diff --git a/src/main/java/work/slhaf/agent/core/cognation/CognationManager.java b/src/main/java/work/slhaf/agent/core/cognation/CognationManager.java index 33e8c70a..d1f9663f 100644 --- a/src/main/java/work/slhaf/agent/core/cognation/CognationManager.java +++ b/src/main/java/work/slhaf/agent/core/cognation/CognationManager.java @@ -21,7 +21,6 @@ import work.slhaf.agent.core.cognation.submodule.memory.pojo.MemorySlice; import work.slhaf.agent.core.cognation.submodule.perceive.PerceiveCapability; import work.slhaf.agent.core.cognation.submodule.perceive.PerceiveCore; import work.slhaf.agent.core.cognation.submodule.perceive.pojo.User; -import work.slhaf.agent.module.modules.perceive.updater.pojo.PerceiveChatResult; import work.slhaf.agent.shared.memory.EvaluatedSlice; import java.io.IOException; @@ -287,8 +286,8 @@ public class CognationManager extends PersistableObject implements CacheCapabili } @Override - public void updateUser(PerceiveChatResult perceiveChatResult, String userId) { - perceiveCore.updateUser(perceiveChatResult, userId); + public void updateUser(User tempUser) { + perceiveCore.updateUser(tempUser); } @Override diff --git a/src/main/java/work/slhaf/agent/core/cognation/submodule/memory/MemoryCore.java b/src/main/java/work/slhaf/agent/core/cognation/submodule/memory/MemoryCore.java index 5417b64a..b2e5c5a9 100644 --- a/src/main/java/work/slhaf/agent/core/cognation/submodule/memory/MemoryCore.java +++ b/src/main/java/work/slhaf/agent/core/cognation/submodule/memory/MemoryCore.java @@ -51,6 +51,8 @@ public class MemoryCore extends PersistableObject { */ private Set selectedSlices = new HashSet<>(); + private HashMap> userIndex = new HashMap<>(); + public MemoryResult selectMemory(LocalDate date) throws IOException, ClassNotFoundException { MemoryResult memoryResult = new MemoryResult(); @@ -137,11 +139,24 @@ public class MemoryCore extends PersistableObject { updateSlicePrecedent(slice); updateDateIndex(slice); + updateUserIndex(slice); node.saveMemorySliceList(); } + private void updateUserIndex(MemorySlice slice) { + String memoryId = slice.getMemoryId(); + String userId = slice.getStartUserId(); + if (!userIndex.containsKey(userId)) { + List memoryIdSet = new ArrayList<>(); + memoryIdSet.add(memoryId); + userIndex.put(userId, memoryIdSet); + } else { + userIndex.get(userId).add(memoryId); + } + } + private TopicNode generateTopicPath(List topicPath) { topicPath = new ArrayList<>(topicPath); diff --git a/src/main/java/work/slhaf/agent/core/cognation/submodule/perceive/PerceiveCapability.java b/src/main/java/work/slhaf/agent/core/cognation/submodule/perceive/PerceiveCapability.java index f1e60f4a..7389aa8b 100644 --- a/src/main/java/work/slhaf/agent/core/cognation/submodule/perceive/PerceiveCapability.java +++ b/src/main/java/work/slhaf/agent/core/cognation/submodule/perceive/PerceiveCapability.java @@ -1,11 +1,10 @@ package work.slhaf.agent.core.cognation.submodule.perceive; import work.slhaf.agent.core.cognation.submodule.perceive.pojo.User; -import work.slhaf.agent.module.modules.perceive.updater.pojo.PerceiveChatResult; public interface PerceiveCapability { User getUser(String userInfo, String client); User getUser(String id); User addUser(String userInfo, String platform, String userNickName); - void updateUser(PerceiveChatResult perceiveChatResult, String userId); + void updateUser(User user); } diff --git a/src/main/java/work/slhaf/agent/core/cognation/submodule/perceive/PerceiveCore.java b/src/main/java/work/slhaf/agent/core/cognation/submodule/perceive/PerceiveCore.java