百度unit
百度UNIT 机器人多轮对话技能创建以及API调用
基于百度unit2.0 版本，实现简单的多轮人机对话功能
创建机器人必备条件
- 确定有哪些技能
例如：查询天气、订票、讲故事等，以畅越冰激凌套餐营销话术为例
创建技能
- 确定技能包含的意图
分析是任务型、闲聊型还是问答型。
任务型： 将用户意图的关键词参数化成词槽，完成任务。例如订票、退票、办理业务等
问答型：有固定答案的对话，回答比较明确。例如业务咨询，套餐查询
闲聊型： 没有明确的意图或者任务只是随意聊天
分析营销话术属于任务型，以推销套餐为任务的意图。
流程图：
- 确定意图包含的词槽
词槽：类似参数
- 为词槽添加词典
注意如果词槽之间词典有重复的词语，会出现意图无法识别问题
- 为意图创建规则
例如：对话中必须出现词槽中的词才会转到意图；一个意图可以匹配多个规则
- 创建对话模板
不创建对话模板或者对话集，意图无法生效
- 训练模型
通过技能训练将定义好的意图训练成模型，通过测试可以优化词槽或者修改规则优化模型
调用API
调用技能前提需要创建应用，获取API key 和Secret Key；使用两个key值获取调用api的token。
- 必备条件
- token, 获取token需要API key 和Secret Key
- 调用Api地址
- 技能Id
- 调用实例
参考代码地址
部分代码。参考上述代码，实现多轮对话调用：
获取token
/**
* 获取token类
*/
public class AuthService {
/**
* 获取权限token
* @return 返回示例：
* {
* "access_token": "24.460da4889caad24cccdb1fea17221975.2592000.1491995545.282335-1234567",
* "expires_in": 2592000
* }
*/
public static String getAuth() {
// 官网获取的 API Key 更新为你注册的
String clientid = "yRPuMmY6vbYVra0w8GhozQBF";
// 官网获取的 Secret Key 更新为你注册的
String clientSecret = "SNNVQ8ZqIob4XAQTEsVMkZ0uXKE9Amys";
return getAuth(clientId, clientSecret);
}
/**
* 获取API访问token
* 该token有一定的有效期，需要自行管理，当失效时需重新获取.
* @param ak - 百度云官网获取的 API Key
* @param sk - 百度云官网获取的 Securet Key
* @return assess_token 示例：
* "24.460da4889caad24cccdb1fea17221975.2592000.1491995545.282335-1234567"
*/
public static String getAuth(String ak, String sk) {
// 获取token地址
String authHost = "https://aip.baidubce.com/oauth/2.0/token?";
String getAccessTokenUrl = authHost
// 1. grant_type为固定参数
+ "grant_type=client_credentials"
// 2. 官网获取的 API Key
+ "&client_id=" + ak
// 3. 官网获取的 Secret Key
+ "&client_secret=" + sk;
try {
URL realUrl = new URL(getAccessTokenUrl);
// 打开和URL之间的连接
HttpURLConnection connection = (HttpURLConnection) realUrl.openConnection();
connection.setrequestMethod("GET");
connection.connect();
// 获取所有响应头字段
Map<String, List<String>> map = connection.getHeaderfields();
// 遍历所有的响应头字段
// for (String key : map.keySet()) {
// System.err.println(key + "--->" + map.get(key));
// }
// 定义 BufferedReader输入流来读取URL的响应
BufferedReader in = new BufferedReader(new inputstreamreader(connection.getInputStream()));
String result = "";
String line;
while ((line = in.readLine()) != null) {
result += line;
}
/**
* 返回结果示例
*/
// System.err.println("result:" + result);
jsonobject jsonObject = new JSONObject(result);
String access_token = jsonObject.getString("access_token");
return access_token;
} catch (Exception e) {
System.err.printf("获取token失败！");
e.printstacktrace(System.err);
}
return null;
}
}
调用技能：
/*
* unit对话服务
*/
public class UnitService {
/**
* 重要提示代码中所需工具类
* FileUtil,base64Util,HttpUtil,GsonUtils请从
* https://ai.baidu.com/file/658A35ABAB2D404FBF903F64D47C1F72
* https://ai.baidu.com/file/C8D81F3301E24D2892968F09AE1AD6E2
* https://ai.baidu.com/file/544D677F5D4E4F17B4122FBD60DB82B3
* https://ai.baidu.com/file/470B3ACCA3FE43788B5A963BF0B625F3
* 下载
*/
public static String utterance(String query, String botsession) {
// 请求URL
String talkUrl = "https://aip.baidubce.com/rpc/2.0/unit/bot/chat";
//请求的参数用map封装
Map<String , Object> map = new HashMap<>();
Map<String , Object> mapRequest = new HashMap<>();
Map<String , Object> mapQueryInfo = new HashMap<>();
Map<String , Object> mapClientSession = new HashMap<>();
List<String> asrCandidatesList = new ArrayList<>();
List<String> candidateOptionsList = new ArrayList<>();
ObjectMAPPer objectMapper = new ObjectMapper();
map.put("bot_session",botSession);
map.put("log_id",UUID.randomUUID().toString().replaceAll("-", ""));
map.put("request",mapRequest);
/*
* 技能唯一标识，在『我的技能』的技能列表中第一列数字即为bot_id
*/
map.put("bot_id",37819); // 技能id
map.put("version","2.0");
/**
* 系统自动发现不置信意图/词槽，
* 并据此主动发起澄清确认的敏感程度。
* 取值范围：0(关闭)、1(中敏感度)、2(高敏感度)。
* 取值越高BOT主动发起澄清的频率就越高，建议值为1
*/
mapRequest.put("bernard_level",1);
mapRequest.put("query",query);
mapRequest.put("query_info",mapQueryInfo);
mapRequest.put("updates","");
mapRequest.put("user_id","UNIT_WEB_37819");
mapQueryInfo.put("asr_candidates",asrCandidatesList);
