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A dataflow architecture for universal graph neural network inference via multi-queue streaming.

Makefile 7.43% C++ 81.33% C 1.80% Python 7.00% Shell 1.45% TeX 1.00%

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flowgnn's Issues

cora configuration

Hello, I was trying to configure the hardware to compute with the cora citation dataset. As far as I understand I need to modify dcl.h to increase her number of max_edge, max_node and nd_feature. Cora has 2708 nodes, 5429 edges and 1433 features per node. If I do these changes in dcl.h resource utilization is too high or compilation fails with message.

excess elements in array initializer (..../FLOWGNN/FlowGNN/GCN/src/message_passing.cc

Do I need to do this in a different way, please ? Also, not sure what to write in ND_FEATURE_TOTAL. Thanks

// #region Model Parameters
constexpr int MAX_EDGE = 5500;
constexpr int MAX_NODE = 2800;
constexpr int ND_FEATURE = 1500;
constexpr int ND_FEATURE_TOTAL = 1500;
constexpr int EDGE_ATTR = 0;
constexpr int ED_FEATURE_PER_LAYER = 0;
constexpr int EMB_DIM = 16;
constexpr int NUM_LAYERS = 2;
constexpr int NUM_TASK = 1;
// #endregion

Great work by the way :)

Error when generating the 'GIN' xclbin for HW.

When trying to generate the xclbin targeting at hw for borad 'xilinx_u50_gen3x16_xdma_5_202210_1', there is an error when routing.

"ERROR: [Constraints 18-1000] Routing results verification failed due to partially-conflicted nets (Up to first 10 of violated nets): level0_i/ulp/GIN_compute_graphs_1/inst/grp_compute_CONV_layer_fu_5109/check_message_passing_U0/grp_finalize_fu_604/global_mean_pooling_U0/grp_global_mean_pooling_Pipeline_global_mean_pooling_tail_fu_475/sdiv_17s_32ns_16_21_1_U8048/dividend_u[8] level0_i/ulp/GIN_compute_graphs_1/inst/grp_compute_CONV_layer_fu_5109/check_message_passing_U0/grp_finalize_fu_604/global_mean_pooling_U0/grp_global_mean_pooling_Pipeline_global_mean_pooling_tail_fu_475/sdiv_17s_32ns_16_21_1_U8048/dividend_u[13] level0_i/ulp/GIN_compute_graphs_1/inst/grp_compute_CONV_layer_fu_5109/check_message_passing_U0/grp_finalize_fu_604/global_mean_pooling_U0/grp_global_mean_pooling_Pipeline_global_mean_pooling_tail_fu_475/sdiv_17s_32ns_16_21_1_U8048/dividend_u[10] level0_i/ulp/GIN_compute_graphs_1/inst/grp_compute_CONV_layer_fu_5109/check_message_passing_U0/grp_finalize_fu_604/global_mean_pooling_U0/grp_global_mean_pooling_Pipeline_global_mean_pooling_tail_fu_475/sdiv_17s_32ns_16_21_1_U8048/dividend_u[12] level0_i/ulp/GIN_compute_graphs_1/inst/grp_compute_CONV_layer_fu_5109/check_message_passing_U0/grp_finalize_fu_604/global_mean_pooling_U0/grp_global_mean_pooling_Pipeline_global_mean_pooling_tail_fu_475/sdiv_17s_32ns_16_21_1_U8048/dividend_u[14] level0_i/ulp/GIN_compute_graphs_1/inst/grp_compute_CONV_layer_fu_5109/check_message_passing_U0/grp_finalize_fu_604/global_mean_pooling_U0/grp_global_mean_pooling_Pipeline_global_mean_pooling_tail_fu_475/sdiv_17s_32ns_16_21_1_U8048/dividend_u0[1] level0_i/ulp/GIN_compute_graphs_1/inst/grp_compute_CONV_layer_fu_5109/check_message_passing_U0/grp_finalize_fu_604/global_mean_pooling_U0/grp_global_mean_pooling_Pipeline_global_mean_pooling_tail_fu_475/sdiv_17s_32ns_16_21_1_U8048/dividend_u0[3] level0_i/ulp/GIN_compute_graphs_1/inst/grp_compute_CONV_layer_fu_5109/check_message_passing_U0/grp_finalize_fu_604/global_mean_pooling_U0/grp_global_mean_pooling_Pipeline_global_mean_pooling_tail_fu_475/sdiv_17s_32ns_16_21_1_U8048/dividend_u0[6] level0_i/ulp/GIN_compute_graphs_1/inst/grp_compute_CONV_layer_fu_5109/check_message_passing_U0/grp_finalize_fu_604/global_mean_pooling_U0/grp_global_mean_pooling_Pipeline_global_mean_pooling_tail_fu_475/sdiv_17s_32ns_16_21_1_U8048/dividend_u0[10] level0_i/ulp/GIN_compute_graphs_1/inst/grp_compute_CONV_layer_fu_5109/check_message_passing_U0/grp_finalize_fu_604/global_mean_pooling_U0/grp_global_mean_pooling_Pipeline_global_mean_pooling_tail_fu_475/sdiv_17s_32ns_16_21_1_U8048/dividend_u0[9]
"
It seems that it is a problem caused by congestion, Could you kindly tell me how to solve this problem? The original log file is attached.
runme.log
vivado.log

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