forked from huawei/mindspore2022
227 lines
7.3 KiB
C++
227 lines
7.3 KiB
C++
/**
|
|
* Copyright 2021 Huawei Technologies Co., Ltd
|
|
*
|
|
* Licensed under the Apache License, Version 2.0 (the "License");
|
|
* you may not use this file except in compliance with the License.
|
|
* You may obtain a copy of the License at
|
|
*
|
|
* http://www.apache.org/licenses/LICENSE-2.0
|
|
*
|
|
* Unless required by applicable law or agreed to in writing, software
|
|
* distributed under the License is distributed on an "AS IS" BASIS,
|
|
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
|
* See the License for the specific language governing permissions and
|
|
* limitations under the License.
|
|
*/
|
|
|
|
#include "utils/context/graph_kernel_flags.h"
|
|
|
|
#include <map>
|
|
#include <string>
|
|
#include <cstring>
|
|
#include <vector>
|
|
#include <utility>
|
|
#include "nlohmann/json.hpp"
|
|
#include "utils/ms_context.h"
|
|
|
|
namespace mindspore {
|
|
namespace context {
|
|
namespace {
|
|
// Split string to tokens
|
|
std::vector<std::string> GetTokens(const std::string &str, const std::string &delim) {
|
|
std::vector<std::string> tokens;
|
|
std::vector<char> c_str(str.begin(), str.end());
|
|
c_str.push_back('\0');
|
|
char *saveptr;
|
|
char *pch = strtok_r(&c_str[0], delim.c_str(), &saveptr);
|
|
while (pch != NULL) {
|
|
tokens.emplace_back(pch);
|
|
pch = strtok_r(NULL, delim.c_str(), &saveptr);
|
|
}
|
|
return tokens;
|
|
}
|
|
|
|
// Parse flag string to key-value pair.
|
|
// Flag format: "--key=value", bool flag's value can be implicit, the "--key" means "--key=true"
|
|
std::pair<std::string, std::string> ParseFlag(const std::string &flag) {
|
|
auto i = flag.find("--");
|
|
// check the string starts with "--".
|
|
if (i != 0 || flag.size() == 2) {
|
|
return std::pair<std::string, std::string>();
|
|
}
|
|
i += 2;
|
|
|
|
auto j = flag.find('=', i + 1); // the key should not be empty, "--=" is invalid
|
|
if (j == std::string::npos) {
|
|
// no value, treated as bool flag.
|
|
return std::make_pair(flag.substr(i), "");
|
|
} else if (j + 1 != flag.size() && flag.find('=', j + 1) == std::string::npos) {
|
|
// normal "--key=value" format
|
|
return std::make_pair(flag.substr(i, j - i), flag.substr(j + 1));
|
|
}
|
|
// string with two "=" is invalid.
|
|
return std::pair<std::string, std::string>();
|
|
}
|
|
|
|
std::map<std::string, std::string> ParseFlags(const std::string &flags) {
|
|
std::map<std::string, std::string> flag_map;
|
|
auto tokens = GetTokens(flags, " ");
|
|
for (const auto &token : tokens) {
|
|
auto flag = ParseFlag(token);
|
|
if (flag.first != "") {
|
|
if (!flag_map.insert(flag).second) {
|
|
MS_LOG(WARNING) << "Repeated GraphKernel flag: " << flag.first;
|
|
}
|
|
} else {
|
|
MS_LOG(WARNING) << "Invalid GraphKernel flag: " << token;
|
|
}
|
|
}
|
|
return flag_map;
|
|
}
|
|
|
|
class FlagRegister {
|
|
public:
|
|
explicit FlagRegister(std::map<std::string, std::string> *flag_map) : flag_map_(*flag_map) {}
|
|
~FlagRegister() = default;
|
|
|
|
template <typename T>
|
|
void AddFlag(std::string flag_name, T *flag_var, T default_value = T()) {
|
|
auto iter = flag_map_.find(flag_name);
|
|
if (iter != flag_map_.end()) {
|
|
T var;
|
|
bool ret = ParseValue(iter->second, &var);
|
|
if (ret) {
|
|
*flag_var = std::move(var);
|
|
} else {
|
|
*flag_var = std::move(default_value);
|
|
if (iter->second.empty()) {
|
|
MS_LOG(WARNING) << "Invalid GraphKernel flag: --" << iter->first;
|
|
} else {
|
|
MS_LOG(WARNING) << "Invalid GraphKernel flag: --" << iter->first << "=" << iter->second;
|
|
}
|
|
}
|
|
flag_map_.erase(iter);
|
|
} else {
|
|
*flag_var = std::move(default_value);
|
|
}
|
|
}
|
|
|
|
private:
|
|
bool ParseValue(const std::string &s, std::vector<std::string> *result) {
|
|
*result = GetTokens(s, ",");
|
|
return !result->empty();
|
|
}
|
|
|
|
bool ParseValue(const std::string &s, bool *result) {
