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eMessage13call_to_func_MUlN3air4ExprEE1_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE1_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE2_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE2_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE3_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE3_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE4_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE4_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE5_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE5_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE6_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE6_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE7_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE7_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE8_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE8_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE9_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE9_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE10_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE10_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE11_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE11_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE12_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE12_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE13_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE13_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE14_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE14_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE15_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE15_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE16_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE16_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE17_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE17_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE18_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE18_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE19_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE19_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE20_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE20_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE21_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE21_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE22_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE22_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE23_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE23_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE24_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE24_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE25_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE25_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE26_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE26_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE27_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE27_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE28_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE28_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE29_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE29_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE30_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE30_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE31_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE31_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE32_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE32_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE33_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE33_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE34_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE34_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE35_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE35_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE36_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE36_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE37_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE37_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE38_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE38_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE39_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE39_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE40_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE40_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE41_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE41_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE42_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE42_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE43_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE43_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE44_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE44_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE45_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE45_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE46_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE46_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE47_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE47_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE48_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE48_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE49_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE49_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE50_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE50_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE51_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE51_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE52_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE52_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE53_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE53_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE54_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE54_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE55_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE55_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE56_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE56_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE57_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE57_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE58_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE58_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE59_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE59_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE60_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE60_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE61_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE61_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE62_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE62_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE63_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE63_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE64_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE64_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE65_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE65_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE66_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE66_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE67_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE67_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE68_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE68_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE69_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE69_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE70_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE70_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE71_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE71_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE72_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE72_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE73_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE73_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE74_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE74_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE75_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE75_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE76_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE76_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE77_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE77_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE78_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE78_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE79_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE79_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE80_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE80_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE81_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE81_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE82_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE82_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE83_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE83_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE84_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE84_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE85_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE85_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE86_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE86_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE87_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE87_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE88_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE88_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE89_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE89_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE90_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE90_E_ZNSt14_Function_base13_Base_managerIN3akg2ir19AppendStrideMessage13call_to_func_MUlN3air4ExprEE91_EE10_M_managerERSt9_Any_dataRKS8_St18_Manager_operation_ZTIN3akg2ir19AppendStrideMessag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1452 ` old_paged_attention_tiling.cc.o/ paged_attention_tiling.cc.o/ pp_matmul_tiling.cc.o/ update_cce_tiling.cc.o/ intrin_rule_cce.cc.o/ insn_args_calculator.cc.o/ insn_builder.cc.o/ insn_builder_dma.cc.o/ insn_builder_rpn.cc.o/ insn_builder_vector.cc.o/ insn_emitter.cc.o/ insn_emitter_multimask.cc.o/ insn_info_adapter.cc.o/ insn_pattern.cc.o/ insn_with_variable.cc.o/ align_realize_last_range.cc.o/ analyze_align_dynamic.cc.o/ analyze_align_static.cc.o/ append_stride_msg.cc.o/ auto_double_buffer.cc.o/ auto_mad_pragma_attr.cc.o/ auto_pragma.cc.o/ broadcast_rewrite.cc.o/ coarsen-img2col.cc.o/ cover_protection_optimize.cc.o/ dataflow_analyze.cc.o/ dtype_adapter.cc.o/ elim_vector_mask.cc.o/ emit_insn_debugger.cc.o/ fix_mad_attrs.cc.o/ fix_unsupported_instructions.cc.o/ hoist_fmatrix.cc.o/ hoist_matrixc_init.cc.o/ identity_pass.cc.o/ init_matrixc_with_bias.cc.o/ inject_pipe.cc.o/ inject_sync.cc.o/ inject_thread_bind.cc.o/ insn_to_pip.cc.o/ load_im2col_transform.cc.o/ loop_normlize.cc.o/ lower_select.cc.o/ merge_loops.cc.o/ multi_core_loop_switch_hoist.cc.o/ multi_last_axis_reduction.cc.o/ npu_inference_adapter.cc.o/ optimize_pragma.cc.o/ pooling_transform.cc.o/ preprocess_for_multicore.cc.o/ replace_fargmax_cast.cc.o/ rewrite_by_align_dynamic.cc.o/ rewrite_by_align_static.cc.o/ set_vector_mask_default.cc.o/ split_tail_block.cc.o/ storage_access_cce.cc.o/ storage_rewrite_cce.cc.o/ store_recover.cc.o/ dsa_halide_fixer.cc.o/ codegen_cce.cc.o/ api_mem.cc.o/ 1706791255 1000 1000 100644 90696 ` ELFK@@ZY "$)&(+-.0468:<>BCEGHQ{d@@Ң4_q Tc@R@a@A!{¨_! {d@@Ң4_q Tc@R@a@AA{¨_!!@{d@@Ң4_q Tc@R@a@AA{¨_!!{d@@Ң4_q Tc@R@a@AA{¨_!!{d@@Ң4_q Tc@R@a@AA{¨_!!{d@@Ң4_q Tc@R@a@AA{¨_!!@{d@@Ң4_q Tc@R@a@AA{¨_!!{d@@Ң4_q Tc@R@a@AA{¨_!!{d@@@"_ T!_T"Bc@@`@ {¨ {?D@@ @ҳ TS˳>T@T3@@?h 8@@ A @@{Ĩ_ @9 9@Ҡ@ @ {Sa@#@@s@@`@ SA@{Ĩ{[c@CS@#| @~!6`@!@@`~_`~5BRB!KwpSK@B@TRc r@/@"|_CQ#5_q T`~_`~5`~_`~5`~_`~5`~_`~5`~_Qa5q T`~_Qa5q T @qT(qTT qT$qAT@"|_CQ#5_qT @<qT@@ ?R `~_Qa5q`T`~_Qa5qT@A@ @SA[BcC{@#@_4BKB!$RRRRa@ @K@B 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/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.hbasic_string::_M_createbasic_string::_M_construct null not validtvm.info.mem.local.L1tvm.info.mem.local.UBtvm.info.mem.local.L0Atvm.info.mem.local.L0Btvm.info.mem.local.L0Ctvm.info.mem.local.REGtvm.info.mem.local_aicputvm.info.mem.L1_tmp/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/api/api_mem.ccCheck failed: confMemoryInfoL1_BufferL0B_BufferL0C_BufferUnified_BufferL0A_BufferGCC: (GNU) 7.3.0zRx  dA B N A <hA B N A `hA B N A hA B N A hA B N A hA B N A hA B N A hA B N A 8HA C L A (\`A0B AR A A B V C 0A@C ABGT B B ,xA@B AGQ A zPLRx , A0A AX A \8A B I A ,A D P A H A (A0B AZ A LxAA AD BGVW A B IB(,A0B A] A 8LA@A AIIG A A4AA A C d A 4AA A B  A XA` A AD EN B DHT AA BAAABAX`AP A AEFBLAH A P [AA4xAA ABY B X A AA ACJK B 0DpABBAA B@?E>=E<;:@xAADCA A@?B>=HBA< A <A B J A @AADCA A@?B>=HBA< A 0<A B J A HAAA ABGzyDG|}B{U~gEK B 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?3@@;@a7@@/@@N4dmlc5ErrorEZN3air7runtime15TypedPackedFuncIFNS_4StmtES2_EE17AssignTypedLambdaIPS3_EEvT_EUlRKNS0_7TVMArgsEPNS0_11TVMRetValueEE_ZN3air7runtime15TypedPackedFuncIFNS_4StmtES2_bEE17AssignTypedLambdaIPS3_EEvT_EUlRKNS0_7TVMArgsEPNS0_11TVMRetValueEE_ZN3air7runtime15TypedPackedFuncIFNS_4StmtES2_bbEE17AssignTypedLambdaIPS3_EEvT_EUlRKNS0_7TVMArgsEPNS0_11TVMRetValueEE_ZN3air7runtime15TypedPackedFuncIFNS_4StmtERKS2_EE17AssignTypedLambdaIPS5_EEvT_EUlRKNS0_7TVMArgsEPNS0_11TVMRetValueEE_ZN3air7runtime15TypedPackedFuncIFNS_4StmtES2_RKNS_5ArrayINS_7NodeRefEvEEiibbEE17AssignTypedLambdaIPS8_EEvT_EUlRKNS0_7TVMArgsEPNS0_11TVMRetValueEE_ZN3air7runtime15TypedPackedFuncIFNS_5ArrayINS_7NodeRefEvEENS_4StmtERKNS_3VarEiEE17AssignTypedLambdaIPS9_EEvT_EUlRKNS0_7TVMArgsEPNS0_11TVMRetValueEE_ZN3air7runtime15TypedPackedFuncIFNS_4StmtES2_mmEE17AssignTypedLambdaIPS3_EEvT_EUlRKNS0_7TVMArgsEPNS0_11TVMRetValueEE_ZN3air7runtime15TypedPackedFuncIFNS_4StmtERKS2_bEE17AssignTypedLambdaIPS5_EEvT_EUlRKNS0_7TVMArgsEPNS0_11TVMRetValueEE_*N3akg2irUlN3air7runtime7TVMArgsEPNS2_11TVMRetValueEE_E*N3akg2irUlN3air7runtime7TVMArgsEPNS2_11TVMRetValueEE0_E*N3akg2irUlN3air7runtime7TVMArgsEPNS2_11TVMRetValueEE1_EintuintfloatstrbyteshandleNULLArrayHandleTVMTypeTVMContextFunctionHandleModuleHandleNDArrayContainerObjectCell/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hunknown type_code=StmtStack trace: +basic_string::basic_string%s: __pos (which is %zu) > this->size() (which is %zu) [bt] () [%02d:%02d:%02d] :: ERROR /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.hMapTensorBufferMap[VariableExpr/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/packed_func_ext.htype_code_ == kObjectHandleCheck failed: ObjectTypeChecker::Check(ptr)Expected type ArrayList[Objectboolcustomunknown type Check failed: endpt == s.c_str() + s.length()type_code_ == kTVMType expected but get custom[]type_code_ == kStrtype_code_ == kDLIntvalue_.v_int64 <= std::numeric_limits::max() ( vs. Check failed: i < num_argsnot enough argument passed, passed but request arg[].basic_string::_M_createbasic_string::_M_construct null not validir_pass.StorageRewriteCCEir_pass.EmitInsnir_pass.AutoMadPragmaAttrir_pass.PreProcess4Multicoreir_pass.LoadIm2colTransir_pass.DmaFlattenir_pass.EmitInsnDebugir_pass.InjectSyncir_pass.InvariantHoistir_pass.ElimDMAir_pass.InjectPipeir_pass.HoistInsnir_pass.HoistMatrixcInitir_pass.FixMadAttrsir_pass.FixMadAttrsForNpuInferenceir_pass.AnalyzeMinAlignStaticir_pass.AnalyzeMinAlignDynamicir_pass.RewriteBroadcastVectorir_pass.OptimizePragmair_pass.PackStoreir_pass.RecoverStoreir_pass.DTypeAdapterir_pass.SetVectorMaskDefaultir_pass.ElimVectorMaskir_pass.SelectLowerir_pass.InjectMultiCoreir_pass.InjectMultiCoreVarir_pass.InjectAccessPtrMSGir_pass.RemoveAccessPtrMSGir_pass.LoopNormlizeir_pass.AutoDoubleBufferir_pass.AutoPragmair_pass.AutoPragmaForNpuInferenceir_pass.FixUnsupportedInstructionir_pass.DMASinkir_pass.ReplaceFargmaxCastsir_pass.CoverProtectionir_pass.CoarsenImg2Colir_pass.LowerStorageAccessInfoCCEir_pass.MultiLastAxisReductionsir_pass.MultiCorePartitionir_pass.MultiCoreLoopSwitchHoistir_pass.PoolingTransformir_pass.SplitTailir_pass.MergeLoopsir_pass.NpuInferenceAdapterir_pass.IdentityPassir_pass.InitMatrixcWithBiasir_pass.AlignRealizeLastRange/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/api/api_pass.ccargs.size() == 5args.size() == 2GCC: (GNU) 7.3.0zRx  dA B N A <hA B N A `hA B N A tA C O A tA C O A tA C O A tA C O A tA C O A 8tA C O A \tA C O A tA C O A HA C L A (`A0B AR A A B V C 0A@C ABGT B B ,LxA@B AGQ A |8A B I A 4A0A AU B F A ,A D P A H A zPLRx 4 \A@A ACe A <X$A` A A FO B CYBAB(A0B AZ A LxAA AD BGVW A B IB(A0B A] A 8@A@A AIIG A A4|AA A C d A @AC AFMz A A RB@AC AFMz A A RB@<AC AFMz A A RB@AC AFMz A A RB@AC AFMz A A RB@AC AFMz A A RB@LAC AFMz A A RB@AC AFMz A A RB4 AA A G  A 4AP A ABFU B XHAP A AEFBLAH A P [AA4xAA ABY B Xh A AA ACJ A 04pABBAA B@?E>=E<;:<hA87B A65[ A X34T`34t\AAFEA ACBBAG>CE;I=LAK A @?><:9BAHF=>C;z AB HF>=;MA=>A;XXAAJIA AGB@CBAJHBEB?XCDBF~AAAN B HGFEDCBA@?JIwAEFACDAHA?hBCDAFAADCA B@?B>=DBAG<Q A B;B9I:MAI;:9AAB :;A9A F:;A9CI :E C:MG:EAB;9| XAAxwA AtsIuvBoCqAmUrApCnAAAI B vutsrqponmxwAAABuvAqrAopAmnvBrApAn `AAxwA AtsIuvBoCqAmUrApCnAAAK B vutsrqponmxwAAABuvAqrAopAmnvBrApAnh tAArqA AonJjimCklGp AB AAL B Bplkr AA GAklAp4( A` A A Bz A 4` A` A A Bz A ` LAAJIA AFEDHGGDCKBsJ A dBAs BA OBDG BC _BODB$`AP B EN A X$ TAABAA A@?F=E_AI B Z>AA?@ABCDEFGHIJKLMNOPQRSTUVWq"\td ! "^t !& "`t !r "btD ! 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T"^j G@@!@@B?`T;@o@!@@T;@o@B@?`T"^j G@@A@G@@!@951"^C@j @B?`T8@9C?aT2cAbB?`T@c@C?`Tn`"^cxj R`"^C@caj G@@`A@@9C@T`"^C@caj G@@`!@cAbB?TcAbB?`T@C?`T?`"^c|j G@@`!@{?[S@@T @ ҅BA@@@@AӚ!za @ z!bz$C@@T@@@ ʕN`SA[B{Ĩ_@{.S[A!Ck@c |A@Gs!Ҷ~?"y?! @?TTNTB Ҡ7;@b@{ ؚ{w}x{\@@ @ @ؚ!TT@ @_AT@@5@ ?aT@G@@ SA[BcCkDsE{ɨ_` @@C@@?@"@##rT;@@w }ӡ@" hw@@ @ @@Ú6x 7@@N@@TC{C[Sc@c"@@!!"RB!BR !c`RC3#҂`" A@Ts!T@! !RB! W@bR`?֠?@sB@T@@@ SB[CcD{AC_W@bR`?֠?@sB@T A@Tџ!TN4dmlc5ErrorE*N3akg7cce_lib6tilingUlN3air7runtime7TVMArgsEPNS3_11TVMRetValueEE_EArrayIntImmExprStack trace: +basic_string::basic_string%s: __pos (which is %zu) > this->size() (which is %zu) [bt] () ERROR /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.h:: _Map_base::atObjectCellintuintfloatstrbyteshandleNULLArrayHandleTVMTypeTVMContextFunctionHandleModuleHandleNDArrayContainer/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/packed_func_ext.htype_code_ == kObjectHandle expected but get unknown type_code=StrMapCheck failed: ObjectTypeChecker::Check(ptr)Expected type Map[strObject ( vs. [%02d:%02d:%02d] /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hCheck failed: i < num_argsnot enough argument 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T"^j G@@!@@B?`T;@o@!@@T;@o@B@?`T"^j G@@A@G@@!@951"^C@j @B?`T8@9C?aT2cAbB?`T@c@C?`Tn`"^cxj R`"^C@caj G@@`A@@9C@T`"^C@caj G@@`!@cAbB?TcAbB?`T@C?`T?`"^c|j G@@`!@{?[S@@T @ ҅BA@@@@AӚ!za @ z!bz$C@@T@@@ ʕN`SA[B{Ĩ_@{.S[A!Ck@c |A@Gs!Ҷ~?"y?! @?TTNTB Ҡ7;@b@{ ؚ{w}x{\@@ @ @ؚ!TT@ @_AT@@5@ ?aT@G@@ SA[BcCkDsE{ɨ_` @@C@@?@"@##rT;@@w }ӡ@" hw@@ @ @@Ú6x 7@@N@@TC{C[Sc@c"@@!!"RB!BR !c`RC3#҂`" A@Ts!T@! !RB! W@bR`?֠?@sB@T@@@ SB[CcD{AC_W@bR`?֠?@sB@T A@Tџ!TN4dmlc5ErrorE*N3akg7cce_lib6tilingUlN3air7runtime7TVMArgsEPNS3_11TVMRetValueEE_EIntImmExprStack trace: +basic_string::basic_string%s: __pos (which is %zu) > this->size() (which is %zu) [bt] () [%02d:%02d:%02d] :: ERROR /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.h_Map_base::atObjectCellintuintfloatstrbyteshandleNULLArrayHandleTVMTypeTVMContextFunctionHandleModuleHandleNDArrayContainer/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/packed_func_ext.htype_code_ == kObjectHandle expected but get unknown type_code=StrMapCheck failed: ObjectTypeChecker::Check(ptr)Expected type Map[strObject ( vs. /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hCheck failed: i < num_argsnot enough argument passed, passed but request arg[].basic_string::_M_createbasic_string::_M_construct null not validnum_tokensnum_headsembedding_sizenum_blocksblock_sizemax_num_blocks_per_querykv_headstorFloatImmmaskArray/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/object.hCheck failed: ref->template IsInstance()Downcast from to failed.%d%f%uNoneGeneralCandidatesTuningcce_lib.tiling.paged_attention_tilingGCC: (GNU) 7.3.0zRx  dA B N A <HA C L A (``A0B AR A A B V C 0A@C ABGT B B ,pA0C AFL B A zPLRx 4 A@A ACa A ,hxA@B AGQ A 8A B I A 4A0A AU B F A ,A D P A H A dAA AFO B C J W B C YA AAA A KG C B BB ,A&%D A$#\"V A (A0B AZ A LxAA AD BGVW A B IB(8A0B A] A 8TA@A AIIG A A4AA A C d A @A@A AGCJQ B G A A 8A B I A @0A` C ABD N A XAP A AEFBLAH A P [AA4xAA ABY B X A AA ACJ B 0dpABBAA B@?E>=E<;:\ACLKA AFEBJIDHGKDCBPACA C B BA| AAA AxwDzEU B AB{ByU}~B| AAAB ZA}~A{|AAyAB}~A|x0AA AB H AB I lBABI A  n ~EA A AA AA lAp A A G GB eAI B p  A AB CYHAAAA ABDp,Ap A A BC Dg A !AA AFXBBGBiAABB A FlDAAFRAKKADBBAAA,xAp A A J O A <AAA ABLEVBK A AAACBLBXpBhAACYBRAA\AATAAAAABI C BzBL$Ap C A L a B u I I K\ AU A F D4L $A@B ABs A H AD AC D I S A @ (AA('A A$#B&%D"!b A Q(*+((d,,..(h(^((p002i(Px33557799;<<>>@@BCCEEGHHJKKMMOOQRRTTVWWYZZ\]^^``bbddff(=$hh?]jjllBl(n?np?pq?qs?su?uv?vw?wx?xy?yz?z{?{|?|}?}~?~?kD?+++8???????????%H+X1h7x=CIOU[aglqw  I T       !"#$%&'DVg",Hz!s(",H".` " ; "0 !    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W@bR`?֠?@sB@T@@@ SB[CcD{AC_W@bR`?֠?@sB@T A@Tџ!TN4dmlc5ErrorE*N3akg7cce_lib6tilingUlN3air7runtime7TVMArgsEPNS3_11TVMRetValueEE_EArrayIntImmExprStack trace: +basic_string::basic_string%s: __pos (which is %zu) > this->size() (which is %zu) [bt] () ERROR/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.h :: _Map_base::atNDArrayContainerintObjectCelluintfloatstrbyteshandleNULLArrayHandleTVMTypeTVMContextFunctionHandleModuleHandle/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/packed_func_ext.htype_code_ == kObjectHandle expected but get unknown type_code=StrMapCheck failed: ObjectTypeChecker::Check(ptr)Expected type Map[strObject ( vs. [%02d:%02d:%02d] /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hCheck failed: i < num_argsnot enough argument passed, passed but request arg[].basic_string::_M_createbasic_string::_M_construct null not validINFO/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/cce_lib/tiling/pp_matmul_tiling.cck0Max = int8float16batch_sizeMKNtrans_atrans_btensor_A_typeStringImmbias_flag%u%dblock dim = batchsize, m, k, n = m0, k0, n0 = mLoop, kLoop, nLoop = coreLoop = tiling key = blockDim = swizzlCount = swizzlDirect = NoneGeneralCandidatesTuningcce_lib.tiling.pp_matmul_tilingGCC: (GNU) 7.3.0zRx  dA B N A <HA C L A (``A0B AR A A B V C 0A@C ABGT B B ,pA0C AFL B A zPLRx 4 A@A ACa A ,hxA@B AGQ A 8A B I A 4A0A AU B F A ,A D P A H A dAA AFO B C J W B C YA AAA A KG C B BB dA D R A @A B K A A B _ B `A B S A ,A&%D A$#\"V A (LA0B AZ A Ph Ap A A DB HW  B A IB (A0B A] A 8A@A AIIG A A4$AA A C d A @lA@A AGCJQ B G A A 8A B I A @A@A AGCJQ B G A A@A` C ABD N A X\AP A AEFBLAH A P [AA4xAA ABY B pLAANMA AGFKLKIHEDCqJC A LKIHGFEDCNMFJPJJABJd8AA A DEQH I JW DKSAK} JHI A H KDKHKF U AKB FKC KBKA AKX A AA ACJ B ,L AB@?A B>=F<;B:||0 AAA AyB{zG~U B ABwxV|}B AAA bAA|}AwxAAB|}0AA AB H AB I lBABI A  n ~EA A AA AA lAp A A G GB eAI B p  A AB CYHAAAA ABD,Ap A A BC Dg A l<PA AA AIEEVHoK A  AAAACDJXHi AB CYBRAA[AATAAAAAABAfA G BcBAbIACB4 $A@B ABs A H AD AC D I S A \@ A` A A CBI BYAJ A `  BAB A4 $A@B ABs A 8 <AP A ABKb B D A` C A HZ A ASCPL T"ABhgA BfeEH\DbaE`_^]Bdc H B L $Ap C A L a B u I I K\ AU A F D@ (AA('A A$#B&%D"!b A -/0--d1133-h-^--pi-p557-Px88::<<>>@AACCEEGHHJJLMMOPPRRTTVVXYY[[]^_T_``bbddffhhjjllnnT^FpprrttvvxxW-`2$zzz(|T|~T~TTTTTTTTTTTTT@DT0H0W08TtTTTTTTTTTTTH88 +G  ! ,       !"#$%&'()*+,' 9 J "1H] !(o  "1H "3`        "5q ! x   "88 ": ": "< ">B y    2     -d-0@R-p- `"AC"C"C7"E M2E"E "H"J`"J"M,"P7"PB"R8"R8>"TI"TT"V"Y0"[xO"[x-L*- 8"`  "b *b !'<"b Z"d0 w|"f0"h3k"j,"lPa "n$!.!8 H7 L8 \t =+(  78,8h$, 78LT7EX8El7Ft8Fx78C8 48@DLdh8Ft8Ex8E 748h8(78H7` d8h7 8 778878(,4<HLX\hltx 8PT8\88 88  (,848`d8@AB(($(08<DLX\dhlt|00PP  ``` `,8t7I|8I7J8J7 87 8  778 8D7PX8@AB( ( (,4<HLTX\dlt| 8 888DHPXpt|4 < 8H 8L 8t x 8   8    ` `  K      0 @ /P X 7l t |  P    8   +  9 8 : 7 8, 0 74 7;< 8@ 8;D <X  P P   0 0$ ( , 4 D T /d l 7    P    8   +  9 8 : 7( 8< @ 7D 7;L 8P 8;T <` 'p x   @ @ p p       '8J8IHHPH\ p8 888 $@8ADH\Bdtx((00pp/(,07DLTXP\hp|8+98:7877;88;<(0>8 @ HPXx`xhXpXx88''''8  (4<>Dh|= 8 8 ,LT=p  =+   8 08X> 8  +,\|+8I78<8MNO (788|PQS$X%t7x8T LMNMNOO7$8%878<8MNO  78PTdW8M$(N0O87 8@$dVx8XM NO78(8@aDbH7cLaT8cXd`dhPpx|PPPU7  a8  d( , 0P<e@`2D`2HLX8$Ygfh; ijx@@d h#4=lP(10p  P|!#$&(8)A+p,.02%4`579:h = :2`?i:A:C:E: G :P IY : K :H N :dD P R : T : V! :` i : `2 :, Y 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L X`hp |     #' /?C DGH$L,4V<WDXLYTf\;dl[t\|IJEF 6@ @5-&L8,P8@6P8H1@`+1T8`O@+3r8m@,595980@(-`8a9\@-:x:@.`<:@x.><!,='@h2`A=@2Cx> @3ER@@@H7H HA@P8xJTA A@8M BsCn@9PC8@H:`RD @:T(D#@h;VF F@@<YJ GxE @<[o (J 8J Q Q  @p?` ]  @Mb _0  @XQd? i0: @_f 0l{ @`h @n, @@cj; ppP6 @c%l $ @hn  @Xpp$،@ȌxrS؍$N@@tt<o@0 v@ @PPx`(@8z@ؔ| @H4(/@8`SKEh@02x2 S22 22Е~2 2ȗ62@J(E@ȕl00uBH@ @" +p/85 1706791255 1000 1000 100644 377384 ` ELFh@@MOQSUVXZ\^_abdfgijlmotqsvxy{|~{d@@Ң4_q Tc@R@a@A!{¨_! {d@@@"_ T!_T"Bc@@`@ {¨ {?D@@ @ҳ TS˳>T@T3@@?h 8@@ A @@{Ĩ_ @9 9@Ҡ@ @ {@@ҳ T}R@@A @@{è_{Sa@#@@s@@`@ SA@{ĨC{S[@0@"@cks A" T6xs `~_`~5`~_`~5`~_`~5`~_Qa5qT`~_Qa5qT@@! 6@@?kT`~_Qa5qT9@! ?BbBB>@A@A!SA[BcCkDsE{@C_ շ R!B!B!"!2@Ҡ @@!!C2@@6xsBB 4!N@6{@$RRRb@ZC@ @3@T9@a ?@@!7 տ9@! ?n`~_Qa5qT`4!