/* Copyright (c) 2022 - present Advanced Micro Devices, Inc. All rights reserved. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. */ #include "rdc_modules/rdc_rocp/RdcRocpBase.h" #include #include #include #include #include #include #include #include #include #include #include #include #include #include // #include "hsa.h" #include "amd_smi/amdsmi.h" #include "rdc/rdc.h" #include "rdc_lib/RdcLogger.h" #include "rdc_lib/RdcTelemetryLibInterface.h" #include "rdc_lib/impl/SmiUtils.h" #include "rdc_modules/rdc_rocp/RdcRocpCounterSampler.h" namespace amd { namespace rdc { static const std::map temp_field_map_k = { {RDC_FI_PROF_OCCUPANCY_PERCENT, "OccupancyPercent"}, {RDC_FI_PROF_ACTIVE_CYCLES, "GRBM_GUI_ACTIVE"}, {RDC_FI_PROF_ACTIVE_WAVES, "SQ_WAVES"}, {RDC_FI_PROF_ELAPSED_CYCLES, "GRBM_COUNT"}, {RDC_FI_PROF_TENSOR_ACTIVE_PERCENT, "MfmaUtil"}, // same as TENSOR_ACTIVE but available for more GPUs {RDC_FI_PROF_GPU_UTIL_PERCENT, "GPU_UTIL"}, // metric is divided by 100 to get percent // metrics below are divided by time passed {RDC_FI_PROF_EVAL_MEM_R_BW, "FETCH_SIZE"}, {RDC_FI_PROF_EVAL_MEM_W_BW, "WRITE_SIZE"}, {RDC_FI_PROF_EVAL_FLOPS_16, "TOTAL_16_OPS"}, {RDC_FI_PROF_EVAL_FLOPS_32, "TOTAL_32_OPS"}, {RDC_FI_PROF_EVAL_FLOPS_64, "TOTAL_64_OPS"}, {RDC_FI_PROF_EVAL_FLOPS_16_PERCENT, "RDC_OPS_16_PER_SIMDCYCLE"}, {RDC_FI_PROF_EVAL_FLOPS_32_PERCENT, "RDC_OPS_32_PER_SIMDCYCLE"}, {RDC_FI_PROF_EVAL_FLOPS_64_PERCENT, "RDC_OPS_64_PER_SIMDCYCLE"}, // metrics below are not divided by time passed {RDC_FI_PROF_VALU_PIPE_ISSUE_UTIL, "ValuPipeIssueUtil"}, {RDC_FI_PROF_SM_ACTIVE, "VALUBusy"}, {RDC_FI_PROF_OCC_PER_ACTIVE_CU, "MeanOccupancyPerActiveCU"}, {RDC_FI_PROF_OCC_ELAPSED, "GRBM_GUI_ACTIVE"}, // this metric is derived from OCC_PER_ACTIVE_CU and ACTIVE_CYCLES {RDC_FI_PROF_CPC_CPC_STAT_BUSY, "CPC_CPC_STAT_BUSY"}, {RDC_FI_PROF_CPC_CPC_STAT_IDLE, "CPC_CPC_STAT_IDLE"}, {RDC_FI_PROF_CPC_CPC_STAT_STALL, "CPC_CPC_STAT_STALL"}, {RDC_FI_PROF_CPC_CPC_TCIU_BUSY, "CPC_CPC_TCIU_BUSY"}, {RDC_FI_PROF_CPC_CPC_TCIU_IDLE, "CPC_CPC_TCIU_IDLE"}, {RDC_FI_PROF_CPC_CPC_UTCL2IU_BUSY, "CPC_CPC_UTCL2IU_BUSY"}, {RDC_FI_PROF_CPC_CPC_UTCL2IU_IDLE, "CPC_CPC_UTCL2IU_IDLE"}, {RDC_FI_PROF_CPC_CPC_UTCL2IU_STALL, "CPC_CPC_UTCL2IU_STALL"}, {RDC_FI_PROF_CPC_ME1_BUSY_FOR_PACKET_DECODE, "CPC_ME1_BUSY_FOR_PACKET_DECODE"}, {RDC_FI_PROF_CPC_ME1_DC0_SPI_BUSY, "CPC_ME1_DC0_SPI_BUSY"}, {RDC_FI_PROF_CPC_UTCL1_STALL_ON_TRANSLATION, "CPC_UTCL1_STALL_ON_TRANSLATION"}, {RDC_FI_PROF_CPC_ALWAYS_COUNT, "CPC_ALWAYS_COUNT"}, {RDC_FI_PROF_CPC_ADC_VALID_CHUNK_NOT_AVAIL, "CPC_ADC_VALID_CHUNK_NOT_AVAIL"}, {RDC_FI_PROF_CPC_ADC_DISPATCH_ALLOC_DONE, "CPC_ADC_DISPATCH_ALLOC_DONE"}, {RDC_FI_PROF_CPC_ADC_VALID_CHUNK_END, "CPC_ADC_VALID_CHUNK_END"}, {RDC_FI_PROF_CPC_SYNC_FIFO_FULL_LEVEL, "CPC_SYNC_FIFO_FULL_LEVEL"}, {RDC_FI_PROF_CPC_SYNC_FIFO_FULL, "CPC_SYNC_FIFO_FULL"}, {RDC_FI_PROF_CPC_GD_BUSY, "CPC_GD_BUSY"}, {RDC_FI_PROF_CPC_TG_SEND, "CPC_TG_SEND"}, {RDC_FI_PROF_CPC_WALK_NEXT_CHUNK, "CPC_WALK_NEXT_CHUNK"}, {RDC_FI_PROF_CPC_STALLED_BY_SE0_SPI, "CPC_STALLED_BY_SE0_SPI"}, {RDC_FI_PROF_CPC_STALLED_BY_SE1_SPI, "CPC_STALLED_BY_SE1_SPI"}, {RDC_FI_PROF_CPC_STALLED_BY_SE2_SPI, "CPC_STALLED_BY_SE2_SPI"}, {RDC_FI_PROF_CPC_STALLED_BY_SE3_SPI, "CPC_STALLED_BY_SE3_SPI"}, {RDC_FI_PROF_CPC_LTE_ALL, "CPC_LTE_ALL"}, {RDC_FI_PROF_CPC_SYNC_WRREQ_FIFO_BUSY, "CPC_SYNC_WRREQ_FIFO_BUSY"}, {RDC_FI_PROF_CPC_CANE_BUSY, "CPC_CANE_BUSY"}, {RDC_FI_PROF_CPC_CANE_STALL, "CPC_CANE_STALL"}, {RDC_FI_PROF_CPF_CMP_UTCL1_STALL_ON_TRANSLATION, "CPF_CMP_UTCL1_STALL_ON_TRANSLATION"}, {RDC_FI_PROF_CPF_CPF_STAT_BUSY, "CPF_CPF_STAT_BUSY"}, {RDC_FI_PROF_CPF_CPF_STAT_IDLE, "CPF_CPF_STAT_IDLE"}, {RDC_FI_PROF_CPF_CPF_STAT_STALL, "CPF_CPF_STAT_STALL"}, {RDC_FI_PROF_CPF_CPF_TCIU_BUSY, "CPF_CPF_TCIU_BUSY"}, {RDC_FI_PROF_CPF_CPF_TCIU_IDLE, "CPF_CPF_TCIU_IDLE"}, {RDC_FI_PROF_CPF_CPF_TCIU_STALL, "CPF_CPF_TCIU_STALL"}, {RDC_FI_PROF_SIMD_UTILIZATION, "SIMD_UTILIZATION"}, }; double RdcRocpBase::run_profiler(uint32_t agent_index, rdc_field_t field) { thread_local std::vector records; auto counter_sampler = CounterSampler::get_samplers()[agent_index]; if (!counter_sampler) { RDC_LOG(RDC_ERROR, "Error: Counter sampler not found for GPU index " << agent_index); return RDC_ST_BAD_PARAMETER; } auto field_it = field_to_metric.find(field); if (field_it == field_to_metric.end()) { RDC_LOG(RDC_ERROR, "Error: Field " << field << " not found in field_to_metric map."); return RDC_ST_BAD_PARAMETER; } const std::string& metric_id = field_it->second; try { counter_sampler->sample_counter_values({metric_id}, records, collection_duration_us_k); } catch (const std::exception& e) { RDC_LOG(RDC_ERROR, "Error while sampling counter values: " << e.what()); return RDC_ST_BAD_PARAMETER; } // Aggregate counter values. Rocprof v1/v2 summed values across dimensions. double value = 0.0; for (auto& record : records) { value += record.counter_value; // Summing up values from all dimensions. } return value; } const char* RdcRocpBase::get_field_id_from_name(rdc_field_t field) { auto it = field_to_metric.find(field); if (it == field_to_metric.end()) { RDC_LOG(RDC_ERROR, "Error: Field ID " << field << " not found in field_to_metric map."); return ""; } return field_to_metric.at(field); } const std::vector RdcRocpBase::get_field_ids() { std::vector field_ids; field_ids.reserve(field_to_metric.size()); for (auto& [k, v] : field_to_metric) { field_ids.push_back(k); } return field_ids; } rdc_status_t RdcRocpBase::map_entity_to_profiler() { // std::map entity_to_index_map; // kfd_id_t is only used inside this function typedef uint64_t kfd_id_t; std::map prof_kfd_map; // populate profiler map for (uint32_t prof_gpu_index = 0; prof_gpu_index < agents.size(); prof_gpu_index++) { prof_kfd_map.insert({prof_gpu_index, agents[prof_gpu_index].gpu_id}); } std::vector sockets; auto amdsmi_status = get_socket_handles(sockets); if (amdsmi_status != AMDSMI_STATUS_SUCCESS) { RDC_LOG(RDC_ERROR, "Failed to