// 请求信息来源，可选值："ASR","KEYBOARD"。ASR为语音输入，KEYBOARD为键盘文本输入。针对ASR输入，UNIT平台内置了纠错机制，会尝试解决语音输入中的一些常见错误
mapQueryInfo.put("source","KEYBOARD");
mapQueryInfo.put("type","TEXT");
String clientSession = "";
mapClientSession.put("client_results","");
mapClientSession.put("candidate_options",candidateOptionsList);
try {
clientSession = objectMapper.writeValueAsString(mapClientSession).replace("\"", "\\\\\\\"");
} catch (jsonprocessingException e) {
e.printStackTrace();
}
mapRequest.put("client_session",clientSession);
// System.out.println(clientSession);
try {
// 请求参数
String params = objectMapper.writeValueAsString(map);
// System.out.println(params);
String accessToken = AuthService.getAuth();
String result = HttpUtil.post(talkUrl, accessToken, "application/json", params);
// System.out.println(" result: " + result);
return result;
} catch (Exception e) {
e.printStackTrace();
}
return null;
}
public static void main(String[] args) {
// 实现多伦对话需要将上一轮中的bot-session 作为参数传入
// String result = utterance("对我是");
// String result = utterance("对我是");
//
// while true： 如果返回结果中的 意向是： 结束意向 则将session 更改为空，否则继续下一段对话
// 获取到的bot_session
// String botSerssion = "{\"bot_id\":\"37819\",\"bot_views\":{\"bernard_res\":[{\"action_list\":[{\"action_id\":\"\",\"confidence\":0.0,\"custom_reply\":\"\",\"refine_detail\":{\"clarify_reason\":\"\",\"interact\":\"\",\"option_list\":[]},\"say\":\"\",\"type\":\"understood\"}],\"msg\":\"ok\",\"pre_nlu_outs\":[{\"otags_basic\":[{\"blength\":2,\"boffset\":0,\"eid\":\"\",\"entity_confidence\":0.0,\"etype\":\"user_hello\",\"etypes\":[\"[D:user_hello]\"],\"father_fully_covered\":false,\"father_index\":-1,\"features\":[],\"formal\":\"\",\"formals\":[\"\"],\"length\":1,\"method\":\"[D:user_hello] == [D:user_hello]\",\"name\":\"喂\",\"offset\":0,\"rstatus\":2,\"type_confidence\":10.50},{\"blength\":4,\"boffset\":4,\"eid\":\"\",\"entity_confidence\":0.0,\"etype\":\"user_hello\",\"etypes\":[\"[D:user_hello]\"],\"father_fully_covered\":false,\"father_index\":-1,\"features\":[],\"formal\":\"\",\"formals\":[\"\"],\"length\":1,\"method\":\"[D:user_hello] == [D:user_hello]\",\"name\":\"您好\",\"offset\":2,\"rstatus\":2,\"type_confidence\":10.50}],\"otags_wpcomp\":[],\"polarity\":{\"label\":\"1\",\"pval\":0.9970},\"tokens_basic\":[{\"buffer\":\"喂\",\"length\":2,\"norm_degree\":0.9479930996894836,\"offset\":0,\"type\":34,\"weight\":0.4515353739261627},{\"buffer\":\"，\",\"length\":2,\"norm_degree\":0.0,\"offset\":2,\"type\":37,\"weight\":0.01189841516315937},{\"buffer\":\"您好\",\"length\":4,\"norm_degree\":0.0,\"offset\":4,\"type\":19,\"weight\":0.5365661978721619}],\"tokens_wpcomp\":[{\"buffer\":\"喂\",\"length\":2,\"norm_degree\":0.0,\"offset\":0,\"type\":34,\"weight\":0.4515353739261627},{\"buffer\":\"，\",\"length\":2,\"norm_degree\":0.0,\"offset\":1,\"type\":37,\"weight\":0.2317169010639191},{\"buffer\":\"您好\",\"length\":4,\"norm_degree\":0.0,\"offset\":2,\"type\":19,\"weight\":0.2801815271377563}]}],\"qu_res\":{\"candidates\":[{\"confidence\":100.0,\"domain_confidence\":0.0,\"extra_info\":{\"group_id\":\"25\",\"real_threshold\":\"1\",\"threshold\":\"0.4\"},\"from_who\":\"pow-slu-lev1\",\"intent\":\"INTENTION_1\",\"intent_confidence\":100.0,\"intent_need_clarify\":false,\"match_info\":\"{\\\"group_id\\\":\\\"25\\\",\\\"id\\\":\\\"1958113\\\",\\\"informal_word\\\":\\\"，\\\\t您好\\\",\\\"match_keywords\\\":\\\" \\\",\\\"match_pattern\\\":\\\"喂\\\\t您好\\\",\\\"ori_pattern\\\":\\\"喂\\\\t您好\\\",\\\"ori_slots\\\":{\\\"confidence\\\":100.0,\\\"domain_confidence\\\":0.0,\\\"extra_info\\\":{},\\\"from_who\\\":\\\"smart_qu\\\",\\\"intent\\\":\\\"INTENTION_1\\\",\\\"intent_confidence\\\":100.0,\\\"intent_need_clarify\\\":false,\\\"match_info\\\":\\\"喂 \\\\t您好 \\\",\\\"slots\\\":[]},\\\"real_threshold\\\":1.0,\\\"threshold\\\":0.4000000059604645}\",\"slots\":[]}],\"lexical_analysis\":[{\"basic_word\":[\"喂\"],\"etypes\":[\"[D:user_hello]\"],\"term\":\"喂\",\"type\":\"user_hello\",\"weight\":0.4510},{\"basic_word\":[\"，\"],\"etypes\":[],\"term\":\"，\",\"type\":\"37\",\"weight\":0.0110},{\"basic_word\":[\"您好\"],\"etypes\":[\"[D:user_hello]\"],\"term\":\"您好\",\"type\":\"user_hello\",\"weight\":0.5360}],\"qu_res_chosen\":\"{\\\"confidence\\\":100.0,\\\"domain_confidence\\\":0.0,\\\"extra_info\\\":{\\\"group_id\\\":\\\"25\\\",\\\"real_threshold\\\":\\\"1\\\",\\\"threshold\\\":\\\"0.4\\\"},\\\"from_who\\\":\\\"pow-slu-lev1\\\",\\\"intent\\\":\\\"INTENTION_1\\\",\\\"intent_confidence\\\":100.0,\\\"intent_need_clarify\\\":false,\\\"match_info\\\":\\\"{\\\\\\\"group_id\\\\\\\":\\\\\\\"25\\\\\\\",\\\\\\\"id\\\\\\\":\\\\\\\"1958113\\\\\\\",\\\\\\\"informal_word\\\\\\\":\\\\\\\"，\\\\\\\\t您好\\\\\\\",\\\\\\\"match_keywords\\\\\\\":\\\\\\\" \\\\\\\",\\\\\\\"match_pattern\\\\\\\":\\\\\\\"喂\\\\\\\\t您好\\\\\\\",\\\\\\\"ori_pattern\\\\\\\":\\\\\\\"喂\\\\\\\\t您好\\\\\\\",\\\\\\\"ori_slots\\\\\\\":{\\\\\\\"confidence\\\\\\\":100.0,\\\\\\\"domain_confidence\\\\\\\":0.0,\\\\\\\"extra_info\\\\\\\":{},\\\\\\\"from_who\\\\\\\":\\\\\\\"smart_qu\\\\\\\",\\\\\\\"intent\\\\\\\":\\\\\\\"INTENTION_1\\\\\\\",\\\\\\\"intent_confidence\\\\\\\":100.0,\\\\\\\"intent_need_clarify\\\\\\\":false,\\\\\\\"match_info\\\\\\\":\\\\\\\"喂 \\\\\\\\t您好 \\\\\\\",\\\\\\\"slots\\\\\\\":[]},\\\\\\\"real_threshold\\\\\\\":1.0,\\\\\\\"threshold\\\\\\\":0.4000000059604645}\\\",\\\"slots\\\":[]}\\n\",\"raw_query\":\"喂，您好\",\"sentiment_analysis\":{\"label\":\"1\",\"pval\":0.9970},\"status\":0,\"timestamp\":0},\"schema\":{\"domain_confidence\":0.0,\"intent\":\"INTENTION_1\",\"intent_confidence\":100.0,\"slots\":[]},\"status\":0},{\"action_list\":[{\"action_id\":\"\",\"confidence\":0.0,\"custom_reply\":\"\",\"refine_detail\":{\"clarify_reason\":\"\",\"interact\":\"\",\"option_list\":[]},\"say\":\"\",\"type\":\"understood\"}],\"msg\":\"ok\",\"pre_nlu_outs\":[{\"otags_basic\":[{\"blength\":2,\"boffset\":0,\"eid\":\"\",\"entity_confidence\":0.0,\"etype\":\"user_answer1\",\"etypes\":[\"[D:user_answer1]\"],\"father_fully_covered\":false,\"father_index\":-1,\"features\":[],\"formal\":\"\",\"formals\":[\"\"],\"length\":1,\"method\":\"[D:user_answer1] == [D:user_answer1]\",\"name\":\"对\",\"offset\":0,\"rstatus\":2,\"type_confidence\":10.50},{\"blength\":4,\"boffset\":2,\"eid\":\"\",\"entity_confidence\":0.0,\"etype\":\"user_answer1\",\"etypes\":[\"[D:user_answer1]\"],\"father_fully_covered\":false,\"father_index\":-1,\"features\":[],\"formal\":\"\",\"formals\":[\"\"],\"length\":2,\"method\":\"[D:user_answer1] == [D:user_answer1]\",\"name\":\"我是\",\"offset\":1,\"rstatus\":2,\"type_confidence\":10.50}],\"otags_wpcomp\":[{\"blength\":2,\"boffset\":2,\"eid\":\"\",\"entity_confidence\":0.0,\"etype\":\"sys_coref_person\",\"etypes\":[\"[D:COREF_PERSON]\",\"sys_coref_person\",\"sys_coref_person\"],\"father_fully_covered\":false,\"father_index\":-1,\"features\":[],\"formal\":\"\",\"formals\":[\"\",\"\",\"\"],\"length\":1,\"method\":\"prime_nerl\",\"name\":\"我\",\"offset\":1,\"rstatus\":2,\"type_confidence\":5.0}],\"polarity\":{\"label\":\"1\",\"pval\":0.9040},\"tokens_basic\":[{\"buffer\":\"对\",\"length\":2,\"norm_degree\":0.9113681912422180,\"offset\":0,\"type\":28,\"weight\":0.1299898177385330},{\"buffer\":\"我\",\"length\":2,\"norm_degree\":0.0,\"offset\":2,\"type\":30,\"weight\":0.7122635245323181},{\"buffer\":\"是\",\"length\":2,\"norm_degree\":0.0,\"offset\":4,\"type\":34,\"weight\":0.1577466726303101}],\"tokens_wpcomp\":[{\"buffer\":\"对\",\"length\":2,\"norm_degree\":0.0,\"offset\":0,\"type\":28,\"weight\":0.1299898177385330},{\"buffer\":\"我\",\"length\":2,\"norm_degree\":0.0,\"offset\":1,\"type\":30,\"weight\":0.4211266636848450},{\"buffer\":\"是\",\"length\":2,\"norm_degree\":0.0,\"offset\":2,\"type\":34,\"weight\":0.7122635245323181}]}],\"qu_res\":{\"candidates\":[{\"confidence\":100.0,\"domain_confidence\":0.0,\"extra_info\":{\"group_id\":\"23\",\"real_threshold\":\"1\",\"threshold\":\"0.4\"},\"from_who\":\"pow-slu-lev1\",\"intent\":\"INTENTION_2\",\"intent_confidence\":100.0,\"intent_need_clarify\":false,\"match_info\":\"{\\\"group_id\\\":\\\"23\\\",\\\"