pdcodegen.cpp 32.9 KB
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#include <boost/algorithm/string.hpp>
#include <boost/scoped_ptr.hpp>
#include <list>
#include <google/protobuf/descriptor.h>
#include <google/protobuf/compiler/plugin.h>
#include <google/protobuf/compiler/code_generator.h>
#include <google/protobuf/io/printer.h>
#include <google/protobuf/io/zero_copy_stream.h>
#include "plugin/strutil.h"
#include "plugin/substitute.h"
#include "pds_option.pb.h"
using std::string;
using google::protobuf::Descriptor;
using google::protobuf::FileDescriptor;
using google::protobuf::FieldDescriptor;
using google::protobuf::MethodDescriptor;
using google::protobuf::ServiceDescriptor;
using google::protobuf::compiler::CodeGenerator;
using google::protobuf::compiler::GeneratorContext;
using google::protobuf::HasSuffixString;
using google::protobuf::StripSuffixString;
namespace google {
namespace protobuf {
string dots_to_colons(const string& name) {
    return StringReplace(name, ".", "::", true);
}
string full_class_name(const Descriptor* descriptor) {
    // Find "outer", the descriptor of the top-level message in which
    // "descriptor" is embedded.
    const Descriptor* outer = descriptor;
    while (outer->containing_type() != NULL) {
        outer = outer->containing_type();
    }
    return outer->full_name();
}
}
}
string strip_proto(const string& filename) {
    if (HasSuffixString(filename, ".protolevel")) {
        return StripSuffixString(filename, ".protolevel"); 
    } else {
        return StripSuffixString(filename, ".proto");
    }
}
void string_format(std::string& source) {
    size_t len = source.length();
    std::string sep = "_";
    for (int i = 0; i < len; i++) {
        if (source[i] >= 'A' && source[i] <= 'Z') {
            source[i] += 32;
            if (i == 0) {
                continue;
            }
            source.insert(i, sep);
            i++;
            len++;
        }
    }
}
bool valid_service_method(const std::vector<const MethodDescriptor*>& methods) {
    if (methods.size() != 2) {
        return false;
    }
    if (methods[0]->name() == "inference" && methods[1]->name() == "debug") {
        return true;
    }
    if (methods[1]->name() == "inference" && methods[0]->name() == "debug") {
        return true;
    }
    return false;
}
class PdsCodeGenerator : public CodeGenerator {
public:
    virtual bool Generate(
            const FileDescriptor* file,
            const string& parameter,
            GeneratorContext* context,
            std::string* error) const {
        const string header = strip_proto(file->name()) + ".pb.h";
        const string body = strip_proto(file->name()) + ".pb.cc";
        bool include_inserted = false;
        for (int i = 0; i < file->service_count(); ++i) {
            const ServiceDescriptor* descriptor = file->service(i);
            if (!descriptor) {
                *error = "get descriptor failed"; 
                return false;
            }
            pds::PaddleServiceOption options 
                = descriptor->options().GetExtension(pds::options);
            bool generate_impl = options.generate_impl();
            bool generate_stub = options.generate_stub();
            if (!generate_impl && !generate_stub) {
                return true;
            }
            if (!include_inserted) {
                boost::scoped_ptr<google::protobuf::io::ZeroCopyOutputStream> output(
                        context->OpenForInsert(header, "includes"));
                google::protobuf::io::Printer printer(output.get(), '$');
                if (generate_impl) {
                    printer.Print("#include \"common/inner_common.h\"\n");
                    printer.Print("#include \"framework/service.h\"\n");
                    printer.Print("#include \"framework/manager.h\"\n");
                    printer.Print("#include \"framework/service_manager.h\"\n"); 
                }
                if (generate_stub) {
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                    printer.Print("#include <brpc/parallel_channel.h>\n");
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                    printer.Print("#include \"factory.h\"\n");
                    printer.Print("#include \"stub.h\"\n");
                    printer.Print("#include \"stub_impl.h\"\n");
                }
                include_inserted = true;
            }
            const std::string& class_name = descriptor->name();
            const std::string& service_name = descriptor->name();
            // xxx.ph.h
            {
                if (generate_impl) {
                    // service scope
                    // namespace scope
                    boost::scoped_ptr<google::protobuf::io::ZeroCopyOutputStream> 
                        output(context->OpenForInsert(header, "namespace_scope"));
                    google::protobuf::io::Printer printer(output.get(), '$');
                    if (!generate_paddle_serving_head(&printer, descriptor, error,
                                service_name, class_name)) {
                        return false;
                    }
                }
                if (generate_stub) {
                    // service class scope
                    
