from firmware/parameters.h:12:
In file included from firmware/nnet_utils/nnet_conv2d_stream.h:5:
firmware/nnet_utils/nnet_conv_stream.h:13:10: warning: comparison of unsigned expression < 0 is always false [-Wtautological-compare]
if (idx < K - S) {
~~~ ^ ~~~~~
firmware/nnet_utils/nnet_conv_stream.h:58:16: note: in instantiation of function template specialization 'nnet::scale_index_K_gte_S<2, 2, 28>' requested here
return scale_index_K_gte_S<K, S, W>(idx);
^
firmware/nnet_utils/nnet_conv2d_stream.h:16:29: note: in instantiation of function template specialization 'nnet::scale_index<2, 2, 28>' requested here
const unsigned sh_idx = scale_index<CONFIG_T::filt_height, CONFIG_T::stride_height, CONFIG_T::in_height>(h_idx);
^
firmware/nnet_utils/nnet_conv2d_stream.h:58:13: note: in instantiation of function template specialization 'nnet::compute_scaled_indices_2d<nnet::array<ap_fixed<16, 6, 5, 3, 0>, 1>, config2>' requested here
compute_scaled_indices_2d<data_T, CONFIG_T>(i_ih, i_iw, pixel_idx);
^
firmware/mnist_classifier.cpp:69:2: note: in instantiation of function template specialization 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, 5, 3, 0>, 1>, nnet::array<ap_fixed<16, 6, 5, 3, 0>, 16>, config2>' requested here
nnet::conv_2d_cl<layer11_t, layer2_t, config2>(layer11_cpy2, layer2_out, w2, b2);
^
In file included from firmware/mnist_classifier.cpp:1:
In file included from firmware/mnist_classifier.cpp:22:
In file included from firmware/parameters.h:12:
In file included from firmware/nnet_utils/nnet_conv2d_stream.h:5:
firmware/nnet_utils/nnet_conv_stream.h:35:10: warning: comparison of unsigned expression < 0 is always false [-Wtautological-compare]
if (idx < S - K) {
~~~ ^ ~~~~~
firmware/nnet_utils/nnet_conv_stream.h:60:16: note: in instantiation of function template specialization 'nnet::scale_index_K_lt_S<2, 2, 28>' requested here
return scale_index_K_lt_S<K, S, W>(idx);
^
firmware/nnet_utils/nnet_conv2d_stream.h:16:29: note: in instantiation of function template specialization 'nnet::scale_index<2, 2, 28>' requested here
const unsigned sh_idx = scale_index<CONFIG_T::filt_height, CONFIG_T::stride_height, CONFIG_T::in_height>(h_idx);
^
firmware/nnet_utils/nnet_conv2d_stream.h:58:13: note: in instantiation of function template specialization 'nnet::compute_scaled_indices_2d<nnet::array<ap_fixed<16, 6, 5, 3, 0>, 1>, config2>' requested here
compute_scaled_indices_2d<data_T, CONFIG_T>(i_ih, i_iw, pixel_idx);
^
firmware/mnist_classifier.cpp:69:2: note: in instantiation of function template specialization 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, 5, 3, 0>, 1>, nnet::array<ap_fixed<16, 6, 5, 3, 0>, 16>, config2>' requested here
nnet::conv_2d_cl<layer11_t, layer2_t, config2>(layer11_cpy2, layer2_out, w2, b2);
^
2 warnings generated.
WARNING: [HLS 214-114] Since the only kind of statements allowed in a dataflow region are variable declarations and function calls, the compiler may not be able to correctly handle the region: firmware/nnet_utils/nnet_dense_latency.h:64:9
WARNING: [HLS 214-104] Only for-loops and functions support the dataflow: firmware/nnet_utils/nnet_dense_latency.h:76:9
WARNING: [HLS 214-114] Since the only kind of statements allowed in a dataflow region are variable declarations and function calls, the compiler may not be able to correctly handle the region: firmware/mnist_classifier.cpp:35:2
WARNING: [HLS 200-471] Dataflow form checks found 3 issue(s) in file firmware/mnist_classifier.cpp
INFO: [HLS 200-111] Finished Linking Time (s): cpu = 00:00:29 ; elapsed = 00:00:30 . Memory (MB): peak = 903.199 ; gain = 194.969 ; free physical = 7753 ; free virtual = 12266
INFO: [HLS 200-111] Finished Checking Pragmas Time (s): cpu = 00:00:29 ; elapsed = 00:00:30 . Memory (MB): peak = 903.199 ; gain = 194.969 ; free physical = 7753 ; free virtual = 12266
INFO: [HLS 200-10] Starting code transformations ...