get socket handles: " << amdsmi_status); return Smi2RdcError(amdsmi_status); } for (int socket_index = 0; socket_index < sockets.size(); socket_index++) { auto* socket = sockets[socket_index]; std::vector processors; amdsmi_status = get_processor_handles(socket, processors); if (amdsmi_status != AMDSMI_STATUS_SUCCESS) { RDC_LOG(RDC_ERROR, "Failed to get processor handles for socket " << socket_index << ": " << amdsmi_status); return Smi2RdcError(amdsmi_status); } for (int processor_index = 0; processor_index < processors.size(); processor_index++) { auto* processor = processors[processor_index]; processor_type_t processor_type = AMDSMI_PROCESSOR_TYPE_UNKNOWN; amdsmi_status = amdsmi_get_processor_type(processor, &processor_type); if (amdsmi_status != AMDSMI_STATUS_SUCCESS) { RDC_LOG(RDC_ERROR, "Failed to get processor type for processor " << processor_index << " on socket " << socket_index << ": " << amdsmi_status); return Smi2RdcError(amdsmi_status); } if (processor_type != AMDSMI_PROCESSOR_TYPE_AMD_GPU) { continue; } amdsmi_kfd_info_t kfd_info; amdsmi_status = amdsmi_get_gpu_kfd_info(processor, &kfd_info); if (amdsmi_status != AMDSMI_STATUS_SUCCESS) { RDC_LOG(RDC_ERROR, "Failed to get KFD info for processor " << processor_index << " on socket " << socket_index << ": " << amdsmi_status); return Smi2RdcError(amdsmi_status); } rdc_entity_info_t entity_info = { .device_index = static_cast(socket_index), .instance_index = static_cast(processor_index), .entity_role = RDC_DEVICE_ROLE_PHYSICAL, .device_type = RDC_DEVICE_TYPE_GPU, }; uint32_t entity_index = rdc_get_entity_index_from_info(entity_info); for (const auto& [prof_index, prof_id] : prof_kfd_map) { if (std::memcmp(&kfd_info.kfd_id, &prof_id, sizeof(kfd_id_t)) == 0) { // match found // clang-format off RDC_LOG(RDC_DEBUG, "SMI[" << entity_index << "] <-> Profiler[" << prof_index << "] = KFD_ID[" << prof_id << "]"); // clang-format on if (entity_info.entity_role == RDC_DEVICE_ROLE_PHYSICAL) { entity_index = rdc_get_entity_index_from_info(entity_info); entity_to_prof_map.insert({entity_index, prof_index}); } if (processors.size() > 1) { // if there are multiple processors, also add entity with partition instance type entity_info.entity_role = RDC_DEVICE_ROLE_PARTITION_INSTANCE; entity_index = rdc_get_entity_index_from_info(entity_info); entity_to_prof_map.insert({entity_index, prof_index}); } break; } } } } return RDC_ST_OK; } void RdcRocpBase::init_rocp_if_not() { if (m_is_initialized) { return; } // ensure initialization is attempted only once, even if it fails m_is_initialized = true; hsa_status_t status = hsa_init(); if (status != HSA_STATUS_SUCCESS) { const char* errstr = nullptr; hsa_status_string(status, &errstr); throw std::runtime_error("hsa error code: " + std::to_string(status) + " " + errstr); } // check rocprofiler if (int rocp_status = 0; rocprofiler_is_initialized(&rocp_status) == ROCPROFILER_STATUS_SUCCESS && rocp_status != 1) { throw