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Author | SHA1 | Date | |
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44b18c3689 | |||
28ef203b90 | |||
c254e2f94c | |||
c7505179bb | |||
19e8d21620 | |||
671dc90b61 | |||
0ccef5f290 | |||
ae97005a7c | |||
fb2ee66b5b | |||
5ef521438a | |||
ed4cd0643a | |||
02538ef4f4 | |||
d219fbc92a |
@ -0,0 +1,57 @@
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import random
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import sys
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def quick_sort(arr):
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"""
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快速排序主函数,支持空数组处理
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"""
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if len(arr) <= 1:
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return arr
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def partition(low, high):
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pivot_index = random.randint(low, high) # 随机选择基准
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arr[pivot_index], arr[high] = arr[high], arr[pivot_index]
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pivot = arr[high]
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i = low - 1
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for j in range(low, high):
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if arr[j] <= pivot:
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i += 1
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arr[i], arr[j] = arr[j], arr[i]
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arr[i+1], arr[high] = arr[high], arr[i+1]
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return i + 1
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def recur_sort(low, high):
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if low < high:
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pi = partition(low, high)
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recur_sort(low, pi - 1)
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recur_sort(pi + 1, high)
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recur_sort(0, len(arr) - 1)
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return arr
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if __name__ == "__main__":
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# 从命令行参数读取数据
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if len(sys.argv) > 1:
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try:
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# 处理多种输入格式:逗号分隔、空格分隔或混合分隔
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input_str = " ".join(sys.argv[1:])
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input_data = [float(x) if '.' in x else int(x)
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for x in input_str.replace(',', ' ').split()]
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print("原始输入:", sys.argv[1:])
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print("解析数据:", input_data)
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sorted_arr = quick_sort(input_data.copy())
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print("排序结果:", sorted_arr)
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except ValueError:
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print("错误:输入数据包含非数字字符,请确保只输入数字")
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print("用法: python script.py [数字1 数字2 ...]")
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print("示例: python script.py 3 0 8 7 2 1 9 4")
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else:
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print("未提供输入数据,使用默认测试用例")
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test_case = [3, 0, 8, 7, 2, 1, 9, 4]
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print("测试数据:", test_case)
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print("排序结果:", quick_sort(test_case.copy()))
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@ -0,0 +1,57 @@
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import random
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import sys
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def quick_sort(arr):
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"""
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快速排序主函数,支持空数组处理
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"""
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if len(arr) <= 1:
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return arr
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def partition(low, high):
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pivot_index = random.randint(low, high) # 随机选择基准
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arr[pivot_index], arr[high] = arr[high], arr[pivot_index]
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pivot = arr[high]
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i = low - 1
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for j in range(low, high):
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if arr[j] <= pivot:
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i += 1
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arr[i], arr[j] = arr[j], arr[i]
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arr[i+1], arr[high] = arr[high], arr[i+1]
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return i + 1
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def recur_sort(low, high):
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if low < high:
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pi = partition(low, high)
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recur_sort(low, pi - 1)
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recur_sort(pi + 1, high)
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recur_sort(0, len(arr) - 1)
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return arr
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if __name__ == "__main__":
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# 从命令行参数读取数据
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if len(sys.argv) > 1:
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try:
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# 处理多种输入格式:逗号分隔、空格分隔或混合分隔
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input_str = " ".join(sys.argv[1:])
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input_data = [float(x) if '.' in x else int(x)
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for x in input_str.replace(',', ' ').split()]
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print("原始输入:", sys.argv[1:])
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print("解析数据:", input_data)
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sorted_arr = quick_sort(input_data.copy())
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print("排序结果:", sorted_arr)
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except ValueError:
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print("错误:输入数据包含非数字字符,请确保只输入数字")
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print("用法: python script.py [数字1 数字2 ...]")
