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@ -17,6 +17,10 @@ limitations under the License. */
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#include <fstream>
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#include <numeric>
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#include <sstream>
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#include <string>
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#include <boost/filesystem.hpp>
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#include "paddle/fluid/framework/data_type.h"
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#include "paddle/fluid/framework/data_type_transform.h"
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#include "paddle/fluid/framework/framework.pb.h"
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@ -30,12 +34,70 @@ namespace operators {
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constexpr char kSEP = '/';
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// write empty file named _SUCCESS
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const char SUCCESS[] = "_SUCCESS";
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const char SERIAL_VAR[] = "SERIAL_NUMBER";
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static bool FileExists(const std::string &filepath) {
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struct stat buffer;
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return (stat(filepath.c_str(), &buffer) == 0);
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}
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static std::string GenePath(const std::string &dir, const std::string &file) {
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boost::filesystem::path dir(dir);
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boost::filesystem::path file(file);
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boost::filesystem::path full_path = dir / file;
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return full_path;
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}
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static void LoadInputVars(const framework::Scope &scope,
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const platform::Place &place,
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const std::vector<std::string> &inp_var_names,
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const std::string &dir) {
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// get device context from pool
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platform::DeviceContextPool &pool = platform::DeviceContextPool::Instance();
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auto &dev_ctx = *pool.Get(place);
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// todo (tangwei) made it async
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for (size_t i = 0; i < inp_var_names.size(); i++) {
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auto *var = scope.FindVar(inp_var_names[i]);
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PADDLE_ENFORCE(var != nullptr,
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"Cannot find variable %s for save_combine_op",
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inp_var_names[i]);
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PADDLE_ENFORCE(var->IsType<framework::LoDTensor>(),
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"SaveCombineOp only supports LoDTensor, %s has wrong type",
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inp_var_names[i]);
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std::string var_file = GenePath(dir, inp_var_names[i]);
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auto *tensor = var->GetMutable<framework::LoDTensor>();
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std::ifstream fin(var_file);
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PADDLE_ENFORCE(static_cast<bool>(fin), "Cannot open file %s for load op",
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var_file);
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framework::DeserializeFromStream(fin, tensor, dev_ctx);
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fin.close();
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VLOG(3) << " load var: " << inp_var_names[i] << " finished";
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}
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}
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static void LoadStringArgv(const framework::Scope &scope,
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const platform::Place &place,
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const std::string &argv, const std::string &dir) {
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platform::DeviceContextPool &pool = platform::DeviceContextPool::Instance();
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auto &dev_ctx = *pool.Get(place);
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for (size_t i = 0; i < argv.size(); i++) {
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auto *var = scope.FindVar(inp_var_names[i]);
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std::string *var_str = var->GetMutable<std::string>();
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std::string var_file = GenePath(dir, argv);
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std::ifstream fin(var_file);
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PADDLE_ENFORCE(static_cast<bool>(fin), "Cannot open file %s for load op",
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var_file);
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std::getline(fin, var_str);
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fin.close();
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VLOG(3) << " load String argv: " << argv << " value is: " << var_str;
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}
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}
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class CheckpointLoadOp : public framework::OperatorBase {
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public:
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CheckpointLoadOp(const std::string &type,
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@ -48,53 +110,33 @@ class CheckpointLoadOp : public framework::OperatorBase {
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void RunImpl(const framework::Scope &scope,
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const platform::Place &place) const override {
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std::string dir = Attr<std::string>("dir");
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int serial_num = Attr<int>("Serial");
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VLOG(3) << "Load checkpoint from dir: " << dir;
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auto *serial_var = scope.FindVar(SERIAL_VAR);
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serial_var = serial_num;
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VLOG(1) << "CheckpointLoadOp set " << SERIAL_NUMBER
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<< " value: " << serial_num;
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std::string success;
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success.append(dir);
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success.append("/");
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success.append(SUCCESS);
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= GenePath(dir, std::to_string(serial_num));
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VLOG(3) << "Load checkpoint from dir: " << success;
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success = GenePath(success, SUCCESS);
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bool is_present = FileExists(success);
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if (!is_present) {
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VLOG(3) << "can not find _SUCCESS from path: " << success;
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VLOG(1) << "CheckpointLoadOp can not find " << SUCCESS
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<< " from: " << success;
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return;
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}
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VLOG(3) << "Ready to load vars to scope";
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auto inp_var_names = Inputs("X");
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PADDLE_ENFORCE_GT(static_cast<int>(inp_var_names.size()), 0,
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"The number of input variables should be greater than 0");
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// get device context from pool
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platform::DeviceContextPool &pool = platform::DeviceContextPool::Instance();
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auto &dev_ctx = *pool.Get(place);
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// todo (tangwei) made it async
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for (size_t i = 0; i < inp_var_names.size(); i++) {
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auto *var = scope.FindVar(inp_var_names[i]);
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PADDLE_ENFORCE(var != nullptr,
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"Cannot find variable %s for save_combine_op",
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inp_var_names[i]);
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PADDLE_ENFORCE(var->IsType<framework::LoDTensor>(),
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"SaveCombineOp only supports LoDTensor, %s has wrong type",
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inp_var_names[i]);
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std::string var_file;
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var_file.append(dir);
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var_file.append("/");
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var_file.append(inp_var_names[i]);
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VLOG(3) << "ready to load var: " << inp_var_names[i];
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auto *tensor = var->GetMutable<framework::LoDTensor>();
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std::ifstream fin(var_file);
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PADDLE_ENFORCE(static_cast<bool>(fin), "Cannot open file %s for load op",
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var_file);
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framework::DeserializeFromStream(fin, tensor, dev_ctx);
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fin.close();
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VLOG(3) << " load var: " << inp_var_names[i] << " finished";
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}
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LoadInputVars(scope, place, &inp_var_names);
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VLOG(3) << "Ready to load string argv to scope";
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auto argv = Inputs("Argv");
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LoadStringArgv(scope, place, &argv, &dir);
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}
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};
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@ -106,6 +148,10 @@ class CheckpointLoadOpProtoMaker : public framework::OpProtoAndCheckerMaker {
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"X",
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"(vector) Input LoDTensors that need to be saved together in a file.")
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.AsDuplicable();
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AddInput(
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"Argv",
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"(vector) Input LoDTensors that need to be saved together in a file.")
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.AsDuplicable();
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AddComment(R"DOC(
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CheckpointLoad operator
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@ -113,6 +159,9 @@ This operator will serialize and write a list of input LoDTensor variables
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to a file on disk.
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)DOC");
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AddAttr<int>("Serial",
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"(int)"
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"The serial number of the checkpoint will to be load.");
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AddAttr<std::string>(
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"dir",
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"(string)"
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