                    // namespace scope
                    {
                        boost::scoped_ptr<google::protobuf::io::ZeroCopyOutputStream> 
                            output(context->OpenForInsert(header, "namespace_scope"));
                        google::protobuf::io::Printer printer(output.get(), '$');
                        if (!generate_paddle_serving_stub_head(&printer, descriptor, error,
                                    service_name, class_name)) {
                            return false;
                        } 
                    }
                }
                
            }
            // xxx.pb.cc
            {
                if (generate_impl) {
                    // service scope
                    // namespace scope
                    boost::scoped_ptr<google::protobuf::io::ZeroCopyOutputStream> 
                        output(context->OpenForInsert(body, "namespace_scope"));
                    google::protobuf::io::Printer printer(output.get(), '$');
                    if (!generate_paddle_serving_body(&printer, descriptor, error, 
                                service_name, class_name)) {
                        return false;
                    }
                }
                if (generate_stub) {
                    // service class scope
                    {
                    }
                    // namespace scope
                    {
                        boost::scoped_ptr<google::protobuf::io::ZeroCopyOutputStream> 
                            output(context->OpenForInsert(body, "namespace_scope"));
                        google::protobuf::io::Printer printer(output.get(), '$');
                        if (!generate_paddle_serving_stub_body(&printer, descriptor, error, 
                                    service_name, class_name)) {
                            return false;
                        } 
                    }
                }
            }
        }
        return true;
    }
private:
    bool generate_paddle_serving_head(
            google::protobuf::io::Printer* printer,
            const ServiceDescriptor* descriptor,
            string *error,
            const std::string& service_name,
            const std::string& class_name) const {
        std::vector<const MethodDescriptor*> methods;
        for (int i = 0; i < descriptor->method_count(); ++i) {
            methods.push_back(descriptor->method(i));
        }
        if (!valid_service_method(methods)) {
            *error = "Service can only contains two methods: inferend, debug";
            return false;  
        }
        std::string variable_name = class_name;
        string_format(variable_name);
        printer->Print(
                "class $name$Impl : public $name$ {\n"
                "public:\n"
                "  virtual ~$name$Impl() {}\n"
                "  static $name$Impl& instance() {\n"
                "    return _s_$variable_name$_impl;\n"
                "  }\n\n"
                "  $name$Impl(const std::string& service_name) {\n"
                "    REGIST_FORMAT_SERVICE(\n"
                "            service_name, &$name$Impl::instance());\n"
                "  }\n\n",
                "name", class_name, "variable_name", variable_name);
        for (int i = 0; i < methods.size(); i++) {
            const MethodDescriptor* m = methods[i];
            printer->Print(
                "  virtual void $name$(google::protobuf::RpcController* cntl_base,\n"
                "          const $input_name$* request,\n"
                "          $output_name$* response,\n"
                "          google::protobuf::Closure* done);\n\n",
                "name", m->name(), 
                "input_name", google::protobuf::dots_to_colons(m->input_type()->full_name()),
                "output_name", google::protobuf::dots_to_colons(m->output_type()->full_name()));
        }
        printer->Print(
                "  static $name$Impl _s_$variable_name$_impl;\n"
                "};", "name", class_name, "variable_name", variable_name);
        return true; 
    }
    bool generate_paddle_serving_body(
            google::protobuf::io::Printer* printer,
            const ServiceDescriptor* descriptor,
            string *error,
            const std::string& service_name,
            const std::string& class_name) const {
        std::vector<const MethodDescriptor*> methods;
        for (int i = 0; i < descriptor->method_count(); ++i) {
            methods.push_back(descriptor->method(i));
        }
        if (!valid_service_method(methods)) {
            *error = "Service can only contains two methods: inferend, debug";
            return false;  
        }
        std::string variable_name = class_name;
        string_format(variable_name);
        for (int i = 0; i < methods.size(); i++) {
            const MethodDescriptor* m = methods[i];
            printer->Print(
                    "void $name$Impl::$method$(\n", 
                    "name", class_name, "method", m->name());
            printer->Print(
                    "        google::protobuf::RpcController* cntl_base,\n"
                    "        const $input_name$* request,\n"
                    "        $output_name$* response,\n"
                    "        google::protobuf::Closure* done) {\n"
                    "   struct timeval tv;\n"
                    "   gettimeofday(&tv, NULL);"
                    "   long start = tv.tv_sec * 1000000 + tv.tv_usec;",
                    "input_name", google::protobuf::dots_to_colons(m->input_type()->full_name()),
                    "output_name", google::protobuf::dots_to_colons(m->output_type()->full_name()));
            if (m->name() == "inference") {
                printer->Print(
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                    "  brpc::ClosureGuard done_guard(done);\n"