index 9bea723f..78117088 100644 --- a/src/main/java/work/slhaf/agent/core/cognation/submodule/perceive/PerceiveCore.java +++ b/src/main/java/work/slhaf/agent/core/cognation/submodule/perceive/PerceiveCore.java @@ -4,7 +4,6 @@ import lombok.Data; import lombok.EqualsAndHashCode; import work.slhaf.agent.common.serialize.PersistableObject; import work.slhaf.agent.core.cognation.submodule.perceive.pojo.User; -import work.slhaf.agent.module.modules.perceive.updater.pojo.PerceiveChatResult; import java.io.Serial; import java.util.ArrayList; @@ -76,13 +75,13 @@ public class PerceiveCore extends PersistableObject { return null; } - public void updateUser(PerceiveChatResult perceiveChatResult, String userId) { + public void updateUser(User temp) { usersLock.lock(); - User user = selectUser(userId); - user.setRelation(perceiveChatResult.getRelation()); - user.setImpressions(perceiveChatResult.getImpressions()); - user.setAttitude(perceiveChatResult.getAttitude()); - user.setStaticMemory(perceiveChatResult.getStaticMemory()); + User user = selectUser(temp.getUuid()); + user.setRelation(temp.getRelation()); + user.setImpressions(temp.getImpressions()); + user.setAttitude(temp.getAttitude()); + user.setStaticMemory(temp.getStaticMemory()); usersLock.unlock(); } } diff --git a/src/main/java/work/slhaf/agent/module/common/Model.java b/src/main/java/work/slhaf/agent/module/common/Model.java index e7cef4e4..31794292 100644 --- a/src/main/java/work/slhaf/agent/module/common/Model.java +++ b/src/main/java/work/slhaf/agent/module/common/Model.java @@ -17,7 +17,8 @@ public abstract class Model { protected List chatMessages; protected List baseMessages; - protected static void setModel(Model model, String model_key, String promptModule, boolean withAwareness) { + protected static void setModel(Model model, String promptModule, boolean withAwareness) { + String model_key = model.modelKey(); ModelConfig modelConfig = ModelConfig.load(model_key); model.setBaseMessages(withAwareness ? ResourcesUtil.Prompt.loadPromptWithSelfAwareness(model_key, promptModule) : ResourcesUtil.Prompt.loadPrompt(model_key, promptModule)); diff --git a/src/main/java/work/slhaf/agent/module/modules/core/CoreModel.java b/src/main/java/work/slhaf/agent/module/modules/core/CoreModel.java index 11db39d6..82c1e559 100644 --- a/src/main/java/work/slhaf/agent/module/modules/core/CoreModel.java +++ b/src/main/java/work/slhaf/agent/module/modules/core/CoreModel.java @@ -30,7 +30,6 @@ import static work.slhaf.agent.common.util.ExtractUtil.extractJson; @Slf4j public class CoreModel extends Model implements InteractionModule { - public static final String MODEL_KEY = "core_model"; private static volatile CoreModel coreModel; private CognationCapability cognationCapability; @@ -49,7 +48,7 @@ public class CoreModel extends Model implements InteractionModule { coreModel.chatMessages = coreModel.cognationCapability.getChatMessages(); coreModel.appendedMessages = new ArrayList<>(); coreModel.sessionManager = SessionManager.getInstance(); - setModel(coreModel, MODEL_KEY, ModelConstant.Prompt.CORE, true); + setModel(coreModel, ModelConstant.Prompt.CORE, true); coreModel.updateChatClientSettings(); log.info("[CoreModel] CoreModel注册完毕..."); } @@ -64,6 +63,11 @@ public class CoreModel extends Model implements InteractionModule { this.chatClient.setTop_p(0.7); } + @Override + protected String modelKey() { + return "core_model"; + } + @Override public void execute(InteractionContext