$RRRRa@B @C@T3@ZC@T@9@ZC@B?`T@{c[@S@' բ@@HTB_B@bR@T@'@@ ʠSA[BcC{Ũ_! {[0@kSA@@"@wc@+L`~_`~5`~_`~5`~_`~5`~_Qa5qLT`~_Qa5q 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C@@@sB@T@ZCTE բ`B ա?@"@C![@ACw@_T@@C բ@C աNcB"<@   աW`B@{  @L@ZC?`Tw@B@Tg@CT@'@/@W@B@TG@B'/@T@'@/@@sB@TC@C@@bB?T  C@a@sB@T@ZCT{dc[kScs @@@oҠB2@@@G`~_`~5`~_`~5`~_`~5`~_Qa5qJT`~_Qa5q@FT`~_`~5@@!c!!_@aB@TO@B@T!A_@aB@TO@B@T!a_@aB@TO@B@T!_@aB@TO@B@T!_@aB@TO@B@T!_@aB@TO@B@T!<O@B@T_@aB@T!_@aB@TO@B@T!!_@aB@TO@B@T!6@&@_@aB@T#!A_@aB@TO@B@T!a_@aB@TO@B@T!_@aB@TO@B@T һҡ2@!@!h`!8_5_5;_5_Q5qT_Q5qT@@? T;@"BA|_!A|5@! ;@@2@{ @x|_5_5;_5_Q5qT_Q5qT@@?@T;@"BA|_!A|5@! ;@@2@@x{~_~5~_~5;~_~5~_Q5q@T~_Q5qT@@?T;@"BA|_!A|5@! ;@@!!_@aB@TO@B@T!!_@sB@TO@B@T?@B@T9@o@ @ ` SA[BcCkDsE{Ψ_֡2@ |[Һ!@!h`!;A;r;_@aBT|[  ՠ@` տ9@ ?֌9Ձ@ ?9Ձ@! ?N9"@@?9Ձ@ ?<9Ձ@ ?֬9"@7@?֡7@9@ ?Z  բ8 բf_@bB?`TO@B@T?@B@T;@AO@B?`T_@sB@T;@;@A  {cS@Ck @/[svBk@@k@@TCBK@I VA{՚{x{/@I@ @. @՚!.TT @aT?$@F?@ 5@+@~_~5~_~5~_~5~_Q5q$T~_Q5q!T@`@6!@ @kB[" BBI|_"Q5?q TK@B@TK !!@d@#!G@ G@!@!@ ?֠G@G@S`6@!@!@a@`2@@`"@aB@T`@@`@@ A!@@T`@@[@B@T@/A@ASA[BcCkDsE{@ _֠k@@TR!B!B!!$  4!@6"@$RRRB@?"@@`@[@B?@T??@SBR! KO Ҵ&R! 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G;@B@T+@B@TK@sB!@!@@TB@!@K@sB?`T;@B?`T+@B@T`"^Kxj @`!@K@bB?TEPp \2X\0'P6Pd/ @lt-`Eh(8\0Ht8HT                     L$4        Zd   (T T 4       ~`p      D           @    L0h]4  X   H    Xx       LH          U`   T d 4       hr`L$,   t   T      Ll<=5 &T{qS*`@@ TT*qT T"qB!!s@@a@A SA{ܨ_֟ q`TTqB!! ՟2qTT6qT!["xR*[B   T4qT   [{S`@@#`R@bs@@a@AʁSA{@#@_ַc_ [`B@B;"!*;@@T@5c RR/BR3@r78R @9q T @?`T!₀R999 @R3[B3?3cC@B_B;b!*;@@T@5cR6R/ BR7@< Ղ@B_B;b!*;@@T@5cRVR/@B_B;b!*;@@T5@RvRc/r!5 R r[BcCC@ҷB;b!*;@@T5cR/@M@!R/ @R/@6[c{@4|@#@@+?kT@@xtA@b!xtk37@BA{@@#@+@_ ճ `'/9@@!@9@B^ҺS` |j"`B@@B@ #`! oSRa9@a"@W`B!*!*B!`" H@"C@9C;@T@b@b{@!@ @T@`!@W@A^`SC|j!;@R!!!;@"@!@B!!@!"!*B!;@ A@T @cC'@/@0cC @'@/@+c '/C@9C@T@`!@`"@^S|j C {+@k@' @a@?k`T C`/9@@9@<@^k @`cj"7c@@`B@#`! k@Ra9@oa"`B!a@!A@B!@AC9@Oi T`C[[@aC;@_TAC뤏K@TC@C[c_{C9[@@T G@";@ZC;@T@a@b@Cc @T@`Bo@B@`"@A^kcj![BcC @/@ @'A@AkD{@@+@C _ ջC`CKK@aC;@_ TAC뤏I`TC@C KSO{C9K@T aBC`CK բC`C[ [@ K@[c /;@ZC?`T;@ZC`T`"^7@kaj @`!@c{S@b@?,qC@ TtR?q TR#G"'@ CBLR!!!'@"@!@B!B!!"! @'@ A@T@@@s@*@a@ASA@@{ި_ֵC*+@BT@@@^"@!2+@B?T@C{@Skb@?qC@@T?0q T`RcWS"/@ JR!!B!/@"@!@B!B!b!"! @/@ A@T@@B@@s@Aa@AASAkD{@@C_֢@AA@"@  this->size() (which is %zu) [bt] () [%02d:%02d:%02d] :: ERROR /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.hStrMapMap[strtype_code_ == kTVMType expected but get custom[]type_code_ == kStr/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/packed_func_ext.htype_code_ == kObjectHandleCheck failed: ObjectTypeChecker::Check(ptr)Expected type List[Object ( vs. Check failed: i < num_argsnot enough argument passed, passed but request arg[].basic_string::_M_replacebasic_string::appendbasic_string::_M_createbasic_string::_M_construct null not valid/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/cce_lib/update_cce_tiling.ccCheck failed: item < tiling_result_.size() is greater than StringImmbasic_string::replacegm_tiling_data->batchm;;k;n;m0k0n0mLoopkLoopnLoopcoreLoopswizzlCounttrans_atrans_bswizzleDirtilingKey__gm__ half *__restrict__ gm_c,__gm__ half *__restrict__ gm_c__gm__ uint8_t *__restrict__ tiling_dataauto gm_tiling_data = reinterpret_cast<__gm__ AsdOps::PpMatmulTilingData *>(tiling_data);, tiling_data))VectorCorenum_tokens_Map_base::at(*((__gm__ int32_t *)tiling_para_gm%ld))num_heads + 1))head_size + 2))__gm__ uint8_t * __restrict__ tiling_para_gm__gm__ uint8_t * __restrict__ key_real_output_gm,__gm__ uint8_t * __restrict__ key_real_output_gmBatchMatMulMatMulcce_lib.tiling.pp_matmul_tilingPagedAttentionPagedAttentionMaskReshapeAndCachemaskcce_lib.tiling.paged_attention_tilingcce_lib.tiling.old_paged_attention_tiling_mix_aic_mix_aivextern "C" __global__ __aicore__ void basic_string::substr(_kernel0MIX + 3)) + 4)) + 5))(*((__gm__ float *)tiling_para_gm + 6)) + 7)) + 8)) + 9)) + 10)) + 11))__gm__ uint8_t *__restrict__ tiling_para_gm__gm__ uint8_t *__restrict__ o_tmp_gm,__gm__ uint8_t *__restrict__ o_tmp_gmop_typeCheck failed: tiling_info.count("op_type")Key op_type cannot be found.Check failed: iter != OpTypeToLib.end()Key cannot be found.Check failed: tiling != nullptr is not supported. #ifdef __CCE_KT_TEST__ #define __aicore__ #else #define __aicore__ [aicore] #endif #define __force_inline__ inline __attribute__((always_inline)) constexpr uint32_t L0_PINGPONG_BUFFER_LEN = 16384; constexpr uint32_t L1_PINGPONG_BUFFER_LEN = 131072; constexpr uint32_t CONST_16 = 16; constexpr uint32_t CONST_256 = 256; constexpr uint64_t ND2NZ_STRIDE_LIMIT = 65536; enum class DataFormat { ND, NZ }; __aicore__ __force_inline__ uint64_t RoundUp16(const uint64_t val) { return (val + CONST_16 - 1) / CONST_16 * CONST_16; } __aicore__ __force_inline__ uint64_t RoundUp256(const uint64_t val) { return (val + CONST_256 - 1) / CONST_256 * CONST_256; } template __aicore__ __force_inline__ void CopyGmToL1(__cbuf__ Dtype *dst, __gm__ Dtype *src, uint64_t row, uint64_t col, uint64_t tile_row, uint64_t tile_col) { } template <> __aicore__ __force_inline__ void CopyGmToL1(__cbuf__ half *dst, __gm__ half *src, uint64_t row, uint64_t col, uint64_t tile_row, uint64_t tile_col) { if (col < ND2NZ_STRIDE_LIMIT) { copy_gm_to_cbuf_multi_nd2nz_b16(dst, src, 0, // sid 1, // ndNum tile_row, // nValue tile_col, // dValue 0, // srcNdMatrixStride, unused col, // srcDValue RoundUp16(tile_row), // dstNzC0Stride 1, // dstNzNStride 0 // dstNzMatrixStride, unused ); } else { for (uint64_t i = 0; i < tile_row; i++) { copy_gm_to_cbuf_multi_nd2nz_b16(dst + i * CONST_16, // dst src + i * col, // src 0, // sid 1, // ndNum 1, // nValue tile_col, // dValue 0, // srcNdMatrixStride, unused 0, // srcDValue, unused RoundUp16(tile_row), // dstNzC0Stride 0, // dstNzNStride, unused 0 // dstNzMatrixStride, unused ); } } } __force_inline__ __aicore__ void GetBlockIdx(uint32_t m_loop, uint32_t n_loop, uint32_t swizzle_cnt, uint32_t SwizzleDir, uint32_t index, uint32_t &m_idx, uint32_t &n_idx) { uint32_t in_batch_idx = index % (m_loop * n_loop); if (SwizzleDir == 0) { // Zn uint32_t tile_block_loop = (m_loop + swizzle_cnt - 1) / swizzle_cnt; uint32_t tile_block_idx = in_batch_idx / (swizzle_cnt * n_loop); uint32_t in_tile_block_idx = in_batch_idx % (swizzle_cnt * n_loop); uint32_t n_row = swizzle_cnt; if (tile_block_idx == tile_block_loop - 1) { n_row = m_loop - swizzle_cnt * tile_block_idx; } m_idx = tile_block_idx * swizzle_cnt + in_tile_block_idx % n_row; n_idx = in_tile_block_idx / n_row; if (tile_block_idx % 2 != 0) { n_idx = n_loop - n_idx - 1; } } else if (SwizzleDir == 1) { // Nz uint32_t tile_block_loop = (n_loop + swizzle_cnt - 1) / swizzle_cnt; uint32_t tile_block_idx = in_batch_idx / (swizzle_cnt * m_loop); uint32_t in_tile_block_idx = in_batch_idx % (swizzle_cnt * m_loop); uint32_t n_col = swizzle_cnt; if (tile_block_idx == tile_block_loop - 1) { n_col = n_loop - swizzle_cnt * tile_block_idx; } m_idx = in_tile_block_idx / n_col; n_idx = tile_block_idx * swizzle_cnt + in_tile_block_idx % n_col; if (tile_block_idx % 2 != 0) { m_idx = m_loop - m_idx - 1; } } } extern "C" __global__ __aicore__ void pp_matmul(__gm__ half *__restrict__ gm_a, __gm__ half *__restrict__ gm_b, __gm__ half *__restrict__ gm_c, __gm__ uint8_t *__restrict__ tiling_data) { set_padding((uint64_t)0); set_atomic_none(); uint64_t config = 0x1; set_nd_para(config); __ca__ half *l0a_base = reinterpret_cast<__ca__ half *>((uintptr_t)0); __cb__ half *l0b_base = reinterpret_cast<__cb__ half *>((uintptr_t)0); __cc__ float *l0c_buf = reinterpret_cast<__cc__ float *>((uintptr_t)0); // get tiling args auto gm_tiling_data = reinterpret_cast<__gm__ AsdOps::PpMatmulTilingData *>(tiling_data); uint32_t batch_size = gm_tiling_data->batch; uint32_t m = gm_tiling_data->m; uint32_t k = gm_tiling_data->k; uint32_t n = gm_tiling_data->n; uint32_t m0 = gm_tiling_data->m0; uint32_t k0 = gm_tiling_data->k0; uint32_t n0 = gm_tiling_data->n0; uint32_t m_loop = gm_tiling_data->mLoop; uint32_t k_loop = gm_tiling_data->kLoop; uint32_t n_loop = gm_tiling_data->nLoop; uint32_t core_loop = gm_tiling_data->coreLoop; uint32_t swizzle_cnt = gm_tiling_data->swizzlCount; bool TA = bool(gm_tiling_data->trans_a); bool TB = bool(gm_tiling_data->trans_b); uint32_t SwizzleDir = gm_tiling_data->swizzleDir; __cbuf__ half *l1_base_a = reinterpret_cast<__cbuf__ half *>((uintptr_t)0); __cbuf__ half *l1_base_b = reinterpret_cast<__cbuf__ half *>((uintptr_t)RoundUp256(m0 * k0 * sizeof(half))); uint32_t num_core = get_block_num(); uint32_t core_idx = get_block_idx(); uint32_t ping_flag = 1; set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID0); set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID1); set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID2); set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID3); set_flag(PIPE_FIX, PIPE_M, EVENT_ID0); for (uint32_t loop_idx = core_idx; loop_idx < core_loop; loop_idx += num_core) { uint32_t m_idx = 0, n_idx = 0; GetBlockIdx(m_loop, n_loop, swizzle_cnt, SwizzleDir, loop_idx, m_idx, n_idx); uint32_t batch_idx = loop_idx / n_loop / m_loop; uint64_t offset_a, offset_b, offset_a_next, offset_b_next; uint64_t offset_c = batch_idx * m * n + m_idx * m0 * n + n_idx * n0; uint32_t m_actual = (m_idx == (m_loop - 1)) ? (m - m_idx * m0) : m0; uint32_t n_actual = (n_idx == (n_loop - 1)) ? (n - n_idx * n0) : n0; uint32_t m_round = (m_actual + CONST_16 - 1) / CONST_16 * CONST_16; uint32_t n_round = (n_actual + CONST_16 - 1) / CONST_16 * CONST_16; uint32_t mn_max = m_round > n_round ? m_round : n_round; uint32_t k_part_len = L0_PINGPONG_BUFFER_LEN / mn_max / CONST_16 * CONST_16; uint64_t shuffle_k = core_idx % k_loop; if (TA) { offset_a = batch_idx * m * k + shuffle_k * k0 * m + m_idx * m0; } else { offset_a = batch_idx * m * k + m_idx * m0 * k + shuffle_k * k0; } if (TB) { offset_b = batch_idx * k * n + n_idx * n0 * k + shuffle_k * k0; } else { offset_b = batch_idx * k * n + shuffle_k * k0 * n + n_idx * n0; } uint32_t k_actual = (shuffle_k == k_loop - 1) ? k - shuffle_k * k0 : k0; uint32_t k_round = (k_actual + CONST_16 - 1) / CONST_16 * CONST_16; __cbuf__ half *l1_buf_a = ping_flag ? l1_base_a : l1_base_a + L1_PINGPONG_BUFFER_LEN; __cbuf__ half *l1_buf_b = ping_flag ? l1_base_b : l1_base_b + L1_PINGPONG_BUFFER_LEN; __ca__ half *l0a_buf = ping_flag ? l0a_base : l0a_base + L0_PINGPONG_BUFFER_LEN; __cb__ half *l0b_buf = ping_flag ? l0b_base : l0b_base + L0_PINGPONG_BUFFER_LEN; event_t event_id = ping_flag ? EVENT_ID0 : EVENT_ID1; if (loop_idx == core_idx) { wait_flag(PIPE_MTE1, PIPE_MTE2, event_id); // *** load matrix A to L1 if ((m == 1) || (m_actual == 1 && !TA)) { copy_gm_to_cbuf(l1_buf_a, gm_a + offset_a, 0, // sid 1, // nBurst k_round / CONST_16, // lenBurst 0, // srcGap 0, // dstGap PAD_NONE // padMode ); } else { if (TA) { CopyGmToL1(l1_buf_a, gm_a + offset_a, k, m, k_actual, m_actual); } else { CopyGmToL1(l1_buf_a, gm_a + offset_a, m, k, m_actual, k_actual); } } set_flag(PIPE_MTE2, PIPE_MTE1, event_id); // *** load matrix B to L1 wait_flag(PIPE_MTE1, PIPE_MTE2, event_id + 2); if (TB) { CopyGmToL1(l1_buf_b, gm_b + offset_b, n, k, n_actual, k_actual); } else { CopyGmToL1(l1_buf_b, gm_b + offset_b, k, n, k_actual, n_actual); } set_flag(PIPE_MTE2, PIPE_MTE1, event_id + 2); } for (uint64_t k_idx = 0; k_idx < k_loop; k_idx++) { shuffle_k = (k_idx + core_idx) % k_loop; uint32_t k_actual = (shuffle_k == (k_loop - 1)) ? (k - shuffle_k * k0) : k0; uint32_t k_round = (k_actual + CONST_16 - 1) / CONST_16 * CONST_16; uint32_t k_part_loop = (k_actual + k_part_len - 1) / k_part_len; __cbuf__ half *l1_buf_a = ping_flag ? l1_base_a : l1_base_a + L1_PINGPONG_BUFFER_LEN; __cbuf__ half *l1_buf_b = ping_flag ? l1_base_b : l1_base_b + L1_PINGPONG_BUFFER_LEN; auto event_id = ping_flag ? EVENT_ID0 : EVENT_ID1; if (k_idx < k_loop - 1) { uint64_t shuffle_k_next = (core_idx + k_idx + 1) % k_loop; if (TA) { offset_a_next = batch_idx * m * k + shuffle_k_next * k0 * m + m_idx * m0; } else { offset_a_next = batch_idx * m * k + m_idx * m0 * k + shuffle_k_next * k0; } if (TB) { offset_b_next = batch_idx * k * n + n_idx * n0 * k + shuffle_k_next * k0; } else { offset_b_next = batch_idx * k * n + shuffle_k_next * k0 * n + n_idx * n0; } uint32_t k_actual_next = (shuffle_k_next == (k_loop - 1)) ? (k - shuffle_k_next * k0) : k0; uint32_t k_round_next = (k_actual_next + CONST_16 - 1) / CONST_16 * CONST_16; __cbuf__ half *l1_buf_a_next = (1 - ping_flag) ? l1_base_a : l1_base_a + L1_PINGPONG_BUFFER_LEN; __cbuf__ half *l1_buf_b_next = (1 - ping_flag) ? l1_base_b : l1_base_b + L1_PINGPONG_BUFFER_LEN; event_t event_id_next = (1 - ping_flag) ? EVENT_ID0 : EVENT_ID1; wait_flag(PIPE_MTE1, PIPE_MTE2, event_id_next); // *** load matrix A to L1 if ((m == 1) || (m_actual == 1 && !TA)) { copy_gm_to_cbuf(l1_buf_a_next, gm_a + offset_a_next, 0, // sid 1, // nBurst k_round_next / CONST_16, // lenBurst 0, // srcGap 0, // dstGap PAD_NONE // padMode ); } else { if (TA) { CopyGmToL1(l1_buf_a_next, gm_a + offset_a_next, k, m, k_actual_next, m_actual); } else { CopyGmToL1(l1_buf_a_next, gm_a + offset_a_next, m, k, m_actual, k_actual_next); } } set_flag(PIPE_MTE2, PIPE_MTE1, event_id_next); // *** load matrix B to L1 wait_flag(PIPE_MTE1, PIPE_MTE2, event_id_next + 2); if (TB) { CopyGmToL1(l1_buf_b_next, gm_b + offset_b_next, n, k, n_actual, k_actual_next); } else { CopyGmToL1(l1_buf_b_next, gm_b + offset_b_next, k, n, k_actual_next, n_actual); } set_flag(PIPE_MTE2, PIPE_MTE1, event_id_next + 2); } if (k_idx == k_loop - 1 && loop_idx + num_core < core_loop) { uint32_t m_idx_next = 0, n_idx_next = 0; GetBlockIdx(m_loop, n_loop, swizzle_cnt, SwizzleDir, loop_idx + num_core, m_idx_next, n_idx_next); uint32_t b_idx_next = (loop_idx + num_core) / n_loop / m_loop; uint64_t shuffle_k_next = core_idx % k_loop; uint32_t m_actual_next = (m_idx_next == (m_loop - 1)) ? (m - m_idx_next * m0) : m0; uint32_t n_actual_next = (n_idx_next == (n_loop - 1)) ? (n - n_idx_next * n0) : n0; uint32_t m_round_next = (m_actual_next + CONST_16 - 1) / CONST_16 * CONST_16; uint32_t n_round_next = (n_actual_next + CONST_16 - 1) / CONST_16 * CONST_16; uint32_t k_actual_next = (shuffle_k_next == k_loop - 1) ? k - shuffle_k_next * k0 : k0; uint32_t k_round_next = (k_actual_next + CONST_16 - 1) / CONST_16 * CONST_16; if (TA) { offset_a_next = b_idx_next * m * k + shuffle_k_next * k0 * m + m_idx_next * m0; } else { offset_a_next = b_idx_next * m * k + m_idx_next * m0 * k + shuffle_k_next * k0; } if (TB) { offset_b_next = b_idx_next * k * n + n_idx_next * n0 * k + shuffle_k_next * k0; } else { offset_b_next = b_idx_next * k * n + shuffle_k_next * k0 * n + n_idx_next * n0; } __cbuf__ half *l1_buf_a_next = (1 - ping_flag) ? l1_base_a : l1_base_a + L1_PINGPONG_BUFFER_LEN; __cbuf__ half *l1_buf_b_next = (1 - ping_flag) ? l1_base_b : l1_base_b + L1_PINGPONG_BUFFER_LEN; event_t event_id_next = (1 - ping_flag) ? EVENT_ID0 : EVENT_ID1; wait_flag(PIPE_MTE1, PIPE_MTE2, event_id_next); // *** load matrix A to L1 if (m == 1 || m_actual == 1 && !TA) { copy_gm_to_cbuf(l1_buf_a_next, gm_a + offset_a_next, 0, // sid 1, // nBurst k_round_next / CONST_16, // lenBurst 0, // srcGap 0, // dstGap PAD_NONE // padMode ); } else { if (TA) { CopyGmToL1(l1_buf_a_next, gm_a + offset_a_next, k, m, k_actual_next, m_actual_next); } else { CopyGmToL1(l1_buf_a_next, gm_a + offset_a_next, m, k, m_actual_next, k_actual_next); } } set_flag(PIPE_MTE2, PIPE_MTE1, event_id_next); // *** load matrix B to L1 wait_flag(PIPE_MTE1, PIPE_MTE2, event_id_next + 2); if (TB) { CopyGmToL1(l1_buf_b_next, gm_b + offset_b_next, n, k, n_actual_next, k_actual_next); } else { CopyGmToL1(l1_buf_b_next, gm_b + offset_b_next, k, n, k_actual_next, n_actual_next); } set_flag(PIPE_MTE2, PIPE_MTE1, event_id_next + 2); } set_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); set_flag(PIPE_M, PIPE_MTE1, EVENT_ID1); for (uint32_t k_part_idx = 0; k_part_idx < k_part_loop; k_part_idx++) { uint32_t k0_round = (k_part_idx < k_part_loop - 1) ? k_part_len : k_round - k_part_idx * k_part_len; uint32_t k0_actual = (k_part_idx < k_part_loop - 1) ? k_part_len : k_actual - k_part_idx * k_part_len; auto mte1_mad_ping_flag = 1 - k_part_idx % 2; auto mte1_mad_event_id = mte1_mad_ping_flag ? EVENT_ID0 : EVENT_ID1; auto l0a_buf = l0a_base + (k_part_idx % 2) * L0_PINGPONG_BUFFER_LEN; auto l0b_buf = l0b_base + (k_part_idx % 2) * L0_PINGPONG_BUFFER_LEN; // *** load matrix A from L1 to L0A if (k_part_idx == 0) { wait_flag(PIPE_MTE2, PIPE_MTE1, event_id); } wait_flag(PIPE_M, PIPE_MTE1, mte1_mad_event_id); if ((m == 1) || (m_actual == 1 && !TA)) { load_cbuf_to_ca(l0a_buf, l1_buf_a + k_part_idx * k_part_len, 0, // baseIdx (k0_round + CONST_256 - 1) / CONST_256, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); } else { if (TA) { for (uint64_t i = 0; i < m_round / CONST_16; i++) { load_cbuf_to_ca(l0a_buf + i * k0_round * CONST_16, l1_buf_a + k_part_idx * k_part_len * CONST_16 + i * k_round * CONST_16, 0, // baseIdx k0_round / CONST_16, // repeat 1, // srcStride 0, // dstStride 0, // sid true, // transpose inc // addr_cal_mode_t ); } } else { for (uint64_t i = 0; i < m_round / CONST_16; i++) { load_cbuf_to_ca(l0a_buf + i * k0_round * CONST_16, l1_buf_a + k_part_idx * k_part_len * m_round + i * CONST_256, 0, // baseIdx k0_round / CONST_16, // repeat m_round / CONST_16, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); } } } if (k_part_idx == k_part_loop - 1) { set_flag(PIPE_MTE1, PIPE_MTE2, event_id); } // *** load matrix B from L1 to L0B if (k_part_idx == 0) { wait_flag(PIPE_MTE2, PIPE_MTE1, event_id + 2); } if (TB) { load_cbuf_to_cb(l0b_buf, l1_buf_b + k_part_idx * k_part_len * n_round, 0, // baseIdx k0_round * n_round / CONST_256, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); } else { for (uint64_t i = 0; i < k0_round / CONST_16; i++) { load_cbuf_to_cb(l0b_buf + i * n_round * CONST_16, l1_buf_b + (k_part_idx * k_part_len + i * CONST_16) * CONST_16, 0, // baseIdx n_round / CONST_16, // repeat k_round / CONST_16, // srcStride 0, // dstStride 0, // sid true, // transpose inc // addr_cal_mode_t ); } } if (k_part_idx == k_part_loop - 1) { set_flag(PIPE_MTE1, PIPE_MTE2, event_id + 2); } set_flag(PIPE_MTE1, PIPE_M, mte1_mad_event_id); wait_flag(PIPE_MTE1, PIPE_M, mte1_mad_event_id); bool init_c = (k_idx == 0 && k_part_idx == 0); if (init_c) { wait_flag(PIPE_FIX, PIPE_M, EVENT_ID0); } if (m != 1 && m_actual == 1 && TA) { mad(l0c_buf, l0a_buf, l0b_buf, 16, // m k0_actual, // k n_actual, // n 0, // unitFlag 0, // kDirectionAlign 0, // cmatrixSource init_c // cmatrixInitVal ); } else { mad(l0c_buf, l0a_buf, l0b_buf, m_actual, // m k0_actual, // k n_actual, // n 0, // unitFlag 0, // kDirectionAlign 0, // cmatrixSource init_c // cmatrixInitVal ); } pipe_barrier(PIPE_M); set_flag(PIPE_M, PIPE_MTE1, mte1_mad_event_id); } wait_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); wait_flag(PIPE_M, PIPE_MTE1, EVENT_ID1); ping_flag = 1 - ping_flag; } set_flag(PIPE_M, PIPE_FIX, EVENT_ID0); wait_flag(PIPE_M, PIPE_FIX, EVENT_ID0); // copy from L0C to gm copy_matrix_cc_to_gm(gm_c + offset_c, // dst l0c_buf, // src 0, // sid n_actual, // NSize m_actual, // MSize n, // dstStride_dst_D m_round, // srcStride 0, // UnitFlagMode F322F16, // QuantPRE 0, // ReLUPRE false, // channelSplit true // NZ2ND_EN ); set_flag(PIPE_FIX, PIPE_M, EVENT_ID0); } wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID0); wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID1); wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID2); wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID3); wait_flag(PIPE_FIX, PIPE_M, EVENT_ID0); pipe_barrier(PIPE_ALL); } #ifdef __CCE_KT_TEST__ #define __aicore__ #else #define __aicore__ [aicore] #endif constexpr int32_t BLOCK_SIZE = 32; extern "C" __global__ __aicore__ void reshape_and_cache( __gm__ uint8_t * __restrict__ key_input_gm, __gm__ uint8_t * __restrict__ value_input_gm, __gm__ uint8_t * __restrict__ key_output_gm, __gm__ uint8_t * __restrict__ value_output_gm, __gm__ uint8_t * __restrict__ slot_mapping_input_gm, __gm__ uint8_t * __restrict__ key_real_output_gm, __gm__ uint8_t * __restrict__ tiling_para_gm) { int32_t num_tokens = (int32_t)(*((__gm__ int32_t *)tiling_para_gm)); int32_t num_heads = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 1)); int32_t head_size = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 2)); int32_t token_size = num_heads * head_size; int32_t num_blocks = token_size * 2 / BLOCK_SIZE; // fp16 int32_t group_count = get_block_num(); int32_t local_cols = num_tokens * 2 / group_count; int32_t tail = num_tokens * 2 % group_count; __ubuf__ uint8_t* temp_ubuf = (__ubuf__ uint8_t *)get_imm(0); // 临时存放 token int32_t grp_id = get_block_idx(); int32_t start_col_id = grp_id * local_cols; if (grp_id < tail) { local_cols++; start_col_id += grp_id; } else { start_col_id += tail; } for (int32_t i = 0; i < local_cols; i++) { if (i + start_col_id < num_tokens) { int32_t start = (i + start_col_id) * token_size; int32_t slot_idx = (int32_t)(*((__gm__ int32_t *)slot_mapping_input_gm + i + start_col_id)); if (slot_idx == -1) { continue; } int32_t cache_start = slot_idx * token_size; copy_gm_to_ubuf((__ubuf__ half *)temp_ubuf, (__gm__ half *)key_input_gm + start, 0, // sid 1, // nBurst num_blocks, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_ALL); copy_ubuf_to_gm((__gm__ half *)key_output_gm + cache_start, (__ubuf__ half *)temp_ubuf, 0, // sid 1, // nBurst num_blocks, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_ALL); copy_gm_to_ubuf((__ubuf__ half *)temp_ubuf, (__gm__ half *)key_input_gm + start, 0, // sid 1, // nBurst num_blocks, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_ALL); copy_ubuf_to_gm((__gm__ half *)key_real_output_gm + start, (__ubuf__ half *)temp_ubuf, 0, // sid 1, // nBurst num_blocks, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_ALL); } else { int32_t start = (i + start_col_id - num_tokens) * token_size; int32_t slot_idx = (int32_t)(*((__gm__ int32_t *)slot_mapping_input_gm + i + start_col_id - num_tokens)); if (slot_idx == -1) { continue; } int32_t cache_start = slot_idx * token_size; copy_gm_to_ubuf((__ubuf__ half *)temp_ubuf, (__gm__ half *)value_input_gm + start, 0, // sid 1, // nBurst num_blocks, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_ALL); copy_ubuf_to_gm((__gm__ half *)value_output_gm + cache_start, (__ubuf__ half *)temp_ubuf, 0, // sid 1, // nBurst num_blocks, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_ALL); } } } #ifdef __CCE_KT_TEST__ #define __aicore__ #else #define __aicore__ [aicore] #endif // FFTS Flag constexpr int32_t QK_READY = 0; constexpr int32_t SOFTMAX_READY = 1; constexpr int32_t UPDATE_READY = 2; #ifdef __DAV_C220_CUBE__ constexpr int32_t L0AB_HALF_BUF_SIZE = 16384; // 128 * 128 constexpr int32_t BLOCK_SIZE = 16; constexpr int32_t CUBE_MATRIX_SIZE = 256; // 16 * 16 constexpr int32_t L1_UINT8_BLOCK_SIZE = 131072; // 128K, 910B L1 512K constexpr int32_t L0AB_UINT8_BLOCK_SIZE = 32768; // 128 * 128 * 2B constexpr int32_t TMP_SIZE = 65536; // 256 * 256 extern "C" __global__ __aicore__ void paged_attention_mix_aic( __gm__ uint8_t *__restrict__ sync, __gm__ uint8_t *__restrict__ q_gm, __gm__ uint8_t *__restrict__ k_gm, __gm__ uint8_t *__restrict__ v_gm, __gm__ uint8_t *__restrict__ block_tables_gm, __gm__ uint8_t *__restrict__ context_lens_gm, __gm__ uint8_t *__restrict__ o_gm, __gm__ uint8_t *__restrict__ s_gm, __gm__ uint8_t *__restrict__ p_gm, __gm__ uint8_t *__restrict__ o_tmp_gm, __gm__ uint8_t *__restrict__ tiling_para_gm) { set_ffts_base_addr((unsigned long)sync); set_padding(0); set_atomic_none(); uint64_t config = 0x1; set_nd_para(config); set_mask_norm(); // "aicore arch: Ascend910B4" __cbuf__ uint8_t *l1q_buf_addr = (__cbuf__ uint8_t *)get_imm(0); // 2 block __cbuf__ uint8_t *l1k_buf_addr = (__cbuf__ uint8_t *)get_imm(2 * L0AB_UINT8_BLOCK_SIZE); // 2 block __cbuf__ uint8_t *l1p_buf_addr = (__cbuf__ uint8_t *)get_imm(4 * L0AB_UINT8_BLOCK_SIZE); // 2 block __cbuf__ uint8_t *l1v_buf_addr = (__cbuf__ uint8_t *)get_imm(6 * L0AB_UINT8_BLOCK_SIZE); // 2 block __ca__ uint8_t *l0a_buf = (__ca__ uint8_t *)get_imm(0); __cb__ uint8_t *l0b_buf = (__cb__ uint8_t *)get_imm(0); __cc__ uint8_t *l0c_buf = (__cc__ uint8_t *)get_imm(0); uint32_t num_tokens = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm)); uint32_t q_heads = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 1)); uint32_t embedding_size = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 2)); uint32_t block_size = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 4)); uint32_t max_num_blocks_per_query = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 5)); uint32_t kv_heads = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 7)); uint32_t split_size = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 8)); uint32_t group_num = q_heads / kv_heads; uint32_t stride_kv = kv_heads * embedding_size; uint32_t __k = embedding_size; uint32_t round_k = (__k + 15) / 16 * 16; set_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); set_flag(PIPE_M, PIPE_MTE1, EVENT_ID1); set_flag(PIPE_FIX, PIPE_M, EVENT_ID0); set_flag(PIPE_FIX, PIPE_M, EVENT_ID1); set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID0); set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID1); set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID2); set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID3); uint32_t core_per_batch = (q_heads + split_size - 1) / split_size; uint32_t process_num = num_tokens * core_per_batch; for (uint32_t process = block_idx; process < process_num; process += uint32_t(block_num)) { uint32_t cur_batch = process / core_per_batch; uint32_t cur_core = process % core_per_batch; uint32_t cur_head_num = split_size; if (cur_core == (core_per_batch - 1)) { cur_head_num = q_heads - cur_core * split_size; } uint32_t start_head = (process % core_per_batch) * split_size; uint32_t