INFO: [HLS 200-489] Unrolling loop 'ClonePack' (firmware/nnet_utils/nnet_stream.h:28) in function 'void nnet::clone_stream<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, 784>(hls::stream<FORWARD_REFERENCE>&, hls::stream<FORWARD_REFERENCE>&, hls::stream<FORWARD_REFERENCE>&)' completely with a factor of 1.
INFO: [HLS 200-489] Unrolling loop 'MultLoop' (firmware/nnet_utils/nnet_dense_resource.h:158) in function 'void nnet::dense_resource_rf_gt_nin_rem0<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>(FORWARD_REFERENCE*, FORWARD_REFERENCE*, FORWARD_REFERENCE::weight_t*, FORWARD_REFERENCE::bias_t*)' completely with a factor of 1.
INFO: [HLS 200-489] Unrolling loop 'ComputeIndex' (firmware/nnet_utils/nnet_conv2d_stream.h:19) in function 'void nnet::compute_scaled_indices_2d<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config5>(unsigned int, unsigned int, ap_uint<(FORWARD_REFERENCE::filt_height) * (FORWARD_REFERENCE::filt_width)>*)' completely with a factor of 1.
INFO: [HLS 200-489] Unrolling loop 'MultLoop' (firmware/nnet_utils/nnet_dense_resource.h:158) in function 'void nnet::dense_resource_rf_gt_nin_rem0<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config5_mult>(FORWARD_REFERENCE*, FORWARD_REFERENCE*, FORWARD_REFERENCE::weight_t*, FORWARD_REFERENCE::bias_t*)' completely with a factor of 1.
INFO: [HLS 200-489] Unrolling loop 'ComputeIndex' (firmware/nnet_utils/nnet_conv2d_stream.h:19) in function 'void nnet::compute_scaled_indices_2d<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, config2>(unsigned int, unsigned int, ap_uint<(FORWARD_REFERENCE::filt_height) * (FORWARD_REFERENCE::filt_width)>*)' completely with a factor of 1.
INFO: [HLS 200-489] Unrolling loop 'CopyDataChan' (firmware/nnet_utils/nnet_conv_stream.h:130) in function 'void nnet::compute_output<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>(FORWARD_REFERENCE const&, hls::stream<FORWARD_REFERENCE::value_type>*, hls::stream<FORWARD_REFERENCE>&, FORWARD_REFERENCE&, unsigned int&, FORWARD_REFERENCE::weight_t*, FORWARD_REFERENCE::bias_t*, ap_uint<FORWARD_REFERENCE::kernel_size>*)' completely with a factor of 1.
INFO: [HLS 200-489] Unrolling loop 'Loop-1' (firmware/nnet_utils/nnet_types.h:32) in function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>::operator=(nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u> const&)' completely with a factor of 1.
INFO: [HLS 200-489] Unrolling loop 'MultLoop' (firmware/nnet_utils/nnet_dense_resource.h:158) in function 'void nnet::dense_resource_rf_gt_nin_rem0<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config2_mult>(FORWARD_REFERENCE*, FORWARD_REFERENCE*, FORWARD_REFERENCE::weight_t*, FORWARD_REFERENCE::bias_t*)' completely with a factor of 1.
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>::operator[]' into 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>::operator=' (firmware/nnet_utils/nnet_types.h:34).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>::operator[]' into 'nnet::compute_output<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' (firmware/nnet_utils/nnet_conv_stream.h:132).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>::operator[].1' into 'nnet::clone_stream<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, 784>' (firmware/nnet_utils/nnet_stream.h:30).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>::operator[].1' into 'nnet::clone_stream<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, 784>' (firmware/nnet_utils/nnet_stream.h:30).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>::operator[].1' into 'nnet::clone_stream<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, 784>' (firmware/nnet_utils/nnet_stream.h:31).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>::operator[].1' into 'nnet::clone_stream<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, 784>' (firmware/nnet_utils/nnet_stream.h:31).
INFO: [XFORM 203-603] Inlining function 'nnet::scale_index_K_gte_S<2u, 2u, 28u>' into 'nnet::scale_index<2u, 2u, 28u>' (firmware/nnet_utils/nnet_conv_stream.h:58).
INFO: [XFORM 203-603] Inlining function 'nnet::scale_index<2u, 2u, 28u>' into 'nnet::compute_scaled_indices_2d<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, config2>' (firmware/nnet_utils/nnet_conv2d_stream.h:22).
INFO: [XFORM 203-603] Inlining function 'nnet::scale_index<2u, 2u, 28u>' into 'nnet::compute_scaled_indices_2d<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, config2>' (firmware/nnet_utils/nnet_conv2d_stream.h:16).