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print("示例: python script.py 3 0 8 7 2 1 9 4")
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else:
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print("未提供输入数据,使用默认测试用例")
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test_case = [3, 0, 8, 7, 2, 1, 9, 4]
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print("测试数据:", test_case)
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print("排序结果:", quick_sort(test_case.copy()))
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412
lib/数据库存档文件.md
Normal file
412
lib/数据库存档文件.md
Normal file
@ -0,0 +1,412 @@
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### 零、数据库测试表(test_simple)
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#### 1.基本信息
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所属模块:仅供创建数据库时,测试是否连接成功
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负责人:宁欢
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创建时间:2025-05-13
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#### 2.表结构
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| 序号 | 字段名 | 中文名称 | 数据类型 |
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| ---- | ---------- | -------------- | ------------- |
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| 1 | id | id(唯一主键) | Int |
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| 2 | name | 名称 | VARCHAR(255) |
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| 3 | created_at | 创建时间 | LocalDateTime |
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#### 3.SQL脚本
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```
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-- 创建极简测试表
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CREATE TABLE IF NOT EXISTS `test_simple` (
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`id` INT PRIMARY KEY AUTO_INCREMENT,
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`name` VARCHAR(20) NOT NULL,
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`created_at` TIMESTAMP DEFAULT CURRENT_TIMESTAMP
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);
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-- 插入测试数据
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INSERT INTO `test_simple` (`name`) VALUES ('测试数据');
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-- 查询验证
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SELECT * FROM `test_simple`;
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```
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#### 4.变更记录
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| 版本 | 变更时间 | 变更人 | 变更内容 |
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| ---- | ---------- | ------ | -------- |
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| v1.0 | 2025-05-13 | nh | 初始创建 |
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### 一、模型信息表(model_info)
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#### 1.基本信息
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所属模块:智能应用服务管理
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负责人:宁欢
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创建时间: 2025-05-14
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#### 2.表结构
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| 序号 | 数据表名 | 中文名称 | 数据类型 |
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| ---- | ---------- | ------------------ | ------------ |
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| 1 | id | 模型id(唯一主键) | Long |
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| 2 | model_name | 模型名称 | VARCHAR(255) |
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#### 3.SQL脚本
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```
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CREATE TABLE model_info (
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id BIGINT PRIMARY KEY COMMENT '模型id(唯一主键)',
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model_name VARCHAR(255) COMMENT '模型名称'
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);
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-- 1. 删除现有主键约束
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ALTER TABLE model_info DROP CONSTRAINT IF EXISTS model_info_pkey;
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-- 2. 创建序列(如果不存在)
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CREATE SEQUENCE IF NOT EXISTS model_info_id_seq;
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-- 3. 将 id 字段设置为使用序列自增
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ALTER TABLE model_info
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ALTER COLUMN id SET DEFAULT nextval('model_info_id_seq');
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-- 4. 重新添加主键约束
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ALTER TABLE model_info ADD PRIMARY KEY (id);
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-- 5. 将序列的当前值设置为表中现有最大 id 值 +1(确保不自增冲突)
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SELECT setval('model_info_id_seq', COALESCE((SELECT MAX(id)+1 FROM model_info), 1), false);
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```
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#### 4.变更记录
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| 版本 | 变更时间 | 变更人 | 变更内容 |
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| ---- | ---------- | ------ | ---------------------- |
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| v1.0 | 2025-05-13 | 宁欢 | 初始创建 |
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| v1.1 | 2025-05-20 | 宁欢 | 将主键约束条件改为自增 |
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### 二、日志表(model_log)
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#### 1.基本信息
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所属模块:智能应用服务管理
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负责人:宁欢
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创建时间:2025-05-14
