dshvaika
10 months ago
103 changed files with 1576 additions and 262 deletions
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/** |
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* Copyright © 2016-2025 The Thingsboard Authors |
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* |
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* Licensed under the Apache License, Version 2.0 (the "License"); |
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* you may not use this file except in compliance with the License. |
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* You may obtain a copy of the License at |
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* |
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* http://www.apache.org/licenses/LICENSE-2.0
|
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* |
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* Unless required by applicable law or agreed to in writing, software |
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* distributed under the License is distributed on an "AS IS" BASIS, |
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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* See the License for the specific language governing permissions and |
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* limitations under the License. |
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*/ |
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package org.thingsboard.server.service.edge.rpc.processor.ai; |
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|
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import com.google.common.util.concurrent.Futures; |
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import com.google.common.util.concurrent.ListenableFuture; |
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import lombok.extern.slf4j.Slf4j; |
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import org.springframework.data.util.Pair; |
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import org.springframework.stereotype.Component; |
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import org.thingsboard.common.util.JacksonUtil; |
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import org.thingsboard.server.common.data.EdgeUtils; |
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import org.thingsboard.server.common.data.ai.AiModel; |
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import org.thingsboard.server.common.data.edge.Edge; |
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import org.thingsboard.server.common.data.edge.EdgeEvent; |
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import org.thingsboard.server.common.data.edge.EdgeEventActionType; |
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import org.thingsboard.server.common.data.edge.EdgeEventType; |
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import org.thingsboard.server.common.data.id.AiModelId; |
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import org.thingsboard.server.common.data.id.TenantId; |
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import org.thingsboard.server.common.data.msg.TbMsgType; |
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import org.thingsboard.server.common.msg.TbMsgMetaData; |
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import org.thingsboard.server.dao.exception.DataValidationException; |
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import org.thingsboard.server.gen.edge.v1.AiModelUpdateMsg; |
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import org.thingsboard.server.gen.edge.v1.DownlinkMsg; |
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import org.thingsboard.server.gen.edge.v1.EdgeVersion; |
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import org.thingsboard.server.gen.edge.v1.UpdateMsgType; |
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import org.thingsboard.server.queue.util.TbCoreComponent; |
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import org.thingsboard.server.service.edge.EdgeMsgConstructorUtils; |
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import java.util.Optional; |
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import java.util.UUID; |
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@Slf4j |
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@Component |
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@TbCoreComponent |
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public class AiModelEdgeProcessor extends BaseAiModelProcessor implements AiModelProcessor { |
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@Override |
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public ListenableFuture<Void> processAiModelMsgFromEdge(TenantId tenantId, Edge edge, AiModelUpdateMsg aiModelUpdateMsg) { |
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AiModelId aiModelId = new AiModelId(new UUID(aiModelUpdateMsg.getIdMSB(), aiModelUpdateMsg.getIdLSB())); |
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try { |
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edgeSynchronizationManager.getEdgeId().set(edge.getId()); |
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switch (aiModelUpdateMsg.getMsgType()) { |
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case ENTITY_CREATED_RPC_MESSAGE: |
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case ENTITY_UPDATED_RPC_MESSAGE: |
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processAiModel(tenantId, aiModelId, aiModelUpdateMsg, edge); |
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return Futures.immediateFuture(null); |
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case UNRECOGNIZED: |
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default: |
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return handleUnsupportedMsgType(aiModelUpdateMsg.getMsgType()); |
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} |
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} catch (DataValidationException e) { |
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return Futures.immediateFailedFuture(e); |
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} finally { |
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edgeSynchronizationManager.getEdgeId().remove(); |
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} |
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} |
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@Override |
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public DownlinkMsg convertEdgeEventToDownlink(EdgeEvent edgeEvent, EdgeVersion edgeVersion) { |
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AiModelId aiModelId = new AiModelId(edgeEvent.getEntityId()); |
