[SDK][rocprofv3] MI300 Stochastic PC sampling (#92)
* MI300 Stochastic PC sampling SDK API implementation * ROCProfV3: Stochastic PC sampling Support (#94) * ROCProfV3: MI300 Stochastic PC sampling initial draft * ROCProfV3: Initial Stochastic PC sampling Tests (#95) ROCProfV3: Initial Stochastic PC sampling tests * Update rocprofiler_pc_sampling_record_stochastic_v0_t - update doxygen docs for members - replace rocprofiler_correlation_id_t with rocprofiler_async_correlation_id_t * Relax the check in JSON tests * drain PC sampling buffer during finalize_rocprofv3 * Increase timeout for "Test Install Build" step - 10 minutes -> 20 minutes - "Test Installed Packages" has 20 minutes so "Test Install Build" should also --------- Co-authored-by: Jonathan R. Madsen <jonathanrmadsen@gmail.com>
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@@ -53,6 +53,11 @@ using avail_configs_vec_t = std::vector<rocprofiler_pc_sampling_configur
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using tool_agent_info_vec_t = std::vector<std::unique_ptr<tool_agent_info>>;
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using pc_sampling_buffer_id_vec_t = std::vector<rocprofiler_buffer_id_t>;
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namespace
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{
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constexpr uint64_t stochastic_interval = 1048576; // 2 ^ 20 cycles
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} // namespace
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struct tool_agent_info
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{
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rocprofiler_agent_id_t agent_id;
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@@ -79,16 +84,14 @@ public:
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}
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// GPU agents supporting PC sampling
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tool_agent_info_vec_t gpu_agents;
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// The total number of collected samples
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std::atomic<uint64_t> total_samples_num{0};
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tool_agent_info_vec_t gpu_agents = {};
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// ROCProfiler-SDK PC sampling buffers
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pc_sampling_buffer_id_vec_t buffer_ids;
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pc_sampling_buffer_id_vec_t buffer_ids = {};
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// The set that keeps track of reported code object loading/unloading events.
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// At the end of the test, the sets needs to be empty.
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// Namely, each loading event will insert a code object id into the set,
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// while each unloading event will delete a code ojbect id from the set.
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code_object_id_set_t active_code_objects;
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code_object_id_set_t active_code_objects = {};
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};
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// The reason for using raw pointers is the following.
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@@ -139,7 +142,7 @@ find_all_gpu_agents_supporting_pc_sampling_impl(rocprofiler_agent_version_t vers
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<< "type=" << _agents[i]->type << "\n";
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}
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*utils::get_output_stream() << ss.str() << std::endl;
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*utils::get_output_stream() << ss.str() << "\n";
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return ROCPROFILER_STATUS_SUCCESS;
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}
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@@ -188,8 +191,8 @@ query_avail_configs_for_agent(tool_agent_info* agent_info)
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{
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// The query operation failed, so consider the PC sampling is unsupported at the agent.
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// This can happen if the PC sampling service is invoked within the ROCgdb.
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ss << "Querying PC sampling capabilities failed with status: " << status << std::endl;
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*utils::get_output_stream() << ss.str() << std::endl;
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ss << "Querying PC sampling capabilities failed with status: " << status << "\n";
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*utils::get_output_stream() << ss.str() << "\n";
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return false;
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}
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else if(agent_info->avail_configs->size() == 0)
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@@ -199,7 +202,8 @@ query_avail_configs_for_agent(tool_agent_info* agent_info)
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}
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ss << "The agent with the id: " << agent_info->agent_id.handle << " supports the "
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<< agent_info->avail_configs->size() << " configurations: " << std::endl;
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<< agent_info->avail_configs->size() << " configurations: "
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<< "\n";
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size_t ind = 0;
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for(auto& cfg : *agent_info->avail_configs)
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{
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@@ -208,7 +212,11 @@ query_avail_configs_for_agent(tool_agent_info* agent_info)
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<< "unit: " << cfg.unit << ", "
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<< "min_interval: " << cfg.min_interval << ", "
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<< "max_interval: " << cfg.max_interval << ", "
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<< "flags: " << std::hex << cfg.flags << std::dec << std::endl;
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<< "flags: " << std::hex << cfg.flags << std::dec
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<< ((cfg.flags == ROCPROFILER_PC_SAMPLING_CONFIGURATION_FLAGS_INTERVAL_POW2)
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? " (an interval value must be power of 2)"
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: "")
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<< "\n";
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}
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*utils::get_output_stream() << ss.str() << std::flush;
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@@ -221,8 +229,9 @@ configure_pc_sampling_prefer_stochastic(tool_agent_info* agent_info,
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rocprofiler_context_id_t context_id,
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rocprofiler_buffer_id_t buffer_id)
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{
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int failures = MAX_FAILURES;
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size_t interval = 0;
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auto stochastic_picked = false;
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int failures = MAX_FAILURES;
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size_t interval = 0;
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do
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{
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// Update the list of available configurations
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@@ -245,9 +254,9 @@ configure_pc_sampling_prefer_stochastic(tool_agent_info* agent_info,
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{
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if(cfg.method == ROCPROFILER_PC_SAMPLING_METHOD_STOCHASTIC)
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{
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// Temporarily disable stochastic sampling as it's not fully supported.
