ROS与科大讯飞语音库集成:实现语音控制机器人小车
前言
从这篇文章开始,我们学习机器人语音的交互,我们将在ROS上集成科大讯飞的中文语音库,实现语音控制机器人小车运动。 关于语音识别和语音合成的原理 ,这里就不在赘述,有兴趣的朋友可以自己利用时间去学习和深究。这里提醒,本文的测试环境是ubuntu20.04 + ros noetic 。
开发过程
下载科大讯飞语音库
(1)首先登陆讯飞开放平台:讯飞开放平台 ,注册后,点击控制台进入。
(2)然后创建应用并下载linux sdk,更具体的操作可以参考:讯飞语音识别和唤醒开发示例
左边是创建应用,右边是下载SDK。
(3)最后得到自己专属的sdk,我的是:Linux_iat1227_tts_online1227_bb839ccf.zip,其中 bb839ccf 是专属bb839ccf。下面我们将把这套 sdk 集成到 robot_voice 样例中,这里不对这个 zip 包内容进行展开讲解。
robot_voice 之语音控制机器人小车移动样例
(1)我们将实现两个应用,第一个就是本文的语音控制机器人小车移动,拓扑图如下:
voice_detector:负责语音识别,将语音转换为文字,并作为 client,通过 human_chatter 服务,发给 robot_controller 。
robot_controller:作为 human_chatter 服务 server,接收 voice_detector 发来的文字化的指令,并生成对应的语音播报文字和控车命令。前者通过 str2voice 服务,发给 voice_creator,后者通过 /cmd_vel topic,发给 mbot_gazebo。
voice_creator:作为 str2voice 服务server,接收 robot_controller 发来的语音播报文字,合成语音文件并播放。
mbot_gazebo:作为机器人小车,接收 /cmd_vel topic,并调整运动状态。
(2)安装环境
unzip Linux_iat1227_tts_online1227_bb839ccf.zip
sudo cp libs/x64/libmsc.so /usr/lib/
sudo apt update
sudo apt install sox
sudo apt install libsox-fmt-all
SoX, 全称 Sound eXchange,被官方称为 “the Swiss Army knife of audio manipulation”。
它是一个强大的用于转换和处理声音文件的库。因其操作简单且功能强大,广泛应用在音频数据的处理和分析中。
除此之外,我在编译讯飞样例时,遇到了:
linuxrec.c:12:10: fatal error: alsa/asoundlib.h: No such file or directory
解决方式是:
sudo apt-get install libasound2-dev
ALSA,全称Advanced Linux Sound Architecture (ALSA) 库,用于处理音频设备。
(3)创建 robot_voice 及相关文件
cd ~/catkin_ws/src
catkin_create_pkg robot_voice roscpp rospy std_msgs geometry_msgs message_generation message_runtime
cd robot_voice
mkdir srv launch
touch srv/StringToVoice.srv launch/voice_control_robot.launch
touch src/voice_detector.cpp src/robot_controller.cpp src/voice_creator.cpp
mkdir ifly_voice include/ifly_voice
请将 Linux_iat1227_tts_online1227_bb839ccf.zip 中的相关文件,分别移入相关目录,供编译使用,如下图:
(4)voice_detector.cpp
#include <ros/ros.h>
#include <stdio.h>
#include <signal.h>
#include <stdlib.h>
#include <string.h>
#include <unistd.h>
#include "ifly_voice/qisr.h"
#include "ifly_voice/qtts.h"
#include "ifly_voice/msp_cmn.h"
#include "ifly_voice/formats.h"
#include "ifly_voice/msp_errors.h"
#include "ifly_voice/speech_recognizer.h"
#include <std_msgs/String.h>
#include <robot_voice/StringToVoice.h>
class Helper {
public:
static void SignalHandler(int signal) {
ROS_INFO("\nCaught signal %d. Exiting gracefully...\n", signal);
exit(0);
}
};
class VoiceDetector {
public:
VoiceDetector() {
ROS_INFO("VoiceDetector Constructor");
}
~VoiceDetector() {
ROS_INFO("VoiceDetector Destructor");
}
int Init() {
int ret = MSP_SUCCESS;
ret = MSPLogin(NULL, NULL, login_params_.c_str());
if (MSP_SUCCESS != ret) {
ROS_ERROR("MSPLogin failed , Error code %d", ret);
MSPLogout(); // Logout...