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switch (edgeEvent.getAction()) { |
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case ADDED, UPDATED -> { |
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Optional<AiModel> aiModel = edgeCtx.getAiModelService().findAiModelById(edgeEvent.getTenantId(), aiModelId); |
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if (aiModel.isPresent()) { |
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UpdateMsgType msgType = getUpdateMsgType(edgeEvent.getAction()); |
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AiModelUpdateMsg aiModelUpdateMsg = EdgeMsgConstructorUtils.constructAiModelUpdatedMsg(msgType, aiModel.get()); |
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return DownlinkMsg.newBuilder() |
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.setDownlinkMsgId(EdgeUtils.nextPositiveInt()) |
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.addAiModelUpdateMsg(aiModelUpdateMsg) |
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.build(); |
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} |
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} |
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case DELETED -> { |
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AiModelUpdateMsg aiModelUpdateMsg = EdgeMsgConstructorUtils.constructAiModelDeleteMsg(aiModelId); |
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return DownlinkMsg.newBuilder() |
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.setDownlinkMsgId(EdgeUtils.nextPositiveInt()) |
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.addAiModelUpdateMsg(aiModelUpdateMsg) |
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.build(); |
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} |
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} |
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return null; |
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} |
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@Override |
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public EdgeEventType getEdgeEventType() { |
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return EdgeEventType.AI_MODEL; |
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} |
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private void processAiModel(TenantId tenantId, AiModelId aiModelId, AiModelUpdateMsg aiModelUpdateMsg, Edge edge) { |
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Pair<Boolean, Boolean> resultPair = super.saveOrUpdateAiModel(tenantId, aiModelId, aiModelUpdateMsg); |
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Boolean wasCreated = resultPair.getFirst(); |
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if (wasCreated) { |
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pushAiModelCreatedEventToRuleEngine(tenantId, edge, aiModelId); |
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} |
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Boolean nameWasUpdated = resultPair.getSecond(); |
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if (nameWasUpdated) { |
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saveEdgeEvent(tenantId, edge.getId(), EdgeEventType.AI_MODEL, EdgeEventActionType.UPDATED, aiModelId, null); |
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} |
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} |
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private void pushAiModelCreatedEventToRuleEngine(TenantId tenantId, Edge edge, AiModelId aiModelId) { |
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try { |
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Optional<AiModel> aiModel = edgeCtx.getAiModelService().findAiModelById(tenantId, aiModelId); |
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if (aiModel.isPresent()) { |
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String aiModelAsString = JacksonUtil.toString(aiModel.get()); |
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TbMsgMetaData msgMetaData = getEdgeActionTbMsgMetaData(edge, edge.getCustomerId()); |
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pushEntityEventToRuleEngine(tenantId, aiModelId, edge.getCustomerId(), TbMsgType.ENTITY_CREATED, aiModelAsString, msgMetaData); |
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} else { |
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log.warn("[{}][{}] Failed to find aiModel", tenantId, aiModelId); |
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} |
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} catch (Exception e) { |
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log.warn("[{}][{}] Failed to push aiModel action to rule engine: {}", tenantId, aiModelId, TbMsgType.ENTITY_CREATED.name(), e); |
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} |
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} |
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} |
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@ -0,0 +1,28 @@ |
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/** |
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* Copyright © 2016-2025 The Thingsboard Authors |
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* |
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* Licensed under the Apache License, Version 2.0 (the "License"); |
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* you may not use this file except in compliance with the License. |
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* You may obtain a copy of the License at |
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* |
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* http://www.apache.org/licenses/LICENSE-2.0
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* |
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* Unless required by applicable law or agreed to in writing, software |
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* distributed under the License is distributed on an "AS IS" BASIS, |
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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* See the License for the specific language governing permissions and |
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* limitations under the License. |
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*/ |
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package org.thingsboard.server.service.edge.rpc.processor.ai; |
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import com.google.common.util.concurrent.ListenableFuture; |
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import org.thingsboard.server.common.data.edge.Edge; |