INFO: [XFORM 203-603] Inlining function 'nnet::product::mult<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<4, 1, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0> >::product' into 'nnet::dense_resource_rf_gt_nin_rem0<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config2_mult>' (firmware/nnet_utils/nnet_dense_resource.h:160).
INFO: [XFORM 203-603] Inlining function 'nnet::dense_resource_rf_gt_nin_rem0<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config2_mult>' into 'nnet::dense_resource<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config2_mult>' (firmware/nnet_utils/nnet_dense_resource.h:276).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>::operator[]' into 'nnet::mult_buffer<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' (firmware/nnet_utils/nnet_conv_stream.h:95).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>::operator[]' into 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, relu_config4>' (firmware/nnet_utils/nnet_activation_stream.h:69).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>::operator[]' into 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, relu_config4>' (firmware/nnet_utils/nnet_activation_stream.h:69).
INFO: [XFORM 203-603] Inlining function 'nnet::dense_resource<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config2_mult>' into 'nnet::mult_buffer<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' (firmware/nnet_utils/nnet_conv_stream.h:89).
INFO: [XFORM 203-603] Inlining function 'nnet::mult_buffer<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' into 'nnet::compute_output<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' (firmware/nnet_utils/nnet_conv_stream.h:136).
INFO: [XFORM 203-603] Inlining function 'nnet::compute_output<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' into 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' (firmware/nnet_utils/nnet_conv2d_stream.h:59).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>::operator[].1' into 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>::operator=' (firmware/nnet_utils/nnet_types.h:34).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>::operator[].1' into 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, relu_config4>' (firmware/nnet_utils/nnet_activation_stream.h:70).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>::operator[].1' into 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, relu_config4>' (firmware/nnet_utils/nnet_activation_stream.h:69).
INFO: [XFORM 203-603] Inlining function 'nnet::scale_index_K_gte_S<3u, 2u, 14u>' into 'nnet::scale_index<3u, 2u, 14u>' (firmware/nnet_utils/nnet_conv_stream.h:58).
INFO: [XFORM 203-603] Inlining function 'nnet::scale_index<3u, 2u, 14u>' into 'nnet::compute_scaled_indices_2d<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config5>' (firmware/nnet_utils/nnet_conv2d_stream.h:22).
INFO: [XFORM 203-603] Inlining function 'nnet::scale_index<3u, 2u, 14u>' into 'nnet::compute_scaled_indices_2d<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config5>' (firmware/nnet_utils/nnet_conv2d_stream.h:16).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>::operator[]' into 'nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>::operator=' (firmware/nnet_utils/nnet_types.h:34).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>::operator[]' into 'nnet::compute_output<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' (firmware/nnet_utils/nnet_conv_stream.h:132).
INFO: [XFORM 203-603] Inlining function 'nnet::product::mult<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<4, 1, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0> >::product' into 'nnet::dense_resource_rf_gt_nin_rem0<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config5_mult>' (firmware/nnet_utils/nnet_dense_resource.h:160).
INFO: [XFORM 203-603] Inlining function 'nnet::product::mult<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<4, 1, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0> >::product' into 'nnet::dense_resource_rf_gt_nin_rem0<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>' (firmware/nnet_utils/nnet_dense_resource.h:160).
INFO: [XFORM 203-603] Inlining function 'nnet::dense_resource_rf_gt_nin_rem0<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config5_mult>' into 'nnet::dense_resource<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config5_mult>' (firmware/nnet_utils/nnet_dense_resource.h:276).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>::operator[]' into 'nnet::mult_buffer<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' (firmware/nnet_utils/nnet_conv_stream.h:95).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>::operator[]' into 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, relu_config7>' (firmware/nnet_utils/nnet_activation_stream.h:69).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>::operator[]' into 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, relu_config7>' (firmware/nnet_utils/nnet_activation_stream.h:69).
INFO: [XFORM 203-603] Inlining function 'nnet::dense_resource<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config5_mult>' into 'nnet::mult_buffer<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' (firmware/nnet_utils/nnet_conv_stream.h:89).
INFO: [XFORM 203-603] Inlining function 'nnet::mult_buffer<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' into 'nnet::compute_output<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' (firmware/nnet_utils/nnet_conv_stream.h:136).
INFO: [XFORM 203-603] Inlining function 'nnet::compute_output<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' into 'nnet::conv_2d_cl<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' (firmware/nnet_utils/nnet_conv2d_stream.h:59).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>::operator[].1' into 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>::operator=' (firmware/nnet_utils/nnet_types.h:34).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>::operator[]' into 'nnet::dense<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, config8>' (firmware/nnet_utils/nnet_dense_stream.h:48).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>::operator[]' into 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, relu_config7>' (firmware/nnet_utils/nnet_activation_stream.h:70).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>::operator[]' into 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, relu_config7>' (firmware/nnet_utils/nnet_activation_stream.h:69).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>::operator[].1' into 'nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>::operator=' (firmware/nnet_utils/nnet_types.h:34).