return -1;
}
ROS_INFO("VoiceDetector MSP Login for update, waiting for seconds...");
return 0;
}
static void JoinTxt(const char *result, char is_last) {
if (result) {
std::string slice_txt = result;
VoiceDetector::voice_txt_ += slice_txt;
}
if (is_last) {
printf("voice txt : %s\n", VoiceDetector::voice_txt_.c_str());
}
}
static void InitSpeech() {
VoiceDetector::voice_txt_ = "";
printf("clear cache, start Listening...\n");
}
static void EndSpeech(int reason) {
if (reason == END_REASON_VAD_DETECT) {
printf("\nSpeaking done \n");
} else {
printf("\nRecognizer error %d\n", reason);
}
}
int SpeechOnce() {
int ret;
int i = 0;
struct speech_rec iat;
struct speech_rec_notifier recnotifier = {
JoinTxt,
InitSpeech,
EndSpeech
};
ret = sr_init(&iat, session_begin_params_.c_str(), SR_MIC, &recnotifier);
if (ret) {
ROS_ERROR("speech recognizer init failed");
return -1;
}
ret = sr_start_listening(&iat);
if (ret) {
printf("start listen failed %d\n", ret);
}
/* demo 15 seconds recording */
sleep(10);
ret = sr_stop_listening(&iat);
if (ret) {
printf("stop listening failed %d\n", ret);
}
sr_uninit(&iat);
return 0;
}
static std::string get_voice_txt_() {
return voice_txt_;
}
private:
const std::string login_params_ = "appid = bb839ccf, work_dir = .";
const std::string session_begin_params_ =
"sub = iat, domain = iat, language = zh_cn, "
"accent = mandarin, sample_rate = 16000, "
"result_type = plain, result_encoding = utf8";
const uint32_t BufferSize = 4096;
uint64_t g_buffersize = BufferSize;
static std::string voice_txt_;
};
std::string VoiceDetector::voice_txt_ = "";
int main(int argc, char* argv[]) {
int ret = 0;
ros::init(argc, argv, "voice_detector");
ros::NodeHandle nh;
// 创建 human_chatter 服务client
ros::ServiceClient client_ = nh.serviceClient<robot_voice::StringToVoice>("human_chatter");
if (signal(SIGINT, Helper::SignalHandler) == SIG_ERR) {
return -1;
}
VoiceDetector vd;
ret = vd.Init();
if (ret < 0) {
return -1;
}
while (1) {
// 一次聆听
ret = vd.SpeechOnce();
if (ret < 0) {
return -1;
}
// 获取当次聆听得到的内容
std::string voice_txt = VoiceDetector::get_voice_txt_();
if (voice_txt == "") {
printf("voice_txt is empty, do not send chatter\n");
continue;
} else if (voice_txt.find("结束") != std::string::npos) {
break;
}
// 通过 human_chatter 服务,发给robot_controller,处理成功后,进入下一轮
robot_voice::StringToVoice::Request req;
robot_voice::StringToVoice::Response resp;
req.data = voice_txt;
bool ok = client_.call(req, resp);
if (ok) {
printf("send human_chatter service success: %s\n", req.data.c_str());
} else {
printf("failed to send human_chatter service\n");
}
}
ros::spin();
return 0;
}
(5)robot_controller.cpp
#include <stdio.h>
#include <signal.h>
#include <stdlib.h>
#include <string.h>
#include <unistd.h>
#include <ros/ros.h>
#include <std_msgs/String.h>
#include <geometry_msgs/Twist.h>
#include <robot_voice/StringToVoice.h>
class RobotController {
public:
RobotController() {
ROS_INFO("RobotController Constructor");