kv_seqlen = (uint32_t)(*((__gm__ int32_t *)context_lens_gm + cur_batch)); uint32_t pp_n_scalar = block_size; int64_t addr_q_scalar = cur_batch * q_heads * embedding_size; uint32_t n_loop = (kv_seqlen + pp_n_scalar - 1) / pp_n_scalar; int64_t q_offset = addr_q_scalar + start_head * embedding_size; uint32_t qk_n = pp_n_scalar; uint32_t qk_round_n = (qk_n + 15) / 16 * 16; uint32_t pingpong_flag = 0; for (uint32_t n_idx = 0; n_idx < n_loop; n_idx++) { if (n_idx == (n_loop - 1)) { qk_n = (kv_seqlen - n_idx * pp_n_scalar); qk_round_n = (qk_n + 15) / 16 * 16; } uint32_t block_table_id = (uint32_t)(*((__gm__ int32_t *)block_tables_gm + cur_batch * max_num_blocks_per_query + n_idx)); int64_t kv_offset = block_table_id * block_size * stride_kv; for (uint32_t split_idx = 0; split_idx < cur_head_num; split_idx++) { // Only need load Q once if (n_idx == 0) { copy_gm_to_cbuf( (__cbuf__ half *)l1q_buf_addr + split_idx * round_k, (__gm__ half *)q_gm + (int64_t)q_offset + split_idx * embedding_size, 0, // sid 1, // nBurst round_k / 16, // lenBurst 0, // srcGap 0, // dstGap PAD_NONE // padMode ); set_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); wait_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); } uint32_t offset = pingpong_flag * L0AB_HALF_BUF_SIZE; wait_flag(PIPE_M, PIPE_MTE1, pingpong_flag); load_cbuf_to_ca( (__ca__ half *)l0a_buf + offset, (__cbuf__ half *)l1q_buf_addr + split_idx * round_k, 0, // baseIdx (round_k + CUBE_MATRIX_SIZE - 1) / CUBE_MATRIX_SIZE, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); // *** Prepare K to L1 wait_flag(PIPE_MTE1, PIPE_MTE2, pingpong_flag); copy_gm_to_cbuf_multi_nd2nz_b16( (__cbuf__ half *)l1k_buf_addr + offset, (__gm__ half *)k_gm + (int64_t)kv_offset + (start_head + split_idx) / group_num * embedding_size, 0, // sid 1, // ndNum qk_n, // nValue __k, // dValue 0, // srcNdMatrixStride, unused stride_kv, // srcDValue qk_round_n, // dstNzC0Stride 1, // dstNzNStride 0 // dstNzMatrixStride, unused ); set_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); wait_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); load_cbuf_to_cb( (__cb__ half *)l0b_buf + offset, (__cbuf__ half *)l1k_buf_addr + offset, 0, // baseIdx round_k * qk_round_n / CUBE_MATRIX_SIZE, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); set_flag(PIPE_MTE1, PIPE_MTE2, pingpong_flag); set_flag(PIPE_MTE1, PIPE_M, pingpong_flag); wait_flag(PIPE_MTE1, PIPE_M, pingpong_flag); wait_flag(PIPE_FIX, PIPE_M, pingpong_flag); mad((__cc__ float *)l0c_buf + offset, (__ca__ half *)l0a_buf + offset, (__cb__ half *)l0b_buf + offset, 1, // m __k, // k qk_n, // n 0, // unitFlag 0, // kDirectionAlign 0, // cmatrixSource 1 // cmatrixInitVal ); set_flag(PIPE_M, PIPE_MTE1, pingpong_flag); set_flag(PIPE_M, PIPE_FIX, pingpong_flag); wait_flag(PIPE_M, PIPE_FIX, pingpong_flag); // copy S to gm copy_matrix_cc_to_gm( (__gm__ half *)s_gm + (int32_t)block_idx * TMP_SIZE + split_idx * qk_round_n, (__cc__ float *)l0c_buf + offset, 0, // sid qk_round_n, // NSize 1, // MSize qk_round_n, // dstStride_dst_D 16, // srcStride 0, // UnitFlagMode F322F16, // QuantPRE 0, // ReLUPRE false, // channelSplit true // NZ2ND_EN ); set_flag(PIPE_FIX, PIPE_M, pingpong_flag); pingpong_flag = 1 - pingpong_flag; } ffts_cross_core_sync(PIPE_FIX, 0x21 + (QK_READY << 8)); // 0 for (uint32_t split_idx = 0; split_idx < cur_head_num; split_idx++) { uint32_t offset = pingpong_flag * L0AB_HALF_BUF_SIZE; // *** Prepare V to L1 wait_flag(PIPE_MTE1, PIPE_MTE2, pingpong_flag + 2); copy_gm_to_cbuf_multi_nd2nz_b16( (__cbuf__ half *)l1v_buf_addr + offset, (__gm__ half *)v_gm + (int64_t)kv_offset + (start_head + split_idx) / group_num * embedding_size, 0, // sid 1, // ndNum qk_n, // nValue __k, // dValue 0, // srcNdMatrixStride, unused stride_kv, // srcDValue qk_round_n, // dstNzC0Stride 1, // dstNzNStride 0 // dstNzMatrixStride, unused ); set_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); wait_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); wait_flag(PIPE_M, PIPE_MTE1, pingpong_flag); for (int32_t l0b_load_idx = 0; l0b_load_idx < qk_round_n / BLOCK_SIZE; ++l0b_load_idx) { load_cbuf_to_cb( (__cb__ half *)l0b_buf + offset + l0b_load_idx * round_k * BLOCK_SIZE, (__cbuf__ half *)l1v_buf_addr + offset + l0b_load_idx * CUBE_MATRIX_SIZE, 0, // baseIdx round_k / BLOCK_SIZE, // repeat qk_round_n / BLOCK_SIZE, // srcStride 0, // dstStride 0, // sid true, // transpose inc // addr_cal_mode_t ); } if (split_idx == 0) { wait_flag_dev(SOFTMAX_READY); // 2 } copy_gm_to_cbuf( (__cbuf__ half *)l1p_buf_addr + split_idx * qk_round_n, (__gm__ half *)p_gm + (int32_t)block_idx * TMP_SIZE + split_idx * qk_round_n, 0, // sid 1, // nBurst qk_round_n / 16, // lenBurst 0, // srcGap 0, // dstGap PAD_NONE // padMode ); set_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); wait_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); load_cbuf_to_ca( (__ca__ half *)l0a_buf + offset, (__cbuf__ half *)l1p_buf_addr + split_idx * qk_round_n, 0, // baseIdx (qk_round_n + CUBE_MATRIX_SIZE - 1) / CUBE_MATRIX_SIZE, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); set_flag(PIPE_MTE1, PIPE_MTE2, pingpong_flag + 2); set_flag(PIPE_MTE1, PIPE_M, pingpong_flag); wait_flag(PIPE_MTE1, PIPE_M, pingpong_flag); wait_flag(PIPE_FIX, PIPE_M, pingpong_flag); mad((__cc__ float *)l0c_buf + offset, (__ca__ half *)l0a_buf + offset, (__cb__ half *)l0b_buf + offset, 1, // m qk_n, // k __k, // n 0, // unitFlag 0, // kDirectionAlign 0, // cmatrixSource 1 // cmatrixInitVal ); set_flag(PIPE_M, PIPE_MTE1, pingpong_flag); set_flag(PIPE_M, PIPE_FIX, pingpong_flag); wait_flag(PIPE_M, PIPE_FIX, pingpong_flag); // copy O to gm copy_matrix_cc_to_gm( (__gm__ float *)o_tmp_gm + (int32_t)block_idx * TMP_SIZE + split_idx * round_k, (__cc__ float *)l0c_buf + offset, 0, // sid round_k, // NSize 1, // MSize round_k, // dstStride_dst_D 16, // srcStride 0, // UnitFlagMode NoQuant, // QuantPRE 0, // ReLUPRE false, // channelSplit true // NZ2ND_EN ); set_flag(PIPE_FIX, PIPE_M, pingpong_flag); pingpong_flag = 1 - pingpong_flag; } ffts_cross_core_sync(PIPE_FIX, 0x21 + (UPDATE_READY << 8)); // 4 } } wait_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); wait_flag(PIPE_M, PIPE_MTE1, EVENT_ID1); wait_flag(PIPE_FIX, PIPE_M, EVENT_ID0); wait_flag(PIPE_FIX, PIPE_M, EVENT_ID1); wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID0); wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID1); wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID2); wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID3); pipe_barrier(PIPE_ALL); } #elif __DAV_C220_VEC__ constexpr int32_t BLOCK_SIZE = 16; constexpr int32_t HALF_VECTOR_SIZE = 128; constexpr int32_t FLOAT_VECTOR_SIZE = 64; constexpr int32_t CUBE_MATRIX_SIZE = 256; constexpr int32_t UB_UINT8_BLOCK_SIZE = 24576; // 96 * 128 * 2B constexpr int32_t UB_UINT8_LINE_SIZE = 512; // 128 * 4B constexpr int32_t UB_FLOAT_LINE_SIZE = 128; // 128 constexpr int32_t UB_HALF_LINE_SIZE = 256; // UB_FLOAT_LINE_SIZE * 2 constexpr int32_t TMP_SIZE = 65536; // 256 * 256 __aicore__ void __set_mask(int32_t len) { uint64_t mask = 0; uint64_t one = 1; uint64_t temp = len % 64; for (int64_t i = 0; i < temp; i++) { mask |= one << i; } if (len == 128) { set_vector_mask((uint64_t)-1, (uint64_t)-1); } else if (len >= 64) { set_vector_mask(mask, (uint64_t)-1); } else { set_vector_mask(0x0, mask); } } extern "C" __global__ __aicore__ void paged_attention_mix_aiv( __gm__ uint8_t *__restrict__ sync, __gm__ uint8_t *__restrict__ q_gm, __gm__ uint8_t *__restrict__ k_gm, __gm__ uint8_t *__restrict__ v_gm, __gm__ uint8_t *__restrict__ block_tables_gm, __gm__ uint8_t *__restrict__ context_lens_gm, __gm__ uint8_t *__restrict__ o_gm, __gm__ uint8_t *__restrict__ s_gm, __gm__ uint8_t *__restrict__ p_gm, __gm__ uint8_t *__restrict__ o_tmp_gm, __gm__ uint8_t *__restrict__ tiling_para_gm) { set_ffts_base_addr((unsigned long)sync); int32_t sub_block_idx = get_subblockid(); set_atomic_none(); set_mask_norm(); set_vector_mask((uint64_t)-1, (uint64_t)-1); // "aicore arch: Ascend910B4" __ubuf__ uint8_t *ls_ubuf = (__ubuf__ uint8_t *)get_imm(0); // 1 块，存放 local S, fp16 __ubuf__ uint8_t *lp_ubuf = (__ubuf__ uint8_t *)get_imm(0); // 1 块，存放 local P, fp16, 复用 local S fp16 空间 __ubuf__ uint8_t *ls32_ubuf = (__ubuf__ uint8_t *)get_imm(UB_UINT8_BLOCK_SIZE); // 1 块，计算 exp 时，存放一块 S, fp32 __ubuf__ uint8_t *lo_ubuf = (__ubuf__ uint8_t *)get_imm(3 * UB_UINT8_BLOCK_SIZE); // 1 块，存放 local O, fp32 __ubuf__ uint8_t *lm_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE); // 1 块，存放 local m, fp16 __ubuf__ uint8_t *hm_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE + 1 * UB_UINT8_LINE_SIZE); // 1 块，存放 hat m, fp16 __ubuf__ uint8_t *gm_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE + 2 * UB_UINT8_LINE_SIZE); // 1 块，存放 global m, fp32 __ubuf__ uint8_t *dm_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE + 4 * UB_UINT8_LINE_SIZE); // 1 块，存放 diff m, fp16 __ubuf__ uint8_t *ll_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE + 5 * UB_UINT8_LINE_SIZE); // 1 块，存放 local l, fp32 __ubuf__ uint8_t *gl_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE + 7 * UB_UINT8_LINE_SIZE); // 1 块，存放 global l, fp32 __ubuf__ uint8_t *tv_ubuf = (__ubuf__ uint8_t *)get_imm( 5 * UB_UINT8_BLOCK_SIZE + 10 * UB_UINT8_LINE_SIZE); // 1 块，存放临时 vector 计算变量 __ubuf__ uint8_t *go_ubuf = (__ubuf__ uint8_t *)get_imm(6 * UB_UINT8_BLOCK_SIZE); // 1 块，存放 global O, fp32 uint32_t go_flag_scalar = 1; uint32_t num_tokens = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm)); uint32_t q_heads = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 1)); uint32_t embedding_size = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 2)); uint32_t block_size = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 4)); half tor = (half)(*((__gm__ float *)tiling_para_gm + 6)); uint32_t split_size = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 8)); uint32_t __k = embedding_size; uint32_t round_k = (__k + 15) / 16 * 16; set_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); uint32_t core_per_batch = (q_heads + split_size - 1) / split_size; uint32_t process_num = num_tokens * core_per_batch; for (uint32_t process = block_idx; process < process_num; process += uint32_t(block_num)) { uint32_t cur_batch = process / core_per_batch; uint32_t cur_core = process % core_per_batch; uint32_t cur_head_num = split_size; if (cur_core == (core_per_batch - 1)) { cur_head_num = q_heads - cur_core * split_size; } uint32_t start_head = (process % core_per_batch) * split_size; uint32_t head_idx = start_head + sub_block_idx * cur_head_num / 2; uint32_t kv_seqlen = (uint32_t)(*((__gm__ int32_t *)context_lens_gm + cur_batch)); uint32_t pp_n_scalar = block_size; int64_t addr_o_scalar = cur_batch * q_heads * embedding_size; uint32_t n_loop = (kv_seqlen + pp_n_scalar - 1) / pp_n_scalar; int64_t o_offset = addr_o_scalar + head_idx * embedding_size; uint32_t qk_n = pp_n_scalar; uint32_t qk_round_n = (qk_n + 15) / 16 * 16; uint32_t sub_m = (sub_block_idx == 1) ? (cur_head_num - cur_head_num / 2) : cur_head_num / 2; uint32_t sub_m_d128 = (sub_m + 127) / 128; // up aligned to 128 uint32_t sub_m_d64 = (sub_m + 63) / 64; // up aligned to 128 uint32_t round_sub_m = (sub_m + 15) / 16 * 16; for (uint32_t n_idx = 0; n_idx < n_loop; n_idx++) { if (n_idx == (n_loop - 1)) { qk_n = (kv_seqlen - n_idx * pp_n_scalar); qk_round_n = (qk_n + 15) / 16 * 16; } wait_flag_dev(QK_READY); if (sub_m > 0) { // input QK copy_gm_to_ubuf( (__ubuf__ half *)ls_ubuf, (__gm__ half *)s_gm + (int32_t)block_idx * TMP_SIZE + (int32_t)sub_block_idx * cur_head_num / 2 * qk_round_n, 0, // sid 1, // nBurst sub_m * qk_round_n / 16, // lenBurst 0, // srcGap 0 // dstGap ); set_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); wait_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); // *** ls = tor * ls vmuls((__ubuf__ half *)ls_ubuf, (__ubuf__ half *)ls_ubuf, tor, (sub_m * qk_round_n + HALF_VECTOR_SIZE - 1) / HALF_VECTOR_SIZE, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** lm = rowmax(ls) if (qk_n <= HALF_VECTOR_SIZE) { __set_mask(qk_n); vcmax((__ubuf__ half *)lm_ubuf, (__ubuf__ half *)ls_ubuf, sub_m, // repeat 1, // dstRepeatStride 1, // srcBlockStride qk_round_n / BLOCK_SIZE, // srcRepeatStride ONLY_VALUE // order ); } else { copy_ubuf_to_ubuf( (__ubuf__ half *)ls32_ubuf, (__ubuf__ half *)ls_ubuf, 0, // sid sub_m, // nBurst HALF_VECTOR_SIZE / BLOCK_SIZE, // lenBurst (qk_round_n - HALF_VECTOR_SIZE) / BLOCK_SIZE, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); __set_mask(qk_n - 128); vmax((__ubuf__ half *)ls32_ubuf, (__ubuf__ half *)ls32_ubuf, (__ubuf__ half *)ls_ubuf + HALF_VECTOR_SIZE, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride qk_round_n / BLOCK_SIZE // src1RepeatStride ); pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); vcmax((__ubuf__ half *)lm_ubuf, (__ubuf__ half *)ls32_ubuf, sub_m, // repeat 1, // dstRepeatStride 1, // srcBlockStride 8, // srcRepeatStride ONLY_VALUE // order ); } pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); if (n_idx != 0) { // *** hm = vmax(lm, gm) vmax((__ubuf__ half *)hm_ubuf, (__ubuf__ half *)lm_ubuf, (__ubuf__ half *)gm_ubuf, sub_m_d128, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** dm = gm - hm vsub((__ubuf__ half *)dm_ubuf, (__ubuf__ half *)gm_ubuf, (__ubuf__ half *)hm_ubuf, sub_m_d128, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); } else { // *** hm = lm copy_ubuf_to_ubuf( (__ubuf__ half *)hm_ubuf, (__ubuf__ half *)lm_ubuf, 0, // sid 1, // nBurst round_sub_m / BLOCK_SIZE, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); } // *** gm = hm copy_ubuf_to_ubuf( (__ubuf__ half *)gm_ubuf, (__ubuf__ half *)hm_ubuf, 0, // sid 1, // nBurst round_sub_m / BLOCK_SIZE, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); // *** hm_block = expand_to_block(hm), 存放于 tv vbrcb( (__ubuf__ uint16_t *)tv_ubuf, (__ubuf__ uint16_t *)hm_ubuf, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m / 8 // repeat ); pipe_barrier(PIPE_V); // *** ls = ls - hm_block for (uint32_t vsub_idx = 0; vsub_idx < qk_n / HALF_VECTOR_SIZE; ++vsub_idx) { vsub((__ubuf__ half *)ls_ubuf + vsub_idx * HALF_VECTOR_SIZE, (__ubuf__ half *)ls_ubuf + vsub_idx * HALF_VECTOR_SIZE, (__ubuf__ half *)tv_ubuf, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride qk_round_n / BLOCK_SIZE, // dstRepeatStride qk_round_n / BLOCK_SIZE, // src0RepeatStride 1 // src1RepeatStride ); } if (qk_n % HALF_VECTOR_SIZE > 0) { __set_mask(qk_n % HALF_VECTOR_SIZE); vsub((__ubuf__ half *)ls_ubuf + qk_n / HALF_VECTOR_SIZE * HALF_VECTOR_SIZE, (__ubuf__ half *)ls_ubuf + qk_n / HALF_VECTOR_SIZE * HALF_VECTOR_SIZE, (__ubuf__ half *)tv_ubuf, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride qk_round_n / BLOCK_SIZE, // dstRepeatStride qk_round_n / BLOCK_SIZE, // src0RepeatStride 1 // src1RepeatStride ); set_vector_mask((uint64_t)-1, (uint64_t)-1); } pipe_barrier(PIPE_V); // *** ls = castfp16to32(ls) vconv_f162f32((__ubuf__ float *)ls32_ubuf, (__ubuf__ half *)ls_ubuf, (sub_m * qk_round_n + 63) / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 4 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** ls = exp(ls) vexp((__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf, (sub_m * qk_round_n + 63) / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** lp = castfp32to16(ls) vconv_f322f16((__ubuf__ half *)lp_ubuf, (__ubuf__ float *)ls32_ubuf, (sub_m * qk_round_n + 63) / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); set_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); wait_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); copy_ubuf_to_gm( (__gm__ half *)p_gm + (int32_t)block_idx * TMP_SIZE + (int32_t)sub_block_idx * cur_head_num / 2 * qk_round_n, (__ubuf__ half *)lp_ubuf, 0, // sid 1, // nBurst sub_m * qk_round_n / 16, // lenBurst 0, // srcGap 0 // dstGap ); // *** ll = rowsum(ls32) if (qk_n <= FLOAT_VECTOR_SIZE) { __set_mask(qk_n); vcadd((__ubuf__ float *)ll_ubuf, (__ubuf__ float *)ls32_ubuf, sub_m, // repeat 1, // dstRepeatStride 1, // srcBlockStride qk_round_n / 8, // srcRepeatStride 0 // mode ); } else { for (uint32_t rowsum_idx = 1; rowsum_idx < qk_n / FLOAT_VECTOR_SIZE; ++rowsum_idx) { vadd((__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf + rowsum_idx * FLOAT_VECTOR_SIZE, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride qk_round_n / 8, // dstRepeatStride qk_round_n / 8, // src0RepeatStride qk_round_n / 8 // src1RepeatStride ); pipe_barrier(PIPE_V); } if (qk_n % FLOAT_VECTOR_SIZE > 0) { __set_mask(qk_n % FLOAT_VECTOR_SIZE); vadd((__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf + qk_n / FLOAT_VECTOR_SIZE * FLOAT_VECTOR_SIZE, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride qk_round_n / 8, // dstRepeatStride qk_round_n / 8, // src0RepeatStride qk_round_n / 8 // src1RepeatStride ); } pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); vcadd((__ubuf__ float *)ll_ubuf, (__ubuf__ float *)ls32_ubuf, sub_m, // repeat 1, // dstRepeatStride 1, // srcBlockStride qk_round_n / 8, // srcRepeatStride 0 // order ); } pipe_barrier(PIPE_V); } ffts_cross_core_sync(PIPE_MTE3, 0x21 + (SOFTMAX_READY << 8)); // 2 wait_flag_dev(UPDATE_READY); // 4 if (sub_m > 0) { copy_gm_to_ubuf( (__ubuf__ float *)lo_ubuf, (__gm__ float *)o_tmp_gm + (int32_t)block_idx * TMP_SIZE + (int32_t)sub_block_idx * cur_head_num / 2 * round_k, 0, // sid 1, // nBurst sub_m * round_k / 8, // lenBurst 0, // srcGap 0 // dstGap ); set_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); wait_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); set_vector_mask((uint64_t)-1, (uint64_t)-1); // *** 更新 L 和 O if (n_idx != 0) { // *** dm32 = castfp16to32(dm), 存放于 tv vconv_f162f32((__ubuf__ float *)tv_ubuf, (__ubuf__ half *)dm_ubuf, sub_m_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 4 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** dm_block = expand_to_block(dm), 存放于 tv vbrcb((__ubuf__ uint32_t *)tv_ubuf + 128, (__ubuf__ uint32_t *)tv_ubuf, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m / 8 // repeat ); pipe_barrier(PIPE_V); // *** dm = exp(dm) vexp((__ubuf__ float *)tv_ubuf, (__ubuf__ float *)tv_ubuf, sub_m_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** gl = dm * gl vmul((__ubuf__ float *)gl_ubuf, (__ubuf__ float *)tv_ubuf, (__ubuf__ float *)gl_ubuf, sub_m_d64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** gl = ll + gl vadd((__ubuf__ float *)gl_ubuf, (__ubuf__ float *)gl_ubuf, (__ubuf__ float *)ll_ubuf, sub_m_d64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** dm_block = exp(dm_block) vexp((__ubuf__ float *)tv_ubuf + 128, (__ubuf__ float *)tv_ubuf + 128, (sub_m * 8 + 63) / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); if (go_flag_scalar == 1) { wait_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 0; } // *** go = go * dm_block for (uint32_t vmul_idx = 0; vmul_idx < __k / FLOAT_VECTOR_SIZE; ++vmul_idx) { vmul((__ubuf__ float *)go_ubuf + vmul_idx * FLOAT_VECTOR_SIZE, (__ubuf__ float *)go_ubuf + vmul_idx * FLOAT_VECTOR_SIZE, (__ubuf__ float *)tv_ubuf + 128, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride round_k / 8, // dstRepeatStride round_k / 8, // src0RepeatStride 1 // src1RepeatStride ); } if (__k % FLOAT_VECTOR_SIZE > 0) { __set_mask(__k % FLOAT_VECTOR_SIZE); vmul((__ubuf__ float *)go_ubuf + __k / FLOAT_VECTOR_SIZE * FLOAT_VECTOR_SIZE, (__ubuf__ float *)go_ubuf + __k / FLOAT_VECTOR_SIZE * FLOAT_VECTOR_SIZE, (__ubuf__ float *)tv_ubuf + 128, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride round_k / 8, // dstRepeatStride round_k / 8, // src0RepeatStride 1 // src1RepeatStride ); set_vector_mask((uint64_t)-1, (uint64_t)-1); } pipe_barrier(PIPE_V); // *** go = lo + go vadd((__ubuf__ float *)go_ubuf, (__ubuf__ float *)go_ubuf, (__ubuf__ float *)lo_ubuf, (sub_m * round_k + 63) / 64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); } else { // *** gl = ll copy_ubuf_to_ubuf( (__ubuf__ float *)gl_ubuf, (__ubuf__ float *)ll_ubuf, 0, // sid 1, // nBurst round_sub_m / 8, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); if (go_flag_scalar == 1) { wait_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 0; } // *** go = lo copy_ubuf_to_ubuf( (__ubuf__ float *)go_ubuf, (__ubuf__ float *)lo_ubuf, 0, // sid 1, // nBurst sub_m * round_k / 8, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); } if (n_idx == n_loop - 1) { // *** gl = castfp32to16(gl) vconv_f322f16((__ubuf__ half *)gl_ubuf, (__ubuf__ float *)gl_ubuf, sub_m_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** go = castfp32to16(go) vconv_f322f16((__ubuf__ half *)go_ubuf, (__ubuf__ float *)go_ubuf, (sub_m * round_k + 63) / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** gl_block = expand_to_block(gl), 存放于 tv vbrcb((__ubuf__ uint16_t *)tv_ubuf, (__ubuf__ uint16_t *)gl_ubuf, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m / 8 // repeat ); pipe_barrier(PIPE_V); // *** go = go / gl_block for (uint32_t vdiv_idx = 0; vdiv_idx < __k / HALF_VECTOR_SIZE; ++vdiv_idx) { vdiv((__ubuf__ half *)go_ubuf + vdiv_idx * HALF_VECTOR_SIZE, (__ubuf__ half *)go_ubuf + vdiv_idx * HALF_VECTOR_SIZE, (__ubuf__ half *)tv_ubuf, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride round_k / BLOCK_SIZE, // dstRepeatStride round_k / BLOCK_SIZE, // src0RepeatStride 1 // src1RepeatStride ); } if (__k % HALF_VECTOR_SIZE > 0) { __set_mask(__k % HALF_VECTOR_SIZE); vdiv((__ubuf__ half *)go_ubuf + __k / HALF_VECTOR_SIZE * HALF_VECTOR_SIZE, (__ubuf__ half *)go_ubuf + __k / HALF_VECTOR_SIZE * HALF_VECTOR_SIZE, (__ubuf__ half *)tv_ubuf, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride round_k / BLOCK_SIZE, // dstRepeatStride round_k / BLOCK_SIZE, // src0RepeatStride 1 // src1RepeatStride ); set_vector_mask((uint64_t)-1, (uint64_t)-1); // fix hidden_size=96 } // ********************* move O to GM ************************ set_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); wait_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); copy_ubuf_to_gm_align_b16( (__gm__ half *)o_gm + (int64_t)o_offset, (__ubuf__ half *)go_ubuf, 0, // sid sub_m, // nBurst __k * 2, // lenBurst 0, // leftPaddingNum 0, // rightPaddingNum 0, // srcGap 0 // dstGap ); if (go_flag_scalar == 0) { set_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 1; } } } } } wait_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); pipe_barrier(PIPE_ALL); } #endif #ifdef __CCE_KT_TEST__ #define __aicore__ #else #define __aicore__ [aicore] #endif // FFTS Flag constexpr int32_t QK_READY = 0; constexpr int32_t SOFTMAX_READY = 1; constexpr int32_t UPDATE_READY = 2; #ifdef __DAV_C220_CUBE__ constexpr int32_t L0AB_HALF_BUF_SIZE = 16384; // 128 * 128 constexpr int32_t BLOCK_SIZE = 16; constexpr int32_t CUBE_MATRIX_SIZE = 256; // 16 * 16 constexpr int32_t L1_UINT8_BLOCK_SIZE = 131072; // 128K, 910B L1 512K constexpr int32_t L0AB_UINT8_BLOCK_SIZE = 32768; // 128 * 128 * 2B constexpr int32_t TMP_SIZE = 65536; // 256 * 256 extern "C" __global__ __aicore__ void paged_attention_mask_mix_aic( __gm__ uint8_t *__restrict__ sync, __gm__ uint8_t *__restrict__ q_gm, __gm__ uint8_t *__restrict__ k_gm, __gm__ uint8_t *__restrict__ v_gm, __gm__ uint8_t *__restrict__ block_tables_gm, __gm__ uint8_t *__restrict__ context_lens_gm, __gm__ uint8_t *__restrict__ mask_gm, __gm__ uint8_t *__restrict__ o_gm, __gm__ uint8_t *__restrict__ s_gm, __gm__ uint8_t *__restrict__ p_gm, __gm__ uint8_t *__restrict__ o_tmp_gm, __gm__ uint8_t *__restrict__ tiling_para_gm) { set_ffts_base_addr((unsigned long)sync); set_padding(0); set_atomic_none(); uint64_t config = 0x1; set_nd_para(config); set_mask_norm(); __cbuf__ uint8_t *l1q_buf_addr = (__cbuf__ uint8_t *)get_imm(0); // 2 block __cbuf__ uint8_t *l1k_buf_addr = (__cbuf__ uint8_t *)get_imm(2 * L0AB_UINT8_BLOCK_SIZE); // 2 block __cbuf__ uint8_t *l1p_buf_addr = (__cbuf__ uint8_t *)get_imm(4 * L0AB_UINT8_BLOCK_SIZE); // 2 block __cbuf__ uint8_t *l1v_buf_addr = (__cbuf__ uint8_t *)get_imm(6 * L0AB_UINT8_BLOCK_SIZE); // 2 block __ca__ uint8_t *l0a_buf = (__ca__ uint8_t *)get_imm(0); __cb__ uint8_t *l0b_buf = (__cb__ uint8_t *)get_imm(0); __cc__ uint8_t *l0c_buf = (__cc__ uint8_t *)get_imm(0); uint32_t num_tokens = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm)); uint32_t q_heads = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 1)); uint32_t embedding_size = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 2)); uint32_t block_size = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 4)); uint32_t max_num_blocks_per_query = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 5)); uint32_t kv_heads = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 7)); uint32_t split_size = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 8)); // headNumPerCore uint32_t group_num = q_heads / kv_heads; uint32_t stride_kv = kv_heads * embedding_size; uint32_t __k = embedding_size; uint32_t round_k = (__k + 15) / 16 * 16; set_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); set_flag(PIPE_M, PIPE_MTE1, EVENT_ID1); set_flag(PIPE_FIX, PIPE_M, EVENT_ID0); set_flag(PIPE_FIX, PIPE_M, EVENT_ID1); set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID0); set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID1); set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID2); set_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID3); uint32_t core_per_batch = (q_heads + split_size - 1) / split_size; uint32_t process_num = num_tokens * core_per_batch; for (uint32_t process = block_idx; process < process_num; process += uint32_t(block_num)) { // for task uint32_t cur_batch = process / core_per_batch; uint32_t cur_core = process % core_per_batch; uint32_t cur_head_num = split_size; if (cur_core == (core_per_batch - 1)) { cur_head_num = q_heads - cur_core * split_size; } uint32_t start_head = (process % core_per_batch) * split_size; uint32_t kv_seqlen = (uint32_t)(*((__gm__ int32_t *)context_lens_gm + cur_batch)); uint32_t