                    "  brpc::Controller* cntl = \n"
                    "        static_cast<brpc::Controller*>(cntl_base);\n"
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                    "  ::baidu::paddle_serving::predictor::InferService* svr = \n"
                    "       ::baidu::paddle_serving::predictor::InferServiceManager::instance().item(\"$service$\");\n"
                    "  if (svr == NULL) {\n"
                    "    LOG(ERROR) << \"Not found service: $service$\";\n"
                    "    cntl->SetFailed(404, \"Not found service: $service$\");\n"
                    "    return ;\n"
                    "  }\n"
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                    "  LOG(INFO) << \" remote_side=\[\" << cntl->remote_side() << \"\]\";\n"
                    "  LOG(INFO) << \" local_side=\[\" << cntl->local_side() << \"\]\";\n"
                    "  LOG(INFO) << \" service_name=\[\" << \"$name$\" << \"\]\";\n"
                    "  LOG(INFO) << \" log_id=\[\" << cntl->log_id() << \"\]\";\n"
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                    "  int err_code = svr->inference(request, response);\n"
                    "  if (err_code != 0) {\n"
                    "    LOG(WARNING)\n"
                    "        << \"Failed call inferservice[$name$], name[$service$]\"\n"
                    "        << \", error_code: \" << err_code;\n"
                    "    cntl->SetFailed(err_code, \"InferService inference failed!\");\n"
                    "  }\n"
                    "  gettimeofday(&tv, NULL);\n"
                    "  long end = tv.tv_sec * 1000000 + tv.tv_usec;\n"
                    "  // flush notice log\n"
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                    "  LOG(INFO) << \" tc=\[\" << (end - start) << \"\]\";\n",
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                    "name", class_name, "service", service_name);
            }
            if (m->name() == "debug") {
                printer->Print(
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                    "  brpc::ClosureGuard done_guard(done);\n"
                    "  brpc::Controller* cntl = \n"
                    "        static_cast<brpc::Controller*>(cntl_base);\n"
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                    "  ::baidu::paddle_serving::predictor::InferService* svr = \n"
                    "       ::baidu::paddle_serving::predictor::InferServiceManager::instance().item(\"$service$\");\n"
                    "  if (svr == NULL) {\n"
                    "    LOG(ERROR) << \"Not found service: $service$\";\n"
                    "    cntl->SetFailed(404, \"Not found service: $service$\");\n"
                    "    return ;\n"
                    "  }\n"
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                    "  LOG(INFO) << \" remote_side=\[\" << cntl->remote_side() << \"\]\";\n"
                    "  LOG(INFO) << \" local_side=\[\" << cntl->local_side() << \"\]\";\n"
                    "  LOG(INFO) << \" service_name=\[\" << \"$name$\" << \"\]\";\n"
                    "  LOG(INFO) << \" log_id=\[\" << cntl->log_id() << \"\]\";\n"
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                    "  butil::IOBufBuilder debug_os;\n"
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                    "  int err_code = svr->inference(request, response, &debug_os);\n"
                    "  if (err_code != 0) {\n"
                    "    LOG(WARNING)\n"
                    "        << \"Failed call inferservice[$name$], name[$service$]\"\n"
                    "        << \", error_code: \" << err_code;\n"
                    "    cntl->SetFailed(err_code, \"InferService inference failed!\");\n"
                    "  }\n"
                    "  debug_os.move_to(cntl->response_attachment());\n"
                    "  gettimeofday(&tv, NULL);\n"
                    "  long end = tv.tv_sec * 1000000 + tv.tv_usec;\n"
                    "  // flush notice log\n"
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                    "  LOG(INFO) << \" tc=\[\" << (end - start) << \"\]\";\n"
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                    "  LOG(INFO)\n"
                    "      << \"TC=[\" << (end - start) << \"] Received debug request[log_id=\" << cntl->log_id()\n"
                    "      << \"] from \" << cntl->remote_side()\n"
                    "      << \" to \" << cntl->local_side();\n",
                    "name", class_name, "service", service_name);
            }
            printer->Print("}\n");
        }
        printer->Print(
                "$name$Impl $name$Impl::_s_$variable_name$_impl(\"$service$\");\n",
                "name", class_name, 
                "variable_name", variable_name,
                "service", service_name);
        return true; 
    }
    bool generate_paddle_serving_stub_head(
            google::protobuf::io::Printer* printer,
            const ServiceDescriptor* descriptor,
            string *error,
            const std::string& service_name,
            const std::string& class_name) const {
        printer->Print(
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                "class $name$_StubCallMapper : public brpc::CallMapper {\n"
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                "private:\n"
                "   uint32_t _package_size;\n"
                "   baidu::paddle_serving::sdk_cpp::Stub* _stub_handler;\n"
                "public:\n", "name", class_name);
        printer->Indent();
        printer->Print(
                "$name$_StubCallMapper(uint32_t package_size, baidu::paddle_serving::sdk_cpp::Stub* stub) {\n"
                "   _package_size = package_size;\n"
                "   _stub_handler = stub;\n"
                "}\n", "name", class_name);

        printer->Print(
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                "brpc::SubCall default_map(\n"
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                "        int channel_index,\n"
                "        const google::protobuf::MethodDescriptor* method,\n"
                "        const google::protobuf::Message* request,\n"
                "        google::protobuf::Message* response) {\n"
                "   baidu::paddle_serving::sdk_cpp::TracePackScope scope(\"default_map\", channel_index);",
                "name", class_name);
        printer->Indent();

        if (!generate_paddle_serving_stub_default_map(printer, descriptor, error,
                    service_name, class_name)) {
            return false;
        }

        printer->Outdent();
        printer->Print(
                "}\n");

        printer->Print(
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                "brpc::SubCall sub_package_map(\n"
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                "        int channel_index,\n"
                "        const google::protobuf::MethodDescriptor* method,\n"
                "        const google::protobuf::Message* request,\n"
                "        google::protobuf::Message* response) {\n"
                "   baidu::paddle_serving::sdk_cpp::TracePackScope scope(\"sub_map\", channel_index);",
                "name", class_name);
        printer->Indent();

        std::vector<const FieldDescriptor*> in_shared_fields;
        std::vector<const FieldDescriptor*> in_item_fields;
        const MethodDescriptor* md = descriptor->FindMethodByName("inference");
        if (!md) {
            *error = "not found inference method!";
            return false;
        }
        for (int i = 0; i < md->input_type()->field_count(); ++i) {
            const FieldDescriptor* fd = md->input_type()->field(i);
            if (!fd) {
                *error = "invalid fd at: " + i;
                return false;
            }
            bool pack_on = fd->options().GetExtension(pds::pack_on);
            if (pack_on && !fd->is_repeated()) {
                *error = "Pack fields must be repeated, field: " + fd->name();
                return false;
            }
            if (pack_on) {
                in_item_fields.push_back(fd);
            } else {
                in_shared_fields.push_back(fd);
            }
        }

        if (!generate_paddle_serving_stub_package_map(printer, descriptor, error,
                    service_name, class_name, in_shared_fields, in_item_fields)) {
            return false;
        }
        printer->Outdent();
        printer->Print(
                "}\n");

        printer->Print(
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                "brpc::SubCall Map(\n"
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                "        int channel_index,\n"
                "        const google::protobuf::MethodDescriptor* method,\n"
                "        const google::protobuf::Message* request,\n"
                "        google::protobuf::Message* response) {\n",
                "name", class_name);
        printer->Indent();