id\\\":\\\"1958136\\\",\\\"informal_word\\\":\\\"我\\\\t是\\\",\\\"match_keywords\\\":\\\" \\\",\\\"match_pattern\\\":\\\"[D:user_answer1]\\\\t[D:user_answer1]\\\",\\\"ori_pattern\\\":\\\"[D:user_answer1]\\\\t[D:user_answer1]\\\",\\\"ori_slots\\\":{\\\"confidence\\\":100.0,\\\"domain_confidence\\\":0.0,\\\"extra_info\\\":{},\\\"from_who\\\":\\\"smart_qu\\\",\\\"intent\\\":\\\"INTENTION_2\\\",\\\"intent_confidence\\\":100.0,\\\"intent_need_clarify\\\":false,\\\"match_info\\\":\\\"[D:user_answer1] \\\\t[D:user_answer1] \\\",\\\"slots\\\":[{\\\"begin\\\":0,\\\"confidence\\\":100.0,\\\"father_idx\\\":-1,\\\"length\\\":2,\\\"name\\\":\\\"user_answer1\\\",\\\"need_clarify\\\":false,\\\"normalized_word\\\":\\\"\\\",\\\"original_word\\\":\\\"对\\\",\\\"word_type\\\":\\\"\\\"},{\\\"begin\\\":2,\\\"confidence\\\":100.0,\\\"father_idx\\\":-1,\\\"length\\\":4,\\\"name\\\":\\\"user_answer1\\\",\\\"need_clarify\\\":false,\\\"normalized_word\\\":\\\"\\\",\\\"original_word\\\":\\\"我是\\\",\\\"word_type\\\":\\\"\\\"}]},\\\"real_threshold\\\":1.0,\\\"threshold\\\":0.4000000059604645}\",\"slots\":[{\"begin\":0,\"confidence\":100.0,\"father_idx\":-1,\"length\":2,\"name\":\"user_answer1\",\"need_clarify\":false,\"normalized_word\":\"对\",\"original_word\":\"对\",\"word_type\":\"\"},{\"begin\":2,\"confidence\":100.0,\"father_idx\":-1,\"length\":4,\"name\":\"user_answer1\",\"need_clarify\":false,\"normalized_word\":\"我是\",\"original_word\":\"我是\",\"word_type\":\"\"}]}],\"lexical_analysis\":[{\"basic_word\":[\"对\"],\"etypes\":[\"[D:user_answer1]\"],\"term\":\"对\",\"type\":\"user_answer1\",\"weight\":0.1290},{\"basic_word\":[\"我\",\"是\"],\"etypes\":[\"[D:user_answer1]\"],\"term\":\"我是\",\"type\":\"user_answer1\",\"weight\":0.870}],\"qu_res_chosen\":\"{\\\"confidence\\\":100.0,\\\"domain_confidence\\\":0.0,\\\"extra_info\\\":{\\\"group_id\\\":\\\"23\\\",\\\"real_threshold\\\":\\\"1\\\",\\\"threshold\\\":\\\"0.4\\\"},\\\"from_who\\\":\\\"pow-slu-lev1\\\",\\\"intent\\\":\\\"INTENTION_2\\\",\\\"intent_confidence\\\":100.0,\\\"intent_need_clarify\\\":false,\\\"match_info\\\":\\\"{\\\\\\\"group_id\\\\\\\":\\\\\\\"23\\\\\\\",\\\\\\\"id\\\\\\\":\\\\\\\"1958136\\\\\\\",\\\\\\\"informal_word\\\\\\\":\\\\\\\"我\\\\\\\\t是\\\\\\\",\\\\\\\"match_keywords\\\\\\\":\\\\\\\" \\\\\\\",\\\\\\\"match_pattern\\\\\\\":\\\\\\\"[D:user_answer1]\\\\\\\\t[D:user_answer1]\\\\\\\",\\\\\\\"ori_pattern\\\\\\\":\\\\\\\"[D:user_answer1]\\\\\\\\t[D:user_answer1]\\\\\\\",\\\\\\\"ori_slots\\\\\\\":{\\\\\\\"confidence\\\\\\\":100.0,\\\\\\\"domain_confidence\\\\\\\":0.0,\\\\\\\"extra_info\\\\\\\":{},\\\\\\\"from_who\\\\\\\":\\\\\\\"smart_qu\\\\\\\",\\\\\\\"intent\\\\\\\":\\\\\\\"INTENTION_2\\\\\\\",\\\\\\\"intent_confidence\\\\\\\":100.0,\\\\\\\"intent_need_clarify\\\\\\\":false,\\\\\\\"match_info\\\\\\\":\\\\\\\"[D:user_answer1] \\\\\\\\t[D:user_answer1] \\\\\\\",\\\\\\\"slots\\\\\\\":[{\\\\\\\"begin\\\\\\\":0,\\\\\\\"confidence\\\\\\\":100.0,\\\\\\\"father_idx\\\\\\\":-1,\\\\\\\"length\\\\\\\":2,\\\\\\\"name\\\\\\\":\\\\\\\"user_answer1\\\\\\\",\\\\\\\"need_clarify\\\\\\\":false,\\\\\\\"normalized_word\\\\\\\":\\\\\\\"\\\\\\\",\\\\\\\"original_word\\\\\\\":\\\\\\\"对\\\\\\\",\\\\\\\"word_type\\\\\\\":\\\\\\\"\\\\\\\"},{\\\\\\\"begin\\\\\\\":2,\\\\\\\"confidence\\\\\\\":100.0,\\\\\\\"father_idx\\\\\\\":-1,\\\\\\\"length\\\\\\\":4,\\\\\\\"name\\\\\\\":\\\\\\\"user_answer1\\\\\\\",\\\\\\\"need_clarify\\\\\\\":false,\\\\\\\"normalized_word\\\\\\\":\\\\\\\"\\\\\\\",\\\\\\\"original_word\\\\\\\":\\\\\\\"我是\\\\\\\",\\\\\\\"word_type\\\\\\\":\\\\\\\"\\\\\\\"}]},\\\\\\\"real_threshold\\\\\\\":1.0,\\\\\\\"threshold\\\\\\\":0.4000000059604645}\\\",\\\"slots\\\":[{\\\"begin\\\":0,\\\"confidence\\\":100.0,\\\"father_idx\\\":-1,\\\"length\\\":2,\\\"name\\\":\\\"user_answer1\\\",\\\"need_clarify\\\":false,\\\"normalized_word\\\":\\\"对\\\",\\\"original_word\\\":\\\"对\\\",\\\"word_type\\\":\\\"\\\"},{\\\"begin\\\":2,\\\"confidence\\\":100.0,\\\"father_idx\\\":-1,\\\"length\\\":4,\\\"name\\\":