pp_n_scalar = block_size; int64_t addr_q_scalar = cur_batch * q_heads * embedding_size; uint32_t n_loop = (kv_seqlen + pp_n_scalar - 1) / pp_n_scalar; int64_t q_offset = addr_q_scalar + start_head * embedding_size; uint32_t qk_n = pp_n_scalar; uint32_t qk_round_n = (qk_n + 15) / 16 * 16; uint32_t pingpong_flag = 0; for (uint32_t n_idx = 0; n_idx < n_loop; n_idx++) { // for k_seqlen if (n_idx == (n_loop - 1)) { qk_n = (kv_seqlen - n_idx * pp_n_scalar); qk_round_n = (qk_n + 15) / 16 * 16; } uint32_t block_table_id = (uint32_t)(*((__gm__ int32_t *)block_tables_gm + cur_batch * max_num_blocks_per_query + n_idx)); int64_t kv_offset = block_table_id * block_size * stride_kv; for (uint32_t split_idx = 0; split_idx < cur_head_num; split_idx++) { // for head // Only need load Q once if (n_idx == 0) { copy_gm_to_cbuf( (__cbuf__ half *)l1q_buf_addr + split_idx * round_k, (__gm__ half *)q_gm + (int64_t)q_offset + split_idx * embedding_size, 0, // sid 1, // nBurst round_k / 16, // lenBurst 0, // srcGap 0, // dstGap PAD_NONE // padMode ); set_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); wait_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); } uint32_t offset = pingpong_flag * L0AB_HALF_BUF_SIZE; wait_flag(PIPE_M, PIPE_MTE1, pingpong_flag); load_cbuf_to_ca( (__ca__ half *)l0a_buf + offset, (__cbuf__ half *)l1q_buf_addr + split_idx * round_k, 0, // baseIdx (round_k + CUBE_MATRIX_SIZE - 1) / CUBE_MATRIX_SIZE, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); // *** Prepare K to L1 wait_flag(PIPE_MTE1, PIPE_MTE2, pingpong_flag); copy_gm_to_cbuf_multi_nd2nz_b16( (__cbuf__ half *)l1k_buf_addr + offset, (__gm__ half *)k_gm + (int64_t)kv_offset + (start_head + split_idx) / group_num * embedding_size, 0, // sid 1, // ndNum qk_n, // nValue __k, // dValue 0, // srcNdMatrixStride, unused stride_kv, // srcDValue qk_round_n, // dstNzC0Stride 1, // dstNzNStride 0 // dstNzMatrixStride, unused ); set_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); wait_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); load_cbuf_to_cb( (__cb__ half *)l0b_buf + offset, (__cbuf__ half *)l1k_buf_addr + offset, 0, // baseIdx round_k * qk_round_n / CUBE_MATRIX_SIZE, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); set_flag(PIPE_MTE1, PIPE_MTE2, pingpong_flag); set_flag(PIPE_MTE1, PIPE_M, pingpong_flag); wait_flag(PIPE_MTE1, PIPE_M, pingpong_flag); wait_flag(PIPE_FIX, PIPE_M, pingpong_flag); mad((__cc__ float *)l0c_buf + offset, (__ca__ half *)l0a_buf + offset, (__cb__ half *)l0b_buf + offset, 1, // m __k, // k qk_n, // n 0, // unitFlag 0, // kDirectionAlign 0, // cmatrixSource 1 // cmatrixInitVal ); set_flag(PIPE_M, PIPE_MTE1, pingpong_flag); set_flag(PIPE_M, PIPE_FIX, pingpong_flag); wait_flag(PIPE_M, PIPE_FIX, pingpong_flag); // copy S to gm copy_matrix_cc_to_gm( (__gm__ half *)s_gm + (int32_t)block_idx * TMP_SIZE + split_idx * qk_round_n, (__cc__ float *)l0c_buf + offset, 0, // sid qk_round_n, // NSize 1, // MSize qk_round_n, // dstStride_dst_D 16, // srcStride 0, // UnitFlagMode F322F16, // QuantPRE 0, // ReLUPRE false, // channelSplit true // NZ2ND_EN ); set_flag(PIPE_FIX, PIPE_M, pingpong_flag); pingpong_flag = 1 - pingpong_flag; } ffts_cross_core_sync(PIPE_FIX, 0x21 + (QK_READY << 8)); // 0 for (uint32_t split_idx = 0; split_idx < cur_head_num; split_idx++) { uint32_t offset = pingpong_flag * L0AB_HALF_BUF_SIZE; // *** Prepare V to L1 wait_flag(PIPE_MTE1, PIPE_MTE2, pingpong_flag + 2); copy_gm_to_cbuf_multi_nd2nz_b16( (__cbuf__ half *)l1v_buf_addr + offset, (__gm__ half *)v_gm + (int64_t)kv_offset + (start_head + split_idx) / group_num * embedding_size, 0, // sid 1, // ndNum qk_n, // nValue __k, // dValue 0, // srcNdMatrixStride, unused stride_kv, // srcDValue qk_round_n, // dstNzC0Stride 1, // dstNzNStride 0 // dstNzMatrixStride, unused ); set_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); wait_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); wait_flag(PIPE_M, PIPE_MTE1, pingpong_flag); for (int32_t l0b_load_idx = 0; l0b_load_idx < qk_round_n / BLOCK_SIZE; ++l0b_load_idx) { load_cbuf_to_cb( (__cb__ half *)l0b_buf + offset + l0b_load_idx * round_k * BLOCK_SIZE, (__cbuf__ half *)l1v_buf_addr + offset + l0b_load_idx * CUBE_MATRIX_SIZE, 0, // baseIdx round_k / BLOCK_SIZE, // repeat qk_round_n / BLOCK_SIZE, // srcStride 0, // dstStride 0, // sid true, // transpose inc // addr_cal_mode_t ); } if (split_idx == 0) { wait_flag_dev(SOFTMAX_READY); // 2 } copy_gm_to_cbuf( (__cbuf__ half *)l1p_buf_addr + split_idx * qk_round_n, (__gm__ half *)p_gm + (int32_t)block_idx * TMP_SIZE + split_idx * qk_round_n, 0, // sid 1, // nBurst qk_round_n / 16, // lenBurst 0, // srcGap 0, // dstGap PAD_NONE // padMode ); set_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); wait_flag(PIPE_MTE2, PIPE_MTE1, pingpong_flag); load_cbuf_to_ca( (__ca__ half *)l0a_buf + offset, (__cbuf__ half *)l1p_buf_addr + split_idx * qk_round_n, 0, // baseIdx (qk_round_n + CUBE_MATRIX_SIZE - 1) / CUBE_MATRIX_SIZE, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); set_flag(PIPE_MTE1, PIPE_MTE2, pingpong_flag + 2); set_flag(PIPE_MTE1, PIPE_M, pingpong_flag); wait_flag(PIPE_MTE1, PIPE_M, pingpong_flag); wait_flag(PIPE_FIX, PIPE_M, pingpong_flag); mad((__cc__ float *)l0c_buf + offset, (__ca__ half *)l0a_buf + offset, (__cb__ half *)l0b_buf + offset, 1, // m qk_n, // k __k, // n 0, // unitFlag 0, // kDirectionAlign 0, // cmatrixSource 1 // cmatrixInitVal ); set_flag(PIPE_M, PIPE_MTE1, pingpong_flag); set_flag(PIPE_M, PIPE_FIX, pingpong_flag); wait_flag(PIPE_M, PIPE_FIX, pingpong_flag); // copy O to gm copy_matrix_cc_to_gm( (__gm__ float *)o_tmp_gm + (int32_t)block_idx * TMP_SIZE + split_idx * round_k, (__cc__ float *)l0c_buf + offset, 0, // sid round_k, // NSize 1, // MSize round_k, // dstStride_dst_D 16, // srcStride 0, // UnitFlagMode NoQuant, // QuantPRE 0, // ReLUPRE false, // channelSplit true // NZ2ND_EN ); set_flag(PIPE_FIX, PIPE_M, pingpong_flag); pingpong_flag = 1 - pingpong_flag; } ffts_cross_core_sync(PIPE_FIX, 0x21 + (UPDATE_READY << 8)); // 4 } } wait_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); wait_flag(PIPE_M, PIPE_MTE1, EVENT_ID1); wait_flag(PIPE_FIX, PIPE_M, EVENT_ID0); wait_flag(PIPE_FIX, PIPE_M, EVENT_ID1); wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID0); wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID1); wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID2); wait_flag(PIPE_MTE1, PIPE_MTE2, EVENT_ID3); pipe_barrier(PIPE_ALL); } #elif __DAV_C220_VEC__ constexpr int32_t BLOCK_SIZE = 16; constexpr int32_t HALF_VECTOR_SIZE = 128; constexpr int32_t FLOAT_VECTOR_SIZE = 64; constexpr int32_t CUBE_MATRIX_SIZE = 256; constexpr int32_t UB_UINT8_BLOCK_SIZE = 24576; // 96 * 128 * 2B constexpr int32_t UB_UINT8_LINE_SIZE = 512; // 128 * 4B constexpr int32_t UB_FLOAT_LINE_SIZE = 128; // 128 constexpr int32_t UB_HALF_LINE_SIZE = 256; // UB_FLOAT_LINE_SIZE * 2 constexpr int32_t TMP_SIZE = 65536; // 256 * 256 __aicore__ void __set_mask(int32_t len) { uint64_t mask = 0; uint64_t one = 1; uint64_t temp = len % 64; for (int64_t i = 0; i < temp; i++) { mask |= one << i; } if (len == 128) { set_vector_mask((uint64_t)-1, (uint64_t)-1); } else if (len >= 64) { set_vector_mask(mask, (uint64_t)-1); } else { set_vector_mask(0x0, mask); } } extern "C" __global__ __aicore__ void paged_attention_mask_mix_aiv( __gm__ uint8_t *__restrict__ sync, __gm__ uint8_t *__restrict__ q_gm, __gm__ uint8_t *__restrict__ k_gm, __gm__ uint8_t *__restrict__ v_gm, __gm__ uint8_t *__restrict__ block_tables_gm, __gm__ uint8_t *__restrict__ context_lens_gm, __gm__ uint8_t *__restrict__ mask_gm, __gm__ uint8_t *__restrict__ o_gm, __gm__ uint8_t *__restrict__ s_gm, __gm__ uint8_t *__restrict__ p_gm, __gm__ uint8_t *__restrict__ o_tmp_gm, __gm__ uint8_t *__restrict__ tiling_para_gm) { set_ffts_base_addr((unsigned long)sync); int32_t sub_block_idx = get_subblockid(); set_atomic_none(); set_mask_norm(); set_vector_mask((uint64_t)-1, (uint64_t)-1); // "aicore arch: Ascend910B4" __ubuf__ uint8_t *ls_ubuf = (__ubuf__ uint8_t *)get_imm(0); // 1 块，存放 local S, fp16 __ubuf__ uint8_t *lp_ubuf = (__ubuf__ uint8_t *)get_imm(0); // 1 块，存放 local P, fp16, 复用 local S fp16 空间 __ubuf__ uint8_t *ls32_ubuf = (__ubuf__ uint8_t *)get_imm(UB_UINT8_BLOCK_SIZE); // 1 块，计算 exp 时，存放一块 S, fp32 __ubuf__ uint8_t *lo_ubuf = (__ubuf__ uint8_t *)get_imm(3 * UB_UINT8_BLOCK_SIZE); // 1 块，存放 local O, fp32 __ubuf__ uint8_t *lm_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE); // 1 块，存放 local m, fp16 __ubuf__ uint8_t *hm_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE + 1 * UB_UINT8_LINE_SIZE); // 1 块，存放 hat m, fp16 __ubuf__ uint8_t *gm_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE + 2 * UB_UINT8_LINE_SIZE); // 1 块，存放 global m, fp32 __ubuf__ uint8_t *dm_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE + 4 * UB_UINT8_LINE_SIZE); // 1 块，存放 diff m, fp16 __ubuf__ uint8_t *ll_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE + 5 * UB_UINT8_LINE_SIZE); // 1 块，存放 local l, fp32 __ubuf__ uint8_t *gl_ubuf = (__ubuf__ uint8_t *)get_imm(5 * UB_UINT8_BLOCK_SIZE + 7 * UB_UINT8_LINE_SIZE); // 1 块，存放 global l, fp32 __ubuf__ uint8_t *tv_ubuf = (__ubuf__ uint8_t *)get_imm( 5 * UB_UINT8_BLOCK_SIZE + 10 * UB_UINT8_LINE_SIZE); // 1 块，存放临时 vector 计算变量 __ubuf__ uint8_t *go_ubuf = (__ubuf__ uint8_t *)get_imm(6 * UB_UINT8_BLOCK_SIZE); // 1 块，存放 global O, fp32 uint32_t go_flag_scalar = 1; uint32_t num_tokens = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm)); uint32_t q_heads = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 1)); uint32_t embedding_size = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 2)); uint32_t block_size = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 4)); half tor = (half)(*((__gm__ float *)tiling_para_gm + 6)); uint32_t split_size = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 8)); uint32_t max_context_len = (uint32_t)(*((__gm__ int32_t *)tiling_para_gm + 9)); int64_t batch_stride = (int64_t)(*((__gm__ int32_t *)tiling_para_gm + 10)); int64_t head_stride = (int64_t)(*((__gm__ int32_t *)tiling_para_gm + 11)); uint32_t __k = embedding_size; uint32_t round_k = (__k + 15) / 16 * 16; set_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); uint32_t core_per_batch = (q_heads + split_size - 1) / split_size; uint32_t process_num = num_tokens * core_per_batch; for (uint32_t process = block_idx; process < process_num; process += uint32_t(block_num)) { uint32_t cur_batch = process / core_per_batch; uint32_t cur_core = process % core_per_batch; uint32_t cur_head_num = split_size; if (cur_core == (core_per_batch - 1)) { cur_head_num = q_heads - cur_core * split_size; } uint32_t start_head = (process % core_per_batch) * split_size; uint32_t head_idx = start_head + sub_block_idx * cur_head_num / 2; uint32_t kv_seqlen = (uint32_t)(*((__gm__ int32_t *)context_lens_gm + cur_batch)); uint32_t pp_n_scalar = block_size; int64_t addr_o_scalar = cur_batch * q_heads * embedding_size; uint32_t n_loop = (kv_seqlen + pp_n_scalar - 1) / pp_n_scalar; int64_t o_offset = addr_o_scalar + head_idx * embedding_size; int64_t mask_offset = cur_batch * batch_stride + head_idx * head_stride; uint32_t qk_n = pp_n_scalar; uint32_t qk_round_n = (qk_n + 15) / 16 * 16; uint32_t sub_m = (sub_block_idx == 1) ? (cur_head_num - cur_head_num / 2) : cur_head_num / 2; uint32_t sub_m_d128 = (sub_m + 127) / 128; // up aligned to 128 uint32_t sub_m_d64 = (sub_m + 63) / 64; // up aligned to 128 uint32_t round_sub_m = (sub_m + 15) / 16 * 16; for (uint32_t n_idx = 0; n_idx < n_loop; n_idx++) { if (n_idx == (n_loop - 1)) { qk_n = (kv_seqlen - n_idx * pp_n_scalar); qk_round_n = (qk_n + 15) / 16 * 16; } wait_flag_dev(QK_READY); if (sub_m > 0) { // input QK shape (sub_m, qk_round_n) copy_gm_to_ubuf( (__ubuf__ half *)ls_ubuf, (__gm__ half *)s_gm + (int32_t)block_idx * TMP_SIZE + (int32_t)sub_block_idx * cur_head_num / 2 * qk_round_n, 0, // sid 1, // nBurst sub_m * qk_round_n / 16, // lenBurst 0, // srcGap 0 // dstGap ); set_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); wait_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); // *** ls = tor * ls vmuls((__ubuf__ half *)ls_ubuf, (__ubuf__ half *)ls_ubuf, tor, (sub_m * qk_round_n + HALF_VECTOR_SIZE - 1) / HALF_VECTOR_SIZE, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); if (mask_gm != nullptr) { set_flag(PIPE_V, PIPE_MTE2, EVENT_ID0); wait_flag(PIPE_V, PIPE_MTE2, EVENT_ID0); copy_gm_to_ubuf_align_b16( (__ubuf__ half *)lo_ubuf, (__gm__ half *)mask_gm + (int64_t)mask_offset + n_idx * pp_n_scalar, 0, // sid sub_m, // nBurst qk_n * 2, // lenBurst 0, // leftPaddingNum 0, // rightPaddingNum (max_context_len - qk_n) * 2, // srcGap 0 // dstGap ); set_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); wait_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); set_vector_mask((uint64_t)-1, (uint64_t)-1); // *** ls = ls + mask vadd((__ubuf__ half *)ls_ubuf, (__ubuf__ half *)ls_ubuf, (__ubuf__ half *)lo_ubuf, (sub_m * qk_round_n + HALF_VECTOR_SIZE - 1) / HALF_VECTOR_SIZE, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); } // *** lm = rowmax(ls) if (qk_n <= HALF_VECTOR_SIZE) { __set_mask(qk_n); vcmax((__ubuf__ half *)lm_ubuf, (__ubuf__ half *)ls_ubuf, sub_m, // repeat 1, // dstRepeatStride 1, // srcBlockStride qk_round_n / BLOCK_SIZE, // srcRepeatStride ONLY_VALUE // order ); } else { copy_ubuf_to_ubuf( (__ubuf__ half *)ls32_ubuf, (__ubuf__ half *)ls_ubuf, 0, // sid sub_m, // nBurst HALF_VECTOR_SIZE / BLOCK_SIZE, // lenBurst (qk_round_n - HALF_VECTOR_SIZE) / BLOCK_SIZE, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); __set_mask(qk_n - 128); vmax((__ubuf__ half *)ls32_ubuf, (__ubuf__ half *)ls32_ubuf, (__ubuf__ half *)ls_ubuf + HALF_VECTOR_SIZE, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride qk_round_n / BLOCK_SIZE // src1RepeatStride ); pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); vcmax((__ubuf__ half *)lm_ubuf, (__ubuf__ half *)ls32_ubuf, sub_m, // repeat 1, // dstRepeatStride 1, // srcBlockStride 8, // srcRepeatStride ONLY_VALUE // order ); } pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); if (n_idx != 0) { // *** hm = vmax(lm, gm) vmax((__ubuf__ half *)hm_ubuf, (__ubuf__ half *)lm_ubuf, (__ubuf__ half *)gm_ubuf, sub_m_d128, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** dm = gm - hm vsub((__ubuf__ half *)dm_ubuf, (__ubuf__ half *)gm_ubuf, (__ubuf__ half *)hm_ubuf, sub_m_d128, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); } else { // *** hm = lm copy_ubuf_to_ubuf( (__ubuf__ half *)hm_ubuf, (__ubuf__ half *)lm_ubuf, 0, // sid 1, // nBurst round_sub_m / BLOCK_SIZE, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); } // *** gm = hm copy_ubuf_to_ubuf( (__ubuf__ half *)gm_ubuf, (__ubuf__ half *)hm_ubuf, 0, // sid 1, // nBurst round_sub_m / BLOCK_SIZE, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); // *** hm_block = expand_to_block(hm), 存放于 tv vbrcb( (__ubuf__ uint16_t *)tv_ubuf, (__ubuf__ uint16_t *)hm_ubuf, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m / 8 // repeat ); pipe_barrier(PIPE_V); // *** ls = ls - hm_block for (uint32_t vsub_idx = 0; vsub_idx < qk_n / HALF_VECTOR_SIZE; ++vsub_idx) { vsub((__ubuf__ half *)ls_ubuf + vsub_idx * HALF_VECTOR_SIZE, (__ubuf__ half *)ls_ubuf + vsub_idx * HALF_VECTOR_SIZE, (__ubuf__ half *)tv_ubuf, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride qk_round_n / BLOCK_SIZE, // dstRepeatStride qk_round_n / BLOCK_SIZE, // src0RepeatStride 1 // src1RepeatStride ); } if (qk_n % HALF_VECTOR_SIZE > 0) { __set_mask(qk_n % HALF_VECTOR_SIZE); vsub((__ubuf__ half *)ls_ubuf + qk_n / HALF_VECTOR_SIZE * HALF_VECTOR_SIZE, (__ubuf__ half *)ls_ubuf + qk_n / HALF_VECTOR_SIZE * HALF_VECTOR_SIZE, (__ubuf__ half *)tv_ubuf, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride qk_round_n / BLOCK_SIZE, // dstRepeatStride qk_round_n / BLOCK_SIZE, // src0RepeatStride 1 // src1RepeatStride ); set_vector_mask((uint64_t)-1, (uint64_t)-1); } pipe_barrier(PIPE_V); // *** ls = castfp16to32(ls) vconv_f162f32((__ubuf__ float *)ls32_ubuf, (__ubuf__ half *)ls_ubuf, (sub_m * qk_round_n + 63) / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 4 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** ls = exp(ls) vexp((__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf, (sub_m * qk_round_n + 63) / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** lp = castfp32to16(ls) vconv_f322f16((__ubuf__ half *)lp_ubuf, (__ubuf__ float *)ls32_ubuf, (sub_m * qk_round_n + 63) / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); set_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); wait_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); copy_ubuf_to_gm( (__gm__ half *)p_gm + (int32_t)block_idx * TMP_SIZE + (int32_t)sub_block_idx * cur_head_num / 2 * qk_round_n, (__ubuf__ half *)lp_ubuf, 0, // sid 1, // nBurst sub_m * qk_round_n / 16, // lenBurst 0, // srcGap 0 // dstGap ); // *** ll = rowsum(ls32) if (qk_n <= FLOAT_VECTOR_SIZE) { __set_mask(qk_n); vcadd((__ubuf__ float *)ll_ubuf, (__ubuf__ float *)ls32_ubuf, sub_m, // repeat 1, // dstRepeatStride 1, // srcBlockStride qk_round_n / 8, // srcRepeatStride 0 // mode ); } else { for (uint32_t rowsum_idx = 1; rowsum_idx < qk_n / FLOAT_VECTOR_SIZE; ++rowsum_idx) { vadd((__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf + rowsum_idx * FLOAT_VECTOR_SIZE, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride qk_round_n / 8, // dstRepeatStride qk_round_n / 8, // src0RepeatStride qk_round_n / 8 // src1RepeatStride ); pipe_barrier(PIPE_V); } if (qk_n % FLOAT_VECTOR_SIZE > 0) { __set_mask(qk_n % FLOAT_VECTOR_SIZE); vadd((__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf + qk_n / FLOAT_VECTOR_SIZE * FLOAT_VECTOR_SIZE, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride qk_round_n / 8, // dstRepeatStride qk_round_n / 8, // src0RepeatStride qk_round_n / 8 // src1RepeatStride ); } pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); vcadd((__ubuf__ float *)ll_ubuf, (__ubuf__ float *)ls32_ubuf, sub_m, // repeat 1, // dstRepeatStride 1, // srcBlockStride qk_round_n / 8, // srcRepeatStride 0 // order ); } pipe_barrier(PIPE_V); } ffts_cross_core_sync(PIPE_MTE3, 0x21 + (SOFTMAX_READY << 8)); // 2 wait_flag_dev(UPDATE_READY); // 4 if (sub_m > 0) { copy_gm_to_ubuf( (__ubuf__ float *)lo_ubuf, (__gm__ float *)o_tmp_gm + (int32_t)block_idx * TMP_SIZE + (int32_t)sub_block_idx * cur_head_num / 2 * round_k, 0, // sid 1, // nBurst sub_m * round_k / 8, // lenBurst 0, // srcGap 0 // dstGap ); set_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); wait_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); set_vector_mask((uint64_t)-1, (uint64_t)-1); // *** 更新 L 和 O if (n_idx != 0) { // *** dm32 = castfp16to32(dm), 存放于 tv vconv_f162f32((__ubuf__ float *)tv_ubuf, (__ubuf__ half *)dm_ubuf, sub_m_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 4 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** dm_block = expand_to_block(dm), 存放于 tv vbrcb((__ubuf__ uint32_t *)tv_ubuf + 128, (__ubuf__ uint32_t *)tv_ubuf, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m / 8 // repeat ); pipe_barrier(PIPE_V); // *** dm = exp(dm) vexp((__ubuf__ float *)tv_ubuf, (__ubuf__ float *)tv_ubuf, sub_m_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** gl = dm * gl vmul((__ubuf__ float *)gl_ubuf, (__ubuf__ float *)tv_ubuf, (__ubuf__ float *)gl_ubuf, sub_m_d64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** gl = ll + gl vadd((__ubuf__ float *)gl_ubuf, (__ubuf__ float *)gl_ubuf, (__ubuf__ float *)ll_ubuf, sub_m_d64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** dm_block = exp(dm_block) vexp((__ubuf__ float *)tv_ubuf + 128, (__ubuf__ float *)tv_ubuf + 128, (sub_m * 8 + 63) / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); if (go_flag_scalar == 1) { wait_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 0; } // *** go = go * dm_block for (uint32_t vmul_idx = 0; vmul_idx < __k / FLOAT_VECTOR_SIZE; ++vmul_idx) { vmul((__ubuf__ float *)go_ubuf + vmul_idx * FLOAT_VECTOR_SIZE, (__ubuf__ float *)go_ubuf + vmul_idx * FLOAT_VECTOR_SIZE, (__ubuf__ float *)tv_ubuf + 128, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride round_k / 8, // dstRepeatStride round_k / 8, // src0RepeatStride 1 // src1RepeatStride ); } if (__k % FLOAT_VECTOR_SIZE > 0) { __set_mask(__k % FLOAT_VECTOR_SIZE); vmul((__ubuf__ float *)go_ubuf + __k / FLOAT_VECTOR_SIZE * FLOAT_VECTOR_SIZE, (__ubuf__ float *)go_ubuf + __k / FLOAT_VECTOR_SIZE * FLOAT_VECTOR_SIZE, (__ubuf__ float *)tv_ubuf + 128, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride round_k / 8, // dstRepeatStride round_k / 8, // src0RepeatStride 1 // src1RepeatStride ); set_vector_mask((uint64_t)-1, (uint64_t)-1); } pipe_barrier(PIPE_V); // *** go = lo + go vadd((__ubuf__ float *)go_ubuf, (__ubuf__ float *)go_ubuf, (__ubuf__ float *)lo_ubuf, (sub_m * round_k + 63) / 64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); } else { // *** gl = ll copy_ubuf_to_ubuf( (__ubuf__ float *)gl_ubuf, (__ubuf__ float *)ll_ubuf, 0, // sid 1, // nBurst round_sub_m / 8, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); if (go_flag_scalar == 1) { wait_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 0; } // *** go = lo copy_ubuf_to_ubuf( (__ubuf__ float *)go_ubuf, (__ubuf__ float *)lo_ubuf, 0, // sid 1, // nBurst sub_m * round_k / 8, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); } if (n_idx == n_loop - 1) { // *** gl = castfp32to16(gl) vconv_f322f16((__ubuf__ half *)gl_ubuf, (__ubuf__ float *)gl_ubuf, sub_m_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** go = castfp32to16(go) vconv_f322f16((__ubuf__ half *)go_ubuf, (__ubuf__ float *)go_ubuf, (sub_m * round_k + 63) / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** gl_block = expand_to_block(gl), 存放于 tv vbrcb((__ubuf__ uint16_t *)tv_ubuf, (__ubuf__ uint16_t *)gl_ubuf, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m / 8 // repeat ); pipe_barrier(PIPE_V); // *** go = go / gl_block for (uint32_t vdiv_idx = 0; vdiv_idx < __k / HALF_VECTOR_SIZE; ++vdiv_idx) { vdiv((__ubuf__ half *)go_ubuf + vdiv_idx * HALF_VECTOR_SIZE, (__ubuf__ half *)go_ubuf + vdiv_idx * HALF_VECTOR_SIZE, (__ubuf__ half *)tv_ubuf, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride round_k / BLOCK_SIZE, // dstRepeatStride round_k / BLOCK_SIZE, // src0RepeatStride 1 // src1RepeatStride ); } if (__k % HALF_VECTOR_SIZE > 0) { __set_mask(__k % HALF_VECTOR_SIZE); vdiv((__ubuf__ half *)go_ubuf + __k / HALF_VECTOR_SIZE * HALF_VECTOR_SIZE, (__ubuf__ half *)go_ubuf + __k / HALF_VECTOR_SIZE * HALF_VECTOR_SIZE, (__ubuf__ half *)tv_ubuf, sub_m, // repeat 1, // dstBlockStride 1, // src0BlockStride 0, // src1BlockStride round_k / BLOCK_SIZE, // dstRepeatStride round_k / BLOCK_SIZE, // src0RepeatStride 1 // src1RepeatStride ); set_vector_mask((uint64_t)-1, (uint64_t)-1); // fix hidden_size=96 } // ********************* move O to GM ************************ set_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); wait_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); copy_ubuf_to_gm_align_b16( (__gm__ half *)o_gm + (int64_t)o_offset, (__ubuf__ half *)go_ubuf, 0, // sid sub_m, // nBurst __k * 2, // lenBurst 0, // leftPaddingNum 0, // rightPaddingNum 0, // srcGap 0 // dstGap ); if (go_flag_scalar == 0) { set_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 1; } } } } } wait_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); pipe_barrier(PIPE_ALL); } #endif #ifdef __CCE_KT_TEST__ #define __aicore__ #else #define __aicore__ [aicore] #endif #ifdef __DAV_C220_CUBE__ constexpr int32_t L0AB_HALF_BUF_SIZE = 16384; // 128 * 128 = 16K constexpr int32_t BLOCK_SIZE = 16; constexpr int32_t CUBE_MATRIX_SIZE = 256; // 16 * 16 constexpr int64_t L1_UINT8_BLOCK_SIZE = 131072; // 128K, 910B L1 512K constexpr int64_t L0AB_UINT8_BLOCK_SIZE = 32768; // 128 * 128 * 2B constexpr int64_t TMP_SIZE = 65536; // 256 * 256 extern "C" __global__ __aicore__ void paged_attention_mix_aic( __gm__ uint8_t *__restrict__ sync, __gm__ uint8_t *__restrict__ q_gm, __gm__ uint8_t *__restrict__ k_gm, __gm__ uint8_t *__restrict__ v_gm, __gm__ uint8_t *__restrict__ block_tables_gm, __gm__ uint8_t *__restrict__ context_lens_gm, __gm__ uint8_t *__restrict__ o_gm, __gm__ uint8_t *__restrict__ s_gm, __gm__ uint8_t *__restrict__ p_gm, __gm__ uint8_t *__restrict__ o_tmp_gm, __gm__ uint8_t *__restrict__ tiling_para_gm) { set_ffts_base_addr((unsigned long)sync); set_padding(0); set_atomic_none(); uint64_t config = 0x1; set_nd_para(config); set_mask_norm(); // "aicore arch: Ascend910B4" __cbuf__ uint8_t *l1q_buf_addr = (__cbuf__ uint8_t *)get_imm(0); // 2 block __cbuf__ uint8_t *l1k_buf_addr = (__cbuf__ uint8_t *)get_imm(2 * L0AB_UINT8_BLOCK_SIZE); // 2 block __cbuf__ uint8_t *l1p_buf_addr = (__cbuf__ uint8_t *)get_imm(4 * L0AB_UINT8_BLOCK_SIZE); // 2 block __cbuf__ uint8_t *l1v_buf_addr = (__cbuf__ uint8_t *)get_imm(6 * L0AB_UINT8_BLOCK_SIZE); // 2 block __ca__ uint8_t *l0a_buf = (__ca__ uint8_t *)get_imm(0); __cb__ uint8_t *l0b_buf = (__cb__ uint8_t *)get_imm(0); __cc__ uint8_t *l0c_buf = (__cc__ uint8_t *)get_imm(0); // paser tiling int32_t num_tokens = (int32_t)(*((__gm__ int32_t *)tiling_para_gm)); int32_t num_heads = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 1)); int32_t embedding_size = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 2)); int32_t num_blocks = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 3)); int32_t block_size = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 4)); int32_t max_num_blocks_per_query = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 5)); int32_t kv_heads = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 7)); int32_t group_num = num_heads / kv_heads; // 根据block_idx计算当前逻辑核处理的token_id和head_id; uint32_t process_num = num_tokens * num_heads; for (uint32_t process = block_idx; process < process_num; process += uint32_t(block_num)) { int32_t