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// first_stochastic_config = &cfg;
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// break;
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first_stochastic_config = &cfg;
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stochastic_picked = true;
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break;
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}
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else if(!first_host_trap_config &&
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cfg.method == ROCPROFILER_PC_SAMPLING_METHOD_HOST_TRAP)
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@@ -260,7 +269,7 @@ configure_pc_sampling_prefer_stochastic(tool_agent_info* agent_info,
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const rocprofiler_pc_sampling_configuration_t* picked_cfg =
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(first_stochastic_config != nullptr) ? first_stochastic_config : first_host_trap_config;
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interval = picked_cfg->min_interval;
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interval = (stochastic_picked) ? stochastic_interval : picked_cfg->min_interval;
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auto status = rocprofiler_configure_pc_sampling_service(context_id,
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agent_info->agent_id,
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@@ -272,8 +281,10 @@ configure_pc_sampling_prefer_stochastic(tool_agent_info* agent_info,
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if(status == ROCPROFILER_STATUS_SUCCESS)
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{
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*utils::get_output_stream()
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<< ">>> We chose PC sampling interval: " << interval
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<< " on the agent: " << agent_info->agent->id.handle << std::endl;
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<< ">>> We chose " << (stochastic_picked ? "stochastic" : "Host-Trap")
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<< " PC sampling with the interval: " << interval << " "
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<< (stochastic_picked ? "clock-cycles" : "micro seconds")
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<< " on the agent: " << agent_info->agent->id.handle << "\n";
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return;
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}
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else if(status != ROCPROFILER_STATUS_ERROR_NOT_AVAILABLE)
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@@ -301,6 +312,106 @@ configure_pc_sampling_prefer_stochastic(tool_agent_info* agent_info,
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"Failed too many times configuring PC sampling service");
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}
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template <typename PcSamplingRecordT>
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void
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print_sample_common_fields(std::ostream& os, const PcSamplingRecordT* pc_sample)
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{
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os << "(code_obj_id, offset): (" << pc_sample->pc.code_object_id << ", 0x" << std::hex
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<< pc_sample->pc.code_object_offset << "), "
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<< "timestamp: " << std::dec << pc_sample->timestamp << ", "
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<< "exec: " << std::hex << std::setw(16) << pc_sample->exec_mask << ", "
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<< "workgroup_id_(x=" << std::dec << std::setw(5) << pc_sample->workgroup_id.x << ", "
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<< "y=" << std::setw(5) << pc_sample->workgroup_id.y << ", "
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<< "z=" << std::setw(5) << pc_sample->workgroup_id.z << "), "
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<< "wave_in_group: " << std::setw(2) << static_cast<unsigned int>(pc_sample->wave_in_group)
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<< ", "
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<< "chiplet: " << std::setw(2) << static_cast<unsigned int>(pc_sample->hw_id.chiplet) << ", "
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<< "dispatch_id: " << std::setw(7) << pc_sample->dispatch_id << ","
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<< "correlation: {internal=" << std::setw(7) << pc_sample->correlation_id.internal << ", "
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<< "external=" << std::setw(5) << pc_sample->correlation_id.external.value << "}, ";
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}
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void
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print_sample(std::ostream& os, const rocprofiler_pc_sampling_record_host_trap_v0_t* sample)
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{
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print_sample_common_fields(os, sample);
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os << "\n";
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}
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void
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print_sample(std::ostream& os, const rocprofiler_pc_sampling_record_stochastic_v0_t* sample)
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{
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print_sample_common_fields(os, sample);
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if(sample->wave_issued)
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{
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auto* inst_c_str = rocprofiler_get_pc_sampling_instruction_type_name(
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static_cast<rocprofiler_pc_sampling_instruction_type_t>(sample->inst_type));
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utils::pcs_assert(inst_c_str != nullptr, "Invalid instruction type");
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os << "wave issued " << std::string(inst_c_str) << " instruction, ";
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}
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else
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{
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auto* reason_c_str = rocprofiler_get_pc_sampling_instruction_not_issued_reason_name(
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static_cast<rocprofiler_pc_sampling_instruction_not_issued_reason_t>(
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sample->snapshot.reason_not_issued));
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utils::pcs_assert(reason_c_str != nullptr, "Invalid not issued reason");
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os << "wave is stalled due to: " << std::string(reason_c_str) << " reason, ";
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}
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auto snapshot = sample->snapshot;
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os << "two VALU instructions issued: " << static_cast<unsigned int>(snapshot.dual_issue_valu)
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<< ", ";
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os << "arbiter state: {pipe issued: ("
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<< "VALU: " << static_cast<unsigned int>(snapshot.arb_state_issue_valu) << ", "
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<< "MATRIX: " << static_cast<unsigned int>(snapshot.arb_state_issue_matrix) << ", "