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import org.thingsboard.server.common.data.id.TenantId; |
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import org.thingsboard.server.gen.edge.v1.AiModelUpdateMsg; |
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import org.thingsboard.server.service.edge.rpc.processor.EdgeProcessor; |
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public interface AiModelProcessor extends EdgeProcessor { |
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ListenableFuture<Void> processAiModelMsgFromEdge(TenantId tenantId, Edge edge, AiModelUpdateMsg aiModelUpdateMsg); |
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} |
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@ -0,0 +1,81 @@ |
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/** |
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* Copyright © 2016-2025 The Thingsboard Authors |
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* |
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* Licensed under the Apache License, Version 2.0 (the "License"); |
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* you may not use this file except in compliance with the License. |
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* You may obtain a copy of the License at |
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* |
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* http://www.apache.org/licenses/LICENSE-2.0
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* |
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* Unless required by applicable law or agreed to in writing, software |
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* distributed under the License is distributed on an "AS IS" BASIS, |
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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* See the License for the specific language governing permissions and |
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* limitations under the License. |
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*/ |
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package org.thingsboard.server.service.edge.rpc.processor.ai; |
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import com.datastax.oss.driver.api.core.uuid.Uuids; |
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import lombok.extern.slf4j.Slf4j; |
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import org.springframework.beans.factory.annotation.Autowired; |
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import org.springframework.data.util.Pair; |
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import org.thingsboard.common.util.JacksonUtil; |
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import org.thingsboard.server.common.data.StringUtils; |
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import org.thingsboard.server.common.data.ai.AiModel; |
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import org.thingsboard.server.common.data.id.AiModelId; |
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import org.thingsboard.server.common.data.id.TenantId; |
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import org.thingsboard.server.dao.service.DataValidator; |
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import org.thingsboard.server.gen.edge.v1.AiModelUpdateMsg; |
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import org.thingsboard.server.service.edge.rpc.processor.BaseEdgeProcessor; |
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import java.util.Optional; |
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@Slf4j |
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public abstract class BaseAiModelProcessor extends BaseEdgeProcessor { |
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@Autowired |
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private DataValidator<AiModel> aiModelValidator; |
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protected Pair<Boolean, Boolean> saveOrUpdateAiModel(TenantId tenantId, AiModelId aiModelId, AiModelUpdateMsg aiModelUpdateMsg) { |
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boolean isCreated = false; |
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boolean isNameUpdated = false; |
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try { |
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AiModel aiModel = JacksonUtil.fromString(aiModelUpdateMsg.getEntity(), AiModel.class, true); |
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if (aiModel == null) { |
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throw new RuntimeException("[{" + tenantId + "}] aiModelUpdateMsg {" + aiModelUpdateMsg + " } cannot be converted to aiModel"); |
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} |
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Optional<AiModel> aiModelById = edgeCtx.getAiModelService().findAiModelById(tenantId, aiModelId); |
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if (aiModelById.isEmpty()) { |
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aiModel.setCreatedTime(Uuids.unixTimestamp(aiModelId.getId())); |
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isCreated = true; |
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aiModel.setId(null); |
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} else { |
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aiModel.setId(aiModelId); |
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} |
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String aiModelName = aiModel.getName(); |
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Optional<AiModel> aiModelByName = edgeCtx.getAiModelService().findAiModelByTenantIdAndName(aiModel.getTenantId(), aiModelName); |
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if (aiModelByName.isPresent() && !aiModelByName.get().getId().equals(aiModelId)) { |
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aiModelName = aiModelName + "_" + StringUtils.randomAlphabetic(15); |
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log.warn("[{}] aiModel with name {} already exists. Renaming aiModel name to {}", |
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tenantId, aiModel.getName(), aiModelByName.get().getName()); |
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isNameUpdated = true; |
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} |
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aiModel.setName(aiModelName); |
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aiModelValidator.validate(aiModel, AiModel::getTenantId); |
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if (isCreated) { |
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aiModel.setId(aiModelId); |
