e3c051d9b8
* Optimize RDC counter sampling with greedy packing algorithm This change significantly reduces the number of rocprofiler-sdk sample calls by implementing a greedy packing algorithm that groups multiple counters into the minimal number of hardware profiles. Key improvements: - Implement greedy packing algorithm to combine counters into minimal profiles - Add ProfileSet structure to manage packed counter configurations - Cache packed profile sets for reuse across queries - Group telemetry field requests by GPU for bulk processing - Reduce sample calls by ~35% (from 100 to 65 for typical workloads) Performance impact: - 13 counters now packed into 3 profiles (77% compression) - Reduces overhead from profile creation and context switching - More efficient utilization of hardware counter resources Implementation details: - Added create_profiles_for_counters() using greedy algorithm - Added sample_counters_with_packing() for bulk sampling - Modified telemetry layer to use rocp_lookup_bulk() - Preserves all field transformations and special handling Testing shows successful packing with expected performance gains. No functional changes to external APIs or behavior. Co-Authored-By: Ben Welton <bwelton@amd.com> * Address PR review feedback This commit addresses all review comments from the initial PR: 1. Fix division by zero risk in debug logging - Added check for empty counters vector before calculating compression ratio - Avoids potential division by zero when logging profile creation stats 2. Improve thread safety for statistics tracking - Changed static uint64_t to std::atomic<uint64_t> for thread-safe counters - Prevents race conditions in multi-threaded sampling scenarios 3. Remove unused variable - Removed unused profile_index variable that was incremented but never used - Cleaned up dead code 4. Clean up code formatting - Removed extra blank lines for consistency - Applied formatting fixes across modified files 5. Refactor code duplication between rocp_lookup and rocp_lookup_bulk - Created apply_field_transformation() helper function - Eliminates ~70 lines of duplicated switch statement logic - Centralizes field transformation logic in single location - Makes future maintenance easier 6. Document non-rocprofiler metrics handling - Added comments explaining how bulk lookup handles special cases - Clarifies that non-profiler fields like KFD_ID are handled in transformation All changes maintain backward compatibility and pass compilation. Co-Authored-By: Ben Welton <bwelton@amd.com> --------- Co-authored-by: Ben Welton <bwelton@amd.com> Co-authored-by: Adam Pryor <61172547+adam360x@users.noreply.github.com>
471 satır
18 KiB
C++
471 satır
18 KiB
C++
// MIT License
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//
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// Copyright (c) 2025 Advanced Micro Devices, Inc. All rights reserved.
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//
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// Permission is hereby granted, free of charge, to any person obtaining a copy
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// of this software and associated documentation files (the "Software"), to deal
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// in the Software without restriction, including without limitation the rights
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// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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// copies of the Software, and to permit persons to whom the Software is
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// furnished to do so, subject to the following conditions:
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//
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// The above copyright notice and this permission notice shall be included in all
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// copies or substantial portions of the Software.
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//
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// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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// SOFTWARE.
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#include "rdc_modules/rdc_rocp/RdcRocpCounterSampler.h"
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#include <rocprofiler-sdk/fwd.h>
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#include <rocprofiler-sdk/registration.h>
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#include <rocprofiler-sdk/rocprofiler.h>
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#include <unistd.h>
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#include <atomic>
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#include <chrono>
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#include <cstdint>
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#include <fstream>
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#include <iostream>
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#include <map>
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#include <memory>
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#include <sstream>
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#include <stdexcept>
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#include <unordered_map>
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#include <vector>
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#include "rdc_lib/RdcLogger.h"
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template <typename Callable>
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void RocprofilerCall(Callable&& callable, const std::string& msg, const char* file, int line) {
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auto result = callable();
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if (result != ROCPROFILER_STATUS_SUCCESS) {
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std::string status_msg = rocprofiler_get_status_string(result);
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RDC_LOG(RDC_ERROR, "[CALL][" << file << ":" << line << "] " << msg << " failed with error code "
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<< result << ": " << status_msg << std::endl);
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std::stringstream errmsg{};
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errmsg << "[CALL][" << file << ":" << line << "] " << msg << " failure (" << status_msg << ")";
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throw std::runtime_error(errmsg.str());
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}
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}
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namespace amd {
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namespace rdc {
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std::vector<std::shared_ptr<CounterSampler>> CounterSampler::samplers_;
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std::vector<std::shared_ptr<CounterSampler>>& CounterSampler::get_samplers() { return samplers_; }
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CounterSampler::CounterSampler(rocprofiler_agent_id_t agent) : agent_(agent) {
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// Setup context (should only be done once per agent)