INFO: [XFORM 203-603] Inlining function 'nnet::dense_resource_rf_gt_nin_rem0<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>' into 'nnet::dense_resource<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>' (firmware/nnet_utils/nnet_dense_resource.h:276).
INFO: [XFORM 203-603] Inlining function 'nnet::dense_resource<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>' into 'nnet::dense_wrapper<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>' (firmware/nnet_utils/nnet_dense_stream.h:24).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>::operator[]' into 'nnet::softmax_latency<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config10>' (firmware/nnet_utils/nnet_activation_stream.h:175).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>::operator[]' into 'nnet::softmax_latency<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config10>' (firmware/nnet_utils/nnet_activation_stream.h:156).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>::operator[]' into 'nnet::dense<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, config8>' (firmware/nnet_utils/nnet_dense_stream.h:62).
INFO: [XFORM 203-603] Inlining function 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>::operator[].1' into 'nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>::operator=' (firmware/nnet_utils/nnet_types.h:34).
INFO: [HLS 200-111] Finished Standard Transforms Time (s): cpu = 00:00:43 ; elapsed = 00:00:44 . Memory (MB): peak = 2439.199 ; gain = 1730.969 ; free physical = 6528 ; free virtual = 11041
INFO: [HLS 200-10] Checking synthesizability ...
INFO: [XFORM 203-602] Inlining function 'nnet::compute_scaled_indices_2d<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, config2>' into 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' (firmware/nnet_utils/nnet_conv2d_stream.h:58) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::cast<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config2_mult>' into 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' (firmware/nnet_utils/nnet_dense_resource.h:178->firmware/nnet_utils/nnet_dense_resource.h:276->firmware/nnet_utils/nnet_conv_stream.h:89->firmware/nnet_utils/nnet_conv_stream.h:136->firmware/nnet_utils/nnet_conv2d_stream.h:59) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::cast<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config5_mult>' into 'nnet::conv_2d_cl<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' (firmware/nnet_utils/nnet_dense_resource.h:178->firmware/nnet_utils/nnet_dense_resource.h:276->firmware/nnet_utils/nnet_conv_stream.h:89->firmware/nnet_utils/nnet_conv_stream.h:136->firmware/nnet_utils/nnet_conv2d_stream.h:59) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::cast<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>' into 'nnet::dense_wrapper<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>' (firmware/nnet_utils/nnet_dense_resource.h:178->firmware/nnet_utils/nnet_dense_resource.h:276->firmware/nnet_utils/nnet_dense_stream.h:24) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 2, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' into 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 4, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' (firmware/nnet_utils/nnet_common.h:54) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 4, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' into 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 8, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' (firmware/nnet_utils/nnet_common.h:54) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 8, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' into 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 10, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' (firmware/nnet_utils/nnet_common.h:54) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 2, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' into 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 10, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' (firmware/nnet_utils/nnet_common.h:54) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::softmax_idx_from_real_val<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, softmax_config10>' into 'nnet::softmax_latency<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config10>' (firmware/nnet_utils/nnet_activation_stream.h:156) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 10, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' into 'nnet::softmax_latency<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config10>' (firmware/nnet_utils/nnet_activation_stream.h:164) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::softmax_idx_from_real_val<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, softmax_config10>' into 'nnet::softmax_latency<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config10>' (firmware/nnet_utils/nnet_activation_stream.h:166) automatically.
INFO: [HLS 200-111] Finished Checking Synthesizability Time (s): cpu = 00:00:44 ; elapsed = 00:00:46 . Memory (MB): peak = 2440.367 ; gain = 1732.137 ; free physical = 6544 ; free virtual = 11058
INFO: [XFORM 203-1101] Packing variable 'out_pack.data.V' (firmware/nnet_utils/nnet_activation_stream.h:170) into a 160-bit variable.
INFO: [XFORM 203-1101] Packing variable 'out_data.data.V' (firmware/nnet_utils/nnet_activation_stream.h:64) into a 160-bit variable.
INFO: [XFORM 203-1101] Packing variable 'out_data.data.V' (firmware/nnet_utils/nnet_activation_stream.h:64) into a 80-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_dense_stream.h:58) into a 160-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_conv2d_stream.h:45) into a 512-bit variable.
INFO: [XFORM 203-1101] Packing variable 'res_pack.data.V' (firmware/nnet_utils/nnet_conv2d_stream.h:45) into a 256-bit variable.
INFO: [XFORM 203-1101] Packing variable 'out_data1.data.V' (firmware/nnet_utils/nnet_stream.h:23) into a 16-bit variable.