token_id = process / num_heads; // get_block_dim() int32_t head_id = process % num_heads; int32_t context_len = (int32_t)(*((__gm__ int32_t *)context_lens_gm + token_id)); int32_t key_num_block = (context_len + block_size - 1) / block_size; int64_t qo_offset = (int64_t)token_id * num_heads * embedding_size + (int64_t)head_id * embedding_size; int32_t stride_kv = kv_heads * embedding_size; // kv burst之间的偏移 int32_t tail = context_len % block_size == 0 ? block_size : context_len % block_size; set_flag(PIPE_FIX, PIPE_M, EVENT_ID0); set_flag(PIPE_FIX, PIPE_M, EVENT_ID1); set_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); set_flag(PIPE_M, PIPE_MTE1, EVENT_ID1); for (int32_t n_idx = 0; n_idx < key_num_block; n_idx += 2) { // 从block_table中取出当前token的 int32_t block_table_id0 = (int32_t)(*((__gm__ int32_t *)block_tables_gm + token_id * max_num_blocks_per_query + n_idx)); int64_t kv_offset0 = (int64_t)block_table_id0 * block_size * kv_heads * embedding_size + (int64_t)(head_id / group_num) * embedding_size; int32_t __m0 = 1; int32_t __n0 = (n_idx == (key_num_block - 1)) ? tail : block_size; // deal：k=1 int32_t __k0 = embedding_size; int32_t round_m0 = (__m0 + 15) / 16 * 16; int32_t round_n0 = (__n0 + 15) / 16 * 16; int32_t round_k0 = (__k0 + 15) / 16 * 16; int32_t block_table_id1 = (int32_t)(*((__gm__ int32_t *)block_tables_gm + token_id * max_num_blocks_per_query + n_idx + 1)); int64_t kv_offset1 = (int64_t)block_table_id1 * block_size * kv_heads * embedding_size + (int64_t)(head_id / group_num) * embedding_size; int32_t __m1 = 1; int32_t __n1 = ((n_idx + 1)== (key_num_block - 1)) ? tail : block_size; int32_t __k1 = embedding_size; int32_t round_m1 = (__m1 + 15) / 16 * 16; int32_t round_n1 = (__n1 + 15) / 16 * 16; int32_t round_k1 = (__k1 + 15) / 16 * 16; /* ************ stage q*k-ping ************* */ __cbuf__ uint8_t *l1q_buf0 = l1q_buf_addr; __cbuf__ uint8_t *l1k_buf0 = l1k_buf_addr; // *** Prepare Q to L1 if (n_idx == 0) { copy_gm_to_cbuf( (__cbuf__ half *)l1q_buf0, (__gm__ half *)q_gm + (int64_t)qo_offset, 0, // sid 1, // nBurst round_k0 / 16, // lenBurst 0, // srcGap 0, // dstGap PAD_NONE // padMode ); set_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID0); wait_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID0); } wait_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); load_cbuf_to_ca( // __m0 = 1, l0A Nd的形式 (__ca__ half *)l0a_buf, (__cbuf__ half *)l1q_buf0, 0, // baseIdx (round_k0 + CUBE_MATRIX_SIZE - 1) / CUBE_MATRIX_SIZE, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); // *** Prepare K to L1， shape(__n0, __k0), K (block_size, num_head, embed) copy_gm_to_cbuf_multi_nd2nz_b16( (__cbuf__ half *)l1k_buf0, (__gm__ half *)k_gm + (int64_t)kv_offset0, 0, // sid 1, // ndNum __n0, // nValue __k0, // dValue 0, // srcNdMatrixStride, unused stride_kv, // srcDValue round_n0, // dstNzC0Stride 1, // dstNzNStride 0 // dstNzMatrixStride, unused ); set_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID0); wait_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID0); load_cbuf_to_cb( (__cb__ half *)l0b_buf, (__cbuf__ half *)l1k_buf0, 0, // baseIdx round_k0 * round_n0 / CUBE_MATRIX_SIZE, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); set_flag(PIPE_MTE1, PIPE_M, EVENT_ID0); wait_flag(PIPE_MTE1, PIPE_M, EVENT_ID0); wait_flag(PIPE_FIX, PIPE_M, EVENT_ID0); mad((__cc__ float *)l0c_buf, (__ca__ half *)l0a_buf, (__cb__ half *)l0b_buf, __m0, // m __k0, // k __n0, // n 0, // unitFlag 0, // kDirectionAlign 0, // cmatrixSource 1 // cmatrixInitVal ); set_flag(PIPE_M, PIPE_FIX, EVENT_ID0); wait_flag(PIPE_M, PIPE_FIX, EVENT_ID0); // copy S to gm, (1, __n0) copy_matrix_cc_to_gm( (__gm__ half *)s_gm + (int32_t)block_idx * TMP_SIZE, (__cc__ float *)l0c_buf, 0, // sid round_n0, // NSize __m0, // MSize round_n0, // dstStride_dst_D round_m0, // srcStride 0, // UnitFlagMode F322F16, // QuantPRE 0, // ReLUPRE false, // channelSplit true // NZ2ND_EN ); ffts_cross_core_sync(PIPE_FIX, 33); // mode=2 id=0 10 0001 if ((n_idx + 1) < key_num_block) { /* ************ stage q*k-pang ************* */ // *** Prepare Q to L1, 不用load, 直接用l1q_buf0地址; // l0a_buf L1->L0A 使用ping数据 __cbuf__ uint8_t *l1q_buf1 = l1q_buf0; // q L1复用 __cbuf__ uint8_t *l1k_buf1 = l1k_buf_addr + 2 * L1_UINT8_BLOCK_SIZE; wait_flag(PIPE_M, PIPE_MTE1, EVENT_ID1); // *** Prepare K to L1 copy_gm_to_cbuf_multi_nd2nz_b16( (__cbuf__ half *)l1k_buf1, (__gm__ half *)k_gm + (int64_t)kv_offset1, 0, // sid 1, // ndNum __n1, // nValue __k1, // dValue 0, // srcNdMatrixStride, unused stride_kv, // srcDValue round_n1, // dstNzC0Stride 1, // dstNzNStride 0 // dstNzMatrixStride, unused ); set_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID1); wait_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID1); load_cbuf_to_cb( (__cb__ half *)l0b_buf + L0AB_HALF_BUF_SIZE, (__cbuf__ half *)l1k_buf1, 0, // baseIdx round_k1 * round_n1 / CUBE_MATRIX_SIZE, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); set_flag(PIPE_MTE1, PIPE_M, EVENT_ID1); wait_flag(PIPE_MTE1, PIPE_M, EVENT_ID1); wait_flag(PIPE_FIX, PIPE_M, EVENT_ID1); mad((__cc__ float *)l0c_buf + L0AB_HALF_BUF_SIZE, (__ca__ half *)l0a_buf, (__cb__ half *)l0b_buf + L0AB_HALF_BUF_SIZE, __m1, // m __k1, // k __n1, // n 0, // unitFlag 0, // kDirectionAlign 0, // cmatrixSource 1 // cmatrixInitVal ); set_flag(PIPE_M, PIPE_FIX, EVENT_ID1); wait_flag(PIPE_M, PIPE_FIX, EVENT_ID1); // copy S to gm, shape(1, __n1) copy_matrix_cc_to_gm( (__gm__ half *)s_gm + (int32_t)block_idx * TMP_SIZE + TMP_SIZE / 2, (__cc__ float *)l0c_buf + L0AB_HALF_BUF_SIZE, 0, // sid round_n1, // NSize __m1, // MSize round_n1, // dstStride_dst_D round_m1, // srcStride 0, // UnitFlagMode F322F16, // QuantPRE 0, // ReLUPRE false, // channelSplit true // NZ2ND_EN ); ffts_cross_core_sync(PIPE_FIX, 289); // mode=2 id=1 1 0010 0001 } // load V ping __cbuf__ uint8_t *l1v_buf0 = l1v_buf_addr; // *** Prepare V to L1: (__n0, __k0) copy_gm_to_cbuf_multi_nd2nz_b16( (__cbuf__ half *)l1v_buf0, (__gm__ half *)v_gm + (int64_t)kv_offset0, 0, // sid 1, // ndNum __n0, // nValue __k0, // dValue 0, // srcNdMatrixStride, unused stride_kv, // srcDValue round_n0, // dstNzC0Stride 1, // dstNzNStride 0 // dstNzMatrixStride, unused ); set_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID0); wait_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID0); set_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); wait_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); if (round_n0 <= round_k0) { // zN -> nZ for (int32_t l0b_load_idx = 0; l0b_load_idx < round_n0 / BLOCK_SIZE; ++l0b_load_idx) { load_cbuf_to_cb( (__cb__ half *)l0b_buf + l0b_load_idx * round_k0 * BLOCK_SIZE, (__cbuf__ half *)l1v_buf0 + l0b_load_idx * CUBE_MATRIX_SIZE, 0, // baseIdx round_k0 / BLOCK_SIZE, // repeat round_n0 / BLOCK_SIZE, // srcStride 0, // dstStride 0, // sid true, // transpose inc // addr_cal_mode_t ); } } else { for (int32_t l0b_load_idx = 0; l0b_load_idx < round_k0 / BLOCK_SIZE; ++l0b_load_idx) { load_cbuf_to_cb( (__cb__ half *)l0b_buf + l0b_load_idx * CUBE_MATRIX_SIZE, (__cbuf__ half *)l1v_buf0 + l0b_load_idx * round_n0 * BLOCK_SIZE, 0, // baseIdx round_n0 / BLOCK_SIZE, // repeat 1, // srcStride round_k0 / BLOCK_SIZE - 1, // dstStride 0, // sid true, // transpose inc // addr_cal_mode_t ); } } // load V pang if ((n_idx + 1) < key_num_block) { __cbuf__ uint8_t *l1v_buf1 = l1v_buf_addr + 2 * L1_UINT8_BLOCK_SIZE; // *** Prepare V to L1 copy_gm_to_cbuf_multi_nd2nz_b16( (__cbuf__ half *)l1v_buf1, (__gm__ half *)v_gm + (int64_t)kv_offset1, 0, // sid 1, // ndNum __n1, // nValue __k1, // dValue 0, // srcNdMatrixStride, unused stride_kv, // srcDValue round_n1, // dstNzC0Stride 1, // dstNzNStride 0 // dstNzMatrixStride, unused ); set_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID1); wait_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID1); if (round_n1 <= round_k1) { // (n1, k1) zN --> nZ for (int32_t l0b_load_idx = 0; l0b_load_idx < round_n1 / BLOCK_SIZE; ++l0b_load_idx) { load_cbuf_to_cb( (__cb__ half *)l0b_buf + L0AB_HALF_BUF_SIZE + l0b_load_idx * round_k1 * BLOCK_SIZE, (__cbuf__ half *)l1v_buf1 + l0b_load_idx * CUBE_MATRIX_SIZE, 0, // baseIdx round_k1 / BLOCK_SIZE, // repeat round_n1 / BLOCK_SIZE, // srcStride 0, // dstStride 0, // sid true, // transpose inc // addr_cal_mode_t ); } } else { for (int32_t l0b_load_idx = 0; l0b_load_idx < round_k1 / BLOCK_SIZE; ++l0b_load_idx) { load_cbuf_to_cb( (__cb__ half *)l0b_buf + L0AB_HALF_BUF_SIZE + l0b_load_idx * CUBE_MATRIX_SIZE, (__cbuf__ half *)l1v_buf1 + l0b_load_idx * round_n1 * BLOCK_SIZE, 0, // baseIdx round_n1 / BLOCK_SIZE, // repeat 1, // srcStride round_k1 / BLOCK_SIZE - 1, // dstStride 0, // sid true, // transpose inc // addr_cal_mode_t ); } } } /* ************ stage p*v ping ************* */ wait_flag_dev(2); __cbuf__ uint8_t *l1p_buf0 = l1p_buf_addr; // *** Prepare P to L1 (1, __n0) copy_gm_to_cbuf( (__cbuf__ half *)l1p_buf0, (__gm__ half *)p_gm + (int32_t)block_idx * TMP_SIZE, 0, // sid 1, // nBurst round_n0 / 16, // lenBurst 0, // srcGap 0, // dstGap PAD_NONE // padMode ); set_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID0); wait_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID0); load_cbuf_to_ca( // L0A Nd (__ca__ half *)l0a_buf, (__cbuf__ half *)l1p_buf0, 0, // baseIdx (round_n0 + CUBE_MATRIX_SIZE - 1) / CUBE_MATRIX_SIZE, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); set_flag(PIPE_MTE1, PIPE_M, EVENT_ID0); wait_flag(PIPE_MTE1, PIPE_M, EVENT_ID0); mad((__cc__ float *)l0c_buf, (__ca__ half *)l0a_buf, (__cb__ half *)l0b_buf, __m0, // m __n0, // k __k0, // n 0, // unitFlag 0, // kDirectionAlign 0, // cmatrixSource 1 // cmatrixInitVal ); set_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); set_flag(PIPE_M, PIPE_FIX, EVENT_ID0); wait_flag(PIPE_M, PIPE_FIX, EVENT_ID0); // copy O to gm (__m0, __k0) = (1, __k0) copy_matrix_cc_to_gm( (__gm__ float *)o_tmp_gm + (int32_t)block_idx * TMP_SIZE, (__cc__ float *)l0c_buf, 0, // sid round_k0, // NSize __m0, // MSize round_k0, // dstStride_dst_D round_m0, // srcStride 0, // UnitFlagMode NoQuant, // QuantPRE 0, // ReLUPRE false, // channelSplit true // NZ2ND_EN ); set_flag(PIPE_FIX, PIPE_M, EVENT_ID0); ffts_cross_core_sync(PIPE_FIX, 1057); // mode=2 id=4 100 0010 0001 if ((n_idx + 1) < key_num_block) { /* ************ stage p*v pang ************* */ wait_flag_dev(3); __cbuf__ uint8_t *l1p_buf1 = l1p_buf_addr + 2 * L1_UINT8_BLOCK_SIZE; // *** Prepare P to L1 copy_gm_to_cbuf( (__cbuf__ half *)l1p_buf1, (__gm__ half *)p_gm + (int32_t)block_idx * TMP_SIZE + TMP_SIZE / 2, 0, // sid 1, // nBurst round_n1 / 16, // lenBurst 0, // srcGap 0, // dstGap PAD_NONE // padMode ); set_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID1); wait_flag(PIPE_MTE2, PIPE_MTE1, EVENT_ID1); load_cbuf_to_ca( // L0A Nd (__ca__ half *)l0a_buf + L0AB_HALF_BUF_SIZE, (__cbuf__ half *)l1p_buf1, 0, // baseIdx (round_n1 + CUBE_MATRIX_SIZE - 1) / CUBE_MATRIX_SIZE, // repeat 1, // srcStride 0, // dstStride 0, // sid false, // transpose inc // addr_cal_mode_t ); set_flag(PIPE_MTE1, PIPE_M, EVENT_ID1); wait_flag(PIPE_MTE1, PIPE_M, EVENT_ID1); mad((__cc__ float *)l0c_buf + L0AB_HALF_BUF_SIZE, (__ca__ half *)l0a_buf + L0AB_HALF_BUF_SIZE, (__cb__ half *)l0b_buf + L0AB_HALF_BUF_SIZE, __m1, // m __n1, // k __k1, // n 0, // unitFlag 0, // kDirectionAlign 0, // cmatrixSource 1 // cmatrixInitVal ); set_flag(PIPE_M, PIPE_MTE1, EVENT_ID1); set_flag(PIPE_M, PIPE_FIX, EVENT_ID1); wait_flag(PIPE_M, PIPE_FIX, EVENT_ID1); // copy O to gm (__m1, __k1) = (1, __k1) copy_matrix_cc_to_gm( (__gm__ float *)o_tmp_gm + (int32_t)block_idx * TMP_SIZE + TMP_SIZE / 2, (__cc__ float *)l0c_buf + L0AB_HALF_BUF_SIZE, 0, // sid round_k1, // NSize __m1, // MSize round_k1, // dstStride_dst_D round_m1, // srcStride 0, // UnitFlagMode NoQuant, // QuantPRE 0, // ReLUPRE false, // channelSplit true // NZ2ND_EN ); set_flag(PIPE_FIX, PIPE_M, EVENT_ID1); ffts_cross_core_sync(PIPE_FIX, 1313); // mode=2 id=5 101 0010 0001 } } wait_flag(PIPE_FIX, PIPE_M, EVENT_ID0); wait_flag(PIPE_FIX, PIPE_M, EVENT_ID1); wait_flag(PIPE_M, PIPE_MTE1, EVENT_ID0); wait_flag(PIPE_M, PIPE_MTE1, EVENT_ID1); } pipe_barrier(PIPE_ALL); } #elif __DAV_C220_VEC__ constexpr int32_t UB_HALF_BUF_SIZE = 8192; // 64 * 128 constexpr int32_t BLOCK_SIZE = 16; constexpr int32_t HALF_VECTOR_SIZE = 128; constexpr int32_t FLOAT_VECTOR_SIZE = 64; constexpr int32_t CUBE_MATRIX_SIZE = 256; constexpr int64_t UB_UINT8_BLOCK_SIZE = 16384; // 64 * 128 * 2B constexpr int64_t UB_UINT8_LINE_SIZE = 512; // 64 * 4B，申请两倍空间防踩踏。 constexpr int64_t UB_FLOAT_LINE_SIZE = 128; // 64，申请两倍空间防踩踏。 constexpr int64_t UB_HALF_LINE_SIZE = 256; // UB_FLOAT_LINE_SIZE * 2 constexpr int64_t TMP_SIZE = 65536; // 256 * 256 __aicore__ void __set_mask(int32_t len) { uint64_t mask = 0; uint64_t one = 1; uint64_t temp = len % 64; for (int64_t i = 0; i < temp; i++) { mask |= one << i; } if (len == 128) { set_vector_mask((uint64_t)-1, (uint64_t)-1); } else if (len >= 64) { set_vector_mask(mask, (uint64_t)-1); } else { set_vector_mask(0x0, mask); } } extern "C" __global__ __aicore__ void paged_attention_mix_aiv( __gm__ uint8_t *__restrict__ sync, __gm__ uint8_t *__restrict__ q_gm, __gm__ uint8_t *__restrict__ k_gm, __gm__ uint8_t *__restrict__ v_gm, __gm__ uint8_t *__restrict__ block_tables_gm, __gm__ uint8_t *__restrict__ context_lens_gm, __gm__ uint8_t *__restrict__ o_gm, __gm__ uint8_t *__restrict__ s_gm, __gm__ uint8_t *__restrict__ p_gm, __gm__ uint8_t *__restrict__ o_tmp_gm, __gm__ uint8_t *__restrict__ tiling_para_gm) { set_ffts_base_addr((unsigned long)sync); int32_t sub_block_idx = get_subblockid(); set_atomic_none(); set_mask_norm(); set_vector_mask((uint64_t)-1, (uint64_t)-1); // "aicore arch: Ascend910B4" __ubuf__ uint8_t* ls_ubuf = (__ubuf__ uint8_t *)get_imm(0); // 2 块，ping-pong 存放 local S, fp16 __ubuf__ uint8_t* lp_ubuf = (__ubuf__ uint8_t *)get_imm(0); // 2 块，ping-pong 存放 local P, fp16, 复用 local S fp16 空间, 32K __ubuf__ uint8_t* ls32_ubuf = (__ubuf__ uint8_t *)get_imm(2 * UB_UINT8_BLOCK_SIZE); // 1 块，计算 exp 时，存放一块 S, fp32, 32K * 2 __ubuf__ uint8_t* lo_ubuf = (__ubuf__ uint8_t *)get_imm(4 * UB_UINT8_BLOCK_SIZE); // 2 块，ping-pong 存放 local O, fp32, 32K * 4 __ubuf__ uint8_t* lm_ubuf = (__ubuf__ uint8_t *)get_imm(8 * UB_UINT8_BLOCK_SIZE); // 1 块，存放 local m, fp16, 32K * 4 + 16K __ubuf__ uint8_t* hm_ubuf = (__ubuf__ uint8_t *)get_imm(8 * UB_UINT8_BLOCK_SIZE + 1 * UB_UINT8_LINE_SIZE); // 2 块，ping-pong 存放 hat m, fp16 __ubuf__ uint8_t* gm_ubuf = (__ubuf__ uint8_t *)get_imm(8 * UB_UINT8_BLOCK_SIZE + 3 * UB_UINT8_LINE_SIZE); // 1 块，存放 global m, fp32 __ubuf__ uint8_t* dm_ubuf = (__ubuf__ uint8_t *)get_imm(8 * UB_UINT8_BLOCK_SIZE + 5 * UB_UINT8_LINE_SIZE); // 2 块，ping-pong 存放 diff m, fp16 __ubuf__ uint8_t* ll_ubuf = (__ubuf__ uint8_t *)get_imm(8 * UB_UINT8_BLOCK_SIZE + 7 * UB_UINT8_LINE_SIZE); // 2 块，ping-pong 存放 local l, fp32 __ubuf__ uint8_t* gl_ubuf = (__ubuf__ uint8_t *)get_imm(8 * UB_UINT8_BLOCK_SIZE + 9 * UB_UINT8_LINE_SIZE); // 1 块，存放 global l, fp32 __ubuf__ uint8_t* tv_ubuf = (__ubuf__ uint8_t *)get_imm(9 * UB_UINT8_BLOCK_SIZE); // 1 块，存放临时 vector 计算变量, 32K * 4 + 16K __ubuf__ uint8_t* go_ubuf = (__ubuf__ uint8_t *)get_imm(10 * UB_UINT8_BLOCK_SIZE); // 1 块，存放 global O, fp32, 32K * 5 + 32K int32_t go_flag_scalar = 1; // paser tiling int32_t num_tokens = (int32_t)(*((__gm__ int32_t *)tiling_para_gm)); int32_t num_heads = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 1)); int32_t embedding_size = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 2)); int32_t num_blocks = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 3)); int32_t block_size = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 4)); int32_t max_num_blocks_per_query = (int32_t)(*((__gm__ int32_t *)tiling_para_gm + 5)); half tor = (half)(*((__gm__ float *)tiling_para_gm + 6)); // 根据block_idx计算当前逻辑核处理的token_id和head_id; uint32_t process_num = num_tokens * num_heads; for (uint32_t process = block_idx; process < process_num; process += uint32_t(block_num)) { int32_t token_id = process / num_heads; // get_block_dim() int32_t head_id = process % num_heads; int32_t context_len = (int32_t)(*((__gm__ int32_t *)context_lens_gm + token_id)); int32_t key_num_block = (context_len + block_size - 1) / block_size; int64_t qo_offset = (int64_t)token_id * num_heads * embedding_size + (int64_t)head_id * embedding_size; int32_t stride_qo = num_heads * embedding_size; int32_t tail = context_len % block_size == 0 ? block_size : context_len % block_size; set_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); if (((int32_t)sub_block_idx) < 2) { for (int32_t n_idx = 0; n_idx < key_num_block; n_idx += 2) { int32_t last_n_loop0 = (n_idx == (key_num_block - 1)) ? 1 : 0; int32_t wrap_o0 = last_n_loop0; int32_t init_g0 = (n_idx == 0) ? 1 : 0; int32_t __m0 = 1; int32_t __n0 = (n_idx == (key_num_block - 1)) ? tail : block_size; int32_t __k0 = embedding_size; int32_t sub_m0 = (sub_block_idx == 1) ? (__m0 - __m0 / 2) : __m0 / 2; // vec0: sub_m0=0, vec1: sub_m0=1; int32_t sub_m0_d128 = (sub_m0 + 127) / 128; // up aligned to 128 int32_t sub_m0_d64 = (sub_m0 + 63) / 64; // up aligned to 128 int32_t round_sub_m0 = (sub_m0 + 15) / 16 * 16; int32_t round_n0 = (__n0 + 15) / 16 * 16; int32_t round_k0 = (__k0 + 15) / 16 * 16; int32_t p_size0 = round_sub_m0 * round_n0; int32_t o_size0 = round_sub_m0 * round_k0; int32_t last_n_loop1 = ((n_idx + 1) == (key_num_block - 1)) ? 1 : 0; int32_t wrap_o1 = last_n_loop1; int32_t init_g1 = 0; // (n_idx + 1 == 0) ? 1 : 0; int32_t __m1 = 1; int32_t __n1 = ((n_idx + 1)== (key_num_block - 1)) ? tail : block_size; int32_t __k1 = embedding_size; int32_t sub_m1 = (sub_block_idx == 1) ? (__m1 - __m1 / 2) : __m1 / 2; int32_t sub_m1_d128 = (sub_m1 + 127) / 128; // up aligned to 128 int32_t sub_m1_d64 = (sub_m1 + 63) / 64; // up aligned to 128 int32_t round_sub_m1 = (sub_m1 + 15) / 16 * 16; int32_t round_n1 = (__n1 + 15) / 16 * 16; int32_t round_k1 = (__k1 + 15) / 16 * 16; int32_t p_size1 = round_sub_m1 * round_n1; int32_t o_size1 = round_sub_m1 * round_k1; /* ************ stage P/l-ping ************* */ wait_flag_dev(0); if (sub_m0 > 0) { copy_gm_to_ubuf( (__ubuf__ half *)ls_ubuf, // (1, __n0) (__gm__ half *)s_gm + (int32_t)block_idx * TMP_SIZE + (int32_t)sub_block_idx * __m0 / 2 * round_n0, 0, // sid 1, // nBurst sub_m0 * round_n0 / 16, // lenBurst 0, // srcGap 0 // dstGap ); set_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); wait_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); set_vector_mask((uint64_t)-1, (uint64_t)-1); // *** ls = tor * ls vmuls((__ubuf__ half *)ls_ubuf, (__ubuf__ half *)ls_ubuf, tor, p_size0 / HALF_VECTOR_SIZE, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** lm = rowmax(ls) if (__n0 <= HALF_VECTOR_SIZE) { __set_mask(__n0); vcmax((__ubuf__ half *)lm_ubuf, (__ubuf__ half *)ls_ubuf, sub_m0, // repeat 1, // dstRepeatStride 1, // srcBlockStride round_n0 / BLOCK_SIZE, // srcRepeatStride ONLY_VALUE // order ); } else { copy_ubuf_to_ubuf( (__ubuf__ half *)tv_ubuf, (__ubuf__ half *)ls_ubuf, 0, // sid sub_m0, // nBurst HALF_VECTOR_SIZE / BLOCK_SIZE, // lenBurst (round_n0 - HALF_VECTOR_SIZE) / BLOCK_SIZE, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); __set_mask(__n0 - 128); vmax((__ubuf__ half *)tv_ubuf, (__ubuf__ half *)tv_ubuf, (__ubuf__ half *)ls_ubuf + HALF_VECTOR_SIZE, sub_m0, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride round_n0 / BLOCK_SIZE // src1RepeatStride ); pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); vcmax((__ubuf__ half *)lm_ubuf, (__ubuf__ half *)tv_ubuf, sub_m0, // repeat 1, // dstRepeatStride 1, // srcBlockStride 8, // srcRepeatStride ONLY_VALUE // order ); } pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); if (init_g0 == 0) { // 更新m // *** hm = vmax(lm, gm) vmax((__ubuf__ half *)hm_ubuf, (__ubuf__ half *)lm_ubuf, (__ubuf__ half *)gm_ubuf, sub_m0_d128, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** dm = gm - hm vsub((__ubuf__ half *)dm_ubuf, (__ubuf__ half *)gm_ubuf, (__ubuf__ half *)hm_ubuf, sub_m0_d128, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); } else { // *** hm = lm copy_ubuf_to_ubuf( (__ubuf__ half *)hm_ubuf, (__ubuf__ half *)lm_ubuf, 0, // sid 1, // nBurst round_sub_m0 / BLOCK_SIZE, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); } // *** gm = hm copy_ubuf_to_ubuf( (__ubuf__ half *)gm_ubuf, (__ubuf__ half *)hm_ubuf, 0, // sid 1, // nBurst round_sub_m0 / BLOCK_SIZE, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); // *** hm_block = expand_to_block(hm), 存放于 tv vbrcb( (__ubuf__ uint16_t *)tv_ubuf, (__ubuf__ uint16_t *)hm_ubuf, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m0 / 8 // repeat ); pipe_barrier(PIPE_V); // *** ls = ls - hm_block for (int32_t vsub_idx = 0; vsub_idx < round_n0 / BLOCK_SIZE; ++vsub_idx) { // (__m0, __n0) vsub((__ubuf__ half *)ls_ubuf + vsub_idx * BLOCK_SIZE, (__ubuf__ half *)ls_ubuf + vsub_idx * BLOCK_SIZE, (__ubuf__ half *)tv_ubuf, round_sub_m0 * BLOCK_SIZE / 128, // repeat round_n0 / BLOCK_SIZE, // dstBlockStride round_n0 / BLOCK_SIZE, // src0BlockStride 1, // src1BlockStride 8 * round_n0 / BLOCK_SIZE, // dstRepeatStride 8 * round_n0 / BLOCK_SIZE, // src0RepeatStride 8 // src1RepeatStride ); } pipe_barrier(PIPE_V); // *** ls = castfp16to32(ls) vconv_f162f32((__ubuf__ float *)ls32_ubuf, (__ubuf__ half *)ls_ubuf, p_size0 / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 4 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** ls = exp(ls) vexp((__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf, p_size0 / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** lp = castfp32to16(ls) vconv_f322f16((__ubuf__ half *)lp_ubuf, (__ubuf__ float *)ls32_ubuf, p_size0 / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); set_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); // *** ll = rowsum(ls32) if (__n0 <= FLOAT_VECTOR_SIZE) { __set_mask(__n0); vcadd((__ubuf__ float *)ll_ubuf, (__ubuf__ float *)ls32_ubuf, sub_m0, // repeat 1, // dstRepeatStride 1, // srcBlockStride round_n0 / 8, // srcRepeatStride 0 // mode ); } else { copy_ubuf_to_ubuf( (__ubuf__ float *)tv_ubuf, (__ubuf__ float *)ls32_ubuf, 0, // sid sub_m0, // nBurst FLOAT_VECTOR_SIZE / 8, // lenBurst (round_n0 - FLOAT_VECTOR_SIZE) / 8, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); for (int32_t rowsum_idx = 1; rowsum_idx < __n0 / FLOAT_VECTOR_SIZE; ++rowsum_idx) { vadd((__ubuf__ float *)tv_ubuf, (__ubuf__ float *)tv_ubuf, (__ubuf__ float *)ls32_ubuf + rowsum_idx * FLOAT_VECTOR_SIZE, sub_m0, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride round_n0 / 8 // src1RepeatStride ); pipe_barrier(PIPE_V); } if (__n0 % 64 > 0) { __set_mask(__n0 % 64); vadd((__ubuf__ float *)tv_ubuf, (__ubuf__ float *)tv_ubuf, (__ubuf__ float *)ls32_ubuf + __n0 / FLOAT_VECTOR_SIZE * FLOAT_VECTOR_SIZE, sub_m0, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride round_n0 / 8 // src1RepeatStride ); } pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); vcadd((__ubuf__ float *)ll_ubuf, (__ubuf__ float *)tv_ubuf, sub_m0, // repeat 1, // dstRepeatStride 1, // srcBlockStride 8, // srcRepeatStride 0 // order ); } pipe_barrier(PIPE_V); wait_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); copy_ubuf_to_gm( (__gm__ half *)p_gm + (int32_t)block_idx * TMP_SIZE + (int32_t)sub_block_idx * __m0 / 2 * round_n0, (__ubuf__ half *)lp_ubuf, 0, // sid 1, // nBurst sub_m0 * round_n0 / 16, // lenBurst 0, // srcGap 0 // dstGap ); } ffts_cross_core_sync(PIPE_MTE3, 545); // mode=2 id=2 10 0010 0001 if ((n_idx + 1) < key_num_block) { /* ************ stage P/l-pang ************* */ wait_flag_dev(1); if (sub_m1 > 0) { copy_gm_to_ubuf( (__ubuf__ half *)ls_ubuf + UB_HALF_BUF_SIZE, (__gm__ half *)s_gm + (int32_t)block_idx * TMP_SIZE + TMP_SIZE / 2 + (int32_t)sub_block_idx * __m1 / 2 * round_n1, 0, // sid 1, // nBurst sub_m1 * round_n1 / 16, // lenBurst 0, // srcGap 0 // dstGap ); set_flag(PIPE_MTE2, PIPE_V, EVENT_ID1); wait_flag(PIPE_MTE2, PIPE_V, EVENT_ID1); set_vector_mask((uint64_t)-1, (uint64_t)-1); // *** ls = tor * ls vmuls((__ubuf__ half *)ls_ubuf + UB_HALF_BUF_SIZE, (__ubuf__ half *)ls_ubuf + UB_HALF_BUF_SIZE, tor, p_size1 / HALF_VECTOR_SIZE, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** lm = rowmax(ls) if (__n1 <= HALF_VECTOR_SIZE) { __set_mask(__n1); vcmax((__ubuf__ half *)lm_ubuf, (__ubuf__ half *)ls_ubuf + UB_HALF_BUF_SIZE, sub_m1, // repeat 1, // dstRepeatStride 1, // srcBlockStride round_n1 / BLOCK_SIZE, // srcRepeatStride ONLY_VALUE // order ); } else { copy_ubuf_to_ubuf( (__ubuf__ half *)tv_ubuf, (__ubuf__ half *)ls_ubuf + UB_HALF_BUF_SIZE, 0, // sid sub_m1, // nBurst HALF_VECTOR_SIZE / BLOCK_SIZE, // lenBurst (round_n1 - HALF_VECTOR_SIZE) / BLOCK_SIZE, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); __set_mask(__n1 - 128); vmax((__ubuf__ half *)tv_ubuf, (__ubuf__ half *)tv_ubuf, (__ubuf__ half *)ls_ubuf + UB_HALF_BUF_SIZE + HALF_VECTOR_SIZE, sub_m1, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride round_n1 / BLOCK_SIZE // src1RepeatStride ); pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); vcmax((__ubuf__ half *)lm_ubuf, (__ubuf__ half *)tv_ubuf, sub_m1, // repeat 1, // dstRepeatStride 1, // srcBlockStride 8, // srcRepeatStride ONLY_VALUE // order ); } pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); if (init_g1 == 0) { // *** hm = vmax(lm, gm) vmax((__ubuf__ half *)hm_ubuf + UB_HALF_LINE_SIZE, (__ubuf__ half *)lm_ubuf, (__ubuf__ half *)gm_ubuf, sub_m1_d128, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** dm = gm - hm vsub((__ubuf__ half *)dm_ubuf + UB_HALF_LINE_SIZE, (__ubuf__ half *)gm_ubuf, (__ubuf__ half *)hm_ubuf + UB_HALF_LINE_SIZE, sub_m1_d128, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); } else { // *** hm = lm copy_ubuf_to_ubuf( (__ubuf__ half *)hm_ubuf + UB_HALF_LINE_SIZE, (__ubuf__ half *)lm_ubuf, 0, // sid 1, // nBurst round_sub_m1 / BLOCK_SIZE, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); } // *** gm = hm