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<< "LDS: " << static_cast<unsigned int>(snapshot.arb_state_issue_lds) << ", "
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<< "LDS_DIRECT: " << static_cast<unsigned int>(snapshot.arb_state_issue_lds_direct) << ", "
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<< "SCALAR: " << static_cast<unsigned int>(snapshot.arb_state_issue_scalar) << ", "
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<< "TEX: " << static_cast<unsigned int>(snapshot.arb_state_issue_vmem_tex) << ", "
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<< "FLAT: " << static_cast<unsigned int>(snapshot.arb_state_issue_flat) << ", "
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<< "EXPORT: " << static_cast<unsigned int>(snapshot.arb_state_issue_exp) << ", "
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<< "MISC: " << static_cast<unsigned int>(snapshot.arb_state_issue_misc) << "), "
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<< "pipe stalled: ("
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<< "VALU: " << static_cast<unsigned int>(snapshot.arb_state_stall_valu) << ", "
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<< "MATRIX: " << static_cast<unsigned int>(snapshot.arb_state_stall_matrix) << ", "
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<< "LDS: " << static_cast<unsigned int>(snapshot.arb_state_stall_lds) << ", "
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<< "LDS_DIRECT: " << static_cast<unsigned int>(snapshot.arb_state_stall_lds_direct) << ", "
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<< "SCALAR: " << static_cast<unsigned int>(snapshot.arb_state_stall_scalar) << ", "
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<< "TEX: " << static_cast<unsigned int>(snapshot.arb_state_stall_vmem_tex) << ", "
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<< "FLAT: " << static_cast<unsigned int>(snapshot.arb_state_stall_flat) << ", "
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<< "EXPORT: " << static_cast<unsigned int>(snapshot.arb_state_stall_exp) << ", "
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<< "MISC: " << static_cast<unsigned int>(snapshot.arb_state_stall_misc) << ")}";
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os << "\n";
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}
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template <typename PcSamplingRecordT>
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static inline void
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process_sample(const PcSamplingRecordT* pc_sample,
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address_translation::CodeobjAddressTranslate& translator,
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address_translation::FlatProfile& flat_profile)
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{
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// Ignore samples from blit kernels or self-modifying code.
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if(pc_sample->correlation_id.internal == ROCPROFILER_CORRELATION_ID_INTERNAL_NONE) return;
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auto corr_id = pc_sample->correlation_id;
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// Internal correlation IDs are generated by the ROCProfiler-SDK for
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// kernel dispatches only. Similarly, the test tool generate external
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// correlation IDs for the kernel dispatches only.
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// Thus, we should expect them to be equal.
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assert(corr_id.internal == corr_id.external.value);
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assert(corr_id.external.value > 0);
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// Decoding the PC
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auto inst = translator.get(pc_sample->pc.code_object_id, pc_sample->pc.code_object_offset);
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flat_profile.add_sample(std::move(inst), pc_sample->exec_mask);
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// TODO: introduce checks specific to stochastic sampling
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// TODO: print an instruction inside print_sample
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}
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void
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rocprofiler_pc_sampling_callback(rocprofiler_context_id_t /*context_id*/,
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rocprofiler_buffer_id_t /*buffer_id*/,
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@@ -311,7 +422,7 @@ rocprofiler_pc_sampling_callback(rocprofiler_context_id_t /*context_id*/,
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{
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std::stringstream ss;
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ss << "The number of delivered samples is: " << num_headers << ", "
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<< "while the number of dropped samples is: " << drop_count << std::endl;
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<< "while the number of dropped samples is: " << drop_count << "\n";
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auto& flat_profile = client::address_translation::get_flat_profile();
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auto& translator = client::address_translation::get_address_translator();
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@@ -340,48 +451,26 @@ rocprofiler_pc_sampling_callback(rocprofiler_context_id_t /*context_id*/,
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{
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auto* pc_sample = static_cast<rocprofiler_pc_sampling_record_host_trap_v0_t*>(
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cur_header->payload);
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ss << "(code_obj_id, offset): (" << pc_sample->pc.code_object_id << ", 0x"
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<< std::hex << pc_sample->pc.code_object_offset << "), "
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<< "timestamp: " << std::dec << pc_sample->timestamp << ", "
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<< "exec: " << std::hex << std::setw(16) << pc_sample->exec_mask << ", "
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<< "workgroup_id_(x=" << std::dec << std::setw(5)
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<< pc_sample->workgroup_id.x << ", "
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<< "y=" << std::setw(5) << pc_sample->workgroup_id.y << ", "
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<< "z=" << std::setw(5) << pc_sample->workgroup_id.z << "), "
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<< "wave_in_group: " << std::setw(2)
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<< static_cast<unsigned int>(pc_sample->wave_in_group) << ", "
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<< "chiplet: " << std::setw(2)
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<< static_cast<unsigned int>(pc_sample->hw_id.chiplet) << ", "
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<< "dispatch_id: " << std::setw(7) << pc_sample->dispatch_id << ","
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<< "correlation: {internal=" << std::setw(7)
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<< pc_sample->correlation_id.internal << ", "
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<< "external=" << std::setw(5) << pc_sample->correlation_id.external.value
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<< "}" << std::endl;
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// Ignore samples from blit kernels.
