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Support standardize runtime module
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FrozenGene committed Dec 21, 2019
1 parent 9384353 commit 6b7d542
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Showing 6 changed files with 419 additions and 53 deletions.
3 changes: 3 additions & 0 deletions python/tvm/_ffi/function.py
Original file line number Diff line number Diff line change
Expand Up @@ -82,6 +82,9 @@ def __init__(self, handle):
def __del__(self):
check_call(_LIB.TVMModFree(self.handle))

def __hash__(self):
return ctypes.cast(self.handle, ctypes.c_void_p).value

@property
def entry_func(self):
"""Get the entry function
Expand Down
77 changes: 48 additions & 29 deletions python/tvm/module.py
Original file line number Diff line number Diff line change
Expand Up @@ -118,31 +118,37 @@ def export_library(self,
self.save(file_name)
return

if not (self.type_key == "llvm" or self.type_key == "c"):
raise ValueError("Module[%s]: Only llvm and c support export shared" % self.type_key)
modules = self._collect_dso_modules()
temp = _util.tempdir()
if fcompile is not None and hasattr(fcompile, "object_format"):
object_format = fcompile.object_format
else:
if self.type_key == "llvm":
object_format = "o"
files = []
is_system_lib = False
updated_kwargs = False
for module in modules:
if fcompile is not None and hasattr(fcompile, "object_format"):
object_format = fcompile.object_format
else:
assert self.type_key == "c"
object_format = "cc"
path_obj = temp.relpath("lib." + object_format)
self.save(path_obj)
files = [path_obj]
is_system_lib = self.type_key == "llvm" and self.get_function("__tvm_is_system_module")()
has_imported_c_file = False
if module.type_key == "llvm":
object_format = "o"
else:
assert module.type_key == "c"
object_format = "cc"
path_obj = temp.relpath("lib" + str(hash(module)) + "." + object_format)
module.save(path_obj)
files.append(path_obj)
is_system_lib = (module.type_key == "llvm" and
module.get_function("__tvm_is_system_module")())
if module.type_key == "c":
if updated_kwargs:
continue
options = []
if "options" in kwargs:
opts = kwargs["options"]
options = opts if isinstance(opts, (list, tuple)) else [opts]
opts = options + ["-I" + path for path in find_include_path()]
kwargs.update({'options': opts})
updated_kwargs = True

if self.imported_modules:
for i, m in enumerate(self.imported_modules):
if m.type_key == "c":
has_imported_c_file = True
c_file_name = "tmp_" + str(i) + ".cc"
path_cc = temp.relpath(c_file_name)
with open(path_cc, "w") as f:
f.write(m.get_source())
files.append(path_cc)
path_cc = temp.relpath("devc.cc")
with open(path_cc, "w") as f:
f.write(_PackImportsToC(self, is_system_lib))
Expand All @@ -152,13 +158,7 @@ def export_library(self,
fcompile = _tar.tar
else:
fcompile = _cc.create_shared
if self.type_key == "c" or has_imported_c_file:
options = []
if "options" in kwargs:
opts = kwargs["options"]
options = opts if isinstance(opts, (list, tuple)) else [opts]
opts = options + ["-I" + path for path in find_include_path()]
kwargs.update({'options': opts})

fcompile(file_name, files, **kwargs)

def time_evaluator(self, func_name, ctx, number=10, repeat=1, min_repeat_ms=0):
Expand Down Expand Up @@ -219,6 +219,25 @@ def evaluator(*args):
except NameError:
raise NameError("time_evaluate is only supported when RPC is enabled")

def _collect_dso_modules(self):
"""Helper function to collect dso modules, then return it."""
visited, stack, dso_modules = set(), [], []
# append root module
visited.add(self)
stack.append(self)
while stack:
module = stack.pop()
if module._dso_exportable():
dso_modules.append(module)
for m in module.imported_modules:
if m not in visited:
visited.add(m)
stack.append(m)
return dso_modules

def _dso_exportable(self):
return self.type_key == "llvm" or self.type_key == "c"


def system_lib():
"""Get system-wide library module singleton.
Expand Down
116 changes: 105 additions & 11 deletions src/codegen/codegen.cc
Original file line number Diff line number Diff line change
Expand Up @@ -28,7 +28,10 @@
#include <tvm/build_module.h>
#include <dmlc/memory_io.h>
#include <sstream>
#include <iostream>
#include <vector>
#include <cstdint>
#include <unordered_set>
#include <cstring>

namespace tvm {
namespace codegen {
Expand Down Expand Up @@ -58,20 +61,111 @@ runtime::Module Build(const Array<LoweredFunc>& funcs,
return m;
}

