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rocm-systems/projects/rocprofiler-systems/source/python/libpyomnitrace.cpp
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// MIT License
//
// Copyright (c) 2022 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 "libpyomnitrace.hpp"
#include "dl.hpp"
#include <timemory/backends/process.hpp>
#include <timemory/backends/threading.hpp>
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#include <timemory/environment.hpp>
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#include <timemory/mpl/apply.hpp>
#include <timemory/utility/macros.hpp>
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#include <timemory/utility/types.hpp>
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#include <timemory/variadic/macros.hpp>
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#include <pybind11/detail/common.h>
#include <pybind11/pybind11.h>
#include <pyerrors.h>
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#include <cctype>
#include <cstdint>
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#include <exception>
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#include <locale>
#include <regex>
#include <set>
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#include <stdexcept>
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#include <unordered_map>
namespace pyomnitrace
{
namespace pyprofile
{
py::module
generate(py::module& _pymod);
}
} // namespace pyomnitrace
PYBIND11_MODULE(libpyomnitrace, omni)
{
using namespace pyomnitrace;
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static bool _is_initialized = false;
static bool _is_finalized = false;
static auto _get_use_mpi = []() {
bool _use_mpi = false;
try
{
py::module::import("mpi4py");
_use_mpi = true;
} catch(py::error_already_set& _exc)
{
if(!_exc.matches(PyExc_ImportError)) throw;
}
return _use_mpi;
};
omni.def(
"is_initialized", []() { return _is_initialized; }, "Initialization state");
omni.def(
"is_finalized", []() { return _is_finalized; }, "Finalization state");
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omni.def(
"initialize",
[](const std::string& _v) {
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if(_is_initialized)
throw std::runtime_error("Error! omnitrace is already initialized");
_is_initialized = true;
omnitrace_set_mpi(_get_use_mpi(), false);
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omnitrace_init("trace", false, _v.c_str());
},
"Initialize omnitrace");
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omni.def(
"initialize",
[](const py::list& _v) {
if(_is_initialized)
throw std::runtime_error("Error! omnitrace is already initialized");
_is_initialized = true;
omnitrace_set_mpi(_get_use_mpi(), false);
std::string _cmd = {};
std::string _cmd_line = {};
for(auto&& itr : _v)
{
if(_cmd.empty()) _cmd = itr.cast<std::string>();
_cmd_line += " " + itr.cast<std::string>();
}
if(!_cmd_line.empty())
{
_cmd_line.substr(_cmd_line.find_first_not_of(' '));
tim::set_env("OMNITRACE_COMMAND_LINE", _cmd_line, 0);
}
omnitrace_init("trace", false, _cmd.c_str());
},
"Initialize omnitrace");
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omni.def(
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"initialize",
[](const std::string& _v) {
if(_is_initialized)
throw std::runtime_error("Error! omnitrace is already initialized");
_is_initialized = true;
bool _use_mpi = false;
try
{
py::module::import("mpi4py");
_use_mpi = true;
} catch(py::error_already_set& _exc)
{
if(!_exc.matches(PyExc_ImportError)) throw;
}
omnitrace_set_mpi(_use_mpi, false);
omnitrace_init("trace", false, _v.c_str());
},
"Initialize omnitrace");
omni.def(
"finalize",
[]() {
if(_is_finalized)
throw std::runtime_error("Error! omnitrace is already finalized");
_is_finalized = true;
omnitrace_finalize();
},
"Initialize omnitrace");
py::doc("omnitrace profiler for python");
pyprofile::generate(omni);
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}
//======================================================================================//
//
namespace pyomnitrace
{
namespace pyprofile
{
//
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using profiler_t = std::function<void()>;
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using profiler_vec_t = std::vector<profiler_t>;
using profiler_label_map_t = std::unordered_map<std::string, profiler_vec_t>;
using profiler_index_map_t = std::unordered_map<uint32_t, profiler_label_map_t>;
using strset_t = std::unordered_set<std::string>;
//
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namespace
{
