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A FPGA-based neural network inference accelerator, which won the third place in DAC-SDC

License: BSD 3-Clause "New" or "Revised" License

C++ 4.23% Jupyter Notebook 2.13% C 70.77% Python 15.97% Tcl 2.64% Shell 4.26%

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sjtu_microe's Issues

BIT GENERATION FAILED

Hi authors,

I was trying to replicate your design. I was able to export an IP from HLS 2019.2 and in Vivado 2019.2 while trying to generate a bitstream, it failed with DRC error
[DRC RTSTAT-4] No routable drivers: 2112 net(s) have no routable drivers. The problem bus(es) and/or net(s) are design_1_i/UltraNet_Bypass_0/inst/conv3x3_bn_act_L1_U0/p_2D_PE_array_act_L1_U0/acc_shrink_V_0_7_i_p_1D_PE_array_L1_fu_984/UltraNet_Bypass_mlbW_U74/UltraNet_Bypass_mlbW_DSP48_1_U/p/C[0], ... and (the first 15 of 2112 listed).
[DRC RTSTAT-6] Partial route conflicts: 2113 net(s) have a partial conflict. The problem bus(es) and/or net(s) are design_1_i/UltraNet_Bypass_0/inst/conv3x3_bn_act_L1_U0/p_2D_PE_array_act_L1_U0/acc_shrink_V_0_6_i_p_1D_PE_array_L1_fu_975/UltraNet_Bypass_mlbW_U74/UltraNet_Bypass_mlbW_DSP48_1_U/p/C[0], design_1_i/UltraNet_Bypass_0/inst/conv3x3_bn_act_U0/p_2D_PE_array_act_6_U0/grp_p_1D_PE_array_fu_639/UltraNet_Bypass_mPgM_U170/UltraNet_Bypass_mPgM_DSP48_7_U/p/C[0], ... and (the first 15 of 2112 listed), GLOBAL_LOGIC1.

Do you have any suggestions to fix this?

Note: I did not change anything with the design. I just re-ran your whole flow.

Thanks in advance!

Test dataset & training recipe

Dear authors,

Congratulations on your good ranking in the DAC challenge. Thanks for sharing this well-organized codebase.
I'm trying to follow the model training part. Just have two questions here, 1) which test dataset did you use? And 2) which training recipe (options) received good results? (i.e. 70.3% ACC)

Thanks.

dac_sdc.bit and hwh

Hello,
I have followed your detailed script to finish the bd generation. But i am not sure if the dac_sdc.bit and hwh files are generated from the SoC_bd.tcl based vivado project?
Thanks in advance!

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