        if (in_item_fields.size() <= 0) {
            printer->Print(
                    "// No packed items found in proto file, use default map method\n"
                    "return default_map(channel_index, method, request, response);\n");
        } else {
            printer->Print(
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                    "butil::Timer tt(butil::Timer::STARTED);\n"
                    "brpc::SubCall ret;\n"
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                    "if (_package_size == 0) {\n"
                    "   ret = default_map(channel_index, method, request, response);\n"
                    "} else {\n"
                    "   ret = sub_package_map(channel_index, method, request, response);\n"
                    "}\n"
                    "tt.stop();\n"
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                    "if (ret.flags != brpc::SKIP_SUB_CHANNEL && ret.method != NULL) {\n"
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                    "   _stub_handler->update_latency(tt.u_elapsed(), \"pack_map\");\n"
                    "}\n"
                    "return ret;\n");
        }
        
        printer->Outdent();
        printer->Print("}\n");

        printer->Outdent();
        printer->Print("};\n");
        
        ////////////////////////////////////////////////////////////////
        printer->Print(
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                "class $name$_StubResponseMerger : public brpc::ResponseMerger {\n"
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                "private:\n"
                "   uint32_t _package_size;\n"
                "   baidu::paddle_serving::sdk_cpp::Stub* _stub_handler;\n"
                "public:\n", "name", class_name);
        printer->Indent();
        printer->Print(
                "$name$_StubResponseMerger(uint32_t package_size, baidu::paddle_serving::sdk_cpp::Stub* stub) {\n"
                "   _package_size = package_size;\n"
                "   _stub_handler = stub;\n"
                "}\n", "name", class_name);
        
        printer->Print(
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                "brpc::ResponseMerger::Result default_merge(\n"
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                "        google::protobuf::Message* response,\n"
                "        const google::protobuf::Message* sub_response) {\n"
                "   baidu::paddle_serving::sdk_cpp::TracePackScope scope(\"default_merge\");",
                "name", class_name);
        printer->Indent();
        if (!generate_paddle_serving_stub_default_merger(printer, descriptor, error,
                    service_name, class_name)) {
            return false;
        }
        printer->Outdent();
        printer->Print(
                "}\n");

        printer->Print(
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                "brpc::ResponseMerger::Result sub_package_merge(\n"
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                "        google::protobuf::Message* response,\n"
                "        const google::protobuf::Message* sub_response) {\n"
                "   baidu::paddle_serving::sdk_cpp::TracePackScope scope(\"sub_merge\");",
                "name", class_name);
        printer->Indent();
        if (!generate_paddle_serving_stub_package_merger(printer, descriptor, error,
                    service_name, class_name)) {
            return false;
        }
        printer->Outdent();
        printer->Print(
                "}\n");

        printer->Print(
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                "brpc::ResponseMerger::Result Merge(\n"
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                "        google::protobuf::Message* response,\n"
                "        const google::protobuf::Message* sub_response) {\n",
                "name", class_name);
        printer->Indent();
        printer->Print(
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                "butil::Timer tt(butil::Timer::STARTED);\n"
                "brpc::ResponseMerger::Result ret;"
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                "if (_package_size <= 0) {\n"
                "    ret = default_merge(response, sub_response);\n"
                "} else {\n"
                "    ret = sub_package_merge(response, sub_response);\n"
                "}\n"
                "tt.stop();\n"
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                "if (ret != brpc::ResponseMerger::FAIL) {\n"
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                "   _stub_handler->update_latency(tt.u_elapsed(), \"pack_merge\");\n"
                "}\n"
                "return ret;\n");
        printer->Outdent();
        printer->Print("}\n");