}
~RobotController() {
ROS_INFO("RobotController Destructor");
}
int Init(ros::NodeHandle& nh) {
cmd_pub_ = nh.advertise<geometry_msgs::Twist>("/cmd_vel", 1000);
client_ = nh.serviceClient<robot_voice::StringToVoice>("str2voice");
return 0;
}
void ToDownstream(const std::string& answer_txt, float linear_x, float angular_z) {
// 通过 str2voice 服务和 /cmd_vel topic向下游 voice_creator 和 mbot_gazebo 发送
robot_voice::StringToVoice::Request req;
robot_voice::StringToVoice::Response resp;
req.data = answer_txt;
bool ok = client_.call(req, resp);
if (ok) {
printf("send str2voice service success: %s, and pub cmd_vel\n", req.data.c_str());
geometry_msgs::Twist msg;
msg.linear.x = linear_x;
msg.angular.z = angular_z;
cmd_pub_.publish(msg);
} else {
ROS_ERROR("failed to send str2voice service");
}
}
bool ChatterCallbback(robot_voice::StringToVoice::Request &req, robot_voice::StringToVoice::Response &resp) {
printf("i received: %s\n", req.data.c_str());
std::string voice_txt = req.data;
// 根据指令关键字,发送对应的语音播包文字和 cmd_vel 命令
if (voice_txt.find("前") != std::string::npos) {
ToDownstream("小车请向前跑", 0.3, 0);
} else if (voice_txt.find("后") != std::string::npos) {
ToDownstream("小车请向后倒", -0.3, 0);
} else if (voice_txt.find("左") != std::string::npos) {
ToDownstream("小车请向左转", 0, 0.3);
} else if (voice_txt.find("右") != std::string::npos) {
ToDownstream("小车请向右转", 0, -0.3);
} else if (voice_txt.find("转") != std::string::npos) {
ToDownstream("小车请打转", 0.3, -0.3);
}
resp.success = true;
return resp.success;
}
void Start(ros::NodeHandle& nh) {
// 申明 human_chatter 服务,ChatterCallbback是回调函数
chatter_server_ = nh.advertiseService("human_chatter", &RobotController::ChatterCallbback, this);
}
private:
ros::ServiceServer chatter_server_;
ros::Publisher cmd_pub_;
ros::ServiceClient client_;
};
int main(int argc, char* argv[]) {
int ret = 0;
ros::init(argc, argv, "voice_controller");
ros::NodeHandle nh;
RobotController rc;
rc.Init(nh);
printf("this is a voice controller app for robot, you can say: 向前, 向后, 向左, 向右, 转圈, 结束\n");
rc.Start(nh);
ros::spin();
return 0;
}
(6)voice_creator.cpp
#include <ros/ros.h>
#include <stdio.h>
#include <signal.h>
#include <stdlib.h>
#include <string.h>
#include <unistd.h>
#include "ifly_voice/qisr.h"
#include "ifly_voice/qtts.h"
#include "ifly_voice/msp_cmn.h"
#include "ifly_voice/formats.h"
#include "ifly_voice/msp_errors.h"
#include "ifly_voice/speech_recognizer.h"
#include <robot_voice/StringToVoice.h>
class Helper {
public:
static void SignalHandler(int signal) {
ROS_INFO("\nCaught signal %d. Exiting gracefully...\n", signal);
exit(0);
}
};
class VoiceCreator {
public:
VoiceCreator() {
ROS_INFO("VoiceCreator Constructor");
}
~VoiceCreator() {
ROS_INFO("VoiceCreator Destructor ");
}
int Init() {
int ret = MSP_SUCCESS;
ret = MSPLogin(NULL, NULL, login_params_.c_str());
if (MSP_SUCCESS != ret) {
ROS_ERROR("MSPLogin failed , Error code %d", ret);
MSPLogout(); // Logout...