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||||||
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#### 2.表结构
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| 序号 | 数据表名 | 中文名称 | 数据类型 |
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| ---- | ---------------- | --------------------- | ------------- |
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| 1 | id | 日志id(唯一主键) | Long |
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| 2 | model_version_id | 关联模型版本id | Long |
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| 3 | log_type | 日志类型(1,2,3...) | Int |
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| 4 | log_path | 日志存储路径 | VARCHAR(255) |
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| 5 | log_time | 日志生成时间 | LocalDateTime |
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#### 3.SQL脚本
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```
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-- 创建model_log表
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CREATE TABLE model_log (
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id BIGINT PRIMARY KEY COMMENT '日志id(唯一主键)',
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model_id BIGINT COMMENT '关联模型id',
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log_type INT COMMENT '日志类型(1,2,3...)',
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log_path VARCHAR(255) COMMENT '日志存储路径',
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log_time TIMESTAMP COMMENT '日志生成时间'
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);
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```
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#### 4.变更记录
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| 版本 | 变更时间 | 变更人 | 变更内容 |
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|
| ---- | ---------- | ------ | ------------------------------------------ |
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| v1.0 | 2025-05-14 | 宁欢 | 初始创建 |
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| v2.0 | 2025-06-30 | 宁欢 | 模型日志修改成绑定模型版本id,而不是模型id |
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### 三、模型评估记录表(model_evaluation)
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#### 1.基本信息
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所属模块:智能应用服务管理
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|
|
||||||
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负责人:宁欢
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|
|
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|
创建时间:2025-05-14
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|
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#### 2.表结构
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| 序号 | 数据表名 | 中文名称 | 数据类型 |
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| ---- | ----------------- | ---------------------- | ------------- |
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| 1 | id | 评估记录id(唯一主键) | Long |
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| 2 | model_id | 关联模型id | Long |
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| 3 | evaluation_time | 评估时间 | LocalDateTime |
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| 4 | evaluation_result | 评估结果 | VARCHAR(255) |
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| 5 | operator | 评估操作人员 | VARCHAR(255) |
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#### 3.SQL脚本
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```
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-- 创建model_evaluation表
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CREATE TABLE model_evaluation (
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id BIGINT PRIMARY KEY COMMENT '评估记录id(唯一主键)',
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model_id BIGINT COMMENT '关联模型id',
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evaluation_time TIMESTAMP COMMENT '评估时间',
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evaluation_result VARCHAR(255) COMMENT '评估结果',
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operator VARCHAR(255) COMMENT '评估操作人员'
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);
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```
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#### 4.变更记录
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||||||
|
|
||||||
|
| 版本 | 变更时间 | 变更人 | 变更内容 |
|
||||||
|
| ---- | ---------- | ------ | -------- |
|
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|
| v1.0 | 2025-05-14 | 宁欢 | 初始创建 |
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|
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### 四、模型版本信息(model_version)
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#### 1.基本信息
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|
|
||||||
|
所属模块:智能应用服务管理
|
||||||
|
|
||||||
|
负责人:宁欢
|
||||||
|
|
||||||
|
创建时间:2025-05-14
|
||||||
|
|
||||||
|
#### 2.表结构
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|
|
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|
| 序号 | 数据表名 | 中文名称 | 数据类型 |
|
||||||
|
| ---- | --------------------- | ---------------------------------- | ------------- |
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|
| 1 | id | 版本信息表id(唯一主键) | Long |
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| 2 | model_id | 关联模型id | Long |
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|
| 3 | version | 模型版本 | VARCHAR(255) |
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| 4 | dataset_id | 数据集id | Int |
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|
| 5 | model_config | 模型配置信息 | VARCHAR(255) |
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|
| 6 | model_path | 模型存储路径 | VARCHAR(255) |
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|
| 7 | status | 模型状态(1代表上线,0代表不上线) | Int |
|