        printer->Outdent();
        printer->Print("};\n");
        return true;
    }
    bool generate_paddle_serving_stub_default_map(
            google::protobuf::io::Printer* printer,
            const ServiceDescriptor* descriptor,
            string *error,
            const std::string& service_name,
            const std::string& class_name) const {
        printer->Print(
                "if (channel_index > 0) { \n"
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                "   return brpc::SubCall::Skip();\n"
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                "}\n");
        printer->Print(
                "google::protobuf::Message* cur_res = _stub_handler->fetch_response();\n"
                "if (cur_res == NULL) {\n"
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                "   LOG(INFO) << \"Failed fetch response from stub handler, new it\";\n"
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                "   cur_res = response->New();\n"
                "   if (cur_res == NULL) {\n"
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                "       LOG(ERROR) << \"Failed new response item!\";\n"
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                "       _stub_handler->update_average(1, \"pack_fail\");\n"
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                "       return brpc::SubCall::Bad();\n"
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                "   }\n"
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                "   return brpc::SubCall(method, request, cur_res, brpc::DELETE_RESPONSE);\n"
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                "}\n");
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                "LOG(INFO) \n"
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                "   << \"[default] Succ map, channel_index: \" << channel_index;\n";
        printer->Print(
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                "return brpc::SubCall(method, request, cur_res, 0);\n"
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                );
        return true;
    }
    bool generate_paddle_serving_stub_default_merger(
            google::protobuf::io::Printer* printer,
            const ServiceDescriptor* descriptor,
            string *error,
            const std::string& service_name,
            const std::string& class_name) const {
        printer->Print(
                "try {\n"
                "   response->MergeFrom(*sub_response);\n"
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                "   return brpc::ResponseMerger::MERGED;\n"
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                "} catch (const std::exception& e) {\n"
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                "   LOG(ERROR) << \"Merge failed.\";\n"
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                "   _stub_handler->update_average(1, \"pack_fail\");\n"
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                "   return brpc::ResponseMerger::FAIL;\n"
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                "}\n");
        return true;
    }
    bool generate_paddle_serving_stub_package_map(
            google::protobuf::io::Printer* printer,
            const ServiceDescriptor* descriptor,
            string *error,
            const std::string& service_name,
            const std::string& class_name,
            std::vector<const FieldDescriptor*>& in_shared_fields,
            std::vector<const FieldDescriptor*>& in_item_fields) const {
        const MethodDescriptor* md = descriptor->FindMethodByName("inference");
        if (!md) {
            *error = "not found inference method!";
            return false;
        }

        printer->Print(
                "const $req_type$* req \n"
                "       = dynamic_cast<const $req_type$*>(request);\n"
                "$req_type$* sub_req = NULL;",
                "req_type", google::protobuf::dots_to_colons(
                    md->input_type()->full_name()));

        

        // 1. pack fields 逐字段计算index范围,并从req copy值sub_req
        printer->Print("\n// 1. 样本字段(必须为repeated类型)按指定下标复制\n");
        for (uint32_t ii = 0; ii < in_item_fields.size(); ii++) {
            const FieldDescriptor* fd = in_item_fields[ii];
            std::string field_name = fd->name();
            printer->Print("\n/////$field_name$\n", "field_name", field_name);
            if (ii == 0) {
                printer->Print(
                        "uint32_t total_size = req->$field_name$_size();\n"
                        "if (channel_index == 0) {\n"
                        "   _stub_handler->update_average(total_size, \"item_size\");\n"
                        "}\n", "field_name", field_name);

                printer->Print(
                        "int start = _package_size * channel_index;\n"
                        "if (start >= total_size) {\n"
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                        "   return brpc::SubCall::Skip();\n"
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                        "}\n"
                        "int end = _package_size * (channel_index + 1);\n"
                        "if (end > total_size) {\n"
                        "   end = total_size;\n"
                        "}\n");

                printer->Print(
                        "sub_req = dynamic_cast<$req_type$*>(_stub_handler->fetch_request());\n"
                        "if (sub_req == NULL) {\n"
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                        "    LOG(ERROR) << \"failed fetch sub_req from stub.\";\n"
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                        "    _stub_handler->update_average(1, \"pack_fail\");\n"
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                        "    return brpc::SubCall::Bad();\n"
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                        "}\n",
                        "name", class_name, "req_type", google::protobuf::dots_to_colons(
                            md->input_type()->full_name()));

            } else {
                printer->Print(
                        "if (req->$field_name$_size() != total_size) {\n"
616
                        "    LOG(ERROR) << \"pack field size not consistency: \"\n"
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                        "               << total_size << \"!=\" << req->$field_name$_size()\n"
                        "               << \", field: $field_name$.\";\n"
                        "    _stub_handler->update_average(1, \"pack_fail\");\n"
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                        "    return brpc::SubCall::Bad();\n"
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                        "}\n", "field_name", field_name); 
            }

            printer->Print("for (uint32_t i = start; i < end; ++i) {\n");
            printer->Indent();
            if (fd->cpp_type() == google::protobuf::FieldDescriptor::CPPTYPE_MESSAGE) {
                printer->Print(
                        "sub_req->add_$field_name$()->CopyFrom(req->$field_name$(i));\n",
                        "field_name", field_name);
            } else {
                printer->Print(
                        "sub_req->add_$field_name$(req->$field_name$(i));\n",
                        "field_name", field_name); 
            }
            printer->Outdent();
            printer->Print("}\n");
        }