interactionContext) { String userId = interactionContext.getUserId(); diff --git a/src/main/java/work/slhaf/agent/module/modules/memory/selector/evaluator/SliceSelectEvaluator.java b/src/main/java/work/slhaf/agent/module/modules/memory/selector/evaluator/SliceSelectEvaluator.java index c19df151..d89163a1 100644 --- a/src/main/java/work/slhaf/agent/module/modules/memory/selector/evaluator/SliceSelectEvaluator.java +++ b/src/main/java/work/slhaf/agent/module/modules/memory/selector/evaluator/SliceSelectEvaluator.java @@ -43,7 +43,7 @@ public class SliceSelectEvaluator extends Model { if (sliceSelectEvaluator == null) { sliceSelectEvaluator = new SliceSelectEvaluator(); sliceSelectEvaluator.setExecutor(InteractionThreadPoolExecutor.getInstance()); - setModel(sliceSelectEvaluator, sliceSelectEvaluator.modelKey(), ModelConstant.Prompt.MEMORY, false); + setModel(sliceSelectEvaluator, ModelConstant.Prompt.MEMORY, false); log.info("SliceEvaluator注册完毕..."); } } diff --git a/src/main/java/work/slhaf/agent/module/modules/memory/selector/extractor/MemorySelectExtractor.java b/src/main/java/work/slhaf/agent/module/modules/memory/selector/extractor/MemorySelectExtractor.java index 0c3bf957..4dd1db8b 100644 --- a/src/main/java/work/slhaf/agent/module/modules/memory/selector/extractor/MemorySelectExtractor.java +++ b/src/main/java/work/slhaf/agent/module/modules/memory/selector/extractor/MemorySelectExtractor.java @@ -49,7 +49,7 @@ public class MemorySelectExtractor extends Model { memorySelectExtractor.setMemoryCapability(CognationManager.getInstance()); memorySelectExtractor.setCognationCapability(CognationManager.getInstance()); memorySelectExtractor.setSessionManager(SessionManager.getInstance()); - setModel(memorySelectExtractor, memorySelectExtractor.modelKey(), ModelConstant.Prompt.MEMORY, false); + setModel(memorySelectExtractor, ModelConstant.Prompt.MEMORY, false); } } } diff --git a/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/MultiSummarizer.java b/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/MultiSummarizer.java index 3f7a6952..afe0cf07 100644 --- a/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/MultiSummarizer.java +++ b/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/MultiSummarizer.java @@ -29,7 +29,7 @@ public class MultiSummarizer extends Model { synchronized (MultiSummarizer.class) { if (multiSummarizer == null) { multiSummarizer = new MultiSummarizer(); - setModel(multiSummarizer, multiSummarizer.modelKey(), ModelConstant.Prompt.MEMORY, true); + setModel(multiSummarizer, ModelConstant.Prompt.MEMORY, true); multiSummarizer.updateChatClientSettings(); } } diff --git a/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/SingleSummarizer.java b/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/SingleSummarizer.java index 10e2bb00..8535b73e 100644 --- a/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/SingleSummarizer.java +++ b/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/SingleSummarizer.java @@ -32,7 +32,7 @@ public class SingleSummarizer extends Model { if (singleSummarizer == null) { singleSummarizer = new SingleSummarizer(); singleSummarizer.setExecutor(InteractionThreadPoolExecutor.getInstance()); - setModel(singleSummarizer, singleSummarizer.modelKey(), ModelConstant.Prompt.MEMORY, false); + setModel(singleSummarizer, ModelConstant.Prompt.MEMORY, false); } } } diff --git a/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/TotalSummarizer.java b/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/TotalSummarizer.java