std::runtime_error("Rocprofiler is not initialized. status: " + std::to_string(rocp_status)); } std::vector all_fields; std::vector checked_fields; // populate list of agents agents = CounterSampler::get_available_agents(); RDC_LOG(RDC_DEBUG, "Agent count: " << agents.size()); samplers = CounterSampler::get_samplers(); map_entity_to_profiler(); // find intersection of supported and requested fields uint32_t agent_index = 0; auto& cs = *samplers[agent_index]; RDC_LOG(RDC_DEBUG, "agent_index[" << agent_index << "] location_id[" << agents[agent_index].location_id << "]"); for (auto& [str, id] : CounterSampler::get_supported_counters(cs.get_agent())) { checked_fields.emplace_back(str); } for (const auto& [k, v] : temp_field_map_k) { auto found = std::find(checked_fields.begin(), checked_fields.end(), v); if (found != checked_fields.end()) { field_to_metric.insert({k, v}); } } // populate fields all_fields.reserve(temp_field_map_k.size()); for (const auto& [k, v] : temp_field_map_k) { all_fields.emplace_back(v); } RDC_LOG(RDC_DEBUG, "Profiler supports " << field_to_metric.size() << " fields"); } RdcRocpBase::RdcRocpBase() { // To verify if a field is actually supported by rocprofiler, // initialization and agent querying are required. // This initialization is deferred until the first call to rocp_lookup. // Here, we define the potential fields that rocprofiler may support, // allowing get_field_ids() to return them. for (const auto& [k, v] : temp_field_map_k) { field_to_metric.insert({k, v}); } RDC_LOG(RDC_DEBUG, "Rocprofiler by default supports " << field_to_metric.size() << " fields"); } RdcRocpBase::~RdcRocpBase() { hsa_status_t status = HSA_STATUS_SUCCESS; status = hsa_shut_down(); assert(status == HSA_STATUS_SUCCESS); status = hsa_shut_down(); assert(status == HSA_STATUS_ERROR_NOT_INITIALIZED); } rdc_status_t RdcRocpBase::rocp_lookup(rdc_gpu_field_t gpu_field, rdc_field_value_data* data, rdc_field_type_t* type) { // default type *type = DOUBLE; // convert from entity to flat index uint32_t agent_index = entity_to_prof_map[gpu_field.gpu_index]; const auto& field = gpu_field.field_id; if (data == nullptr) { return RDC_ST_BAD_PARAMETER; } init_rocp_if_not(); const auto start_time = std::chrono::high_resolution_clock::now(); // direct read from rocprofiler const double read_dbl = run_profiler(agent_index, field); const auto stop_time = std::chrono::high_resolution_clock::now(); const double elapsed = std::chrono::duration(stop_time - start_time).count(); // For OCC_ELAPSED, we need to read the occupancy metric as well std::map sampled_values; if (field == RDC_FI_PROF_OCC_ELAPSED) { const double occupancy_val = run_profiler(agent_index, RDC_FI_PROF_OCC_PER_ACTIVE_CU); auto occ_field_it = field_to_metric.find(RDC_FI_PROF_OCC_PER_ACTIVE_CU); if (occ_field_it != field_to_metric.end()) { sampled_values[occ_field_it->second] = occupancy_val; } } // Apply field transformations using the helper function return