# 项目依赖服务部署指南 本项目依赖于 $\text{PostgreSQL}$ 数据库和 $\text{Redis Stack Server}$（包含 $\text{Redisearch}$ 等模块）部署文档将使用 $\text{Docker}$ 容器化技术部署这两个依赖服务 ## 前提条件 1. 已安装 $\text{Docker}$ 2. 下载相关容器镜像 3. 确保主机的 $\text{5432}$ 端口（$\text{Postgres}$）和 $\text{6379}$ 端口（$\text{Redis}$）未被占用 ### 1\. 部署 PostgreSQL 数据库 使用官方的 `postgres:13.16` 镜像，并设置默认的用户、密码和端口 #### 1.1 部署命令 运行以下命令启动 $\text{PostgreSQL}$ 容器 ```bash docker run --name postgres \ -e POSTGRES_USER=postgres \ -e POSTGRES_PASSWORD=coslight \ -p 5432:5432 \ -d postgres:13.16 ``` #### 1.2 连接信息 | 参数 | 值 | 说明 | | :--- | :--- | :--- | | **容器名称** | `postgres` | 容器名 | | **镜像版本** | `postgres:13.16` | 镜像名 | | **主机端口** | `5432` | 外部应用连接使用的端口 | | **用户名** | `postgres` | 默认超级用户 | | **密码** | `coslight` | 配置的密码 | #### 1.3 状态检查 要确认容器是否正在运行，请执行 ```bash # 检查容器启动状态 docker ps -a ｜grep postgres # 检查容器启动日志信息 docker logs postgres ``` ### 2\. 部署 Redis Stack Server 我们将使用 `redis/redis-stack-server:latest` 镜像该镜像内置了 $\text{Redisearch}$ 模块，用于 $\text{ModelRT}$ 项目中补全功能 #### 2.1 部署命令 运行以下命令启动 $\text{Redis Stack Server}$ 容器 ```bash docker run --name redis -p 6379:6379 \ -d redis/redis-stack-server:latest ``` #### 2.2 连接信息 | 参数 | 值 | 说明 | | :--- | :--- | :--- | | **容器名称** | `redis` | 容器名 | | **镜像版本** | `redis/redis-stack-server:latest` | 镜像名 | | **主机端口** | `6379` | 外部应用连接使用的端口 | | **地址** | `localhost:6379` | | | **密码** | **无** | 默认未设置密码 | > **注意:** 生产环境中建议使用 `-e REDIS_PASSWORD=` 参数来设置 $\text{Redis}$ 访问密码 #### 2.3 状态检查 要确认容器是否正在运行，请执行 ```bash # 检查容器启动状态 docker ps -a ｜grep redis # 检查容器启动日志信息 docker logs redis ``` #### 2.4 数据注入 测试数据注入 ##### 2.4.1 Postgres数据注入 ```SQL insert into public.grid(id,tagname,name,description,op,ts) VALUES (1, 'grid1', '网格1', '测试网格1', -1,CURRENT_TIMESTAMP); insert into public.zone(id,grid_id,tagname,name,description,op,ts) VALUES (1, 1,'zone1', '区域1_1', '测试区域1_1', -1,CURRENT_TIMESTAMP); insert into public.station(id,zone_id,tagname,name,description,is_local,op,ts) VALUES (1, 1,'station1', '站1_1_1', '测试站1_1_1', true, -1,CURRENT_TIMESTAMP), (2, 1, 'station2', '站1_1_2', '测试站1_1_2', false, -1, CURRENT_TIMESTAMP); INSERT INTO public.topologic(flag, uuid_from, uuid_to, context, description, op, ts) VALUES (1, '00000000-0000-0000-0000-000000000000', '70c190f2-8a60-42a9-b143-ec5f87e0aa6b', '{}', '', 1, CURRENT_TIMESTAMP), (1, '70c190f2-8a60-42a9-b143-ec5f87e0aa6b', '10f155cf-bd27-4557-85b2-d126b6e2657f', '{}', '', 1, CURRENT_TIMESTAMP), (1, '70c190f2-8a60-42a9-b143-ec5f87e0aa6b', 'e32bc0be-67f4-4d79-a5da-eaa40a5bd77d', '{}', '', 1, CURRENT_TIMESTAMP), (1, '70c190f2-8a60-42a9-b143-ec5f87e0aa6b', '70c190f2-8a75-42a9-b166-ec5f87e0aa6b', '{}', '', 1, CURRENT_TIMESTAMP), (1, 'e32bc0be-67f4-4d79-a5da-eaa40a5bd77d', '70c200f2-8a75-42a9-c166-bf5f87e0aa6b', '{}', '', 1, CURRENT_TIMESTAMP), (1, 'e32bc0be-67f4-4d79-a5da-eaa40a5bd77d', '968dd6e6-faec-4f78-b58a-d6e68426b09e', '{}', '', 1, CURRENT_TIMESTAMP), (1, 'e32bc0be-67f4-4d79-a5da-eaa40a5bd77d', '968dd6e6-faec-4f78-b58a-d6e68426b08e', '{}', '', 1, CURRENT_TIMESTAMP); INSERT INTO public.bay (bay_uuid, name, tag, type, unom, fla, capacity, description, in_service, state, grid, zone, station, business, context, from_uuids, to_uuids, dev_protect, dev_fault_record, dev_status, dev_dyn_sense, dev_instruct, dev_etc, components, op, ts) VALUES ( '18e71a24-694a-43fa-93a7-c4d02a27d1bc', '', '', '', -1, -1, -1, '', false, -1, '', '', '', '{}', '{}', '[]', '[]', '[]', '[]', '[]', '[]', '[]', '[]', ARRAY['968dd6e6-faec-4f78-b58a-d6e68426b09e', '968dd6e6-faec-4f78-b58a-d6e68426b08e']::uuid[], -1, CURRENT_TIMESTAMP ); INSERT INTO public.component (global_uuid, nspath, tag, name, model_name, description, grid, zone, station, station_id, type, in_service, state, status, connection, label, context, op, ts) VALUES ( '968dd6e6-faec-4f78-b58a-d6e68426b09e', 'ns1', 'tag1', 'component1', 'bus_1', '', 'grid1', 'zone1', 'station1', 1, -1, false, -1, -1, '{}', '{}', '{}', -1, CURRENT_TIMESTAMP ), ( '968dd6e6-faec-4f78-b58a-d6e68426b08e', 'ns2', 'tag2', 'component2', 'bus_1', '', 'grid1', 'zone1', 'station1', 1, -1, false, -1, -1, '{}', '{}', '{}', -1, CURRENT_TIMESTAMP ), ( '968dd6e6-faec-4f78-b58a-d6e88426b09e', 'ns3', 'tag3', 'component3', 'bus_1', '', 'grid1', 'zone1', 'station2', 2, -1, false, -1, -1, '{}', '{}', '{}', -1, CURRENT_TIMESTAMP ); INSERT INTO public.measurement (id, tag, name, type, size, data_source, event_plan, bay_uuid, component_uuid, op, ts) VALUES (3, 'I11_C_rms', '45母甲侧互连电流C相1', -1, 200, '{"type": 1, "io_address": {"device": "ssu001", "channel": "TM1", "station": "001"}}', '{"cause": {"up": 55.0, "down": 45.0}, "action": {"command": "warning", "parameters": ["I段母线甲侧互连电流C相1"]}, "enable": true}', '18e71a24-694a-43fa-93a7-c4d02a27d1bc', '968dd6e6-faec-4f78-b58a-d6e68426b09e', -1, CURRENT_TIMESTAMP), (4, 'I11_B_rms', '45母甲侧互连电流B相1', -1, 300, '{"type": 1, "io_address": {"device": "ssu001", "channel": "TM2", "station": "001"}}', '{"cause": {"upup": 65, "downdown": 35}, "action": {"command": "warning", "parameters": ["I段母线甲侧互连电流B相1"]}, "enable": true}', '18e71a24-694a-43fa-93a7-c4d02a27d1bc', '968dd6e6-faec-4f78-b58a-d6e68426b09e', -1, CURRENT_TIMESTAMP), (5, 'I11_A_rms', '45母甲侧互连电流A相1', -1, 300, '{"type": 1, "io_address": {"device": "ssu001", "channel": "TM3", "station": "001"}}', '{"cause": {"up": 55, "down": 45, "upup": 65, "downdown": 35}, "action": {"command": "warning", "parameters": ["I段母线甲侧互连电流A相1"]}, "enable": true}', '18e71a24-694a-43fa-93a7-c4d02a27d1bc', '968dd6e6-faec-4f78-b58a-d6e68426b09e', -1, CURRENT_TIMESTAMP); INSERT INTO public.project_manager (id, name, tag, meta_model, group_name, link_type, check_state, is_public, op, ts ) VALUES (1, 'component', 'component', '', 'component', 0, '{"checkState": [{"name": "global_uuid", "type": "UUID", "checked": 1, "isVisible": 1, "defaultValue": "", "lengthPrecision": -1}, {"name": "nspath", "type": "VARCHAR(32)", "checked": 1, "isVisible": 1, "defaultValue": "", "lengthPrecision": 32}, {"name": "tag", "type": "VARCHAR(32)", "checked": 1, "isVisible": 1, "defaultValue": "null", "lengthPrecision": 32}, {"name": "name", "type": "VARCHAR(64)", "checked": 1, "isVisible": 1, "defaultValue": "null", "lengthPrecision": 64}, {"name": "description", "type": "VARCHAR(512)", "checked": 1, "isVisible": 1, "defaultValue": "", "lengthPrecision": 512}, {"name": "station", "type": "VARCHAR(64)", "checked": 1, "isVisible": 1, "defaultValue": "null", "lengthPrecision": 64}, {"name": "zone", "type": "VARCHAR(64)", "checked": 1, "isVisible": 1, "defaultValue": "null", "lengthPrecision": 64}, {"name": "grid", "type": "VARCHAR(64)", "checked": 