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if(pc_sample->correlation_id.internal ==
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ROCPROFILER_CORRELATION_ID_INTERNAL_NONE)
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continue;
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total_samples_num() += 1;
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auto corr_id = pc_sample->correlation_id;
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// Internal correlation IDs are generated by the ROCProfiler-SDK for
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// kernel dispatches only. Similarly, the test tool generate external
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// correlation IDs for the kernel dispatches only.
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// Thus, we should expect them to be equal.
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assert(corr_id.internal == corr_id.external.value);
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assert(corr_id.external.value > 0);
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// Decoding the PC
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auto inst = translator.get(pc_sample->pc.code_object_id,
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pc_sample->pc.code_object_offset);
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flat_profile.add_sample(std::move(inst), pc_sample->exec_mask);
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print_sample(ss, pc_sample);
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process_sample(pc_sample, translator, flat_profile);
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}
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else if(cur_header->kind == ROCPROFILER_PC_SAMPLING_RECORD_STOCHASTIC_V0_SAMPLE)
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{
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auto* pc_sample = static_cast<rocprofiler_pc_sampling_record_stochastic_v0_t*>(
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cur_header->payload);
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print_sample(ss, pc_sample);
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process_sample(pc_sample, translator, flat_profile);
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}
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else if(cur_header->kind == ROCPROFILER_PC_SAMPLING_RECORD_INVALID_SAMPLE)
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{
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// tracking number of invalid samples
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flat_profile.add_invalid_sample();
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}
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else
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{
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assert(false);
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std::cerr << "Unexpected kind of PC sampling record: " << cur_header->kind
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<< "\n";
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exit(-1);
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}
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}
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else
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@@ -391,7 +480,7 @@ rocprofiler_pc_sampling_callback(rocprofiler_context_id_t /*context_id*/,
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}
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// TODO: do we need some sync here?
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*utils::get_output_stream() << ss.str() << std::endl;
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*utils::get_output_stream() << ss.str() << "\n";
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}
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}
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} // namespace
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@@ -406,12 +495,7 @@ void
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fini()
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{
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delete pc_sampler;
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}
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std::atomic<uint64_t>&
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total_samples_num()
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{
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return pc_sampler->total_samples_num;
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pc_sampler = nullptr;
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}
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void
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@@ -421,9 +505,11 @@ configure_pc_sampling_on_all_agents(rocprofiler_context_id_t context)
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if(pc_sampler->gpu_agents.empty())
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{
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*utils::get_output_stream() << "No availabe gpu agents supporting PC sampling" << std::endl;
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*utils::get_output_stream() << "No availabe gpu agents supporting PC sampling"
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<< "\n";
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// Emit the message to skip the test.
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std::cerr << "PC sampling unavailable" << std::endl;
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std::cerr << "PC sampling unavailable"
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<< "\n";
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// Exit with no error if none of the GPUs support PC sampling.
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exit(0);
|
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}
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@@ -481,7 +567,8 @@ flush_and_destroy_buffers()
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if(status == ROCPROFILER_STATUS_ERROR_BUFFER_BUSY)
|
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{
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*utils::get_output_stream()
|
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<< "The buffer is busy, so we cannot destroy it at the moment." << std::endl;
|
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<< "The buffer is busy, so we cannot destroy it at the moment."
|
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<< "\n";
|
||||
}
|
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else
|
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{
|
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|
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