        // 2. shared fields逐字段从req copy至sub_req
        printer->Print("\n// 2. 共享字段,从req逐个复制到sub_req\n");
        if (in_item_fields.size() == 0) {
            printer->Print(
                    "if (sub_req == NULL) { // no packed items\n"
                    "   sub_req = dynamic_cast<$req_type$*>(_stub_handler->fetch_request());\n"
                    "   if (!sub_req) {\n"
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                    "       LOG(ERROR) << \"failed fetch sub_req from stub handler.\";\n"
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                    "       _stub_handler->update_average(1, \"pack_fail\");\n"
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                    "       return brpc::SubCall::Bad();\n"
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                    "   }\n"
                    "}\n", "req_type", google::protobuf::dots_to_colons(
                            md->input_type()->full_name()));
        }
        for (uint32_t si = 0; si < in_shared_fields.size(); si++) {
            const FieldDescriptor* fd = in_shared_fields[si];
            std::string field_name = fd->name();
            printer->Print("\n/////$field_name$\n", "field_name", field_name);
            if (fd->is_optional()) {
                printer->Print(
                        "if (req->has_$field_name$()) {\n", "field_name", field_name); 
                printer->Indent();
            }
            if (fd->cpp_type() == google::protobuf::FieldDescriptor::CPPTYPE_MESSAGE || fd->is_repeated()) {
                printer->Print(
                        "sub_req->mutable_$field_name$()->CopyFrom(req->$field_name$());\n",
                        "field_name", field_name);
            } else {
                printer->Print(
                        "sub_req->set_$field_name$(req->$field_name$());\n",
                        "field_name", field_name);
            }
            if (fd->is_optional()) {
                printer->Outdent();
                printer->Print("}\n");
            }
        }
        
        printer->Print(
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                "LOG(INFO)\n"
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                "   << \"[pack] Succ map req at: \"\n"
                "   << channel_index;\n");
        printer->Print(
                "google::protobuf::Message* sub_res = _stub_handler->fetch_response();\n"
                "if (sub_res == NULL) {\n"
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                "    LOG(ERROR) << \"failed create sub_res from res.\";\n"
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                "    _stub_handler->update_average(1, \"pack_fail\");\n"
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                "    return brpc::SubCall::Bad();\n"
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                "}\n"
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                "return brpc::SubCall(method, sub_req, sub_res, 0);\n");
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        return true;
    }
    bool generate_paddle_serving_stub_package_merger(
            google::protobuf::io::Printer* printer,
            const ServiceDescriptor* descriptor,
            string *error,
            const std::string& service_name,
            const std::string& class_name) const {
        return generate_paddle_serving_stub_default_merger(
                printer, descriptor, error, service_name, class_name);
    }
    bool generate_paddle_serving_stub_body(
            google::protobuf::io::Printer* printer,
            const ServiceDescriptor* descriptor,
            string *error,
            const std::string& service_name,
            const std::string& class_name) const {
        std::vector<const MethodDescriptor*> methods;
        for (int i = 0; i < descriptor->method_count(); ++i) {
            methods.push_back(descriptor->method(i));
        }
        if (!valid_service_method(methods)) {
            *error = "Service can only contains two methods: inferend, debug";
            return false;  
        }

        const MethodDescriptor* md = methods[0];
        std::map<string, string> variables;
        variables["name"] = class_name;
        variables["req_type"] = google::protobuf::dots_to_colons(md->input_type()->full_name());
        variables["res_type"] = google::protobuf::dots_to_colons(md->output_type()->full_name());
        variables["fullname"] = descriptor->full_name();
        printer->Print(variables,
                "REGIST_STUB_OBJECT_WITH_TAG(\n"
                "       $name$_Stub,\n"
                "       $name$_StubCallMapper,\n"
                "       $name$_StubResponseMerger,\n"
                "       $req_type$,\n"
                "       $res_type$,\n"
                "       \"$fullname$\");\n");
        variables.clear();
        return true;
    }
};
int main(int argc, char** argv) {
    PdsCodeGenerator generator;
    return google::protobuf::compiler::PluginMain(argc, argv, &generator);
};