INFO: [XFORM 203-1101] Packing variable 'out_data2.data.V' (firmware/nnet_utils/nnet_stream.h:24) into a 16-bit variable.
INFO: [XFORM 203-502] Unrolling all loops for pipelining in function 'nnet::softmax_latency<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config10>' (firmware/nnet_utils/nnet_activation_stream.h:32:59).
INFO: [XFORM 203-502] Unrolling all sub-loops inside loop 'ReLUActLoop' (firmware/nnet_utils/nnet_activation_stream.h:60) in function 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, relu_config7>' for pipelining.
INFO: [XFORM 203-502] Unrolling all sub-loops inside loop 'ReLUActLoop' (firmware/nnet_utils/nnet_activation_stream.h:60) in function 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, relu_config4>' for pipelining.
INFO: [XFORM 203-502] Unrolling all sub-loops inside loop 'DataPrepare' (firmware/nnet_utils/nnet_dense_stream.h:41) in function 'nnet::dense<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, config8>' for pipelining.
INFO: [HLS 200-489] Unrolling loop 'Loop-1' (firmware/nnet_utils/nnet_types.h:32) in function 'nnet::softmax_latency<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config10>' completely with a factor of 10.
INFO: [HLS 200-489] Unrolling loop 'SoftmaxExpPackLoop' (firmware/nnet_utils/nnet_activation_stream.h:154) in function 'nnet::softmax_latency<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config10>' completely with a factor of 10.
INFO: [HLS 200-489] Unrolling loop 'SoftmaxInvPackLoop' (firmware/nnet_utils/nnet_activation_stream.h:172) in function 'nnet::softmax_latency<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config10>' completely with a factor of 10.
INFO: [HLS 200-489] Unrolling loop 'Loop-1.1' (firmware/nnet_utils/nnet_types.h:32) in function 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, relu_config7>' completely with a factor of 32.
INFO: [HLS 200-489] Unrolling loop 'ReLUPackLoop' (firmware/nnet_utils/nnet_activation_stream.h:67) in function 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, relu_config7>' completely with a factor of 32.
INFO: [HLS 200-489] Unrolling loop 'Loop-1.1' (firmware/nnet_utils/nnet_types.h:32) in function 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, relu_config4>' completely with a factor of 16.
INFO: [HLS 200-489] Unrolling loop 'ReLUPackLoop' (firmware/nnet_utils/nnet_activation_stream.h:67) in function 'nnet::relu<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, relu_config4>' completely with a factor of 16.
INFO: [HLS 200-489] Unrolling loop 'Loop-1.1' (firmware/nnet_utils/nnet_types.h:32) in function 'nnet::dense<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, config8>' completely with a factor of 32.
INFO: [HLS 200-489] Unrolling loop 'DataPack' (firmware/nnet_utils/nnet_dense_stream.h:46) in function 'nnet::dense<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, config8>' completely with a factor of 32.
INFO: [HLS 200-489] Unrolling loop 'ResPack' (firmware/nnet_utils/nnet_dense_stream.h:60) in function 'nnet::dense<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, config8>' completely with a factor of 10.
INFO: [HLS 200-489] Unrolling loop 'Loop-2.1.1' (firmware/nnet_utils/nnet_types.h:32) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' completely with a factor of 16.
INFO: [HLS 200-489] Unrolling loop 'CopyDataFilt' (firmware/nnet_utils/nnet_conv_stream.h:128) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' completely with a factor of 9.
INFO: [HLS 200-489] Unrolling loop 'CopyDataChan' (firmware/nnet_utils/nnet_conv_stream.h:130) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' completely with a factor of 16.
INFO: [HLS 200-489] Unrolling loop 'InitData' (firmware/nnet_utils/nnet_conv_stream.h:80) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' completely with a factor of 144.
INFO: [HLS 200-489] Unrolling loop 'InitAccum' (firmware/nnet_utils/nnet_dense_resource.h:130) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' completely with a factor of 32.
INFO: [HLS 200-489] Unrolling loop 'Result' (firmware/nnet_utils/nnet_dense_resource.h:176) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' completely with a factor of 32.
INFO: [HLS 200-489] Unrolling loop 'CastLoop' (firmware/nnet_utils/nnet_conv_stream.h:92) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' completely with a factor of 32.
INFO: [HLS 200-489] Unrolling loop 'CopyDataFilt' (firmware/nnet_utils/nnet_conv_stream.h:128) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' completely with a factor of 4.
INFO: [HLS 200-489] Unrolling loop 'InitData' (firmware/nnet_utils/nnet_conv_stream.h:80) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' completely with a factor of 4.
INFO: [HLS 200-489] Unrolling loop 'InitAccum' (firmware/nnet_utils/nnet_dense_resource.h:130) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' completely with a factor of 16.