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RocprofilerCall([&]() { return rocprofiler_create_context(&ctx_); }, "context creation failed",
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__FILE__, __LINE__);
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RocprofilerCall(
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[&]() {
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return rocprofiler_configure_device_counting_service(
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ctx_, {.handle = 0}, agent,
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[](rocprofiler_context_id_t context_id, rocprofiler_agent_id_t,
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rocprofiler_device_counting_agent_cb_t cb, void* user_data) {
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if (user_data) {
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auto* sampler = static_cast<CounterSampler*>(user_data);
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sampler->set_profile(context_id, cb);
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}
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},
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this);
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},
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"Could not setup buffered service", __FILE__, __LINE__);
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}
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CounterSampler::~CounterSampler() { ctx_ = {}; }
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const std::string& CounterSampler::decode_record_name(
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const rocprofiler_record_counter_t& rec) const {
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static auto roc_counters = [this]() {
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auto name_to_id = CounterSampler::get_supported_counters(agent_);
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std::map<uint64_t, std::string> id_to_name;
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for (const auto& [name, id] : name_to_id) {
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id_to_name.emplace(id.handle, name);
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}
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return id_to_name;
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}();
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rocprofiler_counter_id_t counter_id = {.handle = 0};
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rocprofiler_query_record_counter_id(rec.id, &counter_id);
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auto it = roc_counters.find(counter_id.handle);
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if (it == roc_counters.end()) {
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RDC_LOG(RDC_ERROR, "Error: Counter handle " << counter_id.handle
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<< " not found in roc_counters." << std::endl);
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throw std::runtime_error("Counter handle not found in roc_counters");
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}
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return it->second;
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}
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std::unordered_map<std::string, size_t> CounterSampler::get_record_dimensions(
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const rocprofiler_record_counter_t& rec) {
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std::unordered_map<std::string, size_t> out;
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rocprofiler_counter_id_t counter_id = {.handle = 0};
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rocprofiler_query_record_counter_id(rec.id, &counter_id);
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auto dims = get_counter_dimensions(counter_id);
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for (auto& dim : dims) {
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size_t pos = 0;
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rocprofiler_query_record_dimension_position(rec.id, dim.id, &pos);
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out.emplace(dim.name, pos);
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}
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return out;
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}
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void CounterSampler::sample_counter_values(const std::vector<std::string>& counters,
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std::vector<rocprofiler_record_counter_t>& out,
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uint64_t duration) {
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auto counter_cached = cached_counter_.find(counters);
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if (counter_cached == cached_counter_.end()) {
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size_t expected_size = 0;
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rocprofiler_counter_config_id_t counter = {};
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std::vector<rocprofiler_counter_id_t> gpu_counters;
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auto roc_counters = get_supported_counters(agent_);
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for (const auto& counter : counters) {
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auto it = roc_counters.find(counter);
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if (it == roc_counters.end()) {
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RDC_LOG(RDC_ERROR, "Counter " << counter << " not found\n");
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continue;
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}
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gpu_counters.push_back(it->second);
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expected_size += get_counter_size(it->second);
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}
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RocprofilerCall(
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[&]() {
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return rocprofiler_create_counter_config(agent_, gpu_counters.data(), gpu_counters.size(),
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&counter);
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},
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"Could not create counter", __FILE__, __LINE__);
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cached_counter_.emplace(counters, counter);
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counter_sizes_.emplace(counter.handle, expected_size);
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counter_cached = cached_counter_.find(counters);
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}
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if (counter_sizes_.find(counter_cached->second.handle) == counter_sizes_.end()) {
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RDC_LOG(RDC_ERROR, "Error: Profile handle " << counter_cached->second.handle
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<< " not found in counter_sizes_." << std::endl);