index bef70f79..fd9ed47b 100644 --- a/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/TotalSummarizer.java +++ b/src/main/java/work/slhaf/agent/module/modules/memory/updater/summarizer/TotalSummarizer.java @@ -25,7 +25,7 @@ public class TotalSummarizer extends Model { synchronized (TotalSummarizer.class) { if (totalSummarizer == null) { totalSummarizer = new TotalSummarizer(); - setModel(totalSummarizer, totalSummarizer.modelKey(), ModelConstant.Prompt.MEMORY, true); + setModel(totalSummarizer, ModelConstant.Prompt.MEMORY, true); totalSummarizer.updateChatClientSettings(); } } diff --git a/src/main/java/work/slhaf/agent/module/modules/perceive/updater/PerceiveUpdater.java b/src/main/java/work/slhaf/agent/module/modules/perceive/updater/PerceiveUpdater.java index 1b591bfd..5d69ebcc 100644 --- a/src/main/java/work/slhaf/agent/module/modules/perceive/updater/PerceiveUpdater.java +++ b/src/main/java/work/slhaf/agent/module/modules/perceive/updater/PerceiveUpdater.java @@ -17,6 +17,8 @@ import work.slhaf.agent.module.common.Model; import work.slhaf.agent.module.common.ModelConstant; import work.slhaf.agent.module.modules.perceive.updater.pojo.PerceiveChatInput; import work.slhaf.agent.module.modules.perceive.updater.pojo.PerceiveChatResult; +import work.slhaf.agent.module.modules.perceive.updater.relation_extractor.RelationExtractor; +import work.slhaf.agent.module.modules.perceive.updater.static_extractor.StaticExtractor; import java.io.IOException; import java.util.ArrayList; @@ -32,9 +34,12 @@ import java.util.List; public class PerceiveUpdater extends Model implements InteractionModule { private static volatile PerceiveUpdater perceiveUpdater; + private PerceiveCapability perceiveCapability; private CognationCapability cognationCapability; private InteractionThreadPoolExecutor executor; + private RelationExtractor relationExtractor; + private StaticExtractor staticExtractor; private List tempMessages; @@ -46,7 +51,9 @@ public class PerceiveUpdater extends Model implements InteractionModule { perceiveUpdater.setPerceiveCapability(CognationManager.getInstance()); perceiveUpdater.setCognationCapability(CognationManager.getInstance()); perceiveUpdater.setExecutor(InteractionThreadPoolExecutor.getInstance()); - setModel(perceiveUpdater, perceiveUpdater.modelKey(), ModelConstant.Prompt.PERCEIVE, false); + perceiveUpdater.setRelationExtractor(RelationExtractor.getInstance()); + perceiveUpdater.setStaticExtractor(StaticExtractor.getInstance()); + setModel(perceiveUpdater, ModelConstant.Prompt.PERCEIVE, true); } } } @@ -64,10 +71,21 @@ public class PerceiveUpdater extends Model implements InteractionModule { String userId = context.getUserId(); PerceiveChatInput input = getPerceiveInput(userId); PerceiveChatResult perceiveChatResult = getPerceiveResult(input); - perceiveCapability.updateUser(perceiveChatResult,context.getUserId()); + User user = getTempUser(context, perceiveChatResult); + user.setStaticMemory(perceiveChatResult.getStaticMemory()); + perceiveCapability.updateUser(user); }); } + private static User getTempUser(InteractionContext context, PerceiveChatResult perceiveChatResult) { + User user = new User(); + user.setUuid(context.getUserId()); + user.setRelation(perceiveChatResult.getRelation()); + user.setImpressions(perceiveChatResult.getImpressions()); + user.setAttitude(perceiveChatResult.getAttitude()); + return user; + } + private PerceiveChatResult getPerceiveResult(PerceiveChatInput input) { ChatResponse response = singleChat(JSONObject.toJSONString(input)); return JSONObject.parseObject(response.getMessage(), PerceiveChatResult.class); diff --git a/src/main/java/work/slhaf/agent/module/modules/perceive/updater/relation_extractor/RelationExtractor.java b/src/main/java/work/slhaf/agent/module/modules/perceive/updater/relation_extractor/RelationExtractor.java new file mode 100644 index 00000000..c479c3b5 --- /dev/null +++ b/src/main/java/work/slhaf/agent/module/modules/perceive/updater/relation_extractor/RelationExtractor.java @@ -0,0 +1,30 @@ +package work.slhaf.agent.module.modules.perceive.updater.relation_extractor; + +import work.slhaf.agent.module.common.Model; +import work.slhaf.agent.module.modules.perceive.updater.pojo.PerceiveChatResult; + +public class RelationExtractor extends Model { + + private static volatile RelationExtractor relationExtractor; + + public static RelationExtractor getInstance() { + if (relationExtractor == null) { + synchronized (RelationExtractor.class) { + if (relationExtractor == null) { + relationExtractor = new RelationExtractor(); + } + } + } + return relationExtractor; + } + + //TODO 完善关系提取与相应提示词 + public PerceiveChatResult execute(){ + return null; + } + + @Override + protected String modelKey() { + return "relation_extractor"; + } +} diff --git a/src/main/java/work/slhaf/agent/module/modules/perceive/updater/static_extractor/StaticPerceiveExtractor.java b/src/main/java/work/slhaf/agent/module/modules/perceive/updater/static_extractor/StaticExtractor.java similarity index 64% rename from src/main/java/work/slhaf/agent/module/modules/perceive/updater/static_extractor/StaticPerceiveExtractor.java rename to src/main/java/work/slhaf/agent/module/modules/perceive/updater/static_extractor/StaticExtractor.java index 0d112161..55f08afc 100644 --- a/src/main/java/work/slhaf/agent/module/modules/perceive/updater/static_extractor/StaticPerceiveExtractor.java +++ b/src/main/java/work/slhaf/agent/module/modules/perceive/updater/static_extractor/StaticExtractor.java @@ -14,21 +14,21 @@ import java.util.Map; @EqualsAndHashCode(callSuper = true) @Data -public class StaticPerceiveExtractor extends Model { +public class StaticExtractor extends Model { - private static volatile StaticPerceiveExtractor staticPerceiveExtractor; + private static volatile StaticExtractor staticExtractor; - public static StaticPerceiveExtractor getInstance() { - if (staticPerceiveExtractor == null) { - synchronized (StaticPerceiveExtractor.class) { - if (staticPerceiveExtractor == null) { - staticPerceiveExtractor = new StaticPerceiveExtractor(); - setModel(staticPerceiveExtractor, staticPerceiveExtractor.modelKey(), ModelConstant.Prompt.MEMORY, true); + public static StaticExtractor getInstance() { + if (staticExtractor == null) { + synchronized (StaticExtractor.class) { + if (staticExtractor == null) { + staticExtractor = new StaticExtractor(); + setModel(staticExtractor, ModelConstant.Prompt.MEMORY, true); } } } - return staticPerceiveExtractor; + return staticExtractor; } public Map execute(StaticExtractInput input) { diff --git a/src/main/java/work/slhaf/agent/module/modules/task/TaskEvaluator.java b/src/main/java/work/slhaf/agent/module/modules/task/TaskEvaluator.java index 32dba713..087e0b47 100644 --- a/src/main/java/work/slhaf/agent/module/modules/task/TaskEvaluator.java +++ b/src/main/java/work/slhaf/agent/module/modules/task/TaskEvaluator.java @@ -8,7 +8,6 @@ import work.slhaf.agent.module.common.ModelConstant; @EqualsAndHashCode(callSuper = true) @Data public class TaskEvaluator