百度UNIT 机器人多轮对话技能创建以及API调用

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

1. 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
2. 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：
   
3. 确定意图包含的词槽
   词槽：类似参数
4. 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
5. 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
6. 创建对话模板
   不创建对话模板或者对话集，意图无法生效
7. 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。

1. 必备条件
   • token, 获取token需要API key 和Secret Key
   • 调用Api地址
   • 技能Id
2. 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;
    }
}

result类

import lombok.Data;
import lombok.NoArgsConstructor;

import java.util.List;

/**
 * desc: TODO
 * date: 2019-02-28
 *
 * @author qianxm
 */
@NoArgsConstructor
@Data
public class Result {
    /**
     * result : {"log_id":"cd96f0d104a240809538ef95ff5b0635","response":{"schema":{"intent_confidence":100,"slots":[{"word_type":"","confidence":100,"length":1,"name":"user_answer1","original_word":"对","sub_slots":[],"session_offset":0,"begin":0,"normalized_word":"对","merge_method":"updated"},{"word_type":"","confidence":100,"length":2,"name":"user_answer1","original_word":"我是","sub_slots":[],"session_offset":0,"begin":1,"normalized_word":"我是","merge_method":"updated"}],"domain_confidence":0,"intent":"INTENTION_2"},"qu_res":{"candidates":[{"intent_confidence":100,"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":[{"word_type":"","father_idx":-1,"confidence":100,"length":1,"name":"user_answer1","original_word":"对","begin":0,"need_clarify":false,"normalized_word":"对"},{"word_type":"","father_idx":-1,"confidence":100,"length":2,"name":"user_answer1","original_word":"我是","begin":1,"need_clarify":false,"normalized_word":"我是"}],"extra_info":{"group_id":"23","real_threshold":"1","threshold":"0.4"},"confidence":100,"domain_confidence":0,"from_who":"pow-slu-lev1","intent":"INTENTION_2","intent_need_clarify":false}],"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","sentiment_analysis":{"pval":0.904,"label":"1"},"lexical_analysis":[{"etypes":["[D:user_answer1]"],"basic_word":["对"],"weight":0.129,"term":"对","type":"user_answer1"},{"etypes":["[D:user_answer1]"],"basic_word":["我","是"],"weight":0.87,"term":"我是","type":"user_answer1"}],"raw_query":"对我是","status":0,"timestamp":0},"action_list":[{"action_id":"intention_2_satisfy","refine_detail":{"option_list":[],"interact":"","clarify_reason":""},"confidence":100,"custom_reply":"","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"}]},"bot_session":"{\"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 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 \\\",\\\"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] 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\\\",\\\"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"}

         * interaction_id : interaction-1551324152506-707575714-8013-73
         * version : 2.0
         * bot_id : 37819
         * timestamp : 2019-02-28 11:22:32.506
         */

        private String log_id;
        private ResponseBean response;
        private String bot_session;
        private String interaction_id;
        private String version;
        private String bot_id;
        private String timestamp;

        @NoArgsConstructor
        @Data
        public static class ResponseBean {
            /**
             * schema : {"intent_confidence":100,"slots":[{"word_type":"","confidence":100,"length":1,"name":"user_answer1","original_word":"对","sub_slots":[],"session_offset":0,"begin":0,"normalized_word":"对","merge_method":"updated"},{"word_type":"","confidence":100,"length":2,"name":"user_answer1","original_word":"我是","sub_slots":[],"session_offset":0,"begin":1,"normalized_word":"我是","merge_method":"updated"}],"domain_confidence":0,"intent":"INTENTION_2"}
             * qu_res : {"candidates":[{"intent_confidence":100,"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":[{"word_type":"","father_idx":-1,"confidence":100,"length":1,"name":"user_answer1","original_word":"对","begin":0,"need_clarify":false,"normalized_word":"对"},{"word_type":"","father_idx":-1,"confidence":100,"length":2,"name":"user_answer1","original_word":"我是","begin":1,"need_clarify":false,"normalized_word":"我是"}],"extra_info":{"group_id":"23","real_threshold":"1","threshold":"0.4"},"confidence":100,"domain_confidence":0,"from_who":"pow-slu-lev1","intent":"INTENTION_2","intent_need_clarify":false}],"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","sentiment_analysis":{"pval":0.904,"label":"1"},"lexical_analysis":[{"etypes":["[D:user_answer1]"],"basic_word":["对"],"weight":0.129,"term":"对","type":"user_answer1"},{"etypes":["[D:user_answer1]"],"basic_word":["我","是"],"weight":0.87,"term":"我是","type":"user_answer1"}],"raw_query":"对我是","status":0,"timestamp":0}
             * action_list : [{"action_id":"intention_2_satisfy","refine_detail":{"option_list":[],"interact":"","clarify_reason":""},"confidence":100,"custom_reply":"","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"}]
             */

            private SchemaBean schema;
            private QuResBean qu_res;
            private List action_list;

            @NoArgsConstructor
            @Data
            public static class SchemaBean {
                /**
                 * intent_confidence : 100
                 * slots : [{"word_type":"","confidence":100,"length":1,"name":"user_answer1","original_word":"对","sub_slots":[],"session_offset":0,"begin":0,"normalized_word":"对","merge_method":"updated"},{"word_type":"","confidence":100,"length":2,"name":"user_answer1","original_word":"我是","sub_slots":[],"session_offset":0,"begin":1,"normalized_word":"我是","merge_method":"updated"}]
                 * domain_confidence : 0
                 * intent : INTENTION_2
                 */

                private int intent_confidence;
                private int domain_confidence;
                private String intent;
                private List slots;