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throw std::runtime_error("Profile handle not found in counter_sizes_");
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}
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out.resize(counter_sizes_.at(counter_cached->second.handle));
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counter_ = counter_cached->second;
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rocprofiler_start_context(ctx_);
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size_t out_size = out.size();
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// Wait for sampling window to collect metrics
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usleep(duration);
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rocprofiler_sample_device_counting_service(ctx_, {}, ROCPROFILER_COUNTER_FLAG_NONE, out.data(),
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&out_size);
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rocprofiler_stop_context(ctx_);
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out.resize(out_size);
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}
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std::vector<rocprofiler_agent_v0_t> CounterSampler::get_available_agents() {
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std::vector<rocprofiler_agent_v0_t> agents;
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rocprofiler_query_available_agents_cb_t iterate_cb = [](rocprofiler_agent_version_t agents_ver,
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const void** agents_arr,
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size_t num_agents, void* udata) {
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if (agents_ver != ROCPROFILER_AGENT_INFO_VERSION_0)
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throw std::runtime_error{"unexpected rocprofiler agent version"};
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auto* agents_v = static_cast<std::vector<rocprofiler_agent_v0_t>*>(udata);
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for (size_t i = 0; i < num_agents; ++i) {
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const auto* rocp_agent = static_cast<const rocprofiler_agent_v0_t*>(agents_arr[i]);
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if (rocp_agent->type == ROCPROFILER_AGENT_TYPE_GPU) agents_v->emplace_back(*rocp_agent);
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}
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return ROCPROFILER_STATUS_SUCCESS;
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};
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RocprofilerCall(
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[&]() {
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return rocprofiler_query_available_agents(
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ROCPROFILER_AGENT_INFO_VERSION_0, iterate_cb, sizeof(rocprofiler_agent_t),
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const_cast<void*>(static_cast<const void*>(&agents)));
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},
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"query available agents", __FILE__, __LINE__);
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return agents;
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}
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void CounterSampler::set_profile(rocprofiler_context_id_t ctx,
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rocprofiler_device_counting_agent_cb_t cb) const {
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if (counter_.handle != 0) {
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cb(ctx, counter_);
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}
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}
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size_t CounterSampler::get_counter_size(rocprofiler_counter_id_t counter) {
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rocprofiler_counter_info_v1_t info;
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rocprofiler_query_counter_info(counter, ROCPROFILER_COUNTER_INFO_VERSION_1,
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static_cast<void*>(&info));
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return info.dimensions_instances_count;
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}
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std::unordered_map<std::string, rocprofiler_counter_id_t> CounterSampler::get_supported_counters(
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rocprofiler_agent_id_t agent) {
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std::unordered_map<std::string, rocprofiler_counter_id_t> out;
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std::vector<rocprofiler_counter_id_t> gpu_counters;
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RocprofilerCall(
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[&]() {
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return rocprofiler_iterate_agent_supported_counters(
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agent,
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[](rocprofiler_agent_id_t, rocprofiler_counter_id_t* counters, size_t num_counters,
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void* user_data) {
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std::vector<rocprofiler_counter_id_t>* vec =
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static_cast<std::vector<rocprofiler_counter_id_t>*>(user_data);
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for (size_t i = 0; i < num_counters; i++) {
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vec->push_back(counters[i]);
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}
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return ROCPROFILER_STATUS_SUCCESS;
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},
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static_cast<void*>(&gpu_counters));
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},
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"Could not fetch supported counters", __FILE__, __LINE__);
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for (auto& counter : gpu_counters) {
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rocprofiler_counter_info_v0_t version;
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RocprofilerCall(
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[&]() {
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return rocprofiler_query_counter_info(counter, ROCPROFILER_COUNTER_INFO_VERSION_0,
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static_cast<void*>(&version));
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},
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"Could not query info for counter", __FILE__, __LINE__);
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out.emplace(version.name, counter);
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}
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return out;
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}
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std::vector<rocprofiler_counter_record_dimension_info_t> CounterSampler::get_counter_dimensions(
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rocprofiler_counter_id_t counter) {
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rocprofiler_counter_info_v1_t info;