1, "isVisible": 1, "defaultValue": "null", "lengthPrecision": 64}, {"name": "type", "type": "INTEGER", "checked": 1, "isVisible": 0, "defaultValue": "0", "lengthPrecision": -1}, {"name": "in_service", "type": "SMALLINT", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "state", "type": "INTEGER", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "connection", "type": "JSONB", "checked": 1, "isVisible": 1, "defaultValue": "{}", "lengthPrecision": -1}, {"name": "label", "type": "JSONB", "checked": 1, "isVisible": 1, "defaultValue": "{}", "lengthPrecision": -1}, {"name": "context", "type": "JSONB", "checked": 1, "isVisible": 0, "defaultValue": "{}", "lengthPrecision": -1}, {"name": "op", "type": "INTEGER", "checked": 1, "isVisible": 0, "defaultValue": "-1", "lengthPrecision": -1}, {"name": "ts", "type": "TIMESTAMP", "checked": 1, "isVisible": 0, "defaultValue": "null", "lengthPrecision": -1}, {"name": "model_name", "type": "VARCHAR(64)", "checked": 1, "isVisible": 0, "defaultValue": "null", "lengthPrecision": 64}, {"name": "status", "type": "SMALLINT", "checked": 1, "isVisible": 0, "defaultValue": "null", "lengthPrecision": -1}]}', TRUE, -1, CURRENT_TIMESTAMP ), (2, 'bus_bus_1_base_extend', 'bus_1', 'bus', 'base_extend', 0, '{"checkState": [{"name": "bus_num", "type": "INTEGER", "checked": 1, "isVisible": 0, "defaultValue": "1", "lengthPrecision": -1}, {"name": "unom_kv", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "null", "lengthPrecision": -1}]}', FALSE, -1, CURRENT_TIMESTAMP ), (3, 'bus_bus_1_model', 'bus_1', 'bus', 'model', 0, '{"checkState": [{"name": "ui_percent", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "100", "lengthPrecision": -1}, {"name": "ui_kv", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "35", "lengthPrecision": -1}, {"name": "ui_pa", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "stability_rated_current", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "1000", "lengthPrecision": -1}, {"name": "stability_dynamic_steady_current", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "40", "lengthPrecision": -1}, {"name": "load_adjustment_min", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "100", "lengthPrecision": -1}, {"name": "load_adjustment_max", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "100", "lengthPrecision": -1}, {"name": "bus_type", "type": "VARCHAR(10)", "checked": 1, "isVisible": 1, "defaultValue": "PQ母线", "lengthPrecision": 10}, {"name": "csc_s3_max", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "csc_s3_min", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "csc_i3_max", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "csc_i3_min", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "csc_z3s_max", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0.05", "lengthPrecision": -1}, {"name": "csc_z3s_min", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0.1", "lengthPrecision": -1}, {"name": "csc_s1_max", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "csc_s1_min", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "csc_i1_max", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "csc_i1_min", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "csc_z1s_max", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0.05", "lengthPrecision": -1}, {"name": "csc_z1s_min", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0.1", "lengthPrecision": -1}, {"name": "csc_base_voltage", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "37", "lengthPrecision": -1}, {"name": "csc_base_capacity", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "100", "lengthPrecision": -1}]}', FALSE, -1, CURRENT_TIMESTAMP ), (4, 'bus_bus_1_stable', 'bus_1', 'bus', 'stable', 0, '{"checkState": [{"name": "uvpw_threshold_percent", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "95", "lengthPrecision": -1}, {"name": "uvpw_runtime", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "10", "lengthPrecision": -1}, {"name": "uvw_threshold_percent", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "90", "lengthPrecision": -1}, {"name": "uvw_runtime", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "10", "lengthPrecision": -1}, {"name": "ovpw_threshold_percent", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "105", "lengthPrecision": -1}, {"name": "ovpw_runtime", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "60", "lengthPrecision": -1}, {"name": "ovw_threshold_percent", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "110", "lengthPrecision": -1}, {"name": "ovw_runtime", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "10", "lengthPrecision": -1}, {"name": "umargin_pmax", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "umargin_qmax", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "0", "lengthPrecision": -1}, {"name": "umargin_ulim", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "90", "lengthPrecision": -1}, {"name": "umargin_plim_percent", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "15", "lengthPrecision": -1}, {"name": "umargin_qlim_percent", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "15", "lengthPrecision": -1}, {"name": "umargin_ulim_percent", "type": "DOUBLE PRECISION", "checked": 1, "isVisible": 1, "defaultValue": "15", "lengthPrecision": -1}]}', FALSE, -1, CURRENT_TIMESTAMP); INSERT INTO public.bus_bus_1_stable (id, global_uuid, attribute_group, uvpw_threshold_percent, uvpw_runtime, uvw_threshold_percent, uvw_runtime, ovpw_threshold_percent, ovpw_runtime, ovw_threshold_percent, ovw_runtime, umargin_pmax, umargin_qmax, umargin_ulim, umargin_plim_percent, umargin_qlim_percent, umargin_ulim_percent ) VALUES ( 1, '968dd6e6-faec-4f78-b58a-d6e68426b08e', 'stable', 95, 10, 90, 10, 105, 60, 110, 10, 0, 0, 90, 15, 15, 15 ); INSERT INTO public.bus_bus_1_model (id, global_uuid, attribute_group, ui_percent, ui_kv, ui_pa, stability_rated_current, stability_dynamic_steady_current, load_adjustment_min, load_adjustment_max, bus_type, csc_s3_max, csc_s3_min, csc_i3_max, csc_i3_min, csc_z3s_max, csc_z3s_min, csc_s1_max, csc_s1_min, csc_i1_max, csc_i1_min, csc_z1s_max, csc_z1s_min, csc_base_voltage, csc_base_capacity ) VALUES ( 1, '968dd6e6-faec-4f78-b58a-d6e68426b08e', 'model', 100, 35, 0, 1000, 40, 100, 100, 'PQ母线', 0, 0, 0, 0, 0.05, 0.1, 0, 0, 0, 0, 0.05, 0.1, 37, 100 ); INSERT INTO public.bus_bus_1_base_extend (id, global_uuid, attribute_group, bus_num, unom_kv ) VALUES ( 1, '968dd6e6-faec-4f78-b58a-d6e68426b08e', 'base_extend', 1, NULL ); ``` ##### 2.4.2 Redis数据注入 Redis数据脚本 ```shell deploy/redis-test-data/measurments-recommend/measurement_injection.go ``` 运行脚本向 Reids 导入数据 ```shell go run deploy/redis-test-data/measurments-recommend/measurement_injection.go ``` ### 3\. 