INFO: [HLS 200-489] Unrolling loop 'Result' (firmware/nnet_utils/nnet_dense_resource.h:176) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' completely with a factor of 16.
INFO: [HLS 200-489] Unrolling loop 'CastLoop' (firmware/nnet_utils/nnet_conv_stream.h:92) in function 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' completely with a factor of 16.
INFO: [HLS 200-489] Unrolling loop 'InitAccum' (firmware/nnet_utils/nnet_dense_resource.h:130) in function 'nnet::dense_wrapper<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>' completely with a factor of 10.
INFO: [HLS 200-489] Unrolling loop 'Result' (firmware/nnet_utils/nnet_dense_resource.h:176) in function 'nnet::dense_wrapper<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>' completely with a factor of 10.
INFO: [XFORM 203-102] Partitioning array 'tmp.data.V.11' automatically.
INFO: [XFORM 203-102] Partitioning array 'tmp.data.V.5' automatically.
INFO: [XFORM 203-102] Partitioning array 'tmp.data.V.9' automatically.
INFO: [XFORM 203-102] Partitioning array 'tmp.data.V.3' automatically.
INFO: [XFORM 203-102] Partitioning array 'tmp.data.V.7' automatically.
INFO: [XFORM 203-102] Partitioning array 'tmp.data.V.1' automatically.
WARNING: [XFORM 203-135] Cannot reshape array 'w5.V' : incorrect reshape factor 1.
WARNING: [XFORM 203-135] Cannot reshape array 'w2.V' : incorrect reshape factor 1.
WARNING: [XFORM 203-135] Cannot reshape array 'w8.V' : incorrect reshape factor 1.
WARNING: [XFORM 203-135] Cannot reshape array 'w5.V' : incorrect reshape factor 1.
WARNING: [XFORM 203-135] Cannot reshape array 'w2.V' : incorrect reshape factor 1.
WARNING: [XFORM 203-135] Cannot reshape array 'w8.V' : incorrect reshape factor 1.
INFO: [XFORM 203-102] Automatically partitioning streamed array 'layer8_out.V.data.V' (firmware/mnist_classifier.cpp:86) .
INFO: [XFORM 203-102] Automatically partitioning streamed array 'layer10_out.V.data.V' (firmware/mnist_classifier.cpp:26) .
INFO: [XFORM 203-102] Automatically partitioning streamed array 'layer5_out.V.data.V' (firmware/mnist_classifier.cpp:76) .
INFO: [XFORM 203-102] Automatically partitioning streamed array 'layer7_out.V.data.V' (firmware/mnist_classifier.cpp:81) .
INFO: [XFORM 203-102] Automatically partitioning streamed array 'layer2_out.V.data.V' (firmware/mnist_classifier.cpp:66) .
INFO: [XFORM 203-102] Automatically partitioning streamed array 'layer4_out.V.data.V' (firmware/mnist_classifier.cpp:71) .
INFO: [XFORM 203-102] Automatically partitioning streamed array 'data_window.V.V' (firmware/nnet_utils/nnet_conv2d_stream.h:37) .
INFO: [XFORM 203-102] Automatically partitioning streamed array 'data_window.V.V' (firmware/nnet_utils/nnet_conv2d_stream.h:37) .
INFO: [XFORM 203-102] Automatically partitioning streamed array 'layer11_cpy2.V.data.V' (firmware/mnist_classifier.cpp:61) .
INFO: [XFORM 203-102] Automatically partitioning streamed array 'input.V.data.V' (firmware/mnist_classifier.cpp:25) .
INFO: [XFORM 203-102] Automatically partitioning streamed array 'layer11_cpy1.V.data.V' (firmware/mnist_classifier.cpp:58) .
INFO: [XFORM 203-101] Partitioning array 'exp_res.V' (firmware/nnet_utils/nnet_activation_stream.h:146) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'tmp.data.V.2' in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'tmp.data.V.4' in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'tmp.data.V.6' in dimension 1 completely.
WARNING: [XFORM 203-104] Completely partitioning array 'data.V' (firmware/nnet_utils/nnet_dense_stream.h:35) accessed through non-constant indices on dimension 1 (firmware/nnet_utils/nnet_dense_stream.h:48:39), which may result in long runtime and suboptimal QoR due to large multiplexers. Please consider wrapping the array access into a function or using a register file core instead.
INFO: [XFORM 203-101] Partitioning array 'data.V' (firmware/nnet_utils/nnet_dense_stream.h:35) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'res' in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'tmp.data.V.8' in dimension 1 completely.