apply_field_transformation(field, agent_index, read_dbl, elapsed, sampled_values, data, type); } rdc_status_t RdcRocpBase::rocp_lookup_bulk(const std::vector& fields, std::vector& values, std::vector& types, std::vector& statuses) { if (fields.empty()) { return RDC_ST_OK; } init_rocp_if_not(); // Resize output vectors values.resize(fields.size()); types.resize(fields.size()); statuses.resize(fields.size()); // All fields should be for the same GPU uint32_t agent_index = entity_to_prof_map[fields[0].gpu_index]; // Collect all unique metric names needed for sampling std::vector metrics_to_sample; std::map field_to_metric_index; // Maps field to position in metrics_to_sample for (size_t i = 0; i < fields.size(); i++) { const auto& field = fields[i].field_id; types[i] = DOUBLE; // Default type statuses[i] = RDC_ST_OK; // Get metric name for this field auto field_it = field_to_metric.find(field); if (field_it == field_to_metric.end()) { RDC_LOG(RDC_ERROR, "Error: Field " << field << " not found in field_to_metric map."); statuses[i] = RDC_ST_BAD_PARAMETER; continue; } const std::string metric_name = field_it->second; // Check if we've already added this metric if (field_to_metric_index.find(field) == field_to_metric_index.end()) { field_to_metric_index[field] = metrics_to_sample.size(); metrics_to_sample.push_back(metric_name); } // Special case: RDC_FI_PROF_OCC_ELAPSED needs two metrics if (field == RDC_FI_PROF_OCC_ELAPSED) { if (field_to_metric_index.find(RDC_FI_PROF_OCC_PER_ACTIVE_CU) == field_to_metric_index.end()) { auto occ_field_it = field_to_metric.find(RDC_FI_PROF_OCC_PER_ACTIVE_CU); if (occ_field_it != field_to_metric.end()) { field_to_metric_index[RDC_FI_PROF_OCC_PER_ACTIVE_CU] = metrics_to_sample.size(); metrics_to_sample.push_back(occ_field_it->second); } } } } // Sample all counters at once using greedy packing std::map sampled_values; auto counter_sampler = CounterSampler::get_samplers()[agent_index]; if (!counter_sampler) { RDC_LOG(RDC_ERROR, "Error: Counter sampler not found for GPU index " << agent_index); for (size_t i = 0; i < fields.size(); i++) { statuses[i] = RDC_ST_BAD_PARAMETER; } return RDC_ST_BAD_PARAMETER; } const auto start_time = std::chrono::high_resolution_clock::now(); if (!metrics_to_sample.empty()) { try { counter_sampler->sample_counters_with_packing(metrics_to_sample, sampled_values, collection_duration_us_k); } catch (const std::exception& e) { RDC_LOG(RDC_ERROR, "Error while sampling counter values: " << e.what()); for (size_t i = 0; i < fields.size(); i++) { statuses[i] = RDC_ST_BAD_PARAMETER; } return RDC_ST_BAD_PARAMETER; } } const auto stop_time = std::chrono::high_resolution_clock::now(); const double elapsed = std::chrono::duration(stop_time - start_time).count(); // Process results for each field for (size_t i = 0; i < fields.size(); i++) { const auto& field = fields[i].field_id; // Skip fields that had errors earlier if (statuses[i] != RDC_ST_OK) { continue; } // Get the sampled value for this