return -1;
}
ROS_INFO("VoiceCreator MSP Login for update, waiting for seconds...");
return 0;
}
int ProcessTxt(std::string& txt) {
int ret = -1;
FILE* fp = NULL;
const char* sessionID = NULL;
unsigned int audio_len = 0;
int synth_status = MSP_TTS_FLAG_STILL_HAVE_DATA;
WavePcmHdr_t wav_hdr = {
{ 'R', 'I', 'F', 'F' },
0,
{'W', 'A', 'V', 'E'},
{'f', 'm', 't', ' '},
16,
1,
1,
16000,
32000,
2,
16,
{'d', 'a', 't', 'a'},
0
};
const char* src_text = txt.c_str();
const char* des_path = filename_.c_str();
const char* params = session_begin_params_.c_str();
if (NULL == src_text || NULL == des_path) {
ROS_ERROR("params is error!");
return ret;
}
fp = fopen(des_path, "wb");
if (NULL == fp) {
ROS_ERROR("open %s error", des_path);
return ret;
}
/* 开始合成 */
sessionID = QTTSSessionBegin(params, &ret);
if (MSP_SUCCESS != ret) {
ROS_ERROR("QTTSSessionBegin failed, error code: %d", ret);
fclose(fp);
return ret;
}
ret = QTTSTextPut(sessionID, src_text, (unsigned int)strlen(src_text), NULL);
if (MSP_SUCCESS != ret) {
ROS_ERROR("QTTSTextPut failed, error code: %d",ret);
QTTSSessionEnd(sessionID, "TextPutError");
fclose(fp);
return ret;
}
printf("正在合成 ...\n");
fwrite(&wav_hdr, sizeof(wav_hdr) ,1, fp); //添加wav音频头,使用采样率为16000
while (1) {
/* 获取合成音频 */
const void* data = QTTSAudioGet(sessionID, &audio_len, &synth_status, &ret);
if (MSP_SUCCESS != ret) {
break;
}
if (NULL != data) {
fwrite(data, audio_len, 1, fp);
wav_hdr.data_size += audio_len; //计算data_size大小
}
if (MSP_TTS_FLAG_DATA_END == synth_status) {
break;
}
printf(">");
usleep(150*1000); //防止频繁占用CPU
}
printf("\n");
if (MSP_SUCCESS != ret) {
ROS_ERROR("QTTSAudioGet failed, error code: %d",ret);
QTTSSessionEnd(sessionID, "AudioGetError");
fclose(fp);
return ret;
}
/* 修正wav文件头数据的大小 */
wav_hdr.size_8 += wav_hdr.data_size + (sizeof(wav_hdr) - 8);
/* 将修正过的数据写回文件头部,音频文件为wav格式 */
fseek(fp, 4, 0);
fwrite(&wav_hdr.size_8,sizeof(wav_hdr.size_8), 1, fp); //写入size_8的值
fseek(fp, 40, 0); //将文件指针偏移到存储data_size值的位置
fwrite(&wav_hdr.data_size,sizeof(wav_hdr.data_size), 1, fp); //写入data_size的值
fclose(fp);
fp = NULL;
/* 合成完毕 */
ret = QTTSSessionEnd(sessionID, "Normal");
if (MSP_SUCCESS != ret) {
ROS_ERROR("QTTSSessionEnd failed, error code: %d", ret);
return ret;
}
// 播放语音文件
fp = popen(play_cmd_.c_str(),"r");
if (fp == NULL) {
ROS_ERROR("play /tmp/tts_sample.wav failed");
return -1;
}
sleep(1);
pclose(fp);
return 0;
}
bool Speeking(robot_voice::StringToVoice::Request &req, robot_voice::StringToVoice::Response &resp) {
int ret = -1;
ret = ProcessTxt(req.data);
if (MSP_SUCCESS != ret) {
ROS_ERROR("AnswerVoice failed, error code: %d", ret);
resp.success = false;
return false;
} else {
resp.success = true;
}
return resp.success;
}
void Start(ros::NodeHandle& nh) {
// 申明 str2voice 服务
server_ = nh.advertiseService("str2voice", &VoiceCreator::Speeking, this);
}
private:
ros::ServiceServer server_;
const std::string login_params_ = "appid = bb839ccf, work_dir = .";
const std::string session_begin_params_ =
"voice_name = xiaoyan, text_encoding = utf8, "
"sample_rate = 16000, speed = 50, volume = 50, "
"pitch = 50, rdn = 2";