WARNING: [XFORM 203-104] Completely partitioning array 'config5::pixels.V' accessed through non-constant indices on dimension 1 (firmware/nnet_utils/nnet_conv2d_stream.h:23:9), which may result in long runtime and suboptimal QoR due to large multiplexers. Please consider wrapping the array access into a function or using a register file core instead.
INFO: [XFORM 203-101] Partitioning array 'config5::pixels.V' in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'pixel_idx.V' (firmware/nnet_utils/nnet_conv2d_stream.h:49) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'tmp.data.V.10' in dimension 1 completely.
WARNING: [XFORM 203-104] Completely partitioning array 'data.V' (firmware/nnet_utils/nnet_conv_stream.h:75) accessed through non-constant indices on dimension 1 (firmware/nnet_utils/nnet_dense_resource.h:160:20), which may result in long runtime and suboptimal QoR due to large multiplexers. Please consider wrapping the array access into a function or using a register file core instead.
INFO: [XFORM 203-101] Partitioning array 'data.V' (firmware/nnet_utils/nnet_conv_stream.h:75) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'res.i.i' in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'b5.V' in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'acc.V' (firmware/nnet_utils/nnet_dense_resource.h:126) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'config2::pixels.V' in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'pixel_idx.V' (firmware/nnet_utils/nnet_conv2d_stream.h:49) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'data.V' (firmware/nnet_utils/nnet_conv_stream.h:75) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'res.i.i' in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'b2.V' in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'acc.V' (firmware/nnet_utils/nnet_dense_resource.h:126) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'b8.V' in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'acc.V' (firmware/nnet_utils/nnet_dense_resource.h:126) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'layer8_out.V.data.V' (firmware/mnist_classifier.cpp:86) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'layer10_out.V.data.V' (firmware/mnist_classifier.cpp:26) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'layer5_out.V.data.V' (firmware/mnist_classifier.cpp:76) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'layer7_out.V.data.V' (firmware/mnist_classifier.cpp:81) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'layer2_out.V.data.V' (firmware/mnist_classifier.cpp:66) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'layer4_out.V.data.V' (firmware/mnist_classifier.cpp:71) in dimension 1 completely.
WARNING: [XFORM 203-104] Completely partitioning array 'data_window.V.V' (firmware/nnet_utils/nnet_conv2d_stream.h:37) accessed through non-constant indices on dimension 1 (firmware/nnet_utils/nnet_conv2d_stream.h:40:1), which may result in long runtime and suboptimal QoR due to large multiplexers. Please consider wrapping the array access into a function or using a register file core instead.
INFO: [XFORM 203-101] Partitioning array 'data_window.V.V' (firmware/nnet_utils/nnet_conv2d_stream.h:37) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'data_window.V.V' (firmware/nnet_utils/nnet_conv2d_stream.h:37) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'layer11_cpy2.V.data.V' (firmware/mnist_classifier.cpp:61) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'input.V.data.V' (firmware/mnist_classifier.cpp:25) in dimension 1 completely.
INFO: [XFORM 203-101] Partitioning array 'layer11_cpy1.V.data.V' (firmware/mnist_classifier.cpp:58) in dimension 1 completely.
WARNING: [XFORM 203-104] Completely partitioning array 'data.V' (firmware/nnet_utils/nnet_dense_stream.h:35) accessed through non-constant indices on dimension 1 (firmware/nnet_utils/nnet_dense_resource.h:160:20), which may result in long runtime and suboptimal QoR due to large multiplexers. Please consider wrapping the array access into a function or using a register file core instead.
INFO: [XFORM 203-602] Inlining function 'nnet::compute_scaled_indices_2d<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, config2>' into 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' (firmware/nnet_utils/nnet_conv2d_stream.h:58) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::cast<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config2_mult>' into 'nnet::conv_2d_cl<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, config2>' (firmware/nnet_utils/nnet_dense_resource.h:178->firmware/nnet_utils/nnet_dense_resource.h:276->firmware/nnet_utils/nnet_conv_stream.h:89->firmware/nnet_utils/nnet_conv_stream.h:136->firmware/nnet_utils/nnet_conv2d_stream.h:59) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::cast<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config5_mult>' into 'nnet::conv_2d_cl<nnet::array<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, 16u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 32u>, config5>' (firmware/nnet_utils/nnet_dense_resource.h:178->firmware/nnet_utils/nnet_dense_resource.h:276->firmware/nnet_utils/nnet_conv_stream.h:89->firmware/nnet_utils/nnet_conv_stream.h:136->firmware/nnet_utils/nnet_conv2d_stream.h:59) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::cast<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>' into 'nnet::dense_wrapper<ap_fixed<5, 3, (ap_q_mode)5, (ap_o_mode)3, 0>, ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, config8>' (firmware/nnet_utils/nnet_dense_resource.h:178->firmware/nnet_utils/nnet_dense_resource.h:276->firmware/nnet_utils/nnet_dense_stream.h:24) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> >::operator()' into 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 2, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' (firmware/nnet_utils/nnet_common.h:52) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> >::operator()' into 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 4, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' (firmware/nnet_utils/nnet_common.h:54) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> >::operator()' into 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 8, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' (firmware/nnet_utils/nnet_common.h:54) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 8, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' into 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 10, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' (firmware/nnet_utils/nnet_common.h:54) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 2, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' into 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 10, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' (firmware/nnet_utils/nnet_common.h:54) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> >::operator()' into 'nnet::reduce<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, 10, nnet::Op_add<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0> > >' (firmware/nnet_utils/nnet_common.h:54) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::softmax_idx_from_real_val<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, softmax_config10>' into 'nnet::softmax_latency<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config10>' (firmware/nnet_utils/nnet_activation_stream.h:156) automatically.