|
|
*result = (s.empty() || s == "true" || s == "on" || s == "1");
|
|
return *result || s == "false" || s == "off" || s == "0";
|
|
}
|
|
|
|
template <typename T>
|
|
bool ParseValue(const std::string &s, T *result) {
|
|
if (s.empty()) {
|
|
return false;
|
|
}
|
|
std::istringstream iss(s);
|
|
iss >> (*result);
|
|
return iss.eof();
|
|
}
|
|
|
|
template <typename T>
|
|
bool ParseValue(const std::string &s, std::vector<T> *result) {
|
|
result->clear();
|
|
auto tokens = GetTokens(s, ",");
|
|
if (tokens.empty()) {
|
|
return false;
|
|
}
|
|
for (const auto &tok : tokens) {
|
|
T temp;
|
|
if (!ParseValue(tok, &temp)) {
|
|
result->clear();
|
|
return false;
|
|
}
|
|
result->emplace_back(temp);
|
|
}
|
|
return true;
|
|
}
|
|
|
|
std::map<std::string, std::string> &flag_map_;
|
|
};
|
|
} // namespace
|
|
|
|
void GraphKernelFlags::Refresh() {
|
|
auto flag_map = ParseFlags(flags_cache_);
|
|
RegisterFlags(&flag_map);
|
|
for (auto &item : flag_map) {
|
|
MS_LOG(WARNING) << "Unknown GraphKernel flag: " << item.first;
|
|
}
|
|
if (IsEnableGraphKernel()) {
|
|
auto context = MsContext::GetInstance();
|
|
MS_EXCEPTION_IF_NULL(context);
|
|
if (context->get_param<int>(MS_CTX_EXECUTION_MODE) != kGraphMode) {
|
|
MS_LOG(WARNING) << "GraphKernel only support GRAPH_MODE";
|
|
opt_level = OptLevel_0;
|
|
}
|
|
}
|
|
// Dump flags so that people can check the setting.
|
|
MS_LOG(INFO) << "GraphKernelFlags info: " << DumpAllFlags();
|
|
}
|
|
|
|
void GraphKernelFlags::RegisterFlags(std::map<std::string, std::string> *flag_map) {
|
|
FlagRegister reg(flag_map);
|
|
|
|
// Set opt_level first, some flags' default value depends on it.
|
|
// Default optimization level is level 2 when enable graphkernel
|
|
reg.AddFlag("opt_level", &opt_level, enable_graph_kernel_ ? OptLevel_2 : OptLevel_0);
|
|
if (opt_level > OptLevel_3) {
|
|
MS_LOG(WARNING) << "GraphKernelFlag: opt_level should be in the range [0,3] but got " << opt_level;
|
|
opt_level = OptLevel_3;
|
|
}
|
|
|
|
// Boolean flags
|
|
reg.AddFlag("dump_as_text", &dump_as_text);
|
|
reg.AddFlag("enable_stitch_fusion", &enable_stitch_fusion, opt_level == OptLevel_3);
|
|
reg.AddFlag("enable_recompute_fusion", &enable_recompute_fusion, opt_level >= OptLevel_2);
|
|
reg.AddFlag("enable_parallel_fusion", &enable_parallel_fusion, opt_level == OptLevel_3);
|
|
|
|
// Integer flags
|
|
reg.AddFlag("auto_tune", &auto_tune);
|
|
reg.AddFlag("cluster_limit", &cluster_limit);
|
|
|
|
// String list flags
|
|
reg.AddFlag("enable_expand_ops", &enable_expand_ops);
|
|
reg.AddFlag("enable_expand_ops_only", &enable_expand_ops_only);
|
|
reg.AddFlag("disable_expand_ops", &disable_expand_ops);
|
|
reg.AddFlag("enable_cluster_ops", &enable_cluster_ops);
|
|
reg.AddFlag("enable_cluster_ops_only", &enable_cluster_ops_only);
|
|
reg.AddFlag("disable_cluster_ops", &disable_cluster_ops);
|
|
reg.AddFlag("enable_pass", &enable_pass);
|
|
reg.AddFlag("disable_pass", &disable_pass);
|
|
}
|
|
|
|
std::string GraphKernelFlags::DumpAllFlags() const {
|
|
nlohmann::json json;
|
|
|
|
json["dump_as_text"] = dump_as_text;
|
|
json["enable_stitch_fusion"] = enable_stitch_fusion;
|
|
json["enable_recompute_fusion"] = enable_recompute_fusion;
|
|
json["enable_parallel_fusion"] = enable_parallel_fusion;
|
|
|
|
json["opt_level"] = opt_level;
|
|
json["auto_tune"] = auto_tune;
|
|
json["cluster_limit"] = cluster_limit;
|
|
|
|
json["enable_expand_ops"] = enable_expand_ops;
|
|
json["enable_expand_ops_only"] = enable_expand_ops_only;
|
|
json["disable_expand_ops"] = disable_expand_ops;
|
|
json["enable_cluster_ops"] = enable_cluster_ops;
|
|
json["enable_cluster_ops_only"] = enable_cluster_ops_only;
|
|
json["disable_cluster_ops"] = disable_cluster_ops;
|
|
json["enable_pass"] = enable_pass;
|
|
json["disable_pass"] = disable_pass;
|
|
|
|
return json.dump();
|
|
}
|
|
} // namespace context
|
|
} // namespace mindspore
|