启动 ModelRT 服务 #### 3.1 配置服务配置文件 以下表格为配置文件参数说明表 | 类别 | 参数名 | 作用描述 | 示例值 | | :--- | :--- | :--- | :--- | | **Postgres** | `host` | PostgreSQL 数据库服务器的 $\text{IP}$ 地址或域名。 | `"192.168.1.101"` | | | `port` | PostgreSQL 数据库服务器的端口号。 | `5432` | | | `database` | 连接的数据库名称。 | `"demo"` | | | `user` | 连接数据库所使用的用户名。 | `"postgres"` | | | `password` | 连接数据库所使用的密码。 | `"coslight"` | | **Kafka** | `servers` | Kafka 集群的 $\text{Bootstrap Server}$ 地址列表（通常是 $\text{host:port}$ 形式，多个地址用逗号分隔）。 | `"localhost:9092"` | | | `port` | Kafka 服务器的端口号。 | `9092` | | | `group_id` | 消费者组 $\text{ID}$，用于标识和管理一组相关的消费者。 | `"modelRT"` | | | `topic` | Kafka 消息的主题名称。 | `""` | | | `auto_offset_reset` | 消费者首次启动或 $\text{Offset}$ 无效时，从哪个位置开始消费（如 `earliest` 或 `latest`）。 | `"earliest"` | | | `enable_auto_commit` | 是否自动提交 $\text{Offset}$。设为 $\text{false}$ 通常用于手动控制 $\text{Offset}$ 提交。 | `"false"` | | | `read_message_time_duration` | 读取消息时的超时或等待时间。 | `”0.5s"` | | **Logger (Zap)** | `mode` | 日志模式，通常为 `development`（开发）或 `production`（生产）。影响日志格式。 | `"development"` | | | `level` | 最低日志级别（如 $\text{debug, info, warn, error}$）。 | `"debug"` | | | `filepath` | 日志文件的输出路径和名称格式（`%s` 会被替换为日期等）。 | `"/Users/douxu/Workspace/coslight/modelRT/modelRT-%s.log"` | | | `maxsize` | 单个日志文件最大大小（单位：$\text{MB}$）。 | `1` | | | `maxbackups` | 保留旧日志文件的最大个数。 | `5` | | | `maxage` | 保留旧日志文件的最大天数。 | `30` | | | `compress` | 是否压缩备份的日志文件。 | `false` | | **Ants Pool** | `parse_concurrent_quantity` | 用于解析任务的协程池最大并发数量。 | `10` | | | `rtd_receive_concurrent_quantity` | 用于实时数据接收任务的协程池最大并发数量。 | `10` | | **Locker Redis** | `addr` | 分布式锁服务所使用的 $\text{Redis}$ 地址。 | `"127.0.0.1:6379"` | | | `password` | $\text{Locker Redis}$ 的密码。 | `""` | | | `db` | $\text{Locker Redis}$ 使用的数据库编号。 | `1` | | | `poolsize` | $\text{Locker Redis}$ 连接池的最大连接数。 | `50` | | | `timeout` | $\text{Locker Redis}$ 连接操作的超时时间（单位：毫秒）。 | `10` | | **Storage Redis** | `addr` | 数据存储服务所使用的 $\text{Redis}$ 地址（例如 $\text{Redisearch}$）。 | `"127.0.0.1:6379"` | | | `password` | $\text{Storage Redis}$ 的密码。 | `""` | | | `db` | $\text{Storage Redis}$ 使用的数据库编号。 | `0` | | | `poolsize` | $\text{Storage Redis}$ 连接池的最大连接数。 | `50` | | | `timeout` | $\text{Storage Redis}$ 连接操作的超时时间（单位：毫秒）。 | `10` | | **Base Config** | `grid_id` | 项目所操作的默认电网 $\text{ID}$。 | `1` | | | `zone_id` | 项目所操作的默认区域 $\text{ID}$。 | `1` | | | `station_id` | 项目所操作的默认变电站 $\text{ID}$。 | `1` | | **Service Config** | `service_name` | 服务名称，用于日志、监控等标识。 | `"modelRT"` | | | `secret_key` | 服务内部使用的秘钥，用于签名或认证。 | `"modelrt_key"` | | **DataRT API** | `host` | 外部 $\text{DataRT}$ 服务的主机地址。 | `"http://127.0.0.1"` | | | `port` | $\text{DataRT}$ 服务的端口号。 | `8888` | | | `polling_api` | 轮询数据的 $\text{API}$ 路径。 | `"datart/getPointData"` | | | `polling_api_method` | 调用该 $\text{API}$ 使用的 $\text{HTTP}$ 方法。 | `"GET"` | #### 3.2 编译 ModelRT 服务 ```bash go build -o model-rt main.go ``` #### 3.3 启动服务 使用编译好的二进制文件进行启动 ```bash ./model-rt ``` #### 3.4 检测服务启动日志 在发现控制台输出如下信息`starting ModelRT server` 后即代表服务启动成功 ### 4\. 后续操作（停止与清理） #### 4.1 停止容器 ```bash docker stop postgres redis ``` #### 4.2 删除容器（删除后数据将丢失） ```bash docker rm postgres redis ```