strset_t default_exclude_functions = { "^<.*>$" };
strset_t default_exclude_filenames = { "(encoder|decoder|threading).py$", "^<.*>$" };
} // namespace
//
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struct config
{
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bool is_running = false;
bool trace_c = false;
bool include_internal = false;
bool include_args = false;
bool include_line = false;
bool include_filename = false;
bool full_filepath = false;
int32_t ignore_stack_depth = 0;
int32_t base_stack_depth = -1;
int32_t verbose = 0;
int64_t depth_tracker = 0;
std::string base_module_path = {};
strset_t restrict_functions = {};
strset_t restrict_filenames = {};
strset_t include_functions = {};
strset_t include_filenames = {};
strset_t exclude_functions = default_exclude_functions;
strset_t exclude_filenames = default_exclude_filenames;
std::vector<profiler_t> records = {};
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};
//
inline config&
get_config()
{
static auto* _instance = new config{};
static thread_local auto* _tl_instance = []() {
static std::atomic<uint32_t> _count{ 0 };
auto _cnt = _count++;
if(_cnt == 0) return _instance;
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auto* _tmp = new config{};
_tmp->is_running = _instance->is_running;
_tmp->trace_c = _instance->trace_c;
_tmp->include_internal = _instance->include_internal;
_tmp->include_args = _instance->include_args;
_tmp->include_line = _instance->include_line;
_tmp->include_filename = _instance->include_filename;
_tmp->full_filepath = _instance->full_filepath;
_tmp->base_module_path = _instance->base_module_path;
_tmp->restrict_functions = _instance->restrict_functions;
_tmp->restrict_filenames = _instance->restrict_filenames;
_tmp->include_functions = _instance->include_functions;
_tmp->include_filenames = _instance->include_filenames;
_tmp->exclude_functions = _instance->exclude_functions;
_tmp->exclude_filenames = _instance->exclude_filenames;
_tmp->verbose = _instance->verbose;
// if full filepath is specified, include filename is implied
if(_tmp->full_filepath && !_tmp->include_filename) _tmp->include_filename = true;
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return _tmp;
}();
return *_tl_instance;
}
//
int32_t
get_depth(PyFrameObject* frame)
{
return (frame->f_back) ? (get_depth(frame->f_back) + 1) : 0;
}
//
void
profiler_function(py::object pframe, const char* swhat, py::object arg)
{
static thread_local auto& _config = get_config();
static thread_local auto _disable = false;
if(_disable) return;
_disable = true;
tim::scope::destructor _dtor{ []() { _disable= false; } };
(void) _dtor;
if(pframe.is_none() || pframe.ptr() == nullptr) return;
static auto _omnitrace_path = _config.base_module_path;
auto* frame = reinterpret_cast<PyFrameObject*>(pframe.ptr());
int what = (strcmp(swhat, "call") == 0) ? PyTrace_CALL
: (strcmp(swhat, "c_call") == 0) ? PyTrace_C_CALL
: (strcmp(swhat, "return") == 0) ? PyTrace_RETURN
: (strcmp(swhat, "c_return") == 0) ? PyTrace_C_RETURN
: -1;
// only support PyTrace_{CALL,C_CALL,RETURN,C_RETURN}
if(what < 0)
{
if(_config.verbose > 2)
TIMEMORY_PRINT_HERE("%s :: %s",
"Ignoring what != {CALL,C_CALL,RETURN,C_RETURN}", swhat);
return;
}
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auto _update_ignore_stack_depth = [what]() {
switch(what)
{
case PyTrace_CALL: ++_config.ignore_stack_depth; break;
case PyTrace_RETURN: --_config.ignore_stack_depth; break;
default: break;
}
};
if(_config.ignore_stack_depth > 0)
{
if(_config.verbose > 2)
TIMEMORY_PRINT_HERE("%s :: %s :: %u", "Ignoring call/return", swhat,
_config.ignore_stack_depth);
_update_ignore_stack_depth();
return;
}
else if(_config.ignore_stack_depth < 0)
{
TIMEMORY_PRINT_HERE("WARNING! ignore_stack_depth is < 0 :: ",
_config.ignore_stack_depth);
}
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// if PyTrace_C_{CALL,RETURN} is not enabled
if(!_config.trace_c && (what == PyTrace_C_CALL || what == PyTrace_C_RETURN))
{
if(_config.verbose > 2)
TIMEMORY_PRINT_HERE("%s :: %s", "Ignoring C call/return", swhat);
return;
}
// get the arguments
auto _get_args = [&]() {
auto inspect = py::module::import("inspect");
try
{
return py::cast<std::string>(
inspect.attr("formatargvalues")(*inspect.attr("getargvalues")(pframe)));
} catch(py::error_already_set& _exc)
{
TIMEMORY_CONDITIONAL_PRINT_HERE(_config.verbose > 1, "Error! %s",
_exc.what());
if(!_exc.matches(PyExc_AttributeError)) throw;
}
return std::string{};
};
// get the final label
auto _get_label = [&](auto& _func, auto& _filename, auto& _fullpath) {
auto _bracket = _config.include_filename;