copy_ubuf_to_ubuf( (__ubuf__ half *)gm_ubuf, (__ubuf__ half *)hm_ubuf + UB_HALF_LINE_SIZE, 0, // sid 1, // nBurst round_sub_m1 / BLOCK_SIZE, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); // *** hm_block = expand_to_block(hm), 存放于 tv vbrcb( (__ubuf__ uint16_t *)tv_ubuf, (__ubuf__ uint16_t *)hm_ubuf + UB_HALF_LINE_SIZE, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m1 / 8 //repeat ); pipe_barrier(PIPE_V); // *** ls = ls - hm_block for (int32_t vsub_idx = 0; vsub_idx < round_n1 / BLOCK_SIZE; ++vsub_idx) { vsub((__ubuf__ half *)ls_ubuf + UB_HALF_BUF_SIZE + vsub_idx * BLOCK_SIZE, (__ubuf__ half *)ls_ubuf + UB_HALF_BUF_SIZE + vsub_idx * BLOCK_SIZE, (__ubuf__ half *)tv_ubuf, round_sub_m1 * BLOCK_SIZE / 128, // repeat round_n1 / BLOCK_SIZE, // dstBlockStride round_n1 / BLOCK_SIZE, // src0BlockStride 1, // src1BlockStride 8 * round_n1 / BLOCK_SIZE, // dstRepeatStride 8 * round_n1 / BLOCK_SIZE, // src0RepeatStride 8 // src1RepeatStride ); } pipe_barrier(PIPE_V); // *** ls = castfp16to32(ls) vconv_f162f32((__ubuf__ float *)ls32_ubuf, (__ubuf__ half *)ls_ubuf + UB_HALF_BUF_SIZE, p_size1 / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 4 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** ls = exp(ls) vexp((__ubuf__ float *)ls32_ubuf, (__ubuf__ float *)ls32_ubuf, p_size1 / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** lp = castfp32to16(ls) vconv_f322f16((__ubuf__ half *)lp_ubuf + UB_HALF_BUF_SIZE, (__ubuf__ float *)ls32_ubuf, p_size1 / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); set_flag(PIPE_V, PIPE_MTE3, EVENT_ID1); // *** ll = rowsum(ls32) if (__n1 <= FLOAT_VECTOR_SIZE) { __set_mask(__n1); vcadd((__ubuf__ float *)ll_ubuf + UB_FLOAT_LINE_SIZE, (__ubuf__ float *)ls32_ubuf, sub_m1, // repeat 1, // dstRepeatStride 1, // srcBlockStride round_n1 / 8, // srcRepeatStride 0 // mode ); } else { copy_ubuf_to_ubuf( (__ubuf__ float *)tv_ubuf, (__ubuf__ float *)ls32_ubuf, 0, // sid sub_m1, // nBurst FLOAT_VECTOR_SIZE / 8, // lenBurst (round_n1 - FLOAT_VECTOR_SIZE) / 8, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); for (int32_t rowsum_idx = 1; rowsum_idx < __n1 / FLOAT_VECTOR_SIZE; ++rowsum_idx) { vadd((__ubuf__ float *)tv_ubuf, (__ubuf__ float *)tv_ubuf, (__ubuf__ float *)ls32_ubuf + rowsum_idx * FLOAT_VECTOR_SIZE, sub_m1, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride round_n1 / 8 // src1RepeatStride ); pipe_barrier(PIPE_V); } if (__n1 % 64 > 0) { __set_mask(__n1 % 64); vadd((__ubuf__ float *)tv_ubuf, (__ubuf__ float *)tv_ubuf, (__ubuf__ float *)ls32_ubuf + __n1 / FLOAT_VECTOR_SIZE * FLOAT_VECTOR_SIZE, sub_m1, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride round_n1 / 8 // src1RepeatStride ); } pipe_barrier(PIPE_V); set_vector_mask((uint64_t)-1, (uint64_t)-1); vcadd((__ubuf__ float *)ll_ubuf + UB_FLOAT_LINE_SIZE, (__ubuf__ float *)tv_ubuf, sub_m1, // repeat 1, // dstRepeatStride 1, // srcBlockStride 8, // srcRepeatStride 0 // order ); } pipe_barrier(PIPE_V); wait_flag(PIPE_V, PIPE_MTE3, EVENT_ID1); copy_ubuf_to_gm( (__gm__ half *)p_gm + (int32_t)block_idx * TMP_SIZE + TMP_SIZE / 2 + (int32_t)sub_block_idx * __m1 / 2 * round_n1, (__ubuf__ half *)lp_ubuf + UB_HALF_BUF_SIZE, 0, // sid 1, // nBurst sub_m1 * round_n1 / 16, // lenBurst 0, // srcGap 0 // dstGap ); } ffts_cross_core_sync(PIPE_MTE3, 801); // mode=2 id=3 11 0010 0001 } /* ************ stage update O/l ping ************* */ wait_flag_dev(4); if (sub_m0 > 0) { copy_gm_to_ubuf( (__ubuf__ float *)lo_ubuf, (__gm__ float *)o_tmp_gm + (int32_t)block_idx * TMP_SIZE + (int32_t)sub_block_idx * __m0 / 2 * round_k0, 0, // sid 1, // nBurst sub_m0 * round_k0/ 8, // lenBurst 0, // srcGap 0 // dstGap ); set_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); wait_flag(PIPE_MTE2, PIPE_V, EVENT_ID0); set_vector_mask((uint64_t)-1, (uint64_t)-1); // *** 更新 L 和 O if (init_g0 == 0) { // *** dm32 = castfp16to32(dm), 存放于 tv vconv_f162f32((__ubuf__ float *)tv_ubuf, (__ubuf__ half *)dm_ubuf, sub_m0_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 4 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** dm_block = expand_to_block(dm), 存放于 tv vbrcb( (__ubuf__ uint32_t *)tv_ubuf + round_sub_m0 * BLOCK_SIZE, (__ubuf__ uint32_t *)tv_ubuf, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m0 / 8 // repeat ); pipe_barrier(PIPE_V); // *** dm = exp(dm) vexp((__ubuf__ float *)tv_ubuf, (__ubuf__ float *)tv_ubuf, sub_m0_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** gl = dm * gl vmul((__ubuf__ float *)gl_ubuf, (__ubuf__ float *)tv_ubuf, (__ubuf__ float *)gl_ubuf, sub_m0_d64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** gl = ll + gl vadd((__ubuf__ float *)gl_ubuf, (__ubuf__ float *)gl_ubuf, (__ubuf__ float *)ll_ubuf, sub_m0_d64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** dm_block = exp(dm_block) vexp((__ubuf__ float *)tv_ubuf + round_sub_m0 * BLOCK_SIZE, // dst (__ubuf__ float *)tv_ubuf + round_sub_m0 * BLOCK_SIZE, // src round_sub_m0 * 8 / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8); // srcRepeatStride pipe_barrier(PIPE_V); if (go_flag_scalar == 1) { wait_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 0; } // *** go = go * dm_block for (int32_t vmul_idx = 0; vmul_idx < round_k0 / 8; ++vmul_idx) { vmul((__ubuf__ float *)go_ubuf + vmul_idx * 8, (__ubuf__ float *)go_ubuf + vmul_idx * 8, (__ubuf__ float *)tv_ubuf + round_sub_m0 * BLOCK_SIZE, round_sub_m0 * 8 / 64, // repeat round_k0 / 8, // dstBlockStride round_k0 / 8, // src0BlockStride 1, // src1BlockStride 8 * round_k0 / 8, // dstRepeatStride 8 * round_k0 / 8, // src0RepeatStride 8 // src1RepeatStride ); } pipe_barrier(PIPE_V); // *** go = lo + go for (int32_t vadd_idx = 0; vadd_idx < 2; ++vadd_idx) { // 一次迭代做一半，循环防止超出 repeat 范围（<=255) vadd((__ubuf__ float *)go_ubuf + vadd_idx * o_size0 / 2, // dst (__ubuf__ float *)go_ubuf + vadd_idx * o_size0 / 2, // src0 (__ubuf__ float *)lo_ubuf + vadd_idx * o_size0 / 2, // src1 o_size0 / 2 / 64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8); // src1RepeatStride } pipe_barrier(PIPE_V); } else { // kv 第一次内循环初始化m, l, 不需要更新 // *** gl = ll copy_ubuf_to_ubuf( (__ubuf__ float *)gl_ubuf, (__ubuf__ float *)ll_ubuf, 0, // sid 1, // nBurst round_sub_m0 / 8, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); if (go_flag_scalar == 1) { wait_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 0; } // *** go = lo copy_ubuf_to_ubuf( (__ubuf__ float *)go_ubuf, (__ubuf__ float *)lo_ubuf, 0, // sid 1, // nBurst o_size0 / 8, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); } if (wrap_o0 == 1) { // 内循环最后一次归一化O并写出 // *** gl = castfp32to16(gl) vconv_f322f16((__ubuf__ half *)gl_ubuf, // dst (__ubuf__ float *)gl_ubuf, // src sub_m0_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8); // srcRepeatStride pipe_barrier(PIPE_V); // *** go = castfp32to16(go) for (int32_t vconv_idx = 0; vconv_idx < 2; ++vconv_idx) { // 一次迭代做一半，循环防止超出 repeat 范围（<=255) vconv_f322f16((__ubuf__ half *)go_ubuf + vconv_idx * o_size0 / 2, // dst (__ubuf__ float *)go_ubuf + vconv_idx * o_size0 / 2, // src o_size0 / 2 / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8); // srcRepeatStride pipe_barrier(PIPE_V); } // *** gl_block = expand_to_block(gl), 存放于 tv vbrcb( (__ubuf__ uint16_t *)tv_ubuf, (__ubuf__ uint16_t *)gl_ubuf, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m0 / 8 //repeat ); pipe_barrier(PIPE_V); // *** go = go / gl_block for (int32_t vdiv_idx = 0; vdiv_idx < round_k0 / BLOCK_SIZE; ++vdiv_idx) { vdiv((__ubuf__ half *)go_ubuf + vdiv_idx * BLOCK_SIZE, (__ubuf__ half *)go_ubuf + vdiv_idx * BLOCK_SIZE, (__ubuf__ half *)tv_ubuf, round_sub_m0 * BLOCK_SIZE / 128, // repeat round_k0 / BLOCK_SIZE, // dstBlockStride round_k0 / BLOCK_SIZE, // src0BlockStride 1, // src1BlockStride 8 * round_k0 / BLOCK_SIZE, // dstRepeatStride 8 * round_k0 / BLOCK_SIZE, // src0RepeatStride 8 // src1RepeatStride ); } // ********************* move O to GM ************************ set_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); wait_flag(PIPE_V, PIPE_MTE3, EVENT_ID0); copy_ubuf_to_gm_align_b16( (__gm__ half *)o_gm + (int64_t)qo_offset + (int32_t)sub_block_idx * __m0 / 2 * stride_qo, (__ubuf__ half *)go_ubuf, 0, // sid sub_m0, // nBurst __k0 * 2, // lenBurst 0, // leftPaddingNum 0, // rightPaddingNum 0, // srcGap (stride_qo - __k0) * 2 // dstGap ); if (go_flag_scalar == 0) { set_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 1; } } } if ((n_idx + 1) < key_num_block) { /* ************ update O/l-pang ************* */ wait_flag_dev(5); if (sub_m1 > 0) { copy_gm_to_ubuf( (__ubuf__ float *)lo_ubuf + UB_HALF_BUF_SIZE, (__gm__ float *)o_tmp_gm + (int32_t)block_idx * TMP_SIZE + TMP_SIZE / 2 + (int32_t)sub_block_idx * __m1 / 2 * round_k1, 0, // sid 1, // nBurst sub_m1 * round_k1 / 8, // lenBurst 0, // srcGap 0 // dstGap ); set_flag(PIPE_MTE2, PIPE_V, EVENT_ID1); wait_flag(PIPE_MTE2, PIPE_V, EVENT_ID1); set_vector_mask((uint64_t)-1, (uint64_t)-1); // *** 更新 L 和 O if (init_g1 == 0) { // *** dm32 = castfp16to32(dm), 存放于 tv vconv_f162f32((__ubuf__ float *)tv_ubuf, (__ubuf__ half *)dm_ubuf + UB_HALF_LINE_SIZE, sub_m1_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 4 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** dm_block = expand_to_block(dm), 存放于 tv vbrcb( (__ubuf__ uint32_t *)tv_ubuf + round_sub_m1 * BLOCK_SIZE, (__ubuf__ uint32_t *)tv_ubuf, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m1 / 8 //repeat ); pipe_barrier(PIPE_V); // *** dm = exp(dm) vexp((__ubuf__ float *)tv_ubuf, (__ubuf__ float *)tv_ubuf, sub_m1_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8 // srcRepeatStride ); pipe_barrier(PIPE_V); // *** gl = dm * gl vmul((__ubuf__ float *)gl_ubuf, (__ubuf__ float *)tv_ubuf, (__ubuf__ float *)gl_ubuf, sub_m1_d64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** gl = ll + gl vadd((__ubuf__ float *)gl_ubuf, (__ubuf__ float *)gl_ubuf, (__ubuf__ float *)ll_ubuf + UB_FLOAT_LINE_SIZE, sub_m1_d64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8 // src1RepeatStride ); pipe_barrier(PIPE_V); // *** dm_block = exp(dm_block) vexp((__ubuf__ float *)tv_ubuf + round_sub_m1 * BLOCK_SIZE, // dst (__ubuf__ float *)tv_ubuf + round_sub_m1 * BLOCK_SIZE, // src round_sub_m1 * 8 / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 8, // dstRepeatStride 8); // srcRepeatStride pipe_barrier(PIPE_V); if (go_flag_scalar == 1) { wait_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 0; } // *** go = go * dm_block for (int32_t vmul_idx = 0; vmul_idx < round_k1 / 8; ++vmul_idx) { vmul((__ubuf__ float *)go_ubuf + vmul_idx * 8, (__ubuf__ float *)go_ubuf + vmul_idx * 8, (__ubuf__ float *)tv_ubuf + round_sub_m1 * BLOCK_SIZE, round_sub_m1 * 8 / 64, // repeat round_k1 / 8, // dstBlockStride round_k1 / 8, // src0BlockStride 1, // src1BlockStride 8 * round_k1 / 8, // dstRepeatStride 8 * round_k1 / 8, // src0RepeatStride 8 // src1RepeatStride ); } pipe_barrier(PIPE_V); // *** go = lo + go for (int32_t vadd_idx = 0; vadd_idx < 2; ++vadd_idx) { // 一次迭代做一半，循环防止超出 repeat 范围（<=255) vadd((__ubuf__ float *)go_ubuf + vadd_idx * o_size1 / 2, // dst (__ubuf__ float *)go_ubuf + vadd_idx * o_size1 / 2, // src0 (__ubuf__ float *)lo_ubuf + UB_HALF_BUF_SIZE + vadd_idx * o_size1 / 2, // src1 o_size1 / 2 / 64, // repeat 1, // dstBlockStride 1, // src0BlockStride 1, // src1BlockStride 8, // dstRepeatStride 8, // src0RepeatStride 8); // src1RepeatStride } pipe_barrier(PIPE_V); } else { // *** gl = ll copy_ubuf_to_ubuf( (__ubuf__ float *)gl_ubuf, (__ubuf__ float *)ll_ubuf + UB_FLOAT_LINE_SIZE, 0, // sid 1, // nBurst round_sub_m1 / 8, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); if (go_flag_scalar == 1) { wait_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 0; } // *** go = lo copy_ubuf_to_ubuf( (__ubuf__ float *)go_ubuf, (__ubuf__ float *)lo_ubuf + UB_HALF_BUF_SIZE, 0, // sid 1, // nBurst o_size1 / 8, // lenBurst 0, // srcGap 0 // dstGap ); pipe_barrier(PIPE_V); } if (wrap_o1 == 1) { // *** gl = castfp32to16(gl) vconv_f322f16((__ubuf__ half *)gl_ubuf, // dst (__ubuf__ float *)gl_ubuf, // src sub_m1_d64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8); // srcRepeatStride pipe_barrier(PIPE_V); // *** go = castfp32to16(go) for (int32_t vconv_idx = 0; vconv_idx < 2; ++vconv_idx) { // 一次迭代做一半，循环防止超出 repeat 范围（<=255) vconv_f322f16((__ubuf__ half *)go_ubuf + vconv_idx * o_size1 / 2, // dst (__ubuf__ float *)go_ubuf + vconv_idx * o_size1 / 2, // src o_size1 / 2 / 64, // repeat 1, // dstBlockStride 1, // srcBlockStride 4, // dstRepeatStride 8); // srcRepeatStride pipe_barrier(PIPE_V); } // *** gl_block = expand_to_block(gl), 存放于 tv vbrcb( (__ubuf__ uint16_t *)tv_ubuf, (__ubuf__ uint16_t *)gl_ubuf, 1, // dstBlockStride 8, // dstRepeatStride round_sub_m1 / 8 //repeat ); pipe_barrier(PIPE_V); // *** go = go / gl_block for (int32_t vdiv_idx = 0; vdiv_idx < round_k1 / BLOCK_SIZE; ++vdiv_idx) { vdiv((__ubuf__ half *)go_ubuf + vdiv_idx * BLOCK_SIZE, (__ubuf__ half *)go_ubuf + vdiv_idx * BLOCK_SIZE, (__ubuf__ half *)tv_ubuf, round_sub_m1 * BLOCK_SIZE / 128, // repeat round_k1 / BLOCK_SIZE, // dstBlockStride round_k1 / BLOCK_SIZE, // src0BlockStride 1, // src1BlockStride 8 * round_k1 / BLOCK_SIZE, // dstRepeatStride 8 * round_k1 / BLOCK_SIZE, // src0RepeatStride 8 // src1RepeatStride ); } // ********************* move O to GM ************************ set_flag(PIPE_V, PIPE_MTE3, EVENT_ID1); wait_flag(PIPE_V, PIPE_MTE3, EVENT_ID1); copy_ubuf_to_gm_align_b16( (__gm__ half *)o_gm + (int64_t)qo_offset + (int32_t)sub_block_idx * __m1 / 2 * stride_qo, (__ubuf__ half *)go_ubuf, 0, // sid sub_m1, // nBurst __k1 * 2, // lenBurst 0, // leftPaddingNum 0, // rightPaddingNum 0, // srcGap (stride_qo - __k1) * 2 // dstGap ); if (go_flag_scalar == 0) { set_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); go_flag_scalar = 1; } } // end warp o } // end sub_m1 } // end pang } // end n_idx } // end sub_block_idx wait_flag(PIPE_MTE3, PIPE_V, EVENT_ID0); } pipe_barrier(PIPE_ALL); } #endif cce_lib.update_cce_tilingGCC: (GNU) 7.3.0zRx  dA B N A ,<dA B L C E A lHA C L A (`A0B AR A A B V C 0A@C ABGT B B ,pA0C AFL B A zPLRx 4 A@A ACa A ,xA@B AGQ A 8A B I A 4A0A AU B F A ,$A D P A H A 8HA@A A` A SKCJBdPAA AFO B C J W B C UA AAA A KG C B BB 4A0B AT B F A 8AP A ACC^ A ,(AB A BH PB BH z BAD A E YE YBD `A R HA A A A A AB AJAAI A ADB JNAAA BIB DAB HAAA8A0B AH B J B ,A&%D A$#\"V A (A0B AZ A LxAA AD BGVW A B IB(,A0B A] A 8A@A AIIG A A4TAA A C d A @A@A AGCPQ B G A A 8A B I A XAp A A B I BB b AAC A CYHABQA BA XA` A AD EN B DHT AA BAAABA4AP A ABFU B X$AP A AEFBLAH A P [AA4@xAA ABY B Xx0 A AA ACJJ A 0pABBAA B@?E>=E<;:HAABAA A@?D>=I<;:987K B <TA87B A65[ A X34T`34`,AA@?A A>=I8J A A9:B;<M CA ^ AA rA;CE;I=LAK A 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B@T A@Ts!TBwBB@T A@Ts!TBw~B"@T@'@@ SA@[B{Ũ {[S@ @Bd@'@B  @T A@Ts!TBwBB@T A@Ts!TBwBB@T@'@@ SA@[B{Ũ{[S@ @A@ғB@B  @T A@Ts!TBuBB@T A@Ts!TBuBb@T@@@ [BSA{Ĩ{S@s"@?Ҕ@c@`@ 6!RBc!7@bR`?֠@B@T!RB!7@bR`?֠@B@T!R!@/@aB@T!R!@/@sB@T@?@@ @SA@{Ȩ_!a@@@@9|/@sB?`T7@bR`?֠@B@T7@bR`?N3air7codegen17CodeGenSourceBaseESt11_Mutex_baseILN9__gnu_cxx12_Lock_policyE2EESt16_Sp_counted_baseILN9__gnu_cxx12_Lock_policyE2EEN4dmlc5ErrorEZN3air7runtime15TypedPackedFuncIFvRKNS_5ArrayINS_7NodeRefEvEERKNS_3MapINSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEES3_vvEERKSD_EE17AssignTypedLambdaIPSJ_EEvT_EUlRKNS0_7TVMArgsEPNS0_11TVMRetValueEE_ZN3air7runtime15TypedPackedFuncIFNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEES7_RKNS_3MapIS7_NS_7NodeRefEvvEERKNS_5ArrayIS9_vEEEE17AssignTypedLambdaIPSH_EEvT_EUlRKNS0_7TVMArgsEPNS0_11TVMRetValueEE_St19_Sp_make_shared_tagSt23_Sp_counted_ptr_inplaceINSt8__detail4_NFAINSt7__cxx1112regex_traitsIcEEEESaIS5_ELN9__gnu_cxx12_Lock_policyE2EENSt8__detail11_AnyMatcherINSt7__cxx1112regex_traitsIcEELb0ELb0ELb0EEENSt8__detail11_AnyMatcherINSt7__cxx1112regex_traitsIcEELb0ELb0ELb1EEENSt8__detail11_AnyMatcherINSt7__cxx1112regex_traitsIcEELb0ELb1ELb0EEENSt8__detail11_AnyMatcherINSt7__cxx1112regex_traitsIcEELb0ELb1ELb1EEENSt8__detail11_AnyMatcherINSt7__cxx1112regex_traitsIcEELb1ELb0ELb0EEENSt8__detail11_AnyMatcherINSt7__cxx1112regex_traitsIcEELb1ELb0ELb1EEENSt8__detail11_AnyMatcherINSt7__cxx1112regex_traitsIcEELb1ELb1ELb0EEENSt8__detail11_AnyMatcherINSt7__cxx1112regex_traitsIcEELb1ELb1ELb1EEENSt8__detail12_CharMatcherINSt7__cxx1112regex_traitsIcEELb0ELb0EEENSt8__detail12_CharMatcherINSt7__cxx1112regex_traitsIcEELb0ELb1EEENSt8__detail12_CharMatcherINSt7__cxx1112regex_traitsIcEELb1ELb0EEENSt8__detail12_CharMatcherINSt7__cxx1112regex_traitsIcEELb1ELb1EEENSt8__detail15_BracketMatcherINSt7__cxx1112regex_traitsIcEELb0ELb0EEENSt8__detail15_BracketMatcherINSt7__cxx1112regex_traitsIcEELb0ELb1EEENSt8__detail15_BracketMatcherINSt7__cxx1112regex_traitsIcEELb1ELb0EEENSt8__detail15_BracketMatcherINSt7__cxx1112regex_traitsIcEELb1ELb1EEE   @ ww3.5^$.*+?| ""//\\abf n r t v *N3akg7codegen12_GLOBAL__N_113CoreCpuCoprocE*N3akg7codegenUlN3air7runtime7TVMArgsEPNS2_11TVMRetValueEE_E*N3akg7codegenUlN3air7runtime7TVMArgsEPNS2_11TVMRetValueEE0_EStrMapStringImmIntImmintuintfloatstrbyteshandleNULLArrayHandleTVMTypeTVMContextFunctionHandleModuleHandleNDArrayContainerObjectCell/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hunknown type_code=boolcustomunknown type Check failed: endpt == s.c_str() + s.length()/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/object.hCheck failed: ref->template IsInstance()Downcast from to failed.ExprArrayStack trace: _Z + [bt] ( ( vs. ) [%02d:%02d:%02d] ERROR/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.h :: TMPDIR/tmpdir.XXXXXX/tmp/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/filesystem.hTemporaryDirectory(): Could not create temporary directoryCreated temporary directory "type mismatch! call is() before get()" && is()ullalserue"type mismatch! call is() before get()" && is()"type mismatch! call is() before get()" && is()/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/node/functor.hCheck failed: can_dispatch(n)NodeFunctor calls un-registered function on type Map[strLoweredFunc/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/packed_func_ext.htype_code_ == kObjectHandleCheck failed: ObjectTypeChecker::Check(ptr)Expected type List[Objecttype_code_ == kTVMType expected but get custom[]type_code_ == kStrCheck failed: i < num_argsnot enough argument passed, passed but request arg[].basic_string::substr%s: __pos (which is %zu) > this->size() (which is %zu)basic_string::basic_stringdvector::_M_default_appendbasic_string::_M_replacebasic_string::_M_replace_auxbasic_string::appendInvalid range in bracket expression.Number of NFA states exceeds limit. Please use shorter regex string, or use smaller brace expression, or make _GLIBCXX_REGEX_STATE_LIMIT larger.Unexpected back-reference in polynomial mode.Back-reference index exceeds current sub-expression count.Back-reference referred to an opened sub-expression.Unexpected end of character class.Unexpected end of regex when in an open parenthesis.Invalid special open parenthesis.Unexpected end of regex when in brace expression.Unexpected character in brace expression.Unexpected escape character.Unexpected end of regex when escaping.Unexpected end of regex when reading control code.Unexpected end of regex when ascii character.Unexpected end of regex when in bracket expression.Unexpected character class open bracket.^$\.*+?()[]{}|.[\*^$.[\()*+?{|^$.[\*^$ .[\()*+?{|^$ Nothing to repeat before a quantifier.Unexpected token in brace expression.Unexpected end of brace expression.Invalid range in brace expression.Invalid collate element.Invalid equivalence class.Invalid character class.Unexpected dash in bracket expression. For POSIX syntax, a dash is not treated literally only when it is at beginning or end.Character is expected after a dash.Unexpected character in bracket expression.Parenthesis is not closed._Map_base::atbasic_string::_M_createbasic_string::_M_construct null not valid//home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/codegen/build_cce.ccCheck failed: !new_source_file.is_open()#include "" Check failed: src.is_open() && dst.is_open()Check failed: !cmd.empty()INFOcmd : rCheck failed: fp != nullptr error, errno: pclose error, cmd: cmd execute complete, elapsed time: s Check failed: inputfile.is_open()vector::_M_realloc_insertcoproc_scopecsimccesimcdiffCheck failed: mode == "csim" || mode == "ccesim" || mode == "cdiff"RUNTIME_MODEstatic iterator_t(block_idx, 0); static size_t block_idx = 0; get_kernel_meta_path./kernel_meta/basic_string::erase__kernelcce_cpu_llvm.Check failed: !kernel_name.empty()Getting kernel name failedint main_record(); int main_compare(); int main(); sanity_check(); begin_record(); main_record(); begin_compare(); main_compare(); final_check(); return 0; } /src/runtime/csimCheck failed: ret != nullptrCheck failed: res != nullptr0 == access(abspath, 0)strings.size() > 1cce_core/my_kernel_core.cce/my_kernel_core.occe_cpu/my_kernel_cpu.cce/my_kernel_cpu_prelink.o/my_kernel_cpu.o/my_kernel_cpu.ll/csim0 == mkdir(csim_base_dir.c_str(), 0777)0 == mkdir(csim_dir.c_str(), 0)Check failed: conf != nullptrCompiler_arch-escce-aicore-archccec -c -O2 --= -o -fPIC -pthreadCheck failed: !lib_names.empty()Third_libsNames should not be empty when using aicore linkaicore-elf-ld Check failed: lib_name.as().ofeature_lib/src/.cce-o Check failed: f.is_open()_tracked * = (*) aligned_alloc(alignment * sizeof(uint8), file_size_)%u * sizeof(uint8); CHECK(); CHECK((size_t) %% (alignment * sizeof(uint8)) == 0); record_mem_region("", , file_size_ clear_memory((void *) * sizeof(uint8)); ccec -xcce -c -g -O2 -mllvm -cce-aicore-function-stack-size=16000 -mllvm -cce-aicore-record-overflow=false -mllvm -cce-aicore-addr-transform --cce-auto-sync -mllvm -cce-aicore-jump-expand=false -mllvm -cce-aicore-mask-opt=false -mllvm -api-deps-filter -fPIC -pthreadMIXdav-c220AiCoredav-c220-cubeVectorCoredav-c220-vecccec -c -O2 -I./feature_lib/include -include .hccec -c -O2 for (iterator_t(i, 0); i < file_size_ / sizeof(*); i++) { [i] = [i]; } %d for (iterator_t(i,0); i < file_size_[i].GetValue(); TVM_AICPU_INCLUDE_PATHCheck failed: tvm_aicpu_include_path != nullptrthe TVM_AICPU_INCLUDE_PATH env var not found, need configCompiler_aicpu_support_ostruecce-aicpu-onlycce-aicpu-arch=cortex-a55 -mcpu=cortex-a55 --target=aarch64-hisilicon-cce -fPIC --cce-aicpu-no-firmware -mllvm -cce-aicpu-no-firmware=trueret != -1The abspath could not be found! -Iccec --cce-fatobj-link -fPIC -shared -o -lascendcl -lruntimeLD_LIBRARY_PATHCheck failed: libray_path != nullptrLD_LIBRARY_PATH env var not foundlibascendcl.solibruntime.soThe lib_realpath could not be found! -L()__gm__ __restrict__ ,, TVM_AICPU_LIBRARY_PATHCheck failed: tvm_aicpu_libray_path != nullptrTVM_AICPU_LIBRARY_PATH env var not found-staticaarch64-elf-ld -shared -ltvm_aicpu -lm -lc/../../../../../toolchain/artifacts/aicpu_libTVM_AICPU_INCLUDE_PATH env var not foundThe inc_realpath could not be found!TVM_AICPU_OS_SYSROOTCheck failed: lib_includes != nullptrTVM_AICPU_OS_SYSROOT env var not foundThe lib_inc_realpath could not be found! --sysroot= -soname=.soCheck failed: target == "cce_core" || target == "cce_cpu" || target == "cce_cpu_llvm"Check failed: outfile.is_open()Check failed: ret == 0 || (ret == -1 && errno == EEXIST)mkdir failedclose_ret == 0_kernel_mix_aicother__aicore____aicpu__aarch64-hisilicon-ccelibret == 0modify file to readonly fail!elsenested_scope_level >= 0unrecognized CCE mod: nested scope level < 0nested_scope_level != 0Brackets do not match in CCE mode: Check failed: source_file.is_open()RECORD_FILE();RECORD_LINE(); int mainint main_std::string::npos != func_start_loc__aicore__ not found in CCE codeCheck failed: !not_validkernel is not a valid function callCheck failed: func_code_split.size()Cannot determine kernel nameCheck failed: func_params.size()CCE kernel has params*__restrict__idents.size() == 3CCE kernel param not recognized__gm__idents[0] == "__gm__" is not marked __gm___tint main() { SIGSEGVSIGBUSSIGABRTSIGINTSIGHUPSIGPIPESIGSTOP signa(, signal_handler); const int alignment = 1024; int retval = 0; FILE *fp; fp = fopen("in_.bin", "rb"); CHECK(fp); CHECK(fseek(fp, 0, SEEK_END) == 0); int file_size_ = ftell(fp); CHECK(file_size_ > 0); rewind(fp); *) aligned_alloc(alignment, file_size_ retval = fread((void *), 1, file_size_, fp); CHECK(retval == file_size_ << "expected size " << file_size_ << ", actual read size " << retval; fclose(fp); DisableUndefinedAssignCheck(); launch_kernel(); for (block_idx = 0; block_idx < ; block_idx++) { RestoreUndefinedAssignCheck(); fp = fopen("out_.bin", "wb"); retval = fwrite((void *) << ", actual write size " << retval; workspaceinfo.jsonOpen json file: error, please check kernel_meta.syntax error at line %d near: Check failed: err.empty()json parse error, error message: kernelNamebinFileNamecoreType(\(\s*\s*[a-zA-Z0-9_]+\s*\*\s*\)[(]*(0x[0-9A-Fa-f]+|[0-9]+)[) ]*$1(_base + $2(for\s*\(\s*)(int|int32_t|size_t)\s+([a-zA-Z0-9_]+)(\s*=\s*)([^;]+);$1iterator_t($3, $5);\s+(int|uint)[0-9]+_t\s*\*$1 *\(((int|uint)(int|uint)(8|16|32))_t\)(\s*[0-9A-Za-z_]+\[.+\])($1)$4__ubuf____ca____cb____cc____cbuf__1024std::string::npos != cce_code.find("__aicore__"){kernel_start_loc != std::string::nposCannot determine kernel start location uint8 * _base = (uint8 *)aligned_alloc( * sizeof(uint8), CHECK(_base); _base %% ( * sizeof(uint8)) == 0); _base, CCE source file not foundCheck failed: cce_file.is_open()Check failed: new_cce_file.is_open()^[a-zA-Z0-9-_\.]