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} |
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edgeCtx.getAiModelService().save(aiModel, false); |
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} catch (Exception e) { |
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log.error("[{}] Failed to process aiModel update msg [{}]", tenantId, aiModelUpdateMsg, e); |
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throw e; |
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} |
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return Pair.of(isCreated, isNameUpdated); |
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} |
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} |
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@ -0,0 +1,196 @@ |
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/** |
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* Copyright © 2016-2025 The Thingsboard Authors |
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* |
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* Licensed under the Apache License, Version 2.0 (the "License"); |
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* you may not use this file except in compliance with the License. |
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* You may obtain a copy of the License at |
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* |
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* http://www.apache.org/licenses/LICENSE-2.0
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* |
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* Unless required by applicable law or agreed to in writing, software |
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* distributed under the License is distributed on an "AS IS" BASIS, |
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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* See the License for the specific language governing permissions and |
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* limitations under the License. |
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*/ |
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package org.thingsboard.server.edge; |
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import com.datastax.oss.driver.api.core.uuid.Uuids; |
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import com.google.protobuf.AbstractMessage; |
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import com.google.protobuf.InvalidProtocolBufferException; |
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import org.junit.Assert; |
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import org.junit.Test; |
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import org.thingsboard.common.util.JacksonUtil; |
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import org.thingsboard.server.common.data.ai.AiModel; |
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import org.thingsboard.server.common.data.ai.model.chat.OpenAiChatModelConfig; |
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import org.thingsboard.server.common.data.ai.provider.OpenAiProviderConfig; |
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import org.thingsboard.server.dao.service.DaoSqlTest; |
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import org.thingsboard.server.gen.edge.v1.AiModelUpdateMsg; |
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import org.thingsboard.server.gen.edge.v1.UpdateMsgType; |
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import org.thingsboard.server.gen.edge.v1.UplinkMsg; |
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import org.thingsboard.server.gen.edge.v1.UplinkResponseMsg; |
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import java.util.Optional; |
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import java.util.UUID; |
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import static org.springframework.test.web.servlet.result.MockMvcResultMatchers.status; |
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@DaoSqlTest |
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public class AiModelEdgeTest extends AbstractEdgeTest { |
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private static final String DEFAULT_AI_MODEL_NAME = "Edge Test AiModel"; |
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private static final String UPDATED_AI_MODEL_NAME = "Updated Edge Test AiModel"; |
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@Test |
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public void testAiModel_create_update_delete() throws Exception { |
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// create AiModel
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AiModel aiModel = createSimpleAiModel(DEFAULT_AI_MODEL_NAME); |
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edgeImitator.expectMessageAmount(1); |
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AiModel savedAiModel = doPost("/api/ai/model", aiModel, AiModel.class); |
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Assert.assertTrue(edgeImitator.waitForMessages()); |
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AbstractMessage latestMessage = edgeImitator.getLatestMessage(); |
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Assert.assertTrue(latestMessage instanceof AiModelUpdateMsg); |
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AiModelUpdateMsg aiModelUpdateMsg = (AiModelUpdateMsg) latestMessage; |
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Assert.assertEquals(UpdateMsgType.ENTITY_CREATED_RPC_MESSAGE, aiModelUpdateMsg.getMsgType()); |
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Assert.assertEquals(savedAiModel.getUuidId().getMostSignificantBits(), aiModelUpdateMsg.getIdMSB()); |
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Assert.assertEquals(savedAiModel.getUuidId().getLeastSignificantBits(), aiModelUpdateMsg.getIdLSB()); |
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AiModel aiModelFromMsg = JacksonUtil.fromString(aiModelUpdateMsg.getEntity(), AiModel.class, true); |
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Assert.assertNotNull(aiModelFromMsg); |
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Assert.assertEquals(DEFAULT_AI_MODEL_NAME, aiModelFromMsg.getName()); |
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Assert.assertEquals(savedAiModel.getTenantId(), aiModelFromMsg.getTenantId()); |
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// update AiModel
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edgeImitator.expectMessageAmount(1); |
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savedAiModel.setName(UPDATED_AI_MODEL_NAME); |