\\\"user_answer1\\\",\\\"need_clarify\\\":false,\\\"normalized_word\\\":\\\"我是\\\",\\\"original_word\\\":\\\"我是\\\",\\\"word_type\\\":\\\"\\\"}]}\\n\",\"raw_query\":\"对我是\",\"sentiment_analysis\":{\"label\":\"1\",\"pval\":0.9040},\"status\":0,\"timestamp\":0},\"schema\":{\"domain_confidence\":0.0,\"intent\":\"INTENTION_2\",\"intent_confidence\":100.0,\"slots\":[{\"begin\":2,\"confidence\":100.0,\"length\":4,\"merge_method\":\"updated\",\"name\":\"user_answer1\",\"normalized_word\":\"我是\",\"original_word\":\"我是\",\"session_offset\":0,\"sub_slots\":[],\"word_type\":\"\"},{\"begin\":0,\"confidence\":100.0,\"length\":2,\"merge_method\":\"updated\",\"name\":\"user_answer1\",\"normalized_word\":\"对\",\"original_word\":\"对\",\"session_offset\":0,\"sub_slots\":[],\"word_type\":\"\"}]},\"status\":0}],\"bernard_status\":[{\"index\":0,\"step\":\"AFTER_DM_TRIGGER\"},{\"index\":1,\"step\":\"AFTER_DM_TRIGGER\"}],\"intervention\":{\"interv_qu_res\":\"\",\"interv_query\":\"\",\"qu_res_interved\":\"\",\"qu_res_original\":\"\",\"query_original\":\"\",\"type\":\"\",\"user_id\":\"\"},\"user_slots\":{\"user_answer1\":{\"state\":2,\"static_slot\":{\"default_state\":0,\"default_tag_name\":\"DEFAULT\",\"example_values\":[],\"extensible\":true,\"name\":\"user_answer1\",\"print\":[\"意图1用户肯定回答\"],\"type\":0,\"update_type\":\"single_turn\",\"weight\":1.0},\"tag_map\":{\"对\":{\"begin\":0,\"confidence\":100.0,\"length\":2,\"merge_method\":\"updated\",\"normalized_name\":\"对\",\"original_name\":\"对\",\"state\":2,\"turn\":0,\"word_type\":\"\"},\"我是\":{\"begin\":2,\"confidence\":100.0,\"length\":4,\"merge_method\":\"updated\",\"normalized_name\":\"我是\",\"original_name\":\"我是\",\"state\":2,\"turn\":0,\"word_type\":\"\"}}}}},\"dialog_state\":{\"contexts\":{},\"intents\":[{\"index\":0,\"name\":\"INTENTION_1\"},{\"index\":1,\"name\":\"INTENTION_2\"}],\"user_slots\":{\"user_answer1\":{\"attrs\":{\"default_state\":0,\"default_tag_name\":\"DEFAULT\",\"example_values\":[],\"extensible\":true,\"name\":\"user_answer1\",\"print\":[\"意图1用户肯定回答\"],\"type\":0,\"update_type\":\"single_turn\",\"weight\":1.0},\"state\":2,\"values\":{\"对\":{\"begin\":0,\"confidence\":100.0,\"length\":2,\"merge_method\":\"updated\",\"normalized_name\":\"对\",\"original_name\":\"对\",\"session_offest\":0,\"state\":2,\"word_type\":\"\"},\"我是\":{\"begin\":2,\"confidence\":100.0,\"length\":4,\"merge_method\":\"updated\",\"normalized_name\":\"我是\",\"original_name\":\"我是\",\"session_offest\":0,\"state\":2,\"word_type\":\"\"}}}}},\"interactions\":[{\"interaction_id\":\"interaction-1551324068880-707575714-8013-72\",\"request\":{\"bernard_level\":1,\"client_session\":\"{\\\\\\\\\\\\\\\"candidate_options\\\\\\\\\\\\\\\":[],\\\\\\\\\\\\\\\"client_results\\\\\\\\\\\\\\\":\\\\\\\\\\\\\\\"\\\\\\\\\\\\\\\"}\",\"hyper_params\":{\"slu_tags\":[]},\"query\":\"喂，您好\",\"query_info\":{\"asr_candidates\":[],\"source\":\"KEYBOARD\",\"type\":\"TEXT\"},\"updates\":\"\",\"user_id\":\"UNIT_WEB_37819\"},\"response\":{\"action_list\":[{\"action_id\":\"intention_1_satisfy\",\"confidence\":100.0,\"custom_reply\":\"\",\"refine_detail\":{\"clarify_reason\":\"\",\"interact\":\"\",\"option_list\":[]},\"say\":\"**先生/女士，您好！我是联通公司客户经理，工号：****，请问您是尾号XXXX机主吗？\",\"type\":\"satisfy\"}],\"msg\":\"ok\",\"qu_res\":{\"candidates\":[{\"confidence\":100.0,\"domain_confidence\":0.0,\"extra_info\":{\"group_id\":\"25\",\"real_threshold\":\"1\",\"threshold\":\"0.4\"},\"from_who\":\"pow-slu-lev1\",\"intent\":\"INTENTION_1\",\"intent_confidence\":100.0,\"intent_need_clarify\":false,\"match_info\":\"{\\\"group_id\\\":\\\"25\\\",\\\"id\\\":\\\"1958113\\\",\\\"informal_word\\\":\\\"，\\\\t您好\\\",\\\"match_keywords\\\":\\\" \\\",\\\"match_pattern\\\":\\\"喂\\\\t您好\\\",\\\"ori_pattern\\\":\\\"喂\\\\t您好\\\",\\\"ori_slots\\\":{\\\"confidence\\\":100.0,\\\"domain_confidence\\\":0.0,\\\"extra_info\\\":{},\\\"from_who\\\":\\\"smart_qu\\\",\\\"intent\\\":\\\"INTENTION_1\\\",\\\"intent_confidence\\\":100.0,\\\"intent_need_clarify\\\":false,\\\"match_info\\\":\\\"喂 \\\\t您好 \\\",\\\"slots\\\":[]},\\\"real_threshold\\\":1.0,\\\"threshold\\\":0.4000000059604645}\",\"slots\":[]}],\"lexical_analysis\":[{\"basic_word\":[\"喂\"],\"etypes\":[\"[D:user_hello]\"],\"term\":\"喂\",\"type\":\"user_hello\",\"weight\":0.4510},{\"basic_word\":[\"，\"],\"etypes\":[],\"term\":\"，\",\"type\":\"37\",\"weight\":0.0110},{\"basic_word\":[\"您好\"],\"etypes\":[\"[D:user_hello]\"],\"term\":\"您好\",\"type\":\"user_hello\",\"weight\":0.5360}],\"qu_res_chosen\":\"{\\\"confidence\\\":100.0,\\\"domain_confidence\\\":0.0,\\\"extra_info\\\":{\\\"group_id\\\":\\\"25\\\",\\\"real_threshold\\\":\\\"1\\\",\\\"threshold\\\":\\\"0.4\\\"},\\\"from_who\\\":\\\"pow-slu-lev1\\\",\\\"intent\\\":\\\"INTENTION_1\\\",\\\"intent_confidence\\\":100.0,\\\"intent_need_clarify\\\":false,\\\"match_info\\\":\\\"{\\\\\\\"group_id\\\\\\\":\\\\\\\"25\\\\\\\",\\\\\\\"id\\\\\\\":\\\\\\\"1958113\\\\\\\",\\\\\\\"informal_word\\\\\\\":\\\\\\\"，\\\\\\\\t您好\\\\\\\",\\\\\\\"match_keywords\\\\\\\":\\\\\\\" \\\\\\\",\\\\\\\"match_pattern\\\\\\\":\\\\\\\"喂\\\\\\\\t您好\\\\\\\",\\\\\\\"ori_pattern\\\\\\\":\\\\\\\"喂\\\\\\\\t您好\\\\\\\",\\\\\\\"ori_slots\\\\\\\":{\\\\\\\"confidence\\\\\\\":100.0,\\\\\\\"domain_confidence\\\\\\\":0.0,\\\\\\\"extra_info\\\\\\\":{},\\\\\\\"from_who\\\\\\\":\\\\\\\"smart_qu\\\\\\\",\\\\\\\"intent\\\\\\\":\\\\\\\"INTENTION_1\\\\\\\",\\\\\\\"intent_confidence\\\\\\\":100.0,\\\\\\\"intent_need_clarify\\\\\\\":false,\\\\\\\"match_info\\\\\\\":\\\\\\\"喂 \\\\\\\\t您好 \\\\\\\",\\\\\\\"slots\\\\\\\":[]},\\\\\\\"real_threshold\\\\\\\":1.0,\\\\\\\"threshold\\\\\\\":0.4000000059604645}\\\",\\\"slots\\\":[]}\\n\",\"raw_query\":\"喂，您好\",\"sentiment_analysis\":{\"label\":\"1\",\"pval\":0.9970},\"status\":0,\"timestamp\":0},\"schema\":{\"domain_confidence\":0.0,\"intent\":\"INTENTION_1\",\"intent_confidence\":100.0,\"slots\":[]},\"status\":0},\"timestamp\":\"2019-02-28 11:21:08.880\"},{\"interaction_id\":\"interaction-1551324152506-707575714-8013-73\",\"request\":{\"bernard_level\":1,\"client_session\":\"{\\\\\\\\\\\\\\\"candidate_options\\\\\\\\\\\\\\\":[],\\\\\\\\\\\\\\\"client_results\\\\\\\\\\\\\\\":\\\\\\\\\\\\\\\"\\\\\\\\\\\\\\\"}\",\"hyper_params\":{\"slu_tags\":[]},\"query\":\"对我是\",\"query_info\":{\"asr_candidates\":[],\"source\":\"KEYBOARD\",\"type\":\"TEXT\"},\"updates\":\"\",\"user_id\":\"UNIT_WEB_37819\"},\"response\":{\"action_list\":[{\"action_id\":\"intention_2_satisfy\",\"confidence\":100.0,\"custom_reply\":\"\",\"refine_detail\":{\"clarify_reason\":\"\",\"interact\":\"\",\"option_list\":[]},\"say\":\"现在联通公司为回馈老用户推出优惠活动给您推荐99元/月的畅越冰激凌优惠套餐为您介绍一下这项活动好么？\",\"type\":\"satisfy\"}],\"msg\":\"ok\",\"qu_res\":{\"candidates\":[{\"confidence\":100.0,\"domain_confidence\":0.0,\"extra_info\":{\"group_id\":\"23\",\"real_threshold\":\"1\",\"threshold\":\"0.4\"},\"from_who\":\"pow-slu-lev1\",\"intent\":\"INTENTION_2\",\"intent_confidence\":100.0,\"intent_need_clarify\":false,\"match_info\":\"{\\\"group_id\\\":\\\"23\\\",\\\"id\\\":\\\"1958136\\\",\\\"informal_word\\\":\\\"我\\\\t是\\\",\\\"match_keywords\\\":\\\" \\\",\\\"match_pattern\\\":\\\"[D:user_answer1]\\\\t[D:user_answer1]\\\",\\\"ori_pattern\\\":\\\"[D:user_answer1]\\\\t[D:user_answer1]\\\",\\\"ori_slots\\\":{\\\"confidence\\\":100.0,\\\"domain_confidence\\\":0.0,\\\"extra_info\\\":{},\\\"from_who\\\":\\\"smart_qu\\\",\\\"intent\\\":\\\"INTENTION_2\\\",\\\"intent_confidence\\\":100.0,\\\"intent_need_clarify\\\":false,\\\"match_info\\\":\\\"[D:user_answer1] \\\\t[D:user_answer1] \\\",\\\"slots\\\":[{\\\"begin\\\":0,\\\"confidence\\\":100.0,\\\"father_idx\\\":-1,\\\"length\\\":2,\\\"name\\\":\\\"user_answer1\\\",\\\"need_clarify\\\":false,\\\"normalized_word\\\":\\\"\\\",\\\"original_word\\\":\\\"对\\\",\\\"word_type\\\":\\\"\\\"},{\\\"begin\\\":2,\\\"confidence\\\":100.0,\\\"father_idx\\\":-1,\\\"length\\\":4,\\\"name\\\":\\\"user_answer1\\\",\\\"need_clarify\\\":false,\\\"normalized_word\\\":\\\"\\\",\\\"original_word\\\":\\\"我是\\\",\\\"word_type\\\":\\\"\\