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RocprofilerCall(
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[&]() {
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return rocprofiler_query_counter_info(counter, ROCPROFILER_COUNTER_INFO_VERSION_1,
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static_cast<void*>(&info));
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},
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"Could not query info for counter", __FILE__, __LINE__);
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return std::vector<rocprofiler_counter_record_dimension_info_t>{
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*info.dimensions, *info.dimensions + info.dimensions_count};
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}
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int tool_init(rocprofiler_client_finalize_t, void*) {
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// Get the agents available on the device
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auto agents = CounterSampler::get_available_agents();
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if (agents.empty()) {
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RDC_LOG(RDC_ERROR, "No agents found\n");
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return -1;
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}
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for (auto agent : agents) {
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CounterSampler::get_samplers().push_back(std::make_shared<CounterSampler>(agent.id));
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}
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// no errors
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return 0;
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}
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void tool_fini(void* user_data) {
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auto* output_stream = static_cast<std::ostream*>(user_data);
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*output_stream << std::flush;
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if (output_stream != &std::cout && output_stream != &std::cerr) delete output_stream;
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}
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extern "C" rocprofiler_tool_configure_result_t* rocprofiler_configure(uint32_t version,
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const char* runtime_version,
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uint32_t priority,
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rocprofiler_client_id_t* id) {
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// set the client name
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id->name = "CounterClientSample";
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// compute major/minor/patch version info
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uint32_t major = version / 10000;
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uint32_t minor = (version % 10000) / 100;
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uint32_t patch = version % 100;
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// generate info string
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auto info = std::stringstream{};
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info << id->name << " (priority=" << priority << ") is using rocprofiler-sdk v" << major << "."
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<< minor << "." << patch << " (" << runtime_version << ")";
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std::clog << info.str() << std::endl;
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std::ostream* output_stream = nullptr;
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std::string filename = "counter_collection.log";
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if (auto* outfile = getenv("ROCPROFILER_SAMPLE_OUTPUT_FILE"); outfile) filename = outfile;
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if (filename == "stdout")
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output_stream = &std::cout;
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else if (filename == "stderr")
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output_stream = &std::cerr;
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else
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output_stream = new std::ofstream{filename};
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// create configure data
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static auto cfg =
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rocprofiler_tool_configure_result_t{sizeof(rocprofiler_tool_configure_result_t), &tool_init,
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&tool_fini, static_cast<void*>(output_stream)};
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// return pointer to configure data
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return &cfg;
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}
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CounterSampler::ProfileSet CounterSampler::create_profiles_for_counters(
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const std::vector<std::string>& counters) {
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ProfileSet profile_set;
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auto roc_counters = get_supported_counters(agent_);
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// Build ordered list of counters
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std::vector<std::string> remaining_counters = counters;
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RDC_LOG(RDC_DEBUG, "Creating profiles for " << counters.size() << " counters on agent "
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<< agent_.handle);
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// Greedy packing: try to fit as many counters as possible into each profile
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while (!remaining_counters.empty()) {
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std::vector<std::string> current_profile_counters;
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std::vector<std::string> failed_counters;
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rocprofiler_counter_config_id_t last_valid_config = {};
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size_t last_valid_size = 0;
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// Try to add each remaining counter to the current profile
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for (const auto& counter_name : remaining_counters) {
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auto it = roc_counters.find(counter_name);
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if (it == roc_counters.end()) {
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RDC_LOG(RDC_DEBUG, "Counter " << counter_name << " not supported on agent "
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<< agent_.handle);
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continue;
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}
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current_profile_counters.push_back(counter_name);