/*! \brief Helper class to serialize module */
class ModuleSerializer {
public:
explicit ModuleSerializer(runtime::Module mod) : mod_(mod) {
Init();
}

void SerializeModule(dmlc::Stream* stream) {
// Only have one DSO module and it is in the root, then
// we will not produce import_tree_.
bool has_import_tree = true;
if (DSOExportable(mod_.operator->()) && mod_->imports().empty()) {
has_import_tree = false;
}
uint64_t sz = 0;
if (has_import_tree) {
// we will append one key for _import_tree
// The layout is the same as before: binary_size, key, logic, key, logic...
sz = mod_vec_.size() + 1;
} else {
// Keep the old behaviour
sz = mod_->imports().size();
}
stream->Write(sz);

for (auto m : mod_vec_) {
std::string mod_type_key = m->type_key();
if (!DSOExportable(m)) {
stream->Write(mod_type_key);
m->SaveToBinary(stream);
} else if (has_import_tree) {
mod_type_key = "_lib";
stream->Write(mod_type_key);
}
}

// Write _import_tree key if we have
if (has_import_tree) {
std::string import_key = "_import_tree";
stream->Write(import_key);
stream->Write(import_tree_row_ptr_);
stream->Write(import_tree_child_indices_);
}
}

private:
void Init() {
CreateModuleIndex();
CreateImportTree();
}

// invariance: root module is always at location 0.
// The module order is collected via DFS
void CreateModuleIndex() {
std::unordered_set<const runtime::ModuleNode*> visited {mod_.operator->()};
std::vector<runtime::ModuleNode*> stack {mod_.operator->()};
uint64_t module_index = 0;

while (!stack.empty()) {
runtime::ModuleNode* n = stack.back();
stack.pop_back();
mod2index_[n] = module_index++;
mod_vec_.emplace_back(n);
for (runtime::Module m : n->imports()) {
runtime::ModuleNode* next = m.operator->();
if (visited.count(next) == 0) {
visited.insert(next);
stack.push_back(next);
}
}
}
}

void CreateImportTree() {
for (auto m : mod_vec_) {
for (runtime::Module im : m->imports()) {
uint64_t mod_index = mod2index_[im.operator->()];
import_tree_child_indices_.push_back(mod_index);
}
import_tree_row_ptr_.push_back(import_tree_child_indices_.size());
}
}

bool DSOExportable(const runtime::ModuleNode* mod) {
return !std::strcmp(mod->type_key(), "llvm") ||
!std::strcmp(mod->type_key(), "c");
}

runtime::Module mod_;
// construct module to index
std::unordered_map<runtime::ModuleNode*, size_t> mod2index_;
// index -> module
std::vector<runtime::ModuleNode*> mod_vec_;
std::vector<uint64_t> import_tree_row_ptr_ {0};
std::vector<uint64_t> import_tree_child_indices_;
};

std::string PackImportsToC(const runtime::Module& mod, bool system_lib) {
std::string bin;
dmlc::MemoryStringStream ms(&bin);
dmlc::Stream* stream = &ms;
uint64_t sz = static_cast<uint64_t>(mod->imports().size());
stream->Write(sz);
for (runtime::Module im : mod->imports()) {
CHECK_EQ(im->imports().size(), 0U)
<< "Only support simply one-level hierarchy";
std::string tkey = im->type_key();
stream->Write(tkey);
if (tkey == "c") continue;
im->SaveToBinary(stream);
}

ModuleSerializer module_serializer(mod);
module_serializer.SerializeModule(stream);