\"}]},\\\"real_threshold\\\":1.0,\\\"threshold\\\":0.4000000059604645}\",\"slots\":[{\"begin\":0,\"confidence\":100.0,\"father_idx\":-1,\"length\":1,\"name\":\"user_answer1\",\"need_clarify\":false,\"normalized_word\":\"对\",\"original_word\":\"对\",\"word_type\":\"\"},{\"begin\":1,\"confidence\":100.0,\"father_idx\":-1,\"length\":2,\"name\":\"user_answer1\",\"need_clarify\":false,\"normalized_word\":\"我是\",\"original_word\":\"我是\",\"word_type\":\"\"}]}],\"lexical_analysis\":[{\"basic_word\":[\"对\"],\"etypes\":[\"[D:user_answer1]\"],\"term\":\"对\",\"type\":\"user_answer1\",\"weight\":0.1290},{\"basic_word\":[\"我\",\"是\"],\"etypes\":[\"[D:user_answer1]\"],\"term\":\"我是\",\"type\":\"user_answer1\",\"weight\":0.870}],\"qu_res_chosen\":\"{\\\"confidence\\\":100.0,\\\"domain_confidence\\\":0.0,\\\"extra_info\\\":{\\\"group_id\\\":\\\"23\\\",\\\"real_threshold\\\":\\\"1\\\",\\\"threshold\\\":\\\"0.4\\\"},\\\"from_who\\\":\\\"pow-slu-lev1\\\",\\\"intent\\\":\\\"INTENTION_2\\\",\\\"intent_confidence\\\":100.0,\\\"intent_need_clarify\\\":false,\\\"match_info\\\":\\\"{\\\\\\\"group_id\\\\\\\":\\\\\\\"23\\\\\\\",\\\\\\\"id\\\\\\\":\\\\\\\"1958136\\\\\\\",\\\\\\\"informal_word\\\\\\\":\\\\\\\"我\\\\\\\\t是\\\\\\\",\\\\\\\"match_keywords\\\\\\\":\\\\\\\" \\\\\\\",\\\\\\\"match_pattern\\\\\\\":\\\\\\\"[D:user_answer1]\\\\\\\\t[D:user_answer1]\\\\\\\",\\\\\\\"ori_pattern\\\\\\\":\\\\\\\"[D:user_answer1]\\\\\\\\t[D:user_answer1]\\\\\\\",\\\\\\\"ori_slots\\\\\\\":{\\\\\\\"confidence\\\\\\\":100.0,\\\\\\\"domain_confidence\\\\\\\":0.0,\\\\\\\"extra_info\\\\\\\":{},\\\\\\\"from_who\\\\\\\":\\\\\\\"smart_qu\\\\\\\",\\\\\\\"intent\\\\\\\":\\\\\\\"INTENTION_2\\\\\\\",\\\\\\\"intent_confidence\\\\\\\":100.0,\\\\\\\"intent_need_clarify\\\\\\\":false,\\\\\\\"match_info\\\\\\\":\\\\\\\"[D:user_answer1] \\\\\\\\t[D:user_answer1] \\\\\\\",\\\\\\\"slots\\\\\\\":[{\\\\\\\"begin\\\\\\\":0,\\\\\\\"confidence\\\\\\\":100.0,\\\\\\\"father_idx\\\\\\\":-1,\\\\\\\"length\\\\\\\":2,\\\\\\\"name\\\\\\\":\\\\\\\"user_answer1\\\\\\\",\\\\\\\"need_clarify\\\\\\\":false,\\\\\\\"normalized_word\\\\\\\":\\\\\\\"\\\\\\\",\\\\\\\"original_word\\\\\\\":\\\\\\\"对\\\\\\\",\\\\\\\"word_type\\\\\\\":\\\\\\\"\\\\\\\"},{\\\\\\\"begin\\\\\\\":2,\\\\\\\"confidence\\\\\\\":100.0,\\\\\\\"father_idx\\\\\\\":-1,\\\\\\\"length\\\\\\\":4,\\\\\\\"name\\\\\\\":\\\\\\\"user_answer1\\\\\\\",\\\\\\\"need_clarify\\\\\\\":false,\\\\\\\"normalized_word\\\\\\\":\\\\\\\"\\\\\\\",\\\\\\\"original_word\\\\\\\":\\\\\\\"我是\\\\\\\",\\\\\\\"word_type\\\\\\\":\\\\\\\"\\\\\\\"}]},\\\\\\\"real_threshold\\\\\\\":1.0,\\\\\\\"threshold\\\\\\\":0.4000000059604645}\\\",\\\"slots\\\":[{\\\"begin\\\":0,\\\"confidence\\\":100.0,\\\"father_idx\\\":-1,\\\"length\\\":2,\\\"name\\\":\\\"user_answer1\\\",\\\"need_clarify\\\":false,\\\"normalized_word\\\":\\\"对\\\",\\\"original_word\\\":\\\"对\\\",\\\"word_type\\\":\\\"\\\"},{\\\"begin\\\":2,\\\"confidence\\\":100.0,\\\"father_idx\\\":-1,\\\"length\\\":4,\\\"name\\\":\\\"user_answer1\\\",\\\"need_clarify\\\":false,\\\"normalized_word\\\":\\\"我是\\\",\\\"original_word\\\":\\\"我是\\\",\\\"word_type\\\":\\\"\\\"}]}\\n\",\"raw_query\":\"对我是\",\"sentiment_analysis\":{\"label\":\"1\",\"pval\":0.9040},\"status\":0,\"timestamp\":0},\"schema\":{\"domain_confidence\":0.0,\"intent\":\"INTENTION_2\",\"intent_confidence\":100.0,\"slots\":[{\"begin\":0,\"confidence\":100.0,\"length\":1,\"merge_method\":\"updated\",\"name\":\"user_answer1\",\"normalized_word\":\"对\",\"original_word\":\"对\",\"session_offset\":0,\"sub_slots\":[],\"word_type\":\"\"},{\"begin\":1,\"confidence\":100.0,\"length\":2,\"merge_method\":\"updated\",\"name\":\"user_answer1\",\"normalized_word\":\"我是\",\"original_word\":\"我是\",\"session_offset\":0,\"sub_slots\":[],\"word_type\":\"\"}]},\"status\":0},\"timestamp\":\"2019-02-28 11:22:32.506\"}],\"session_id\":\"session-1551324068657-707575714-8013-22\"}";
String botSession = "";
String result = utterance("喂你好", botSession);
// Result 返回结果json格式解析成java类.