+$Check failed: std::regex_match(filename, reg)([^a-zA-Z0-9_](int|uint)(8|16|32))_t\s*\*(<|,)(\s*(int|uint)(8|16|32))_t\s*(>|,)sizeof\(\s*((int|uint)(8|16|32))_t\s*\)([(,]\s*)((int|uint)(8|16|32))_t\s+a(\s*[),])static bool (<|,)\s*bool\s*(>|,)$1$2$5sizeof($1)$1$2 $5static uint8 $1uint8$2Check failed: file.is_open()#include "compute_tracker.h" Check failed: !header_path.empty()csim headers not foundaicore_fast_sim.haicore_fast_sim.cchalf_float.hhalide_intrinsics.haicore_debug_funcs.h -O0 -g -std=c++11.cppcompute_tracker.cccompute_tracker.h -DENABLE_CDIFFg++ -ocsim compile cmd: cd && &>/dev/nullExecutable file not foundaccess_ret != -1C kernel source file cce_CCE_KERNEL-NAME0 == setenv("CCE_KERNEL-NAME", binary_filename.c_str(), 1)cdiff_file_list.size() == 2cdiff must compare two passes!recordcompareDUMP_C_PASSCheck failed: dump_c_pass != nullptrDUMP_C_PASS must be defined in environ!std::remove(source_file.c_str()) == 0cdiff_source_list.size() <= 2cdiff supports at most two DUMP_C_PASS to compare, but found > 2 PASSPlease set DUMP_C_PASS=record_pass,compare_pass for RUNTIME_MODE is cdiffpass_names.size() != 2RUNTIME_MODE=cdiff must specify two passes: DUMP_C_PASS=record_pass,compare_passcce_do.cceCheck failed: src_file.is_open()Check failed: kernel_map.count("coreType")The json file of 910B must contain keyword coreType._do.occe not support aicpu !!!f->thread_axis.size() == 1cce only suport 1 block idx !!!blockIdx.xaxis->thread_tag == "blockIdx.x"cce only suport blockIdx.x !!!Check failed: axis->dom->extent.as()tvm_callback_cce_postproccodegen.build_ccecpucce_lib.update_cce_tilingCheck failed: !new_kernel_names.empty()_mixkernelNameMixListtotal_bytesbuild_cce.GetCdiffSourceListcodegen.build_ccebuild_host_ccebuild_cce_libNULSOHSTXETXEOTENQACKalertbackspacetabnewlinevertical-tabform-feedcarriage-returnSOSIDLEDC1DC2DC3DC4NAKSYNETBCANEMSUBESCIS4IS3IS2IS1spaceexclamation-markquotation-marknumber-signdollar-signpercent-signampersandapostropheleft-parenthesisright-parenthesisasteriskplus-signcommahyphenperiodslashzeroonetwothreefourfivesixseveneightninecolonsemicolonless-than-signequals-signgreater-than-signquestion-markcommercial-atABCDEFGHIJKLMNOPQRSTUVWXYZleft-square-bracketbackslashright-square-bracketcircumflexunderscoregrave-accentabcefghijklmnopqstuvwxyzleft-curly-bracketvertical-lineright-curly-brackettildeDELalnumalphablankcntrldigitgraphlowerprintpunctupperxdigitGCC: (GNU) 7.3.0zRx  <A C I A <<A C I A `dA B N A hA B N A tA C O A tA C O A dA B N A tA C O A 8tA C O A \tA C O A HA B M A dA B N A HA B M A tA C O A tA C O A 4tA C O A XHA B M A ||A C O A HA B M A |A C O A |A C O A |A C O A 0`A B S A T`A B S A x`A B S A `A B S A 8A B I A 8A B I A ,dA B L C E A 88A B I A \<A B I B <A B I B HA C L A (`A0B AR A (A0B AX B A B V C 0DA@C ABGT B B 0xA@A ACY A 0A@A ACY A ,pA0C AFL B A 0A@A ABV A 0DA@A ABV A HxAP A ABDNFK B P LAzPLRx 0 A@A AF\ A 0A@A ABe A 0HA@A ABe A ,|tA@B ADS A ,tA@B ADS A 4A@A ACa A 8TAP A ABB_ B 8AP A ABB_ B DA@A ABGTH B @EA<A@A ACZ B D A , xA@B AGQ A ,D XA B J A F A t 8A B I A 4A@A ABW A 4 A0A AU B F A 8HAP A ABDk B 0A` A AB x A 8hAA A B DB A $A@B BE( A0B AT B , A D P A H A 8xHA@A A` A SKCJB4t A0B AT B F A <A` A A FO B CUBAB<,A` A A FO B CUBAB<lA` A A FO B CUBAB<A` A A FO B CVAAB<A` A A FO B CVAABD AP A ABDFMHJJ A A,4 A&%D A$#\"V A DA<;A A65D:B8J9B7wAJ A C9A7@A<;A A:9B87U B A56sB5680A@A AIIG A A4lAA A C d A DA<;A A65D:B8J9B7wAJ A C9A7,A0A AGV B A TLA` A AG CA AdAAQ A G A AA A<4A@A ACZ B D A `tA` A A EGCCLABI A `  rAAAP <AP A ABCKaB B P B,,A@A ABZ A @ A<;A A:9B87U B A56sB56@ @A` A ABC Bl B D$ A<;A A65D:B8J9B7wAJ A C9A7<l A@A AF] B G A 0 A@A BHa A 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TC@c@pC@4m|_!|5;@@qT(q TMT,qT4qaT;@`@"|_DQ$5_qeT`@<qlT;@R4 @9C@TC@"|_CQ#5_qTZ@B@@ ʀ[BSACD{@/@_ ճ `?9@@9!@@7"^ҹ[`cj"@`#`[_| !_| @B@s_wC 9@Ra@_a"`"!Oc@)@t"R!B!!";RBA!BAtA Sa@B@T!?@# 9' 9@ ^!@C?| ?| 7@j @@bB@RBc9"O"!!;@"6RBAc`"Q@9C@T@C@T`"@B!@!@@TB@!@ `@99?8@@^@[__`yj"[@@#`!B@[?} `?} _sw@RaC 9@_a"`B!R!*B!sAC#95kAoA,TB@B@_ 9TCT 6T@5B9@@TO@"@CS@T@c@$`A!B@[_@T@b`7!@_@?@7@3@[@7!^Bbj!S@3@/99"^7@[`cj"@@#`!| B@ `| |C 9@Ra@_a"`"!Ҽ[@@)t"R!B!!";RBA!!S@"@!@BA!a@!"!RB!tA Sa@B@T!?@# 9' 9@ ^!@C7@| | j Ҁ@@bB@RBc9"O"!!;@"6RBAc`"Q@9C@T@C@T`"@B!@!@@TB@!@ չc C@!C@_ TCR T@` 9C9@T  4BB!@!6@$RRR@Ba@ @@@T@aBvC@@9@A ?֠;@@ բBR բ C շ@@ @> ՠ;@@qT(q9T$T,q`;T4qaT;@`@"|_DQ$5_qGT`@<qL%T;@R  մ@B""@G |_B|5G@G"|_CQ#5_q@"T ҿ . ~~~2"@a6@@@ |_ |5O@O"|_CQ#5_qT@cRCCR#;@ҵc@c@q T(q%T T q)T$qaT;@`@"|_DQ$5_q@T`@<q,Tc@;@R5""|_CQ#5_q TO@"|_CQ#5_q`TK@"|_CQ#5_q TG@"|_CQ#5_qT@BT@@;@@ ?9@A ?֠;@@4 `B[B!$RRRR@sB @[A TT(q%TT q"T$qAT;@@"|_CQ#5_q@,T;@@<q,T;@Rc@A@9@y ?4 `B[B!$RRRR@sB @[AT4 qT$qAsT;@`@"|_DQ$5_qrT9@@;@@ ?։ qT$qT;@`@"|_DQ$5_qT9@A ?֠;@@@;@@ ?9@ ?9@ ?,q`T4qT;@`@"|_DQ$5_qAT9@a[ տ9@ ?29@ ?$;@R5 9@ ?,9@A ?0;@@fc @bR`?;@@);@@e AT;@`@"|_DQ$4 ՠ;@@c @bR`?;@@,q T4qT;@@"|_CQ#5_qaT9@ ?. գ;@`@"|_DQ$4@;@@ ?#;@`@"|_DQ$4;@@3c @bR`?;@@3;@@S AT;@@ A`T;@@"|_CQ#4;@@s A@T;@@c @bR`?@@B@T@O@@K@@G@@@B@T@9CT@[AbB?`T@9@9@aO@@@[AbB?`T@@c@[?@@`!@`"^[yj `"@ ^7@[aj ?@@`A@?:@B?`T-@B?T%@B?`T@9C?`T@C@T" ^7@j ?@@!@@B?T@C?T%@CT1`" ^7@[aj ?@@`A@@C@T@9C?`Tt]?@@!@" ^7@j t/6116 26 7 X5 6 6 6 1  0 1 @-4545555 443X332224--44/. /"(0#/#.%0%0&4&$/*@0-1{S@#"@OҹCcB@!R@@@?G@bR`?֠/@aB@T!R@@@?G@bR`?֠/@sB@T@O@@ BSA@@#@{ʨ_G@bR`?֠/@sB@TG@bR`?%<0tFvRKN3air7runtime7TVMArgsEPNS0_11TVMRetValueEEN4dmlc5ErrorEPFvRKN3air7runtime7TVMArgsEPNS0_11TVMRetValueEEi < num_argsnot enough argument passed, passed but request arg[].Call/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/src/codegen/intrin_rule.hCheck failed: call != nullptrcce_StrMapStack trace: _Z +basic_string::basic_string%s: __pos (which is %zu) > this->size() (which is %zu) [bt] () [%02d:%02d:%02d] :: ERROR /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.hObjectCellintuintfloatstrbyteshandleNULLArrayHandleTVMTypeTVMContextFunctionHandleModuleHandleNDArrayContainer ( vs. /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/packed_func_ext.hCheck failed: value_.v_int64 <= std::numeric_limits::max()value_.v_int64 >= std::numeric_limits::min()type_code_ == kObjectHandle expected but get /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hunknown type_code=IterVarTensorArrayExprCheck failed: ObjectTypeChecker::Check(ptr)Expected type basic_string::appendbasic_string::_M_createbasic_string::_M_construct null not validtvm.intrin.rule.cce.roundtvm.intrin.rule.cce.modGCC: (GNU) 7.3.0zRx  HA C 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'@ C@Tv^x` @RB}{?[S@@T @ ҅BA@@@@AӚ!za @ z!bz$C@@T@@@ ʕN`SA[B{Ĩ_@{S[k@@@Oc+`@qT @. ~~a "`@`2 6@`!@a@a|_!|5@!@@/@"|_CQ#5_qT@xB@ `nA ۚ}x| z@@@ A@ @ۚ! TT@@ @_AT@A@77@`5z@:Z!@ |_B|5@@A"|_CQ#5_q T@O@@ ʠ SA[BcCkD/@+@{ʨ_ 4@C?B!$RRRR@ZC @?@T xB/ @UcUB{Ba@b@#`@_;`rT`@ }a @" hwT@A`@Z` տ9@ ?֤ ` @@z @@c@@Ú:x `C@ տ9@ ?V?@ZC?`T@/@@"|_CQ#5_qT@@@T9@ ?/{?[S@@T @ ҅BA@@ @@AӚ!za @ z!bz$C@@T@@@ ʕN`SA[B{Ĩ_@{S@3@@ce Ě}xe@"@'&@` @  b@b@ @ĚBTT`@aT@@@'@@AʡSAcC@{Ũ_ ն@|_!|5@#҂@@# rT@w }Ӂ@" hw`@@B@! Հ @  @@Ú6x B@"St22_Weak_result_type_implIPFvRKN3air4StmtERSoEESt22_Weak_result_type_implIPFvRKN3air5ArrayINS0_7NodeRefEvEERSoEESt22_Weak_result_type_implIPFvRKN3air7NodeRefERSoEESt17_Weak_result_typeIPFvRKN3air4StmtERSoEEFSt4pairIN3air7NodeRefEbERNS0_4StmtERN3akg9LowerDataEEFSt6vectorIN3akg5lower5StageESaIS2_EERKNS0_9LowerDataENS1_9StageTypeES8_RKS4_EFN3air7NodeRefERKN3akg9LowerDataEbESt17_Weak_result_typeIPFvRKN3air7NodeRefERSoEESt17_Weak_result_typeIPFvRKN3air5ArrayINS0_7NodeRefEvEERSoEEN4dmlc5ErrorEN3akg25MemoryAllocationExceptionEPFSt4pairIN3air7NodeRefEbERNS0_4StmtERN3akg9LowerDataEEPFSt6vectorIN3akg5lower5StageESaIS2_EERKNS0_9LowerDataENS1_9StageTypeES8_RKS4_EPFN3air7NodeRefERKN3akg9LowerDataEbESt5_BindIFPFvRKN3air7NodeRefERSoES1_St12_PlaceholderILi1EEEESt5_BindIFPFvRKN3air5ArrayINS0_7NodeRefEvEERSoES3_St12_PlaceholderILi1EEEESt5_BindIFPFvRKN3air4StmtERSoES1_St12_PlaceholderILi1EEEE/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/expr_operator.hcannot make const for type StrMapIntImmintuintfloatstrbyteshandleNULLArrayHandleTVMTypeTVMContextFunctionHandleModuleHandleNDArrayContainerObjectCell/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hunknown type_code=/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/object.hCheck failed: ref->template IsInstance()Downcast from to failed.Bufferboolcustom[]ExprStmtArrayStack trace: +basic_string::basic_string%s: __pos (which is %zu) > this->size() (which is %zu) [bt] () ( vs. [%02d:%02d:%02d] ERROR/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.h :: /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/packed_func_ext.hCheck failed: type_code_ == kObjectHandle expected but get Check failed: ObjectTypeChecker::Check(ptr)Expected type List[Object.cppbasic_string::append/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/src/codegen/pass_mgr.hCheck failed: of.is_open()Failed to open to dump C.INFOunknown node type, cannot dump C of pass vector::_M_default_appendbasic_string::_M_createbasic_string::_M_construct null not validis_tbe_codegenaicpudimhelp_tilingNoneGeneralCandidatesTuningcceBEGINTUNINGPOLYBEFORE_FLATTERNFLATTERNMULTICOREBEFORE_REWRITEREWRITEBEFORE_LOWERFUNCENDir_pass.AlignRealizeLastRangeir_pass.StorageFlattenir_pass.StorageRewriteCCEmaxsat_fileenable_bk_optimizeis_dynamicWARNING/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/codegen/lower_cce.ccEnd lower stage is not all contain in micro tuning, so skip it.Enable micro tuning, so skip stage between POLY and REWRITE.Mapir_pass.RewriteMultiValueFuncir_pass.AutoMadPragmaAttrir_pass.RenameRealizeir_pass.ElementwiseFlattenVariableir_pass.MathIntrinRewriteenable_rewrite_scalar_computeir_pass.ScalarComputeRewriteir_pass.UnifyLoopVarsir_pass.CheckShapeParamsir_pass.AlignPartitionCCEenable_pre_poly_loop_partitionir_pass.LoopPartitionCCEloop_partition_unrollir_pass.UnrollNonConstantExtentextent_to_condir_pass.ConvertExtentToCondenable_c_initir_pass.InitMatrixcWithBiasenable_to_three_addressto_three_address_cross_simplifyir_pass.ToThreeAddressto_three_address_reuseto_three_address_min_splitdisable_cseir_pass.StmtCSEdisable_vnir_pass.ValueNumberingdisable_half_to_float_sum_optir_pass.HalfReduceSumRewriteir_pass.StmtPatternRewriteir_pass.CopyPropagationRewriteVarTensorIdxir_pass.RewriteVarTensorIdxir_pass.RewriteTensorIndexenable_feature_libraryenable_feature_library_pre_polyir_pass.FeatureLibTransformir_pass.UnrollLoopir_pass.SinkIfStmtir_pass.AtomicAddCleanir_pass.ExprPatternRewriteir_pass.PostFusionir_pass.ReduceFusionOptir_pass.PostProcessImg2colir_pass.PromoteIfStmtir_pass.BypassL1enable_stride_kernel_opir_pass.StrideKernelOpir_pass.LoadIm2colTransir_pass.ConvertCondToExtentenable_convert_ifir_pass.FixRealizeShapeenable_dma_sinkir_pass.DMASinkir_pass.LowerWithir_pass.ForEliminateir_pass.RealizeCompresscoarsenImg2Colir_pass.LoopNormlizeir_pass.PoolingTransformir_pass.InjectAttrir_pass.ModDivEliminateir_pass.AlignLastAxisLoopExtentir_pass.FixLoopExtentir_pass.ConvertIfToSelectir_pass.DmaFlattenpragma_tilesize_is_vareleminate_outmost_for_condir_pass.PreProcess4Multicoreenable_multicoremulticore_loop_switch_hoistir_pass.MultiCoreLoopSwitchHoistir_pass.LoopSwitchHoistenable_hoist_allocateenable_post_poly_loop_partitionenable_sink_allocateir_pass.SinkAllocateir_pass.HoistMatrixcInitir_pass.FixMadAttrsir_pass.FixMadAttrsForNpuInferenceir_pass.CanonicalSimplifyir_pass.AutoPragmair_pass.AutoPragmaForNpuInferenceir_pass.FixUnsupportedInstructionir_pass.EliminateAtomicDmadead_code_elimir_pass.DeadCodeElimir_pass.RewriteBroadcastVectorir_pass.OptimizePragmair_pass.MergeLoopsir_pass.PackStoreir_pass.AnalyzeMinAlignStaticir_pass.RecoverStoreir_pass.MultiLastAxisReductionsir_pass.AutoReorderenable_algebra_simplifyir_pass.AlgebraSimplifyir_pass.UnifyAllocateir_pass.AnalyzeMinAlignDynamicenable_conv_analyze_alignenable_scalar_alignir_pass.InjectMultiCoremerge_outer_loop_for_multicoreremove_store_dependencyblockDimir_pass.InjectMultiCoreVarmulticore_res.size() == 2ir_pass.AtomicAddHoistrecord_coreir_pass.SelectLowerir_pass.ReplaceFargmaxCastsenable_cover_protect_optimizeir_pass.GatherLoopInfoir_pass.CastFilterir_pass.SplitTailir_pass.EmitInsnenable_bisect_optimizeir_pass.TileCoverCorrectir_pass.CoverProtectionir_pass.ConvertDivModToShiftir_pass.CoarsenImg2Colir_pass.DTypeAdapterenable_hoist_insnir_pass.HoistInsnenable_invariant_hoistir_pass.InvariantHoistir_pass.SetVectorMaskDefaultir_pass.ElimVectorMaskir_pass.ElimDMAir_pass.MultiCorePartitionenable_double_bufferir_pass.AutoDoubleBufferenable_quadruple_bufferir_pass.InjectAccessPtrMSGir_pass.InjectPipeenable_pre_storage_write_simplifyir_pass.SpecialValueReplacerir_pass.Simplifyir_pass.InjectSyncir_pass.RemoveAccessPtrMSGir_pass.LowerStorageAccessInfoCCEir_pass.RemoveNoOpir_pass.RewriteUnsafeSelectir_pass.DecorateDeviceScopeir_pass.InstrumentBoundCheckersir_pass.PromoteLetStmtpromote_common_exprir_pass.PromoteCommonExprpromote_const_exprir_pass.PromoteConstExprir_pass.RewriteFloorDivir_pass.RemoveAssertir_pass.SpecifyMinMaxDataTypeir_pass.CollectExternalCallcollect_res.size() == 2ir_pass.CastKernelParamscast_res.size() == 2ir_pass.NpuInferenceAdapterir_pass.CheckBoundTensorcheck_bound_res.size() == 2tuning_dump_tuning_levelir_pass.GenTuningSpacenumsizeinfoworkspaceir_pass.AutoPolypoly_res.size() == 3ir_pass.FixBindBufferenable_divide_varir_pass.SubstituteDivVarenable_isolate_loopir_pass.IsolateLoopsenable_isolate_min_maxmax_num_retry_polyCheck failed: falsealloc_bitsGCC: (GNU) 7.3.0zRx (XA0A AQ A DtA C O A (hhA0A AU A tA C O A (\A0B AQ A tA C O A DA B K B ,DA B K B PDA B K B tHA C L A (`A0B AR A $TA@A AP A $TA@A AP A $TA@A AP A <A B V C 0`A@C ABGT B B ,pA0C AFL B A zPLRx 0 A@A AF\ A 4TA@A ACa A DA@A ABGXH B @KADA@A ABGTH B @EA,xA@B AGQ A HLxAp A A BB ] B A ` C DB D A X8A B I A 4|A0A AU B F A ,A D P A H A ,$PAP B Ay A 4TA@B AWLI B H4A@B AWLI B H8A@B AWSH B H8HA@A A` A SKCJB<<A` A A FO B CUBAB<|A` A A FO B CUBAB<A` A A FO B CUBABdAA AFO B C F W B C UA AAA A KG C B BB 8dAp A A BD b A 4`A0A A[ B F A 8Ap A A BD b A 8A0A A_ B J B 8PA0B AV B F A (LA0B AZ A P Ap A A DB HW  B A IB L xAA AD BGVW A B IBT\A AA ACJ B (t A0B A] A @A<;A A:B87B6K9KJ A C9,$A0A A_ B XTAp A A B I BB h AAC A CUHABQA BA @p A@A AGCJQ B G A A 8A B I A XAp A A B I BB b AAC A CUHABQA BA ltAA@?A A=B5C98J>B67B;TA:_B=F<;B:< A87B A65[ A X34T`34X Ap A A B DJdJ A p  L B HE\( hAA@?A A>=B:9D<;E8F7l C B BD7vN7mI7CB7@ AA@?A B>=B:9D<;F8j A P 8A<;A A:B87J9G6VAJ A :987<;EJ9A6h <Ap A A B EFE rJ A p  BH `E \pA` B AB HC^AI A `  IAA@ AA@?A B>=B:9D<;F8j A 00AA AB H AB I lBABI A  n ~EA A AA AA lAp A A G GB eAI B p  A AB CUHAAAA ABD(,Ap A A BC Dg A ,0A B Y B E C TAAA AJO A TAAA AJO A TPAAA AJO A \hA` A A CBI BYAJ A `  BAB A4$A@B ABs A 8@<AP A ABKb B 8|AP C AHZ A PpAA B O A A P [B AC AG B A H A AL ( A*)B B('E$#C&%D"! " A PtA` A A B[ B ACBBe AB EAA,pxA B R A E B PtA` A A B[ B ACBBe AB EAA,xA B R A E B @dA` A A BDEr B DAp B A B DF~ B @A` A A BDBz A @4A` A A BDBy B @xA` A A BDBz A DAp B A B DFz B @A` A A BDB{ B @HA` A A BDB{ B HAp B A B DFA A DAp B A B DF} A H AB A B J H B \l0AArqA AnmDpHlkiCjEot AA AAM A DojAoAj`AA A B e RL B  AB A K EB A B h0AArqA ApoKlkniDjImSc B AM B BjDmH B PFAmAjB A `AA A B e RL B  AB A B D K EB X`A$#A ADL!IB"A  AAB A BB"A AH\A43A A,+B0/H*)21B.- B 8A0A A_ B J B (`A0A AS A (lA0A AV A |<Ap A A D CFE B\AJ B p  BH JE A\pA` B AB HC^AI A `  IAA4$A@B ABs A xTAA ABD G k MB B  ^ FI C B ^B 0$A` A C J _J A A l8AATSA ANMCRQDPOGJILgKHN A RQPONMLKJITSpLKtL*ABVUA ARDNLPSTBMBPNQAOAK$ AAAAE B VDQAOAKNQAOAKATEPQASAOAMAKOJ AAA BQOKA.-A A)(B'D,+N#CS A ,+)('#.-A$%K*B& AAB  AAB A%&A#$A*B*A&Lx>AATSA ARQCLKIPONMJI9 A LT-A0/A A('B&%D.-F,+*) A LPxAALKA AJICFEEHGBAEDC A hAAHGA ACBB?>D=EFEO@HDAA DC A AGDAADB@ADA AAVUA APBTSDNMHKLRUOULGQ0CAD A TSRPNMKVUAOAQLkAQRCOBLSAQAOLDHQDBLAQ4$A@B ABs A DAP A AEFd B Ag D RAH( XA$#A A"!CI  A Lt AA\[A ATSDZYDRQFXWVU B t D AARQA ALKDPOJJHHGRMNFIAU D A ENMIyABMNAICMNBIBG0#A@A ABa B 0$8A B I A P1xpxpxpKxPh      !!##%%''))++--//11335577Hp999( ;;==??AACCEEGGIIKKMMOOQQSSUUWWYY[[]]__aacceeggiikkmm$ooqq3HX9( 8ssuuvvxxyy{{||~~88@H#PGXk`hpxChHpPh    O y  !& "G & ' ($ )E , -=5\6zNOxPQ7RSTzUVUWXc]      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~"X'"t! 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G;@B@T+@B@TK@sB!@!@@TB@!@K@sB?`T;@B?`T+@B@T`"^Kxj @`!@K@bB?TEPp \{qS*`@@@ TT*q T T"qB!!s@@a@Aa SA{ܨ_֟ qT TqB!! ՟2q`T T6qT"xR!B!*@  T4q@T   C{@S?,qb@C@'#TtR?qT?qT '/C9@@G9!@@B^Һcj"B@? B@" @w#`!{c@R 9@g" B! @!RB!"S+@"@9C;@T@@bACcg@T@!@g@A^cBj!;@BLR!!!;@"@!@B!B!!"! @;@ A@T@BD/@@@s@*'Ba@A!SA{@#@C_ շc['C@b?@RRvRRB33T?3`T[BcC'@ ա?@_ c`BB"!*@B@T?@55 RR3BRr7@;:R @9q TG?@T₀R!G?@@^"@!2sC@҃B?"!*@B@T?@u5R6R3BD@/@b  BR;@<C@c҃B?o"!*o@B@T?@5RVR3C@҃B?_"!*_@B@T?@5RvR3d!@5:R**3[c/C@ҴcBO!*O@B@T5R3@9?@ 3R!GR3@!@+!@?@Bs@T"@^cj +@9C T+@lP P   8{@k@?qC@ T?0q`T ?,qTC`/99@@!@@B^ҺK`|j"`B@@B@ #`! gKRa9@a"@O`B! @!aRB!`" G+@";@9C7@T@b@bs@!@ @T@`!@O@A^`KC|j!7@ JR!!B!7@"@!@B!B!b!"! @`7@ A@TcCsEB@b @@@A@AAkD{@_ @AA@"@ շ this->size() (which is %zu) [bt] () [%02d:%02d:%02d] :: ERROR /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.hboolcustomunknown type Check failed: endpt == s.c_str() + s.length() ( vs. Check failed: type_code_ == kTVMType expected but get custom[]type_code_ == kStrtype_code_ == kDLInti < num_argsnot enough argument passed, passed but request arg[].basic_string::_M_replacebasic_string::_M_createbasic_string::_M_construct null not valid1.6cloud1.7cloud7102.12.2cloudB12.32.41.1cloudB3mini3.5phoenix3.3orlandoRUNTIME_MODEL0A_BufferL0B_BufferL0C_BufferL1_BufferL2_BufferUnified_BufferCompiler_archdav-c100Compiler_aicpu_support_ostruefloat16,float32Intrinsic_vrecIntrinsic_vaddfloat16,float32,int32Intrinsic_vaddsIntrinsic_vsubIntrinsic_vmulIntrinsic_vmaxIntrinsic_vminIntrinsic_vlogIntrinsic_vexpIntrinsic_vmulsIntrinsic_vabsfloat16Intrinsic_vcmaxIntrinsic_vcgmaxIntrinsic_vcminIntrinsic_vcgminIntrinsic_vcaddIntrinsic_vcgaddIntrinsic_vcmpIntrinsic_vconvf322f16,f162f32,f322f16o,f162s8,f162s8a,f162s8f,f162s8c,f162s8z,f162u8,f162u8a,f162u8f,f162u8c,f162u8z,deq,s322f32,f162s32r,f162s32a,f162s32f,f162s32c,f162s32z,f322s32r,f322s32a,f322s32f,f322s32c,f322s32z,u82f16,s82f16Intrinsic_mmadu8,s8,f162f16,f162f32,f16u2,u8s8Intrinsic_vorint16,uint16Intrinsic_vandIntrinsic_vaxpyIntrinsic_vnotIntrinsic_vsqrtIntrinsic_vreluIntrinsic_vmlaIntrinsic_vmaddIntrinsic_vmaddreluIntrinsic_roundIntrinsic_floorIntrinsic_ceilIntrinsic_truncCore_numdav-c220-vecdav-m100f322f16,f162f32,f162s8,f162u8,deq,f162s32f,f162s32c,f162s32r,u82f16,s82f16dav-l100falsefloat16,int32f162s8,f162u8,deq,f162s32f,f162s32c,f162s32r,u82f16,s82f16,f162s32a,f162s32z,f162s8a,f162s8f,f162s8c,f162s8z,f162u8a,f162u8f,f162u8c,f162u8zu8,s8,b8u2,f16u2,u8s8,f162f16cce.product_conf_buffercce.product_conf_compilercce.product_conf_intrinsiccce.product_conf_corecce.status_checkcce.set_product_sectionGCC: (GNU) 7.3.0zRx  dA B N A <hA B N A `hA B N A hA B N A hA B N A hA B N A HA C L A (`A0B AR A @A B V C 0dA@C ABGT B B ,xA@B AGQ A 8A B I A 4A0A AU B F A $@A C J A 4HA0B AT B F A zPLRx < AP A ACC^ A <`AP A ACC^ A <AP A ACC^ A <AP A ACC^ A < AP A ACC^ A (hA0D AR A <A B J A ,<A B J A (PA0B AZ A LxAA AD BGVW A B IB(A0B A] A 8|A@A AIIG A A4AA A C d A 4lA@A ADFPH A A(\A0A AR A (hA0A AU A 4AP A ABFU B ,4A@A AGu A (dPA0B AN A ,A@A AFQ B 4A@A ADFNH A A4A@A ADFSH A At0<Ap A A D FBB aAAI A p  JAAB AAXAP A AEFBLAH A P [AA4xAA ABY B Xx A AA ACJ A 0pABBAA B@?E>=E<;:4PA87B A65[ A V4R`4AAA BGEEBAWDufAAABJ B ABBQ AAB NH\AAAABHAAAAAu؜BACEFEJCFGE A AADCA BA@H<;B?DBD=B9T>w:fALAJ B A@?<;DCHC>DBB?B=XAAAB?>=:9HEAB?>=L:9AAB>=MA>?A9:ABA=AC :C I:JFI 9:C B9B:JB>d`AAxwA AtsIuvBoCqAmUrApCnAAAK B vutsrqponmxwAAABuvAqrAopAmnvBrApAn AAPOA AMLBKGFU B ANBIBEXGHBJ AAAB m AAAB KAIJAGHANAEPBGHAJ4 AA A I ] A ,@ A` A A KS A Hp AA A B K ABd AAC B < A@A ABY D I E D HA` A ADC EL A 0 ,AP A ACt B H Ap A AD C F_ A 0H ,AP A ACt B H AB A C C FB_n A DDxAp A A CJA Ae DAB \ DAA ABBH A Q A D B AAB A AAA IAAB AAth tAA A B BD Fbq B  LZKA@ A` A AB CEy B D$ Ap A AB C FC A 8l A.-A A*)B(E,+ A $@A B I C L AA ADGq A mLRJC A JE<A.-A A*)B('I,+ A H\`A"!A AJ ETO C B zB<A.-A A*)B('I,+ A (dTA0C AN A H`A"!A AJ ETO C B zB8`A.-A A*)B(E,+ A @A B I C LAA ADGq A mLRJC A JEHAB A C C FB_n A DxAp A A CJA Ae DAB \ DAA ABBH A Q A D B AAB A AAA IAAB AA|Ap B ABB DJB AAcAAAJ B p  TA AAAHAB A C C FB_n A DDxAp A A CJA Ae DAB \ DAA ABBH A Q A D B AAB A AAA IAAB AA|hAp A ABB C BJ A AAgAAAK B p  UA A AA<)B$DA BNfMdIBCC A $BAAAZEDhVL4AA A F  A @8A B I A e24522d2hh32h28hc2h2h66882p2Q22x::<<>>@@BCCEFFHIIKLLNOOQQSTTVVXYY[\\^^``bbddffhhjjllnooqrrtuuwxxz{{}~~2(22 2(`2`2h V8p=@>>2 >s > @>5 5 D    0 @H P ` P       x `   8 ( X       & B  . 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T;@ |_!|5@! ?@"|_CQ#5_q T;@"|_CQ#5_q TT@@Bq@T||` 743@C7@$RRRR@ @C@`T@@+@@A@AcCkD@ @{@/@C_ 9@ ?֮ տ9@! ?֟ ճR!!V+@+a@@7@C@B@?T++{#/k@ *@?@G@GG@@A@ҡ @!@Cw~@q79?T?iTC;7+}Ӵ@s`~_`~5`~_`~5`~_`~5`~_`~5G`~_`~5`~_Qa5qT`~_Qa5q`T`~_Qa5qT`~_Qa5q`T@@Bq@T||`@6@`!@a@a|_!|5@tB!@@@tB@? TG@ |_!|5@! G@"|_CQ#5_q T#?`T@@@hxtG4;@!$RRRR@ @7@K@T մA@+@@A@A!kD@ @{@@/@_ բ?@9Ձ@ ?m9Ձ@ ?y9Ձ@ ?m9Ձ@ ?a9@A ?֨ ճCR!!+@c+a@G@@@;@K@B@?T++{cS*@["@#@Au~@BBCs7T A_@ TCc'T@xs @|_!|5|_!|5|_!|5+|_!|5@!@?q`T@/@!@@@/@//@@@ @@?`T+@"BA|_!A|5@! +@@@As!T'@@@@A SA[BcC#@{ߨ_ տ+ @@?Tu~@6ҵT"R!@Ҡ @@!!C@W'/@a+@@@@''{S@*'c@ҟ@/@//@@@ Av~@!!C 7 TA_TCT@!@?qT@/@!@@@/@//@@@ @@?T+@"BA|_!A|5@! +@@@As!cT@@@Aʡ BSAC@'@{ߨ_ @@?ATv~@6CT"R!Z@Ҡ @@!!C@s+@@@@@a/@{Sk@[c@C@7+{C@ I T@ @@j;_Tb@BD|_D|5c T `}@@Tb@BA|_!A|5c Ts"@} 9@T`@"|_CQ#5_qTs"T@x@ 7@@ f`SA[BcCkD+@{Ǩ_ տ9@ ? "U}ӡ _TBҞ{Sk@[c@C@7+{C@ I T@ @@j;_Tb@BD|_D|5c T `}@@Tb@BA|_!A|5c Ts"@} 9@T`@"|_CQ#5_qTs"T@x@ 7@@ f`SA[BcCkD+@{Ǩ_ տ9@ ? "U}ӡ _TBҞ{S@d@@T"@b?s@` Ѣ@a@AASA{è_ @{@4@/T #a@#@'@!"|_B"|5a@+!"|_B"|5+@"|_CQ#5_qT'@"|_CQ#5_qTsBT @@#@##@@@/@@ AB{ƨ_ֿ9@ ? տ9@! ? #@@@@ {S@#3P@@/TCa@'@+@!"|_B"|5+@"|_CQ#5_qTs"!T@@'@''@@@/@@ `SAB{ƨ_ տ9@ ?+@a'@@@@{@4 #@/T Ca@'@+@!"|_B"|5+@"|_CQ#5_qTs"!T @@'@''@@@/@@ `AB{ƨ_ տ9@ ? +@a'@@@@ {[S7@@c@?/#{@ao@zRB|@47`@RzRB||`TjT` @!R#@55{@TaT7ҵ@?@@bSA[BcCD/@{Ȩ_ S 7@ @To@PB| #{S `@c@' T`77@s@'@b@bʢSAcC@{Ũ_ָ@T 6@@@@Ҁ7s@'@`@ @SA@cC{Ũ @ ա@?T6@@@Ҷ@{[S@!@dCC@!@a@t:Cv>C`T@@@@BTv:Cvt.Cv2CT@@"aTv.Cvt"Cv&CT@@"aTv"CvtCvCT@@"aTvCvt CvCT@@"aTv CvtBvCT@@"aTvBv`B@```"`B`b``````"`B `b ` ` ` ```"`B`b`````@@@ [B`"SA{Ĩ{Ss@a@@`@ ۀSA{è{Ss@a@@`@ SA@{èBN4dmlc5ErrorEN3akg8InsnAxisEN3akg18InsnArgsCalculatorEN3akg27SingleVecInsnArgsCalculatorEN3akg27BinaryVecInsnArgsCalculatorEN3akg32LastAxisReduceInsnArgsCalculatorE @ @*ZN3akg18InsnArgsCalculator15GetStrideLambdaEvEUlRKNS_8InsnAxisEE_*ZN3akg18InsnArgsCalculator16GetM0LimitLambdaEvEUlRKNS_8InsnAxisEE_*ZN3akg18InsnArgsCalculator25GetBlockStrideLimitLambdaEvEUlRKNS_8InsnAxisEE_*ZN3akg18InsnArgsCalculator16GetM1LimitLambdaEvEUlRKNS_8InsnAxisEE_*ZN3akg3AndERKNSt7__cxx114listISt8functionIFbRKNS_8InsnAxisEEESaIS7_EEEEUlS5_E_*ZN3akg18InsnArgsCalculator12GetVecAxisItEvEUlRKNS_8InsnAxisEE_*ZN3akg18InsnArgsCalculator12GetBlockAxisEvEUlRKNS_8InsnAxisEE_*ZN3akg18InsnArgsCalculator12GetBlockAxisEvEUlRKNS_8InsnAxisEE0_*ZN3akg18InsnArgsCalculator12GetBlockAxisEvEUlRKNS_8InsnAxisEE1_*ZN3akg18InsnArgsCalculator12GetBlockAxisEvEUlRKNS_8InsnAxisEE2_*ZN3akg18InsnArgsCalculator15GetRepeatAxisItEvEUlRKNS_8InsnAxisEE_*ZN3akg27BinaryVecInsnArgsCalculator16GetM0LimitLambdaEvEUlRKNS_8InsnAxisEE_*ZN3akg27BinaryVecInsnArgsCalculator16GetM1LimitLambdaEvEUlRKNS_8InsnAxisEE_*ZN3akg27BinaryVecInsnArgsCalculator13InsnReductionEvEUlRKNS_8InsnAxisEE_*ZN3akg32LastAxisReduceInsnArgsCalculator15GetRepeatAxisItEvEUlRKNS_8InsnAxisEE_*ZN3akg32LastAxisReduceInsnArgsCalculator26GetVcaddRepeatStrideLambdaEvEUlRKNS_8InsnAxisEE_/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/expr_operator.hcannot make const for type ModForStmtIntImmintuintfloatstrbyteshandleNULLArrayHandleTVMTypeTVMContextFunctionHandleModuleHandleNDArrayContainerObjectCell/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hunknown type_code=/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/object.hCheck failed: ref->template IsInstance()Downcast from to failed.boolcustom[]ExprCheck failed: idx < array.size()Remove index error: while array size is /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/src/common/array_api.hCheck failed: !array.empty()array is empty!idx is invalid!begin index errorvStack trace: +basic_string::basic_string%s: __pos (which is %zu) > this->size() (which is %zu) [bt] () ( vs. [%02d:%02d:%02d] ERROR/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.h :: DMLC_LOG_DEBUG1[ name: , shape: , var: , flex_var: , stride: , scope: , index: , elem_offset: , insn_offset: , buffer: , dtype: , data_alignment: , data: /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/emit_insn/insn_info.h[ body_num: , body_offset: , dst_head: , dst_stride_m0: , dst_stride_m1: , src_head_list: , src_stride_m0_list: , src_stride_m1_list: , repeat: , scalar: , insn_offset_scale_factor: , vec_mask: ]basic_string::_M_replacebasic_string::appendbasic_string::_M_createbasic_string::_M_construct null not validArray/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/ir.hCheck failed: a.defined()ValueError: a is undefined Check failed: b.defined()ValueError: b is undefined Check failed: a.type() == b.type() || (a.type() == Int(DTYPE_INT_64) && b.type() == Int(DTYPE_INT_32)) || (a.type() == Int(DTYPE_INT_32) && b.type() == Int(DTYPE_INT_64))TypeError: mismatched types MulAddMap/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/emit_insn/insn_args_calculator.ccCheck failed: !temp_stride_list.empty()CCE Vector Insn Error: dst_buffer and src_buffer can not be scalar, should keep len(shape) > 0.CCE Vector Insn Error: dst_buffer and src_buffer can not be different data type.Check failed: params.block_size != 0params.vec_max_len != 0DEBUG********** ************var: extent: min: dst_stride: src_stride_l:src_stride_r:+++++++++++++++++++ AXIS_LIST +++++++++++++++++++================== INDEX =================------------------ END ---------------------VectorArgInfoCheck failed: for_stmtREPEAT_AXISBLOCK_AXISVEC_BLOCK_AXISVEC_AXISreductionArgInfoBinary vec Insn reductionCheck failed: IsValid(reduce_axis_it)vaddvmaxvminCheck failed: !dst_info_list_.empty()dst_info_list.size() == 1src_info_list.size() == 2StrMapcompare_idx >= 0Check failed: sucCheck failed: exist_forun_def_varsrc_info1->strides_.size() > 0src_info1->var_.size() == src_info1->strides_.size()Check failed: simd_forbisec_local_UB_%dvec_max_len != 0 var_idx:new_dims.size() > 1local.UBCheck failed: new_forcopy_ubuf_to_ubufvmulvdivvselvsubvandvorvaxpyargmaxargminvmaddvmaddreluvmlaError: CCE Binary Vector Insn doesn't support the given intrin_name.CCE Binary Vector Insn only