                @NoArgsConstructor
                @Data
                public static class SlotsBean {
                    /**
                     * word_type :
                     * confidence : 100
                     * length : 1
                     * name : user_answer1
                     * original_word : 对
                     * sub_slots : []
                     * session_offset : 0
                     * begin : 0
                     * normalized_word : 对
                     * merge_method : updated
                     */

                    private String word_type;
                    private int confidence;
                    private int length;
                    private String name;
                    private String original_word;
                    private int session_offset;
                    private int begin;
                    private String normalized_word;
                    private String merge_method;
                    private List sub_slots;
                }
            }

            @NoArgsConstructor
            @Data
            public static class QuResBean {
                /**
                 * candidates : [{"intent_confidence":100,"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":[{"word_type":"","father_idx":-1,"confidence":100,"length":1,"name":"user_answer1","original_word":"对","begin":0,"need_clarify":false,"normalized_word":"对"},{"word_type":"","father_idx":-1,"confidence":100,"length":2,"name":"user_answer1","original_word":"我是","begin":1,"need_clarify":false,"normalized_word":"我是"}],"extra_info":{"group_id":"23","real_threshold":"1","threshold":"0.4"},"confidence":100,"domain_confidence":0,"from_who":"pow-slu-lev1","intent":"INTENTION_2","intent_need_clarify":false}]
                 * 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":""}]}

                 * sentiment_analysis : {"pval":0.904,"label":"1"}
                 * lexical_analysis : [{"etypes":["[D:user_answer1]"],"basic_word":["对"],"weight":0.129,"term":"对","type":"user_answer1"},{"etypes":["[D:user_answer1]"],"basic_word":["我","是"],"weight":0.87,"term":"我是","type":"user_answer1"}]
                 * raw_query : 对我是
                 * status : 0
                 * timestamp : 0
                 */

                private String qu_res_chosen;
                private SentimentAnalysisBean sentiment_analysis;
                private String raw_query;
                private int status;
                private int timestamp;
                private List candidates;
                private List lexical_analysis;

                @NoArgsConstructor
                @Data
                public static class SentimentAnalysisBean {
                    /**
                     * pval : 0.904
                     * label : 1
                     */

                    private double pval;
                    private String label;
                }

                @NoArgsConstructor
                @Data
                public static class CandidatesBean {
                    /**
                     * intent_confidence : 100
                     * 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 : [{"word_type":"","father_idx":-1,"confidence":100,"length":1,"name":"user_answer1","original_word":"对","begin":0,"need_clarify":false,"normalized_word":"对"},{"word_type":"","father_idx":-1,"confidence":100,"length":2,"name":"user_answer1","original_word":"我是","begin":1,"need_clarify":false,"normalized_word":"我是"}]
                     * extra_info : {"group_id":"23","real_threshold":"1","threshold":"0.4"}
                     * confidence : 100
                     * domain_confidence : 0
                     * from_who : pow-slu-lev1
                     * intent : INTENTION_2
                     * intent_need_clarify : false
                     */

                    private int intent_confidence;
                    private String match_info;
                    private ExtraInfoBean extra_info;
                    private int confidence;
                    private int domain_confidence;
                    private String from_who;
                    private String intent;
                    private boolean intent_need_clarify;
                    private List slots;

                    @NoArgsConstructor
                    @Data
                    public static class ExtraInfoBean {
                        /**
                         * group_id : 23
                         * real_threshold : 1
                         * threshold : 0.4
                         */

                        private String group_id;
                        private String real_threshold;
                        private String threshold;
                    }

                    @NoArgsConstructor
                    @Data
                    public static class SlotsBeanX {
                        /**
                         * word_type :
                         * father_idx : -1
                         * confidence : 100
                         * length : 1
                         * name : user_answer1
                         * original_word : 对
                         * begin : 0
                         * need_clarify : false
                         * normalized_word : 对
                         */

                        private String word_type;
                        private int father_idx;
                        private int confidence;
                        private int length;
                        private String name;
                        private String original_word;
                        private int begin;
                        private boolean need_clarify;
                        private String normalized_word;
                    }
                }

                @NoArgsConstructor
                @Data
                public static class LexicalAnalysisBean {
                    /**
                     * etypes : ["[D:user_answer1]"]
                     * basic_word : ["对"]
                     * weight : 0.129
                     * term : 对
                     * type : user_answer1
                     */

                    private double weight;
                    private String term;
                    private String type;
                    private List etypes;
                    private List basic_word;
                }
            }

            @NoArgsConstructor
            @Data
            public static class ActionListBean {
                /**
                 * action_id : intention_2_satisfy
                 * refine_detail : {"option_list":[],"interact":"","clarify_reason":""}
                 * confidence : 100
                 * custom_reply :
                 * 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
                 */

                private String action_id;
                private RefineDetailBean refine_detail;
                private int confidence;
                private String custom_reply;
                private String say;
                private String type;

                @NoArgsConstructor
                @Data
                public static class RefineDetailBean {
                    /**
                     * option_list : []
                     * interact :
                     * clarify_reason :
                     */

                    private String interact;
                    private String clarify_reason;
                    private List option_list;
                }
            }
        }
    }
}

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] == 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 \\\\\\\",\\\\\\\"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();


        }

4. 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

1. {“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 \\\",\\\"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] 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部分交互结果：

2. 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
3. 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