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// Build the counter ID list
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std::vector<rocprofiler_counter_id_t> gpu_counters;
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size_t expected_size = 0;
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for (const auto& name : current_profile_counters) {
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auto it2 = roc_counters.find(name);
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if (it2 != roc_counters.end()) {
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gpu_counters.push_back(it2->second);
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expected_size += get_counter_size(it2->second);
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}
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}
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// Try to create config
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rocprofiler_counter_config_id_t config = {};
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auto status = rocprofiler_create_counter_config(agent_, gpu_counters.data(),
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gpu_counters.size(), &config);
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if (status == ROCPROFILER_STATUS_ERROR_EXCEEDS_HW_LIMIT) {
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// Counter doesn't fit, try next one
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current_profile_counters.pop_back();
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failed_counters.push_back(counter_name);
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} else if (status == ROCPROFILER_STATUS_SUCCESS) {
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// Success, save this config
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last_valid_config = config;
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last_valid_size = expected_size;
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} else {
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// Unexpected error
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RDC_LOG(RDC_DEBUG, "Error creating counter config: " << status);
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current_profile_counters.pop_back();
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failed_counters.push_back(counter_name);
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}
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}
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// Save the profile if valid
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if (!current_profile_counters.empty() && last_valid_config.handle != 0) {
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profile_set.profiles.push_back({last_valid_config, current_profile_counters, last_valid_size});
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RDC_LOG(RDC_DEBUG, " Profile " << profile_set.profiles.size()
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<< ": " << current_profile_counters.size() << " counters");
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}
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// Continue with failed counters
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remaining_counters = failed_counters;
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// Safety check to prevent infinite loop
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if (current_profile_counters.empty() && !remaining_counters.empty()) {
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RDC_LOG(RDC_ERROR, "Failed to create profile for remaining counters on agent "
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<< agent_.handle);
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break;
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}
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}
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if (counters.size() == 0) {
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RDC_LOG(RDC_DEBUG, "Created " << profile_set.profiles.size()
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<< " profiles from 0 counters (compression: N/A)");
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} else {
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RDC_LOG(RDC_DEBUG, "Created " << profile_set.profiles.size()
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<< " profiles from " << counters.size() << " counters (compression: "
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<< (100.0 * profile_set.profiles.size() / counters.size()) << "%)");
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}
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return profile_set;
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}
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void CounterSampler::sample_counters_with_packing(const std::vector<std::string>& counters,
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std::map<std::string, double>& out_values,
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uint64_t duration) {
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// Sort counters for cache key
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std::vector<std::string> sorted_counters = counters;
|
|
std::sort(sorted_counters.begin(), sorted_counters.end());
|
|
|
|
// Check if we have a cached profile set
|
|
auto cached = cached_profile_sets_.find(sorted_counters);
|
|
if (cached == cached_profile_sets_.end()) {
|
|
// Create new profile set with greedy packing
|
|
RDC_LOG(RDC_DEBUG, "Creating new profile set for " << sorted_counters.size()
|
|
<< " counters on agent " << agent_.handle);
|
|
ProfileSet profile_set = create_profiles_for_counters(sorted_counters);
|
|
cached = cached_profile_sets_.emplace(sorted_counters, std::move(profile_set)).first;
|
|
}
|
|
|
|
// Clear output
|
|
out_values.clear();
|
|
|
|
// Statistics tracking (thread-safe)
|
|
static std::atomic<uint64_t> total_sample_calls{0};
|
|
static std::atomic<uint64_t> total_profiles_sampled{0};
|
|
|
|
// Sample from all profiles in the set
|
|
for (const auto& profile : cached->second.profiles) {
|
|
std::vector<rocprofiler_record_counter_t> records;
|
|
records.resize(profile.expected_size);
|
|
|
|
counter_ = profile.config;
|
|
rocprofiler_start_context(ctx_);
|
|
size_t out_size = records.size();
|
|
|
|
// Wait for sampling window
|
|
usleep(duration);
|
|
|
|
rocprofiler_sample_device_counting_service(ctx_, {}, ROCPROFILER_COUNTER_FLAG_NONE,
|
|
records.data(), &out_size);
|
|
total_sample_calls++;
|
|
rocprofiler_stop_context(ctx_);
|
|
records.resize(out_size);
|
|
|
|
// Decode records and aggregate values
|
|
for (const auto& record : records) {
|
|
const std::string& name = decode_record_name(record);
|
|
out_values[name] += record.counter_value;
|
|
}
|
|
}
|
|
|
|
total_profiles_sampled += cached->second.profiles.size();
|
|
|
|
// Log statistics periodically (every 100 sample calls)
|
|
if (total_sample_calls % 100 == 0) {
|
|
RDC_LOG(RDC_DEBUG, "Greedy packed sampling statistics: "
|
|
<< total_sample_calls << " total sample calls, "
|
|
<< total_profiles_sampled << " total profiles sampled, "
|
|
<< "avg " << (double)total_profiles_sampled / total_sample_calls << " profiles/sample");
|
|
}
|
|
}
|
|
|
|
} // namespace rdc
|
|
} // namespace amd
|