//合成的语音文件名称
const std::string filename_ = "/tmp/tts_sample.wav";
//语音播放命令
const std::string play_cmd_ = "play /tmp/tts_sample.wav";
/* wav音频头部格式 */
typedef struct WavePcmHdr {
char riff[4]; // = "RIFF"
int size_8; // = FileSize - 8
char wave[4]; // = "WAVE"
char fmt[4]; // = "fmt "
int fmt_size; // = 下一个结构体的大小 : 16
short int format_tag; // = PCM : 1
short int channels; // = 通道数 : 1
int samples_per_sec; // = 采样率 : 8000 | 6000 | 11025 | 16000
int avg_bytes_per_sec; // = 每秒字节数 : samples_per_sec * bits_per_sample / 8
short int block_align; // = 每采样点字节数 : wBitsPerSample / 8
short int bits_per_sample; // = 量化比特数: 8 | 16
char data[4]; // = "data";
int data_size; // = 纯数据长度 : FileSize - 44
} WavePcmHdr_t;
};
int main(int argc, char ** argv) {
int ret = 0;
ros::init(argc, argv, "voice_creator");
ros::NodeHandle nh;
if (signal(SIGINT, Helper::SignalHandler) == SIG_ERR) {
return -1;
}
VoiceCreator vc;
ret = vc.Init();
if (ret < 0) {
return -1;
}
vc.Start(nh);
ros::spin();
return 0;
}
(7)StringToVoice.srv , voice_control_robot.launch 和 CMakeLists.txt
StringToVoice.srv
string data
---
bool success
voice_control_robot.launch
<launch>
<node
pkg="robot_voice"
type="voice_creator"
name="voice_creator"
output="screen"
/>
<node
pkg="robot_voice"
type="robot_controller"
name="robot_controller"
output="screen"
/>
<node
pkg="robot_voice"
type="voice_detector"
name="voice_detector"
launch-prefix="bash -c 'sleep 5; $0 $@'"
output="screen"
/>
</launch>
CMakeLists.txt
cmake_minimum_required(VERSION 3.0.2)
project(robot_voice)
add_compile_options(-std=c++11)
find_package(catkin REQUIRED COMPONENTS
roscpp
rospy
std_msgs
geometry_msgs
message_generation
)
add_service_files(
FILES
StringToVoice.srv
)
generate_messages(
DEPENDENCIES
std_msgs
)
catkin_package(
CATKIN_DEPENDS message_runtime roscpp rospy std_msgs
)
include_directories(
include
${catkin_INCLUDE_DIRS}
)
add_executable(voice_detector
src/voice_detector.cpp
ifly_voice/speech_recognizer.c
ifly_voice/linuxrec.c)
add_executable(robot_controller src/robot_controller.cpp)
add_executable(voice_creator src/voice_creator.cpp)
add_dependencies(voice_detector ${PROJECT_NAME}_generate_messages_cpp)
target_link_libraries(voice_detector
${catkin_LIBRARIES}
libmsc.so -ldl -lpthread -lm -lrt -lasound
)
add_dependencies(robot_controller ${PROJECT_NAME}_generate_messages_cpp)
target_link_libraries(robot_controller
${catkin_LIBRARIES}
)
add_dependencies(voice_creator ${PROJECT_NAME}_generate_messages_cpp)
target_link_libraries(voice_creator
${catkin_LIBRARIES}
libmsc.so -ldl -pthread
)
(8)编译并运行(运行时请注意电脑网络通畅!)
cd ~/catkin_ws/
catkin_make -DCATKIN_WHITELIST_PACKAGES="robot_voice;mbot_gazebo"
source devel/setup.bash
roslaunch mbot_gazebo view_mbot_gazebo.launch
// 再开一个窗口
source devel/setup.bash
roslaunch robot_voice voice_control_robot.launch
视频截图
(9)在开发调试过程中,出现了如下编译报错
internal compiler error: Illegal instruction
不得已,更新了gcc版本,问题解决
sudo apt-get install gcc-10
sudo apt-get install g++-10
cd /usr/bin
sudo rm gcc g++
sudo ln -s gcc-10 gcc
sudo ln -s g++-10 g++
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