// translate to C program
std::ostringstream os;
os << "#ifdef _WIN32\n"
Expand Down
66 changes: 54 additions & 12 deletions src/runtime/library_module.cc
Original file line number Diff line number Diff line change
Expand Up @@ -28,6 +28,7 @@
#include <tvm/runtime/registry.h>
#include <string>
#include <vector>
#include <cstdint>
#include "library_module.h"

namespace tvm {
Expand Down Expand Up @@ -108,9 +109,11 @@ void InitContextFunctions(std::function<void*(const char*)> fgetsymbol) {
/*!
* \brief Load and append module blob to module list
* \param mblob The module blob.
* \param module_list The module list to append to
* \param lib The library.
*
* \return Root Module.
*/
void ImportModuleBlob(const char* mblob, std::vector<Module>* mlist) {
runtime::Module ProcessModuleBlob(const char* mblob, ObjectPtr<Library> lib) {
#ifndef _LIBCPP_SGX_CONFIG
CHECK(mblob != nullptr);
uint64_t nbytes = 0;
Expand All @@ -123,20 +126,56 @@ void ImportModuleBlob(const char* mblob, std::vector<Module>* mlist) {
dmlc::Stream* stream = &fs;
uint64_t size;
CHECK(stream->Read(&size));
std::vector<Module> modules;
std::vector<uint64_t> import_tree_row_ptr;
std::vector<uint64_t> import_tree_child_indices;
for (uint64_t i = 0; i < size; ++i) {
std::string tkey;
CHECK(stream->Read(&tkey));
if (tkey == "c") continue;
std::string fkey = "module.loadbinary_" + tkey;
const PackedFunc* f = Registry::Get(fkey);
CHECK(f != nullptr)
// Currently, _lib is for DSOModule, but we
// don't have loadbinary function for it currently
if (tkey == "_lib") {
auto dso_module = Module(make_object<LibraryModuleNode>(lib));
modules.emplace_back(dso_module);
} else if (tkey == "_import_tree") {
CHECK(stream->Read(&import_tree_row_ptr));
CHECK(stream->Read(&import_tree_child_indices));
} else {
std::string fkey = "module.loadbinary_" + tkey;
const PackedFunc* f = Registry::Get(fkey);
CHECK(f != nullptr)
<< "Loader of " << tkey << "("
<< fkey << ") is not presented.";
Module m = (*f)(static_cast<void*>(stream));
mlist->push_back(m);
Module m = (*f)(static_cast<void*>(stream));
modules.emplace_back(m);
}
}
// if we are using old dll, we don't have import tree
// so that we can't reconstruct module relationship using import tree
if (import_tree_row_ptr.empty()) {
auto n = make_object<LibraryModuleNode>(lib);
auto module_import_addr = ModuleInternal::GetImportsAddr(n.operator->());
for (const auto& m : modules) {
module_import_addr->emplace_back(m);
}
return Module(n);
} else {
for (size_t i = 0; i < modules.size(); ++i) {
for (size_t j = import_tree_row_ptr[i]; j < import_tree_row_ptr[i + 1]; ++j) {
auto module_import_addr = ModuleInternal::GetImportsAddr(modules[i].operator->());
auto child_index = import_tree_child_indices[j];
CHECK(child_index < modules.size());
module_import_addr->emplace_back(modules[child_index]);
}
}
}
CHECK(!modules.empty());
// invariance: root module is always at location 0.
// The module order is collected via DFS
return modules[0];
#else
LOG(FATAL) << "SGX does not support ImportModuleBlob";
return Module();
#endif
}

Expand All @@ -149,17 +188,20 @@ Module CreateModuleFromLibrary(ObjectPtr<Library> lib) {
const char* dev_mblob =
reinterpret_cast<const char*>(
lib->GetSymbol(runtime::symbol::tvm_dev_mblob));
Module root_mod;
if (dev_mblob != nullptr) {
ImportModuleBlob(
dev_mblob, ModuleInternal::GetImportsAddr(n.operator->()));
root_mod = ProcessModuleBlob(dev_mblob, lib);
} else {
// Only have one single DSO Module
root_mod = Module(n);
}

Module root_mod = Module(n);
// allow lookup of symbol from root(so all symbols are visible).
// allow lookup of symbol from root (so all symbols are visible).
if (auto *ctx_addr =
reinterpret_cast<void**>(lib->GetSymbol(runtime::symbol::tvm_module_ctx))) {
*ctx_addr = root_mod.operator->();
}

return root_mod;
}
} // namespace runtime
Expand Down
2 changes: 1 addition & 1 deletion src/runtime/module.cc
Original file line number Diff line number Diff line change
Expand Up @@ -115,7 +115,7 @@ const PackedFunc* ModuleNode::GetFuncFromEnv(const std::string& name) {
if (it != import_cache_.end()) return it->second.get();
PackedFunc pf;
for (Module& m : this->imports_) {
pf = m.GetFunction(name, false);
pf = m.GetFunction(name, true);
if (pf != nullptr) break;
}
if (pf == nullptr) {
Expand Down
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