Result resultbean = JSONObject.parseObject(result, Result.class);
// 当前处于那个意图
String intention = resultbean.getResult().getResponse().getSchema().getIntent();
// 答复文本内容
String say = resultbean.getResult().getResponse().getAction_list().get(0).getSay();
botSession = resultbean.getResult().getBot_session();
String ERRORMsg = resultbean.getError_msg();
int errorCode = resultbean.getError_code();
while ("ok".equals(errorMsg) && errorCode==0) {
// 如果意图部署结束语或者正常的结束就继续调用否则跳出或者挂断
// 如果调用成功则进行下一步操作
System.out.println(say);
/**
* 结束意图分别是：INTENTION_11
*/
if ("INTENTION_11".equals(intention)) {
System.out.println(" 本次对话结束， 如果进行再次话请继续！");
botSession = "";
}
scanner scanner = new Scanner(System.in);
String userAnswer = scanner.nextLine();
result = utterance(userAnswer, botSession);
resultbean = JSONObject.parseObject(result, Result.class);
// 当前处于那个意图
intention = resultbean.getResult().getResponse().getSchema().getIntent();
// 答复文本内容
say = resultbean.getResult().getResponse().getAction_list().get(0).getSay();
botSession = resultbean.getResult().getBot_session();
errorMsg = resultbean.getError_msg();
errorCode = resultbean.getError_code();
}
- 注意事项
如果需要调用多轮对话，需要将每次获取到的结果中的bot_session 当做参数调用下一轮对话。
遇到的问题及解决方法
- {“error_code”:282004,“error_msg”:“parameter[bot_session] invalid or missing”}
问题原因： bot_session 格式不正确，正确的格式应该是：
"{\"bot_id\":\"37819\",\"bot_views\":{\"bernard_res\":[{\"action_list\":[{\"action_id\":\"\",\"confidence\":0.0,\"custom_reply\":\"\",\"refine_detail\":{\"clarify_reason\":\"\",\"interact\":\"\",\"option_list\":[]},\"say\":\"\",\"type\":\"understood\"}],\"msg\":\"ok\",\"pre_nlu_outs\":[{\"otags_basic\":[{\"blength\":2,\"boffset\":0,\"eid\":\"\",\"entity_confidence\":0.0,\"etype\":\"user_hello\",\"etypes\":[\"[D:user_hello]\"],\"father_fully_covered\":false,\"father_index\":-1,\"features\":[],\"formal\":\"\",\"formals\":[\"\"],\"length\":1,\"method\":\"[D:user_hello] == [D:user_hello]\",\"name\":\"喂\",\"offset\":0,\"rstatus\":2,\"type_confidence\":10.50},{\"blength\":4,\"boffset\":4,\"eid\":\"\",\"entity_confidence\":0.0,\"etype\":\"user_hello\",\"etypes\":[\"[D:user_hello]\"],\"father_fully_covered\":false,\"father_index\":-1,\"features\":[],\"formal\":\"\",\"formals\":[\"\"],\"length\":1,\"method\":\"[D:user_hello] == [D:user_hello]\",\"name\":\"您好\",\"offset\":2,\"rstatus\":2,\"type_confidence\":10.50}],\"otags_wpcomp\":[],\"polarity\":{\"label\":\"1\",\"pval\":0.9970},\"tokens_basic\":[{\"buffer\":\"喂\",\"length\":2,\"norm_degree\":0.9479930996894836,\"offset\":0,\"type\":34,\"weight\":0.4515353739261627},{\"buffer\":\"，\",\"length\":2,\"norm_degree\":0.0,\"offset\":2,\"type\":37,\"weight\":0.01189841516315937},{\"buffer\":\"您好\",\"length\":4,\"norm_degree\":0.0,\"offset\":4,\"type\":19,\"weight\":0.5365661978721619}],\"tokens_wpcomp\":[{\"buffer\":\"喂\",\"length\":2,\"norm_degree\":0.0,\"offset\":0,\"type\":34,\"weight\":0.4515353739261627},{\"buffer\":\"，\",\"length\":2,\"norm_degree\":0.0,\"offset\":1,\"type\":37,\"weight\":0.2317169010639191},{\"buffer\":\"您好\",\"length\":4,\"norm_degree\":0.0,\"offset\":2,\"type\":19,\"weight\":0.2801815271377563}]}],\"qu_res\":{\"candidates\":[{\"confidence\":100.0,\"domain_confidence\":0.0,\"extra_info\":{\"group_id\":\"25\",\"real_threshold\":\"1\",\"threshold\":\"0.4\"},\"from_who\":\"pow-slu-lev1\",\"intent\":\"INTENTION_1\",\"intent_confidence\":100.0,\"intent_need_clarify\":false,\"match_info\":\"{\\\"group_id\\\":\\\"25\\\",\\\"id\\\":\\\"1958113\\\",\\\"informal_word\\\":\\\"，\\\\t您好\\\",\\\"match_keywords\\\":\\\" \\\",\\\"match_pattern\\\":\\\"喂\\\\t您好\\\",\\\"ori_pattern\\\":\\\"喂\\\\t您好\\\",\\\"ori_slots\\\":{\\\"confidence\\\":100.0,\\\"domain_confidence\\\":0.0,\\\"extra_info\\\":{},\\\"from_who\\\":\\\"smart_qu\\\",\\\"intent\\\":\\\"INTENTION_1\\\",\\\"intent_confidence\\\":100.0,\\\"intent_need_clarify\\\":false,\\\"match_info\\\":\\\"喂 \\\\t您好 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11:22:32.506\"}],\"session_id\":\"session-1551324068657-707575714-8013-22\"}";
部分交互结果：
- result: {“error_code”:110,“error_msg”:“Access token invalid or no longer valid”}
问题原因： 获取token失败，检查API Key 和 Secret Key 是否正确
- result: {“error_msg”:“未找到相应的技能”,“error_code”:292001}
问题原因： 第一是技能不存在；第二技能没有训练发布到沙盒环境；第三技能编号错误，修改为正确的技能编号。
参考资料
代码地址
[1]: https://github.com/langjianwei/futureBaby-Springboot/tree/86d28f5d59fc5f0d79662ffeec4c8610fbc53f2c
参考文档
[1]: 百度官方文档-技能对话API文档
[2]: 技能对话接口，API多轮对话的实现
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