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savedAiModel = doPost("/api/ai/model", savedAiModel, AiModel.class); |
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Assert.assertTrue(edgeImitator.waitForMessages()); |
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latestMessage = edgeImitator.getLatestMessage(); |
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Assert.assertTrue(latestMessage instanceof AiModelUpdateMsg); |
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aiModelUpdateMsg = (AiModelUpdateMsg) latestMessage; |
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aiModelFromMsg = JacksonUtil.fromString(aiModelUpdateMsg.getEntity(), AiModel.class, true); |
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Assert.assertNotNull(aiModelFromMsg); |
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Assert.assertEquals(UpdateMsgType.ENTITY_UPDATED_RPC_MESSAGE, aiModelUpdateMsg.getMsgType()); |
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Assert.assertEquals(UPDATED_AI_MODEL_NAME, aiModelFromMsg.getName()); |
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// delete AiModel
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edgeImitator.expectMessageAmount(1); |
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doDelete("/api/ai/model/" + savedAiModel.getUuidId()) |
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.andExpect(status().isOk()); |
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Assert.assertTrue(edgeImitator.waitForMessages()); |
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latestMessage = edgeImitator.getLatestMessage(); |
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Assert.assertTrue(latestMessage instanceof AiModelUpdateMsg); |
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aiModelUpdateMsg = (AiModelUpdateMsg) latestMessage; |
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Assert.assertEquals(UpdateMsgType.ENTITY_DELETED_RPC_MESSAGE, aiModelUpdateMsg.getMsgType()); |
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Assert.assertEquals(savedAiModel.getUuidId().getMostSignificantBits(), aiModelUpdateMsg.getIdMSB()); |
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Assert.assertEquals(savedAiModel.getUuidId().getLeastSignificantBits(), aiModelUpdateMsg.getIdLSB()); |
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} |
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@Test |
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public void testSendAiModelToCloud() throws Exception { |
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AiModel aiModel = createSimpleAiModel(DEFAULT_AI_MODEL_NAME); |
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UUID uuid = Uuids.timeBased(); |
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UplinkMsg uplinkMsg = getUplinkMsg(uuid, aiModel, UpdateMsgType.ENTITY_CREATED_RPC_MESSAGE); |
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checkAiModelOnCloud(uplinkMsg, uuid, aiModel.getName()); |
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} |
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@Test |
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public void testUpdateAiModelNameOnCloud() throws Exception { |
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AiModel aiModel = createSimpleAiModel(DEFAULT_AI_MODEL_NAME); |
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UUID uuid = Uuids.timeBased(); |
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UplinkMsg uplinkMsg = getUplinkMsg(uuid, aiModel, UpdateMsgType.ENTITY_CREATED_RPC_MESSAGE); |
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checkAiModelOnCloud(uplinkMsg, uuid, aiModel.getName()); |
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aiModel.setName(UPDATED_AI_MODEL_NAME); |
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UplinkMsg updatedUplinkMsg = getUplinkMsg(uuid, aiModel, UpdateMsgType.ENTITY_UPDATED_RPC_MESSAGE); |
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checkAiModelOnCloud(updatedUplinkMsg, uuid, aiModel.getName()); |
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} |
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@Test |
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public void testAiModelToCloudWithNameThatAlreadyExistsOnCloud() throws Exception { |
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AiModel aiModel = createSimpleAiModel(DEFAULT_AI_MODEL_NAME); |
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edgeImitator.expectMessageAmount(1); |
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AiModel savedAiModel = doPost("/api/ai/model", aiModel, AiModel.class); |
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Assert.assertTrue(edgeImitator.waitForMessages()); |
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UUID uuid = Uuids.timeBased(); |
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UplinkMsg uplinkMsg = getUplinkMsg(uuid, aiModel, UpdateMsgType.ENTITY_CREATED_RPC_MESSAGE); |
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edgeImitator.expectResponsesAmount(1); |
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edgeImitator.expectMessageAmount(1); |
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edgeImitator.sendUplinkMsg(uplinkMsg); |
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Assert.assertTrue(edgeImitator.waitForResponses()); |
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Assert.assertTrue(edgeImitator.waitForMessages()); |
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Optional<AiModelUpdateMsg> aiModelUpdateMsgOpt = edgeImitator.findMessageByType(AiModelUpdateMsg.class); |
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Assert.assertTrue(aiModelUpdateMsgOpt.isPresent()); |
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AiModelUpdateMsg latestAiModelUpdateMsg = aiModelUpdateMsgOpt.get(); |
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AiModel aiModelFromMsg = JacksonUtil.fromString(latestAiModelUpdateMsg.getEntity(), AiModel.class, true); |
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Assert.assertNotNull(aiModelFromMsg); |
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Assert.assertNotEquals(DEFAULT_AI_MODEL_NAME, aiModelFromMsg.getName()); |
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Assert.assertNotEquals(savedAiModel.getUuidId(), uuid); |
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AiModel aiModelFromCloud = doGet("/api/ai/model/" + uuid, AiModel.class); |
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Assert.assertNotNull(aiModelFromCloud); |
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Assert.assertNotEquals(DEFAULT_AI_MODEL_NAME, aiModelFromCloud.getName()); |
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} |