INFO: [XFORM 203-602] Inlining function 'nnet::softmax_idx_from_real_val<ap_fixed<18, 8, (ap_q_mode)0, (ap_o_mode)0, 0>, softmax_config10>' into 'nnet::softmax_latency<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 10u>, softmax_config10>' (firmware/nnet_utils/nnet_activation_stream.h:166) automatically.
WARNING: [XFORM 203-731] Internal stream variable 'layer11_cpy1.V.data[0].V' (firmware/mnist_classifier.cpp:58) is invalid: it has no data consumer.
ERROR: [XFORM 203-711] Internal stream 'layer11_cpy1.V.data[0].V' failed dataflow checking: it must be produced and consumed exactly once.
WARNING: [XFORM 203-713] Variable 'layer11_cpy1.V.data[0].V' has write operations in process function 'nnet::clone_stream<nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, nnet::array<ap_fixed<16, 6, (ap_q_mode)5, (ap_o_mode)3, 0>, 1u>, 784>'.
ERROR: [HLS 200-70] Pre-synthesis failed.
command 'ap_source' returned error code
while executing
"source build_prj.tcl"
("uplevel" body line 1)
invoked from within
"uplevel \#0 [list source $arg] "
INFO: [Common 17-206] Exiting vivado_hls at Fri Nov 5 17:12:39 2021...
Synthesis report not found.
Found 1 solution(s) in ../Output/my_model_qkeras/mnist_classifier_prj.
Reports for solution "solution1":
C SIMULATION RESULT:
INFO: [SIM 2] *************** CSIM start ***************
INFO: [SIM 4] CSIM will launch GCC as the compiler.
Compiling ../../../../mnist_classifier_test.cpp in debug mode
Compiling ../../../../firmware/mnist_classifier.cpp in debug mode
Generating csim.exe
INFO: Unable to open input/predictions file, using default input.
WARNING: Hls::stream 'layer11_cpy1' contains leftover data, which may result in RTL simulation hanging.
0.0996094 0.0996094 0.0996094 0.0996094 0.0996094 0.0996094 0.0996094 0.0996094 0.0996094 0.0996094
INFO: Saved inference results to file: tb_data/csim_results.log
INFO: [SIM 1] CSim done with 0 errors.
INFO: [SIM 3] *************** CSIM finish ***************My config is this:
AxiWidth: '8'
Backend: Vivado
ClockPeriod: 10
IOType: io_stream
Implementation: serial
Interface: m_axi
OutputDir: ../Output/my_model_qkeras
ProjectName: mnist_classifier
XilinxPart: xc7z020clg400-1
HLSConfig:
LayerName:
act0_m:
Precision:
result: ap_fixed<5,3>
ReuseFactor: 1000000
Trace: true
act1_m:
Precision:
result: ap_fixed<5,3>
ReuseFactor: 1000000
Trace: true
conv2d_0_m:
Precision:
bias: ap_fixed<5,1>
weight: ap_fixed<5,1>
ReuseFactor: 1000000
Trace: true
conv2d_1_m:
Precision:
bias: ap_fixed<5,1>
weight: ap_fixed<5,1>
ReuseFactor: 1000000
Trace: true
dense:
Precision:
bias: ap_fixed<5,1>
weight: ap_fixed<5,1>
ReuseFactor: 1000000
Trace: true
input:
Precision:
result: ap_fixed<16,6>
Trace: true
softmax:
Precision: ap_fixed<16,6>
ReuseFactor: 1000000
exp_table_t: ap_fixed<18,8,AP_RND,AP_SAT>
inv_table_t: ap_fixed<18,8,AP_RND,AP_SAT>
table_size: 1024
Trace: true
Model:
Precision: ap_fixed<16,6>
ReuseFactor: 1000000
Strategy: ResourceThis is my Model.