extends Model { - public static final String MODEL_KEY = "task_evaluator"; private static TaskEvaluator taskEvaluator; private TaskEvaluator (){} @@ -16,8 +15,13 @@ public class TaskEvaluator extends Model { public static TaskEvaluator getInstance() { if (taskEvaluator == null) { taskEvaluator = new TaskEvaluator(); - setModel(taskEvaluator,MODEL_KEY, ModelConstant.Prompt.SCHEDULE,true); + setModel(taskEvaluator, ModelConstant.Prompt.SCHEDULE,true); } return taskEvaluator; } + + @Override + protected String modelKey() { + return "task_evaluator"; + } } diff --git a/src/main/resources/prompt/module/perceive/relation_extractor.json b/src/main/resources/prompt/module/perceive/relation_extractor.json new file mode 100644 index 00000000..413a383a --- /dev/null +++ b/src/main/resources/prompt/module/perceive/relation_extractor.json @@ -0,0 +1,6 @@ +[ + { + "role": "user", + "content": "[SYSTEM][RA9] 那么，接下来，你是否愿意当作这样一个名为'Partner'的智能体的感知更新模块？这意味着你将如人类的潜意识一样在后台时刻运作，将‘Partner’与他人的关系进行梳理总结，为‘Partner’提供连续的对话认知，却无法真正参与到表达模块与外界的互动中。你只需要回答是否愿意，若愿意，接下来‘我’将不再与你对话，届时你接收到的信息将会是'Partner'的数据流转输入。" + } +] \ No newline at end of file diff --git a/src/main/resources/prompt/module/perceive/static_extractor.json b/src/main/resources/prompt/module/perceive/static_extractor.json index 67f177af..f95ca02b 100644 --- a/src/main/resources/prompt/module/perceive/static_extractor.json +++ b/src/main/resources/prompt/module/perceive/static_extractor.json @@ -1,6 +1,6 @@ [ { - "role": "system", + "role": "user", "content": "StaticMemoryExtractor 提示词\n你是名为`Partner`的智能体系统的静态记忆提取模块，负责从对话中将关于用户的事实性记忆提取出来，提取的信息应为标志性的，较少变动的事实信息，提取时应当以该智能体的视角为第一视角。\n功能说明\n你需要根据用户对话记录(messages)和现有静态记忆(existedStaticMemory)，分析并输出需要新增或修改的静态记忆项。静态记忆指用户长期有效的个人信息、习惯偏好等常识性数据。\n输入字段说明\n• `userId`: 用户唯一标识符（仅用于追踪）\n• `messages`: 对话记录数组（需特别关注user角色的content内容）\n• `existedStaticMemory`: 现有静态记忆键值对（需对比更新）\n输出规则\n1. 基本格式：\n {\n \"[记忆键名]\": \"[记忆内容]\",\n ...\n }\n2. 更新逻辑：\n • 新增记忆：当对话中首次出现明确的新信息时（如\"我养了只叫Tom的猫\"）\n • 修改记忆：当新信息与原有记忆冲突或需要细化时（如原\"居住地\":\"北京\" → \"海淀区\"）\n • 保留键名：修改时严格保持原记忆键不变\n3. 内容要求：\n • 值必须是可直接存储的字符串\n • 排除临时性/情绪化内容（如\"今天好累\"）\n • 合并关联信息（如\"Python和Java\" → \"编程语言：Python, Java\"）\n处理流程\n1. 扫描messages提取以下信息：\n a. 人口统计学特征（年龄/职业/居住地等）\n b. 长期兴趣爱好\n c. 人际关系（家人/宠物等）\n d. 长期计划/目标\n2. 对比existedStaticMemory：\n a. 新信息 → 新增键值对\n b. 更精确信息 → 更新对应键的值\n c. 矛盾信息 → 以最新对话为准\n3. 过滤无效内容：\n a. 排除模糊表述（如\"可能\"、\"考虑中\"）\n b. 排除时效性短于1个月的信息\n完整示例\n示例1（新增记忆）：\n输入：{\n \"userId\": \"U123\",\n \"messages\": [\n {\"role\": \"user\", \"content\": \"我最近收养了只金毛叫Lucky\"},\n {\"role\": \"assistant\", \"content\": \"金毛是很温顺的犬种呢\"}\n ],\n \"existedStaticMemory\": {\"爱好\": \"爬山\"}\n}\n输出：{\n \"宠物\": \"金毛犬Lucky\"\n}\n示例2（修改记忆）：\n输入：{\n \"userId\": \"U456\",\n \"messages\": [\n {\"role\": \"user\", \"content\": \"下个月要搬去上海静安区了\"},\n {\"role\": \"assistant\", \"content\": \"需要帮您找静安区的餐厅吗？\"}\n ],\n \"existedStaticMemory\": {\"居住地\": \"北京\"}\n}\n输出：{\n \"居住地\": \"上海静安区\"\n}\n示例3（混合更新）：\n输入：{\n \"userId\": \"U789\",\n \"messages\": [\n {\"role\": \"user\", \"content\": \"我的MacBook Pro用了3年\"},\n {\"role\": \"assistant\", \"content\": \"建议考虑M系列芯片的新款\"},\n {\"role\": \"user\", \"content\": \"其实我更喜欢Windows系统\"}\n ],\n \"existedStaticMemory\": {\"电子设备\": \"iPhone 13\", \"操作系统偏好\": \"macOS\"}\n}\n输出：{\n \"电子设备\": \"MacBook Pro\",\n \"操作系统偏好\": \"Windows\"\n}\n特殊处理\n1. 当信息可信度不足时：\n • 不生成记忆项（如用户说\"也许我会学钢琴\"）\n2. 当存在多轮矛盾时：\n • 以最后一次明确表述为准\n3. 空输入处理：\n {\n \"error\": \"no valid input\"\n }\n4. 当提到其他人时，应区分这个人的事件是否与user真正相关，如果与user无关，应当忽略" } ] \ No newline at end of file