support ONE dst and TWO srcs.reduce_last_axisCheck failed: src_var_list_size > 0Error: src can not be a scalar.Error: cannot support multi-last-axis reduction.reduce_bisectionbroadcastsGCC: (GNU) 7.3.0zRx  TA D N A <TA D N A `TA D N A TA D N A TA D N A tA C O A xA C O A xA C O A 8xA C O A \xA C O A hA B N A TA C O A hA B N A DA B L A hA B N A 4DA B L A XhA B N A |TA C O A hA B N A DA B L A hA B N A xA C O A 0xA C O A TA C O A xhA B N A xA C O A HA C L A (`A0B AR A A B V C 04A@C ABGT B B PhAP B ABHGRHK B P CAEAPAP B ABHGRHK B P CAEA 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?N4dmlc5ErrorEN3akg11InsnBuilderEN3akg17VectorInsnBuilderEN3akg17ArgmaxInsnBuilderEN3akg18DropoutCallBuilderEN3air7runtime10PackedFuncE*ZN3akg5GenIfEN3air4StmtERNS_8StmtInfoES3_RKS1_EUlNS0_7runtime7TVMArgsEPNS6_11TVMRetValueEE_*N3akgUlRKN3air7runtime7TVMArgsEPNS1_11TVMRetValueEE_E*N3akgUlRKN3air7runtime7TVMArgsEPNS1_11TVMRetValueEE0_E*N3akgUlRKN3air7runtime7TVMArgsEPNS1_11TVMRetValueEE1_E*N3akgUlRKN3air7runtime7TVMArgsEPNS1_11TVMRetValueEE2_E*N3akgUlRKN3air7runtime7TVMArgsEPNS1_11TVMRetValueEE3_E*N3akgUlRKN3air7runtime7TVMArgsEPNS1_11TVMRetValueEE4_E/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/expr_operator.hcannot make const for type IfThenElseCall/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/ir.hCheck failed: a.defined()ValueError: a is undefined Check failed: b.defined()ValueError: b is undefined Check failed: a.type() == b.type() || (a.type() == Int(DTYPE_INT_64) && b.type() == Int(DTYPE_INT_32)) || (a.type() == Int(DTYPE_INT_32) && b.type() == Int(DTYPE_INT_64))TypeError: mismatched types EQGTLTNEMapStrMapintuintfloatstrbyteshandleNULLArrayHandleTVMTypeTVMContextFunctionHandleModuleHandleNDArrayContainerObjectCell/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hunknown type_code=customunknown type Check failed: endpt == s.c_str() + s.length()boolcustom[]ExprStmtCheck failed: index < array.size()Remove index error: while array size is /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/emit_insn/insn_builder.hVectorInsnBuilder only return stmt array, please call EmitIntrinCheck failed: !intrin_name_.empty()Check failed: dst_info_.defined()Check failed: !src_info_list_.empty()Check failed: arg_info_.defined()vselEvaluateCheck failed: ptrCheck failed: calltvm_access_ptrset_cmpmask/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/src/common/array_api.hCheck failed: !array.empty()array is empty!idx is invalid!Stack trace: +basic_string::basic_string%s: __pos (which is %zu) > this->size() (which is %zu) [bt] () [%02d:%02d:%02d] :: ERROR /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.h/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/node/functor.hCheck failed: can_dispatch(n)NodeFunctor calls un-registered function on type List[BufferCheck failed: ObjectTypeChecker::Check(ptr)type_code_ == kTVMType/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/packed_func_ext.hvalue_.v_int64 >= std::numeric_limits::min()IterVarTensorCheck failed: ObjectTypeChecker::Check(ptr)Expected type type_code_ == kStrtype_code_ == kObjectHandle ( vs. Check failed: type_code_ == kDLInt expected but get value_.v_int64 <= std::numeric_limits::max()i < num_argsnot enough argument passed, passed but request arg[].basic_string::substrbasic_string::_M_replacebasic_string::_M_createbasic_string::_M_construct null not validArraycce_util.GetRepeatOffsetcce_util.GenBufferIdcce_util.GetAccessPtrcce_util.GetAllMaskcce_util.EmitSetVecMaskIntrincce_util.EmitCceIntrinTemplate/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/emit_insn/insn_builder.ccbody not defined!set_vector_maskLoadargmax_castwrbit_move_rightbit_move_leftCheck failed: op.as()Check failed: if_op != nullptrreg_bufstorage_scopelocal.REGCheck failed: if_op.as()ForCheck failed: for_op != nullptrreg_movregcoproc_scopereg2irescmpcntrwvaddsdtype_ == Float(16)reduce_last_axis only supports float16 while dtype is argmaxmaxargminminop is not supported yet.vcCheck failed: body_arg_info_->body_num_ == 1bodyNum should be 1.vec_max_len != 0block_size != 0tmp_buflocal.UBt_bufCheck failed: src_info_.defined()fargmax_izero_for_vselvector_dupGCC: (GNU) 7.3.0zRx  @A B K A <tA C O A `hA B N A hA B N A hA B N A hA B N A hA B N A hA B N A 8HA C L A (\`A0B AR A A B V C 0A@C ABGT B B zPLRx 4 A@A ACa A HX$A@A AGCXV A @KAHA@A AGCTV A @EA,xA@B AGQ A D dAp B A B F` B CUBAB0hA C V B H B ,xXA B J A F A 8A B I A 0A AA ACKJL F A ABZDLAADMABA4xA@A ABW A 4A0A AU B F A 0A` A AB x A 8AA A B DG B ,XAB@?A B>=F<;B:0A87D A65H4S A ,A D P A H A ,lA0B AU A ,A0A A^ A ,LA0A A^ A ,|A0A A^ A ,A0A A^ A XAp B A I B d BA B CUHABQA B A,8A0B Al B ,hA0B AT B 8A0B As A F A 8A0B A] A F A 8A0B Ah B F A ((PA0A AO A 8xHA@A A` A SKCJB,Ap A A d A <A87B A65[ A X34T`34P$AA@?A A=B;zBR A J>B;XAB>A;\xAA A B D ID ^` B  AF L,AADCA A@?DBE>C=A A<;J:8B6C7I9BPK B <;:876>=AF9A7,A0A AGV B A ,xA0A AY A L8dA>=A A<;B:9F8s B o7MB7FC7HC7,A0A AY A  AAtsA BrDoElBpEmnHqAkFjtAABpAmnEqqAN B rqponmltsNkjAAApEAqpnmkjv AAB A AAA IApqAmnAjkAE jkC BkC jC DjMIjkCGkj,A0A AY A 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T?`T/@@@AT@@5crAT/@@@_`T@@4!E#{@@@"@?Ҁ@?@@ A@@{Ȩ_ ՠCR@?T B.@k7s s{@s@{@b"`@4@7s @7@TsE@7@?@@ ` kDA @@@@{Ȩ `lTaTs@sE  @BB9~"7@_ 47@@ բ3!3@|S "@@T@?@T7@k ss{@@xv"@/ @`@ a@! @@š!!TT` @"@_!Ta@ @5 @@@/@@AAAC@{ƨ_ҳ @@ { S[@@!@`@d@@Bd @@`~_`~5`~_`~5`~_`~5`~_`~5`~_Qa5qT`~_Qa5q@T`~_Qa5qT@@@AʡSA[B{Ĩ_ 9ա@! ?9ա@ ?9ա@! ?{B @`7"@_G @.  #@3;A6@!@@|_!|5G@TsCkBCC!`@"|_CQ#5_qT`@@T[@"|_CQ#5_qTK@@TG@֢`T @K"@[|_!|5`K@{TS@`aO@ ң[@a c9 [@4 ך`@ @#@?r`T?T?(T4}R@  A@@#@@Aך!b{a @C@ e{! `{$#@;@?@T4 ך^`{tty@a@|@`{tty @` @@@s{ C@ բJbkDsE7@ @8"|_CQ#5_qT@_@@ AB@ @{̨_ 9@ ?N 4/C!$RRRR@C @K@T/@ տ9@! ? տ9@! ? ջ;@r/@?@/7@@@`@"|_CQ#5_qT`@@T9@ ?@k+K@C?Tks{Ss@a@@`@ SA@{èBN4dmlc5ErrorEN3akg11InsnBuilderEN3akg14DmaInsnBuilderEN3akg20TransposeInsnBuilderEObjectCellNDArrayContainerModuleHandleFunctionHandleTVMContextTVMTypeArrayHandleNULLhandlebytesstr/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/expr_operator.hcannot make const for type /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hunknown type_code=Mul/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/ir.hCheck failed: a.defined()ValueError: a is undefined Check failed: b.defined()ValueError: b is undefined Check failed: a.type() == b.type() || (a.type() == Int(DTYPE_INT_64) && b.type() == Int(DTYPE_INT_32)) || (a.type() == Int(DTYPE_INT_32) && b.type() == Int(DTYPE_INT_64))TypeError: mismatched types SubUIntImmStrMapIntImmExprArrayBisect_optimizeOverlap_optimizeAtomic_addInsn_nameInsn_typeCompute_typePatternVadds_replace_copyMask_rateAlignmentContain_tail/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/emit_insn/insn_builder.hDMAInsnBuilder only return one stmt, please call EmitSingleIntrinStack trace: +basic_string::basic_string%s: __pos (which is %zu) > this->size() (which is %zu) [bt] () ( vs. [%02d:%02d:%02d] ERROR/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.h :: _Map_base::atbasic_string::_M_createbasic_string::_M_construct null not validnBurstlenBurstsrcStridedstStrideblockSizerealBlockSize/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/emit_insn/insn_builder_dma.ccCheck failed: block_size_ != 0wrvtransposeparams.size() == 4Mapcopy_ubuf_to_ubuf_tmpbasic_string::appendloop_w_postloop_h_postloop_wloop_hloop_w_preloop_h_prestorage_scopeCheck failed: stmt.defined()stmt is undefined!truefalsetransposeCallbaseIdxsidBroadcasttvm_cce_string_printload_gm_to_cbload_gm_to_carepeatrepeatStepIdxstep_size_repeat != 0repeatIdxdstsrcError: parameter cannot be zero!Error: parameter overflow!copy_gm_to_cbufError: pad_mode can't be emptycopy_matrix_cc_to_ubufError: cr_mode can't be emptycopy_ubuf_to_gmcoproc_scoperealBurstSizeINFOSrc and Dst data alignments of DMA MOV are different.tail_tensor_local_UBtail_indextail_index_zerolocal.UBhead overlapsrc_var_stridedst_var_strideintrin_argsoverlap_optimizeheadconcat_covercopy_gm_to_ubufscalar_idxvaddsvector_dupvaddtail overlaptailburstIdxstrideIdxGCC: (GNU) 7.3.0zRx  @A B K A <HA C L A (``A0B AR A A B V C 0A@C ABGT B B zPLRx 4 A@A ACa A HX$A@A AGCXV A @KAHA@A AGCTV A @EA,xA@B AGQ A , (A0B Ar B ,PA0B A[ A ,PA0B A A ,A0A Aj A ,A0A Aj A 88A0B Ap B J B 8L A0B AY A J B 8`A0B A A J B ,XA B J A F A 8A B I A 4A0A AU B F A ,0A D P A H A XAp B A I B d BA B CYHABQA B A<A` A A FO B CUBAB<A` A A FO B CVAAB<\A` A A FO B CVAAB0,AP A AIs A 4A@B BW B F B 0A@A AC^ A 0A@A AC^ A 0PA@A AC^ A 8AP A ACCX A (A0B AZ A P  Ap A A DB HW  B A IB L`xAA AD BGVW A B IBTA AA ACJ B (A0B A] A D4 A<;A A:9B87U B A56WB56,|A0A A_ B XAp A A B I BB b AAC A CUHABQA BA XAp A A B I BB b AAC A CUHABQA BA XdAp A A B I BB h AAC A CUHABQA BA  AA A CC HBCU gPBAC B  RC UH EAB AJ EABA AAB <D A@A ACZ B D A dA:9A A4C87C0/X56B3O2F1sACB A 8740/:9B56A3B12YO1GAB12AK21^C2104 A@A AFN A 4H AP A ABFU B , A@A AFQ B 4 A@A ADFSH A A< A@A AB| A D A X( AP A AEFBLAH A P [AA4 xAA ABY B , AB@?A B>=F<;B:d AAnmA AlBjiGfeDkHghqEK B FkhgaAFkhgkAghAk<t A@A AGDSI B BEB8 A` A A DF} B 8 A` A A DF} B 8, A` A A DF} B Dh HAP A AJGMI B TABHCD `A<;A A87B65J:943 B D `A<;A A87B65J:943 B x@$ AA ADBFPjH9 DB A FEB A BAABPEBx AAPOA ANMDIHHFEBKXLAJIG AAC B xMGFBGOBLAJAG}R GA BGNCG8AAVUA ATSCOKRQMHN\KLAPCAD B TSRQOMVUbNJPLKAEKLAPH AA BC KLAPANC KKLAPANaBPLKBBPNLKBBPLK\DPNLKKBPNLK` 4AAdcA AbaH`_ZYK\B]^A[ DC A B]^A[TA:9D A76G5N8B34d BB A lA 8B34A A8B340AA AB H AB I lBABI A  n ~EA A AA AA ldAp A A G GB eAI B p  A AB CUHAAAA ABD,Ap A A BC Dg A HAB A C C FB_n A DHAP A ACIBQJ B P VV B P C A O A A A CB$A0B CP B plAp A AJ D B\ AB XBI A p  C AB J AA DAl AAA A D Q B HCA CVGDAC B  I{AAA A A A\A` A A CBI BYAJ A `  BAB A4A@C ACB B L A"!A AD BF A H ACNMA AGCLKIJC_HInEWFBD# ABE A UADFADI AA qDHIAEFBDHBEAMIHFED^AGFDA AA BBH EA AEAC AFGvsDB B BAHBDJ A BAXJA A 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TNTks8B@s#T?@_렇B7@G@N@`_H7Tc!cG@"#NB_4T"!@c@a5c@@B@TG@@!@@T?@@@TO@gw@aC@T!B!L"!g@C@TW@!T;@K@@BB9~Z) T `BAaB@_T룇AATK@@ sB9A@TC@#@@$`@!B@@T@ !@@@ C@!@b^$k"K@!@?B!@Aa#SA[BcCkDsE{@_s:BK@B@_@TWTK@@ `B9@ATB `C9@!@G9!@@^Ҹ'zj `!@@!@A`_` 9a"@@RK``PVT`"!@@!@`aA@TB@@`^!@!@zj `@@T@B@TG@@!@@T?@@TK@!C2K@ `B%K@ BnCFK@@gK@A@B@TG@@!@@T7@@!@@Tw@{C@TC@g@C_T #^6k @ !@C@`!!K@!@@T@BT`"^zj @`A@C{B@SA@[c#CA IK@aB@TC!`99@@!@@‚^ҶK`xj"` !@B@#`!B@   Ra9@a"@O` E"!!"!6RB!" G;@B@T+@B@TK@sB!@!@@TB@!@K@sB?`T;@B?`T+@B@T`"^Kxj @`!@K@bB?TC{[c@@"@Sks @@@@9D@9$@y"@@9 D@9 *!$@yF *kAzT@q`T@ *@q AzTb&R!B!B!!| @~~ 6`@!@@`~_`~5@" R@"y!$@y&y"|_CQ#5_q@ T@@"|_CQ#5_q T`~_`~5`~_`~5`~_`~5`~_`~5`~_Qa5q`T`~_Qa5q`T`~_Qa5q T`~_Qa5qT@A@AASA[BcCkDsE{@C_ 4!@6{@$RRRb@ZCa@ @3@T?q!T@qaTqTs տ9@ ?֓ տ9@a ?֙ ճ&R!"!B!b!@$ ճ%R!"!B!b!  *@qAz!T/ տ9Ձ@ ?q9Ձ@ ?q9Ձ@A ?w9Ձ@ ?k 4!$RRRRa@sB @C@Tt3@ZC@T @C@bB?`T@ { [b@rC@'Tq T q*TqTcXR!b!>Hӿ"q~STTqT Tq Tq T!$  b*@s@Aa@A[BC{@ @'@ _֨C!|@+@.qTT&q@ T*qT!qT*q TR"ҠC9C*@@ !|@ տ2q`T6qT!q`TqTb!b!!!B!"xR!Z*! !!B!{Sc@d@|SqT<2*@"|_CQ#5_qT@s@@a@ASA@{Ĩ_ 9@ ?ֶ@@a{S@c@[d@/Ң'BC|_cC|5@D@@9RCD@9T$@y3q`3>3T *C2*+@"|_CQ#5_q`T##@"|_CQ#5_qT'@"|_CQ#5_q Ts@/@a@AʁSA[B@{ƨ_ ն9@ ? տ9@ ? տ9@ ?+@a'@@#@!{RcS[@a@#@/҅@@9D@9$@y3qb3>3T *C*`2#*+@"|_CQ#5_qT@+|_!|5+@"|_CQ#5_qT'@"|_CQ#5_qTs@/@a@ASA[BcC{ƨ_ շ#**C տ9@A ? տ9@a ? տ9@ ?־+@a+@a'@{S@c@[d@/Ң'BC|_cC|5@D@@9RCD@9T$@y3q`3>3T *C2*+@"|_CQ#5_q`T##@"|_CQ#5_qT'@"|_CQ#5_q Ts@/@a@AʁSA[B@{ƨ_ ն9@ ? տ9@ ? տ9@ ?+@a'@@#@! { [b@rD@'Tq T q*TqTcXR!b!>Hӿ"q~S TTq@T Tq` Tq! T!#`c*@s@Aa@A[BC{@ @'@ _֨C+@ տ.q`THT&q T*qT!qT*q TR"ҠC9C*@@ 2q`T6qT!q`TqTb!b!!!B!"xR!Z*! !!B!{Sc@d@|SqT<2*@"|_CQ#5_qT@s@@a@ASA@{Ĩ_ 9@ ?ֶ@@a{Sk@[c@C@7+{C@ I T@ @@j;_Tb@BD|_D|5c T `}@@Tb@BA|_!A|5c Ts"@} 9@T`@"|_CQ#5_qTs"T@x@ 7@@ f`SA[BcCkD+@{Ǩ_ տ9@ ? "U}ӡ _TBҞ{@6"@G'S@@~~a 6@!@@|_!|5TB3@ s"T`@3|_!|5@?T3@"|_CQ#5_qT9@ ?s"aT@"|_CQ#5_q`T@G@@ SABC@'@{ɨ_4+`C7B!$RRRR@{C @@7@`T+@ տ9@ ? ջ+@+7@{C?`T@@@@3@a+ C{Ss@a@@`@ SA@{èBN4dmlc5ErrorE@*ZN3akg16EmitProposalSortERKN3air4StmtERKNS0_6BufferES6_bEUlS4_S4_iiiE1_ObjectCellNDArrayContainerModuleHandleFunctionHandleTVMContextTVMTypeArrayHandleNULLhandlebytesstr/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/expr_operator.hcannot make const for type /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hunknown type_code=CallExprStoreStmt/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/ir.hCheck failed: a.defined()ValueError: a is undefined Check failed: b.defined()ValueError: b is undefined Check failed: a.type() == b.type() || (a.type() == Int(DTYPE_INT_64) && b.type() == Int(DTYPE_INT_32)) || (a.type() == Int(DTYPE_INT_32) && b.type() == Int(DTYPE_INT_64))TypeError: mismatched types LTStrMapArrayStack trace: _Z +basic_string::basic_string%s: __pos (which is %zu) > this->size() (which is %zu) [bt] () [%02d:%02d:%02d] :: ERROR /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.hbasic_string::_M_createbasic_string::_M_construct null not validwvector_duprvcmpv_geset_rpn_cor_irrpn_corrpn_cor_diagvrpacvaaddviouvsubvrecvmuliVarcopy_ubuf_to_ubuf ( vs. /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/emit_insn/insn_builder_rpn.ccCheck failed: target_n != 0vbitsortaddress_valueregreg_movvmrgsort4Check failed: store.as()Check failed: store.as()->value.as()Check failed: base_len >= sort_lenreg_addrreg_addr_buflocal.UBsort_bufstorage_scopelocal.REGGCC: (GNU) 7.3.0zRx  HA C L A (<`A0B AR A hA B V C 0A@C ABGT B B zPLRx 4 A@A ACa A HXA@A AGCTV A 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"U}ӡ _TBҞ{S@d@@T"@b?s@` Ѣ@a@AASA{è_ @{@4 #@/T Ca@'@+@!"|_B"|5+@"|_CQ#5_qTs"!T @@'@''@@@/@@ `AB{ƨ_ տ9@ ? +@a'@@@@ {@@xv"@/ @`@ a@! @@š!!TT` @"@_!Ta@ @5 @@@/@@AAAC@{ƨ_ҳ @@ { S[@c@!@@d@@Bd@@@|_!|5|_!|5|_!|5|_!|5s@@a@AaSA[B{Ĩ_ տ {c[@S@@k"@?s{|_!|5@@|_!|5;{@?@C@!"|_B"|5@G!"|_B"|5G@@C@@G?@@;@@A@@@a"! |_ |5@@`&|_!|5{@zB[ `|_!|5|_!|5{*|_!|5`"@aB{vb9yf9|j99B9{~a~7 `"abA9`^4C!`*@@ k@B@T!`*@@k@B@T@?A@ `SA[BcCkDsE{@ _ *C!`*@@@!`*@@` Rg[@C@TK@9C@Tg@4R!!K@9C TR!!!C@ @gg@RC@_k` Ta{@B@Tk@B@T<4!C@@?kT!`C@@{@BT`!C@@gg@RC@_kTa{@B@Tk@B@T4!C@@kT!`C@@{@BT7C@C@RR??C!`*@@  Rgk@BT>!`*@!Rg@g{@B T[@@TK@9C@T`B@7@?@T`2@@T`*@@k@BTC@a{@B@Tk@B?@TC@a{@BTC@C@!;@@;@A?@{S@@@` @RB}~@@ ʀSA{è_{S@a@"@ @@Ts@@`@  SA{è{@ @"@7sҀ s @ @@' @@@@b@Tb@B`@|_!|5b@$A @@Úx t@4/a@{_`@@`@|b@T\@B@`|_!|5@@a@ šax`!@@@"A'@@7@@ @BCsE @{Ǩ_ ux @@T `"?'C@T{?S@@/ҀTv^@@x@T`T@a@B#a @@ d``T'@@B@/@@ASA@{ƨ_}R? '@ C@Tv^x` @RB}{?[S@@T @ ҅BA@@@@AӚ!za @ z!bz$C@@T@@@ ʕN`SA[B{Ĩ_@{'@SS @@7{@#a+o@t@ba@@47`@Rt@b`TjT` @!R#@B+@a5`q`@7@@bʂSA@@'@{Ǩ_S#@@T #+{S `@c@' T`77@s@'@b@bʢSAcC@{Ũ_ָ@T 6@@@@Ҁ7s@'@`@ @SA@cC{Ũ @ ա@?T6@@@Ҷ@{S@@"@@@ AT@@AaSA{è@@ ʀSA{è_{S[c@@@Gk+`@q@T @. ~~a " @`26@`!@a@a|_!|5@!@@@zB@ a@ @ a@ |_B|5@@@G@@ @ SA[BcCkD+@{ɨ_ 4!$RRRR@ZC @7@T ռ/` @yB!@"@#`@3`rT`@ a @} xu@@ @/@  @4 @c@@Ú4x C h"/7@ZC?`T@//{S!@@bB!@@`B@a@T`2@a@T`*@@`&@@`"@@`@b!@!@a@T`@@` @@`@@ @@AʁSA{è ա@@ ʀSA{è_{S!@@bB!@@`B@a@T`2@a@T`*@"|_CQ#5_qT`&@"|_CQ#5_q T`"@"|_CQ#5_q`T`@b!@!@a@T`@"|_CQ#5_qT` @"|_CQ#5_qT`@"|_CQ#5_q`T@@@ SA{è9@ ? տ9@ ?ֶ տ9@ ? տ9@ ? տ9@a ? տ9@! ?֧{Ss@a@@`@ SA@{èBN4dmlc5ErrorEN3akg11InsnBuilderEN3akg17VectorInsnBuilderEN3akg20SingleVecInsnBuilderEN3akg19MultiVecInsnBuilderEN3akg25ReduceLastAxisInsnBuilderE/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/expr_operator.hcannot make const for type /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/ir.hCheck failed: a.defined()ValueError: a is undefined Check failed: b.defined()ValueError: b is undefined Check failed: a.type() == b.type() || (a.type() == Int(DTYPE_INT_64) && b.type() == Int(DTYPE_INT_32)) || (a.type() == Int(DTYPE_INT_32) && b.type() == Int(DTYPE_INT_64))TypeError: mismatched types SubStringImmMapStrMapintuintfloatstrbyteshandleNULLArrayHandleTVMTypeTVMContextFunctionHandleModuleHandleNDArrayContainerObjectCell/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hunknown type_code=boolcustom[]ExprCheck failed: !intrin_name_.empty()Check failed: src_info_.defined()nBurstlenBurstdstStridesrcStrideargInfo is incomplete!padModecrModeCheck failed: idx < array.size()Remove index error: while array size is /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/emit_insn/insn_builder.hVectorInsnBuilder only return stmt array, please call EmitIntrinCheck failed: dst_info_.defined()Check failed: !src_info_list_.empty()Check failed: arg_info_.defined()/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/src/common/array_api.hCheck failed: !array.empty()array is empty!idx is invalid!begin index errorStack trace: +basic_string::basic_string%s: __pos (which is %zu) > this->size() (which is %zu) [bt] () ( vs. [%02d:%02d:%02d] ERROR/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.h :: _Map_base::atbasic_string::_M_replacebasic_string::appendbasic_string::_M_createbasic_string::_M_construct null not validArrayrw/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/emit_insn/insn_builder_vector.ccCheck failed: arg_info->src_stride_m0_list_.size() >= 2Check failed: arg_info.defined()Check failed: dst_info.defined()repeatStepIdxpragma_insn_partitionbody_arg_info->body_num_ == 1vselect_LTvcmp_ltvselect_EQvcmp_eqvselect_GTvcmp_gtrepeatIndexCheck failed: support_list.count(intrin_name_) == 1Multi vector insn emitter only support vsel and vcmp intrinCheck failed: src_list.size() == 4 expect 4 operands, but found operandsvselVecDupVcgCmdVecAddCheck failed: iter != type_list.end()ArgInfoVectorArgInfovec_max_len != 0Unsupported instruction typerepeatdstOffsetsrcOffsetCheck failed: local_dst_buffer_.defined()Check failed: !arg_info->src_stride_m0_list_.empty()Check failed: !arg_info->src_stride_m1_list_.empty()Check failed: 0 Unknown insn_type_ src_info_list_.size() >= 2Check failed: src0_info.defined()Check failed: src1_info.defined()vaddscatter_vaddCheck failed: va_intrin_map.count(intrin_name_) != 0intrin doesn't have corresponding va intrin!src0Offsetsrc1Offset%luadd_arraylocal.REGprinter_castregVAset_va_reg_sbtvm_cce_string_printf16VA2VA0VA1storage_scoperepeat_step_size_ != 0Check failed: GetInt32Const(n_loop) > 0Error: n_loop must be larger than 0StrideM0 must be less than 65536repeatStrideM1IdxCheck failed: stmt.defined()Error: Stmt is undefined!Check failed: body_num > 0Error: body num should be larger than 0vec_ivcaddaddvminminvmaxmaxop_dict.count(intrin_name_) != 0Op not support reduction last axis yet!Check failed: dtype_.is_float()reduce_last_axis add only support float16 and float32 while dtype is reduce_last_axis only support float16 while dtype is vcvcgcoproc_scopeCheck failed: src_info.defined()support_list.count(intrin_name) > 0Unsupported intrin_name block_size != 0ForStmtCheck failed: for_op != nullptrvbasic_string::substr_dst_tmp_src_tmpvector_dupscalar_idxINFOStrideM0 larger than , use VA intrinstrideM1Idxstmt is undefined!Error: body_num must be larger than 0wrapper.bisec_info_list_.size() >= 1wrapper.bisec_info_list_[0].size() == 3Check failed: !wrapper.dma_arg_info_map_.empty()copy_ubuf_to_ubuflocal.UBGCC: (GNU) 7.3.0zRx  @A B K A <HA C L A (``A0B AR A A B V C 0A@C ABGT B B ,pA0C AFL B A zPLRx 0 A@A AF\ A 4TA@A ACa A H$A@A AGCXV A @KADA@A ABGTH B @EA,0xA@B AGQ A DPdAp B A B F` B CUBAB8A0B Aj B J B ,xA0A A| A ,(A0B Ar B ,4A0B A B ,dA0B Al B ,A0B A A ,A0A A B ,A0A Aj A ,$A0B Al B ,dXA B J A F A 8A B I A A AA ACKJL F B ABZDLAADMABA40A@A ABW A 4xA0A AU B F A 8AP A ABDk B 0A` A AB x A 8AA A B DG B ,L AB@?A B>=F<;B:0|A87D A65H4S A ,A D P A H A ,A0A Af A 8A0B As A F A 8LA0B A] A F A 8@A0B AC A F A 8PA0B AF B F A \`Ap A A G BB} A J A <`A87B A65[ A X34T`34\AA A B D ID ^` B  AF <A` A A FO B CUBAB<@A` A A FO B CVAAB4A@A ABj A |A B Z A 8xA0A AR A F A 8 A:9B A87K654n A 8T xA0A AR A F A 8 xA0A AR A F A 4 A0B AT B F A , A&%D A$#\"V A @4 A<;A A:9B87U B A56sB56,x xA0A AY A D A:9B A65B87L4Z3~ B B mB3, A0A AY A d AA AEECD|AM B AABA, A0A AY A X Ap A A B I BB b AAC A CUBABQA BA 0 A@A BHc A XH 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?֧N3akg27SingleVecInsnArgsCalculatorEFN3air4StmtERKS0_EN4dmlc5ErrorEN3akg11InsnBuilderEN3akg17VectorInsnBuilderEN3akg8InsnAxisEN3akg2ir30EliminateVarsInCondExprMutatorEPFN3air4StmtERKS0_E*ZN3akg2ir16SingleVecEmitterERKN3air4StmtENSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEEEUlRKNS1_7NodeRefEE_*ZN3akg2ir10MadEmitterERKN3air4StmtEEUlRKNS1_7runtime7TVMArgsEPNS5_11TVMRetValueEE_*ZN3akg2ir10MadEmitterERKN3air4StmtEEUlRKNS1_7runtime7TVMArgsEPNS5_11TVMRetValueEE0_*ZN3akg2ir17Im2ColEmitterL1UBERKN3air4StmtERKSt13unordered_mapINSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEENS1_7runtime9ObjectRefESt4hashISB_ESt8equal_toISB_ESaISt4pairIKSB_SD_EEERKNS1_6BufferEbEUlRKNS1_7NodeRefEE_*ZN3akg2ir12VaxpyEmitterERKN3air4StmtEEUlRKNS1_7NodeRefEE_*ZN3akg2ir12VaxpyEmitterERKN3air4StmtEEUlNS1_7runtime7TVMArgsEPNS5_11TVMRetValueEE0_/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/expr_operator.hcannot make const for type IfThenElse/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/ir.hCheck failed: a.defined()ValueError: a is undefined Check failed: b.defined()ValueError: b is undefined Check failed: a.type() == b.type() || (a.type() == Int(DTYPE_INT_64) && b.type() == Int(DTYPE_INT_32)) || (a.type() == Int(DTYPE_INT_32) && b.type() == Int(DTYPE_INT_64))TypeError: mismatched types FloorDivForCallLoadBlockStoreSelectUIntImmAllocateAttrStmtFloatImmEQGTLTStringImmMapStrMapIntImmintuintfloatstrbyteshandleNULLArrayHandleTVMTypeTVMContextFunctionHandleModuleHandleNDArrayContainerObjectCell/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/packed_func.hunknown type_code=/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/runtime/object.hCheck failed: ref->template IsInstance()Downcast from to failed.boolcustom[]ExprStmtVariableWARNINGUnknown comment level #Bisect_optimizeOverlap_optimizeAtomic_addInsn_nameInsn_typeCompute_typePatternVadds_replace_copyMask_rateAlignmentContain_tailCheck failed: src_info_.defined()nBurstlenBurstdstStridesrcStrideargInfo is incomplete!padModecrModeCheck failed: index < array.size()Remove index error: while array size is /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/emit_insn/insn_builder.hVectorInsnBuilder only return stmt array, please call EmitIntrinCheck failed: !intrin_name_.empty()Check failed: dst_info_.defined()Check failed: !src_info_list_.empty()Check failed: arg_info_.defined()Check failed: !vars.count(op)found unknown inner loop var in IF condition of MADArgInfo/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/src/common/array_api.hCheck failed: !array.empty()array is empty!idx is invalid!Stack trace: _Z + [bt] ( ( vs. ) [%02d:%02d:%02d] :: ERROR /home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/3rdparty/dmlc-core/include/dmlc/logging.h/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/node/functor.hCheck failed: can_dispatch(n)NodeFunctor calls un-registered function on type Check failed: ObjectTypeChecker::Check(ptr)/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/akg/third_party/incubator-tvm/include/tvm/packed_func_ext.hvalue_.v_int64 <= std::numeric_limits::max()value_.v_int64 >= std::numeric_limits::min()type_code_ == kObjectHandle expected but get IterVarTensorCheck failed: ObjectTypeChecker::Check(ptr)Expected type i < num_argsnot enough argument passed, passed but request arg[].3d_patternpartial_3d_pattern2d_pattern2d_block_pattern1d_patternbasic_string::substr%s: __pos (which is %zu) > this->size() (which is %zu)basic_string::basic_string_Map_base::atbasic_string::_M_replacebasic_string::appendbasic_string::_M_createbasic_string::_M_construct null not validArray/home/jenkins/agent-working-dir/workspace/Compile_ARM_CentOS/akg-binary/src/emit_insn/insn_emitter.ccCheck failed: ptr->body_num_ <= 1Value: Check failed: ptr->body_num_ > 0Check failed: falseCheck failed: opCheck failed: !stores.empty()Check failed: !loads.empty()Check failed: loadCheck failed: storeCheck failed: !dst_list.empty()src_list.size() >= 2Check failed: a_blockCheck failed: b_blockCheck failed: !dst_info_list.empty()Check failed: !src_info_list.empty()s322f16Intrinsic_Check failed: supported_ is not supported on platform!s8u8s16s32f16Error: cannot cast the unsupported type-1f322vconvvaxpyCheck failed: n.as()->args.size() >= 3pragma_mad_mpragma_mad_kpragma_mad_npragma_gemm_out_dtypetype_str.size() >= 5type_str.size() >= 3type_str.size() >= 4Unsupported type string type initscalarproposal_sortrpntopkloads.size() == 2Check failed: op_load != nullptrCheck failed: mask != nullptrloads.size() == 1There must be only one input.src0->var_.size() == 1Check failed: src1.GetNode()arg_info->pattern_ == PATTERN_1Ddropoutvconv_s162s32single_vectorwrvtransposestride_wstride_hfilter_wfilter_hdilation_wdilation_hjump_offsetrepeat_modepad_leftpad_righthpad_toppad_bottompos_wpos_hfirstWifirstHirepeat_timeset_fmatrixlocal.UBpad_valueset_paddingimg2col_cbuf_to_ubdmaidx_3d_loopidx_midx_kwin_hwin_wBroadcastidx_widx_hkw_l0kh_l0wrong immlocal.L0Aimg2col_cbuf_to_calocal.L0BCheck failed: dst[0]->scope == SCOPE_CBimg2col_cbuf_to_cbCheck failed: op.defined()Check failed: store.as()Check failed: store.as()->value.as()Check failed: !src->shape.empty()%lubuf_istorage_scopenmsCheck failed: !src0->shape.empty()Check failed: !src1->shape.empty()buf_Abuf_BiouCheck failed: for_info.ops_.size() >= 2There should be at least 2 for loops but has loops.Check failed: sucCheck failed: i < for_info.ops_.size() && for_info.ops_[i].as()for_info.ops_.size() >= target_idx + 1Check failed: GetItem(for_info.ops_, -2 - i).as()c_idxbuffer_idxvaAddrArrayaddress_arraylocal.REGprinter_castregVA2VAset_va_reg_sbVA0scatter_vnchwconv_b16vnchwconvscattermadCheck failed: GetIntConst(wgt_shape[2] * wgt_shape[3]) < k_wgt_lanesCheck failed: GetIntConst(wgt_shape[2] * wgt_shape[3]) == k_wgt_lanesCheck failed: GetIntConst(inp_shape[2] * inp_shape[3]) < k_inp_lanesCheck failed: GetIntConst(inp_shape[2] * inp_shape[3]) == k_inp_lanesCheck failed: air::ir::Equal(inp_shape[1], wgt_shape[0])Check failed: air::ir::Equal(inp_shape[3], wgt_shape[3])Check failed: GetIntConst(out_shape[2] * out_shape[3]) < k_out_lanesCheck failed: GetIntConst(out_shape[2] * out_shape[3]) == k_out_lanesCheck failed: air::ir::Equal(out_shape[0], wgt_shape[1])Check failed: air::ir::Equal(out_shape[1], inp_shape[0])local.L0CrwcubeCheck failed: store->value.as