if(_bracket) _func.insert(0, "[");
// append the arguments
if(_config.include_args) _func.append(_get_args());
if(_bracket) _func.append("]");
// append the filename
if(_config.include_filename)
{
if(_config.full_filepath)
_func.append(TIMEMORY_JOIN("", '[', std::move(_fullpath)));
else
_func.append(TIMEMORY_JOIN("", '[', std::move(_filename)));
}
// append the line number
if(_config.include_line && _config.include_filename)
_func.append(TIMEMORY_JOIN("", ':', frame->f_lineno, ']'));
else if(_config.include_line)
_func.append(TIMEMORY_JOIN("", ':', frame->f_lineno));
else if(_config.include_filename)
_func += "]";
return _func;
};
auto _find_matching = [](const strset_t& _expr, const std::string& _name) {
const auto _rconstants =
std::regex_constants::egrep | std::regex_constants::optimize;
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for(const auto& itr : _expr) // NOLINT
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{
if(std::regex_search(_name, std::regex(itr, _rconstants))) return true;
}
return false;
};
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bool _force = false;
auto& _only_funcs = _config.restrict_functions;
auto& _incl_funcs = _config.include_functions;
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auto& _skip_funcs = _config.exclude_functions;
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auto _func = py::cast<std::string>(frame->f_code->co_name);
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if(!_only_funcs.empty())
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{
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_force = _find_matching(_only_funcs, _func);
if(!_force)
{
if(_config.verbose > 2)
TIMEMORY_PRINT_HERE("Skipping non-restricted function: %s",
_func.c_str());
return;
}
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}
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if(!_force)
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{
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if(_find_matching(_incl_funcs, _func))
{
_force = true;
}
else if(_find_matching(_skip_funcs, _func))
{
if(_config.verbose > 1)
TIMEMORY_PRINT_HERE("Skipping designated function: '%s'", _func.c_str());
if(!_find_matching(default_exclude_functions, _func))
_update_ignore_stack_depth();
return;
}
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}
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auto& _only_files = _config.restrict_filenames;
auto& _incl_files = _config.include_filenames;
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auto& _skip_files = _config.exclude_filenames;
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auto _full = py::cast<std::string>(frame->f_code->co_filename);
auto _file = (_full.find('/') != std::string::npos)
? _full.substr(_full.find_last_of('/') + 1)
: _full;
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if(!_config.include_internal &&
strncmp(_full.c_str(), _omnitrace_path.c_str(), _omnitrace_path.length()) == 0)
{
if(_config.verbose > 2)
TIMEMORY_PRINT_HERE("Skipping internal function: %s", _func.c_str());
return;
}
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if(!_force && !_only_files.empty())
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{
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_force = _find_matching(_only_files, _full);
if(!_force)
{
if(_config.verbose > 2)
TIMEMORY_PRINT_HERE("Skipping non-restricted file: %s", _full.c_str());
return;
}
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}
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if(!_force)
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{
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if(_find_matching(_incl_files, _full))
{
_force = true;
}
else if(_find_matching(_skip_files, _full))
{
if(_config.verbose > 2)
TIMEMORY_PRINT_HERE("Skipping non-included file: %s", _full.c_str());
return;
}
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}
TIMEMORY_CONDITIONAL_PRINT_HERE(_config.verbose > 3, "%8s | %s%s | %s | %s", swhat,
_func.c_str(), _get_args().c_str(), _file.c_str(),
_full.c_str());
auto _label = _get_label(_func, _file, _full);
if(_label.empty()) return;
static thread_local strset_t _labels{};
const auto& _label_ref = *_labels.emplace(_label).first;
// start function
auto _profiler_call = [&]() {
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_config.records.emplace_back(
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[&_label_ref]() { omnitrace_pop_region(_label_ref.c_str()); });
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omnitrace_push_region(_label_ref.c_str());