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private AiModel createSimpleAiModel(String name) { |
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AiModel aiModel = new AiModel(); |
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aiModel.setTenantId(tenantId); |
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aiModel.setName(name); |
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aiModel.setConfiguration(OpenAiChatModelConfig.builder() |
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.providerConfig(new OpenAiProviderConfig(null, "test-api-key")) |
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.modelId("gpt-4o") |
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.temperature(0.5) |
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.topP(0.3) |
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.frequencyPenalty(0.1) |
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.presencePenalty(0.2) |
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.maxOutputTokens(1000) |
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.timeoutSeconds(60) |
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.maxRetries(2) |
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.build()); |
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return aiModel; |
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} |
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private UplinkMsg getUplinkMsg(UUID uuid, AiModel aiModel, UpdateMsgType updateMsgType) throws InvalidProtocolBufferException { |
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UplinkMsg.Builder uplinkMsgBuilder = UplinkMsg.newBuilder(); |
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AiModelUpdateMsg.Builder aiModelUpdateMsgBuilder = AiModelUpdateMsg.newBuilder(); |
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aiModelUpdateMsgBuilder.setIdMSB(uuid.getMostSignificantBits()); |
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aiModelUpdateMsgBuilder.setIdLSB(uuid.getLeastSignificantBits()); |
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aiModelUpdateMsgBuilder.setEntity(JacksonUtil.toString(aiModel)); |
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aiModelUpdateMsgBuilder.setMsgType(updateMsgType); |
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testAutoGeneratedCodeByProtobuf(aiModelUpdateMsgBuilder); |
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uplinkMsgBuilder.addAiModelUpdateMsg(aiModelUpdateMsgBuilder.build()); |
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testAutoGeneratedCodeByProtobuf(uplinkMsgBuilder); |
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return uplinkMsgBuilder.build(); |
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} |
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private void checkAiModelOnCloud(UplinkMsg uplinkMsg, UUID uuid, String resourceTitle) throws Exception { |
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edgeImitator.expectResponsesAmount(1); |
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edgeImitator.sendUplinkMsg(uplinkMsg); |
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Assert.assertTrue(edgeImitator.waitForResponses()); |
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UplinkResponseMsg latestResponseMsg = edgeImitator.getLatestResponseMsg(); |
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Assert.assertTrue(latestResponseMsg.getSuccess()); |
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AiModel aiModel = doGet("/api/ai/model/" + uuid, AiModel.class); |
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Assert.assertNotNull(aiModel); |
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Assert.assertEquals(resourceTitle, aiModel.getName()); |
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} |
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} |
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@ -0,0 +1,23 @@ |
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/** |
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* Copyright © 2016-2025 The Thingsboard Authors |
|||
* |
|||
* Licensed under the Apache License, Version 2.0 (the "License"); |
|||
* you may not use this file except in compliance with the License. |
|||
* You may obtain a copy of the License at |
|||
* |
|||
* http://www.apache.org/licenses/LICENSE-2.0
|
|||
* |
|||
* Unless required by applicable law or agreed to in writing, software |
|||
* distributed under the License is distributed on an "AS IS" BASIS, |
|||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
|||
* See the License for the specific language governing permissions and |
|||
* limitations under the License. |
|||
*/ |
|||
package org.thingsboard.server.common.data; |
|||
|
|||
public enum NameConflictPolicy { |
|||
|
|||
FAIL, |
|||
UNIQUIFY; |
|||
|
|||
} |
|||
@ -0,0 +1,25 @@ |
|||
/** |
|||
* Copyright © 2016-2025 The Thingsboard Authors |
|||
* |
|||
* Licensed under the Apache License, Version 2.0 (the "License"); |
|||
* you may not use this file except in compliance with the License. |
|||
* You may obtain a copy of the License at |
|||
* |
|||
* http://www.apache.org/licenses/LICENSE-2.0
|
|||
* |
|||
* Unless required by applicable law or agreed to in writing, software |
|||
* distributed under the License is distributed on an "AS IS" BASIS, |
|||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
|||
* See the License for the specific language governing permissions and |
|||
* limitations under the License. |
|||
*/ |
|||
package org.thingsboard.server.common.data; |
|||
|
|||
import io.swagger.v3.oas.annotations.media.Schema; |
|||
|
|||
@Schema |
|||
public record NameConflictStrategy(NameConflictPolicy policy, String separator, UniquifyStrategy uniquifyStrategy) { |
|||
|
|||
public static final NameConflictStrategy DEFAULT = new NameConflictStrategy(NameConflictPolicy.FAIL, null, null); |
|||
|
|||
} |
|||
@ -0,0 +1,23 @@ |
|||
/** |
|||
* Copyright © 2016-2025 The Thingsboard Authors |
|||
* |
|||
* Licensed under the Apache License, Version 2.0 (the "License"); |
|||
* you may not use this file except in compliance with the License. |
|||
* You may obtain a copy of the License at |
|||
* |
|||
* http://www.apache.org/licenses/LICENSE-2.0
|
|||
* |
|||
* Unless required by applicable law or agreed to in writing, software |
|||
* distributed under the License is distributed on an "AS IS" BASIS, |
|||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
|||
* See the License for the specific language governing permissions and |
|||
* limitations under the License. |
|||
*/ |
|||
package org.thingsboard.server.common.data; |
|||
|
|||
public enum UniquifyStrategy { |
|||
|
|||
RANDOM, |
|||
INCREMENTAL; |
|||
|
|||
} |
|||
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