field auto field_it = field_to_metric.find(field); if (field_it == field_to_metric.end()) { continue; } const std::string& metric_name = field_it->second; auto sampled_it = sampled_values.find(metric_name); if (sampled_it == sampled_values.end()) { RDC_LOG(RDC_ERROR, "Error: Metric " << metric_name << " not found in sampled values."); statuses[i] = RDC_ST_BAD_PARAMETER; continue; } double read_dbl = sampled_it->second; // Apply field transformation using the helper function statuses[i] = apply_field_transformation(field, agent_index, read_dbl, elapsed, sampled_values, &values[i], &types[i]); } return RDC_ST_OK; } rdc_status_t RdcRocpBase::apply_field_transformation( rdc_field_t field, uint32_t agent_index, double raw_value, double elapsed_time_ms, const std::map& sampled_values, rdc_field_value_data* output, rdc_field_type_t* type) { // Default type is DOUBLE *type = DOUBLE; const bool is_eval_field = (eval_fields.find(field) != eval_fields.end()); // Calculate divided value for eval fields double divided_dbl = NAN; if (is_eval_field) { if (elapsed_time_ms != 0.0) { divided_dbl = raw_value / (elapsed_time_ms / 1000.0); } else { RDC_LOG(RDC_ERROR, "Error: Elapsed time is zero. Cannot divide by zero."); return RDC_ST_BAD_PARAMETER; } } switch (field) { case RDC_FI_PROF_GPU_UTIL_PERCENT: output->dbl = raw_value / 100.0F; break; case RDC_FI_PROF_OCC_ELAPSED: { const double active_cycles_val = raw_value; if (active_cycles_val != 0.0) { // Look for the occupancy metric in sampled values auto occ_field_it = field_to_metric.find(RDC_FI_PROF_OCC_PER_ACTIVE_CU); if (occ_field_it != field_to_metric.end()) { auto occ_sampled_it = sampled_values.find(occ_field_it->second); if (occ_sampled_it != sampled_values.end()) { const double occupancy_val = occ_sampled_it->second; output->dbl = occupancy_val / active_cycles_val; } else { return RDC_ST_BAD_PARAMETER; } } else { return RDC_ST_BAD_PARAMETER; } } else { return RDC_ST_BAD_PARAMETER; } } break; case RDC_FI_PROF_EVAL_FLOPS_16_PERCENT: { if (!is_eval_field) { RDC_LOG(RDC_ERROR, "Field expected to be in the eval_fields list but it isn't!"); return RDC_ST_BAD_PARAMETER; } const std::string target_version = agents[agent_index].name; const bool isMI200 = (target_version.find("gfx90a") != std::string::npos); if (isMI200) { output->dbl = divided_dbl / (1024.0F / static_cast(agents[agent_index].simd_per_cu)); } else { // Assume mi300 output->dbl = divided_dbl / (2048.0F / static_cast(agents[agent_index].simd_per_cu)); } } break; case RDC_FI_PROF_EVAL_FLOPS_32_PERCENT: case RDC_FI_PROF_EVAL_FLOPS_64_PERCENT: if (!is_eval_field) { RDC_LOG(RDC_ERROR, "Field expected to be in the eval_fields list but it isn't!"); return RDC_ST_BAD_PARAMETER; } output->dbl = divided_dbl / (256.0F / static_cast(agents[agent_index].simd_per_cu)); break; default: if (is_eval_field) { output->dbl = divided_dbl; } else { output->dbl = raw_value; } break; } return RDC_ST_OK; } } // namespace rdc } // namespace amd