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};
// stop function
auto _profiler_return = [&]() {
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_config.records.back()();
_config.records.pop_back();
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};
// process what
switch(what)
{
case PyTrace_CALL:
case PyTrace_C_CALL: _profiler_call(); break;
case PyTrace_RETURN:
case PyTrace_C_RETURN: _profiler_return(); break;
default: break;
}
// don't do anything with arg
tim::consume_parameters(arg);
}
//
py::module
generate(py::module& _pymod)
{
py::module _prof = _pymod.def_submodule("profiler", "Profiling functions");
auto _init = []() {
try
{
auto _file =
py::module::import("omnitrace").attr("__file__").cast<std::string>();
if(_file.find('/') != std::string::npos)
_file = _file.substr(0, _file.find_last_of('/'));
get_config().base_module_path = _file;
} catch(py::cast_error& e)
{
std::cerr << "[profiler_init]> " << e.what() << std::endl;
}
if(get_config().is_running) return;
get_config().records.clear();
get_config().base_stack_depth = -1;
get_config().is_running = true;
};
auto _fini = []() {
if(!get_config().is_running) return;
get_config().is_running = false;
get_config().base_stack_depth = -1;
get_config().records.clear();
};
_prof.def("profiler_function", &profiler_function, "Profiling function");
_prof.def("profiler_init", _init, "Initialize the profiler");
_prof.def("profiler_finalize", _fini, "Finalize the profiler");
py::class_<config> _pyconfig(_prof, "config", "Profiler configuration");
#define CONFIGURATION_PROPERTY(NAME, TYPE, DOC, ...) \
_pyconfig.def_property_static( \
NAME, [](py::object&&) { return __VA_ARGS__; }, \
[](py::object&&, TYPE val) { __VA_ARGS__ = val; }, DOC);
CONFIGURATION_PROPERTY("_is_running", bool, "Profiler is currently running",
get_config().is_running)
CONFIGURATION_PROPERTY("trace_c", bool, "Enable tracing C functions",
get_config().trace_c)
CONFIGURATION_PROPERTY("include_internal", bool, "Include functions within timemory",
get_config().include_internal)
CONFIGURATION_PROPERTY("include_args", bool, "Encode the function arguments",
get_config().include_args)
CONFIGURATION_PROPERTY("include_line", bool, "Encode the function line number",
get_config().include_line)
CONFIGURATION_PROPERTY("include_filename", bool,
"Encode the function filename (see also: full_filepath)",
get_config().include_filename)
CONFIGURATION_PROPERTY("full_filepath", bool,
"Display the full filepath (instead of file basename)",
get_config().full_filepath)
CONFIGURATION_PROPERTY("verbosity", int32_t, "Verbosity of the logging",
get_config().verbose)
static auto _get_strset = [](const strset_t& _targ) {
auto _out = py::list{};
for(auto itr : _targ)
_out.append(itr);
return _out;
};
static auto _set_strset = [](const py::list& _inp, strset_t& _targ) {
for(const auto& itr : _inp)
_targ.insert(itr.cast<std::string>());
};
#define CONFIGURATION_PROPERTY_LAMBDA(NAME, DOC, GET, SET) \
_pyconfig.def_property_static(NAME, GET, SET, DOC);
#define CONFIGURATION_STRSET(NAME, DOC, ...) \
{ \
auto GET = [](py::object&&) { return _get_strset(__VA_ARGS__); }; \
auto SET = [](py::object&&, const py::list& val) { \
_set_strset(val, __VA_ARGS__); \
}; \
CONFIGURATION_PROPERTY_LAMBDA(NAME, DOC, GET, SET) \
}
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CONFIGURATION_STRSET("restrict_functions", "Function regexes to collect exclusively",
get_config().restrict_functions)
CONFIGURATION_STRSET("restrict_modules", "Filename regexes to collect exclusively",
get_config().restrict_filenames)
CONFIGURATION_STRSET("include_functions",
"Function regexes to always include in collection",
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get_config().include_functions)
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CONFIGURATION_STRSET("include_modules",
"Filename regexes to always include in collection",
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get_config().include_filenames)
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CONFIGURATION_STRSET("exclude_functions",
"Function regexes to filter out of collection",
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get_config().exclude_functions)
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CONFIGURATION_STRSET("exclude_modules",
"Filename regexes to filter out of collection",
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get_config().exclude_filenames)
return _prof;
}
} // namespace pyprofile
} // namespace pyomnitrace
//
//======================================================================================//