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| 8 | create_time | 创建时间 | LocalDateTime |
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| 9 | update_time | 更新时间 | LocalDateTime |
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|
| 10 | model_size | 模型大小 | Integer |
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| 11 | data_pre_handle_file | 数据预处理文件存储路径 | VARCHAR(255) |
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| 12 | model_super_args | 模型超参数 | VARCHAR(255) |
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|
| 13 | model_args_size | 模型参数量 | VARCHAR(255) |
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|
| 14 | model_source_code_url | 模型源代码路径 | VARCHAR(255) |
|
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|
| 15 | model_file | 模型文件存储路径 | VARCHAR(255) |
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| 16 | model_design_document | 模型设计文档存储路径 | VARCHAR(255) |
|
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| 17 | life_cycle | 模型生命周期 | VARCHAR(255) |
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||||||
|
|
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|
#### 3.SQL脚本
|
||||||
|
|
||||||
|
```
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-- 创建model_version表
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CREATE TABLE model_version (
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id BIGINT PRIMARY KEY COMMENT '版本信息表id(唯一主键)',
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model_id BIGINT COMMENT '关联模型id',
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version VARCHAR(255) COMMENT '模型版本',
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dataset_id INT COMMENT '数据集id',
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model_config VARCHAR(255) COMMENT '模型配置信息',
|
||||||
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model_path VARCHAR(255) COMMENT '模型存储路径',
|
||||||
|
status INT COMMENT '模型状态(1代表上线,0代表不上线)',
|
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create_time TIMESTAMP COMMENT '创建时间'
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);
|
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|
|
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-- 添加更新时间字段,类型为TIMESTAMP与Java的LocalDateTime对应
|
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ALTER TABLE model_version ADD COLUMN update_time TIMESTAMP COMMENT '更新时间';
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-- 添加模型大小字段,类型用INT与Java的Integer对应
|
||||||
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ALTER TABLE model_version ADD COLUMN model_size INT COMMENT '模型大小';
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-- 数据预处理文件存储路径,用VARCHAR存储路径信息
|
||||||
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ALTER TABLE model_version ADD COLUMN data_pre_handle_file VARCHAR(255) COMMENT '数据预处理文件存储路径';
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-- 模型超参数,用VARCHAR存储文本信息
|
||||||
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ALTER TABLE model_version ADD COLUMN model_super_args VARCHAR(255) COMMENT '模型超参数';
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||||||
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-- 模型参数量,用VARCHAR存储文本格式的数量信息
|
||||||
|
ALTER TABLE model_version ADD COLUMN model_args_size VARCHAR(255) COMMENT '模型参数量';
|
||||||
|
-- 模型源代码路径,用VARCHAR存储路径信息
|
||||||
|
ALTER TABLE model_version ADD COLUMN model_source_code_url VARCHAR(255) COMMENT '模型源代码路径';
|
||||||
|
-- 模型文件存储路径,用VARCHAR存储路径信息
|
||||||
|
ALTER TABLE model_version ADD COLUMN model_file VARCHAR(255) COMMENT '模型文件存储路径';
|
||||||
|
-- 模型设计文档存储路径,用VARCHAR存储路径信息
|
||||||
|
ALTER TABLE model_version ADD COLUMN model_design_document VARCHAR(255) COMMENT '模型设计文档存储路径';
|
||||||
|
-- 模型生命周期,用VARCHAR存储文本信息
|
||||||
|
ALTER TABLE model_version ADD COLUMN life_cycle VARCHAR(255) COMMENT '模型生命周期';
|
||||||
|
|
||||||
|
-- 1. 删除现有主键约束
|
||||||
|
ALTER TABLE model_version DROP CONSTRAINT IF EXISTS model_version_pkey;
|
||||||
|
-- 2. 创建序列(如果不存在)
|
||||||
|
CREATE SEQUENCE IF NOT EXISTS model_version_id_seq;
|
||||||
|
-- 3. 将 id 字段设置为使用序列自增
|
||||||
|
ALTER TABLE model_version
|
||||||
|
ALTER COLUMN id SET DEFAULT nextval('model_version_id_seq');
|
||||||
|
-- 4. 重新添加主键约束
|
||||||
|
ALTER TABLE model_version ADD PRIMARY KEY (id);
|
||||||
|
-- 5. 将序列的当前值设置为表中现有最大 id 值 +1(确保不自增冲突)
|
||||||
|
SELECT setval('model_version_id_seq', COALESCE((SELECT MAX(id)+1 FROM model_version), 1), false);
|
||||||
|
```
|
||||||
|
|
||||||
|
#### 4.变更记录
|
||||||
|
|
||||||
|
| 版本 | 变更时间 | 变更人 | 变更内容 |
|
||||||
|
| ---- | ---------- | ------ | -------------------------------------------------- |
|
||||||
|
| v1.0 | 2025-05-14 | 宁欢 | 初始创建 |
|
||||||
|
| v1.1 | 2025-05-20 | 宁欢 | 新增了一些字段(从update_time到life_cycle共9个字段) |
|
||||||
|
| v1.3 | 2025-05-20 | 宁欢 | 将主键约束条件改为自增 |
|
||||||
|
|
||||||
|
### 五、数据集表(dataset )
|
||||||
|
|
||||||
|
#### 1.基本信息
|
||||||
|
|
||||||
|
所属模块:智能应用服务管理
|
||||||
|
|
||||||
|
负责人:胡楷沅
|
||||||
|
|
||||||
|
创建时间:2025-05-13
|
||||||
|
|
||||||
|
#### 2.表结构
|
||||||
|
|
||||||
|
| 序号 | 数据表名 | 中文名称 | 数据类型 |
|
||||||
|
| ---- | -------------- | ---------------------------------------------------- | ------------ |
|
||||||
|
| 1 | dataset_id | 数据集id(唯一主键) | Int |
|
||||||
|
| 2 | dataset_name | 数据集名称 | VARCHAR(255) |
|
||||||
|
| 3 | dataset_type | 数据集类型(0 表示用户上传,1 表示来源于数据库) | Int |
|
||||||
|
| 4 | dataset_status | 数据集状态(0 表示停用,1 表示启用) | Int |
|
||||||
|
| 5 | ds_path | 分布式存储路径(存入分布式文件系统的路径) | VARCHAR(255) |
|
||||||
|
| 6 | args | 过滤参数(存储为 JSON 格式对应 Map<String, String>) | JSON |
|
||||||
|
| 7 | create_time | 创建时间 | TIMESTAMP |
|
||||||
|
| 8 | update_time | 更新时间 | TIMESTAMP |
|
||||||
|
|
||||||
|
#### 3.SQL脚本
|
||||||
|
|
||||||
|
```
|
||||||
|
CREATE TABLE dataset (
|
||||||
|
dataset_id INT PRIMARY KEY AUTO_INCREMENT COMMENT '数据集ID',
|
||||||
|
dataset_name VARCHAR(255) COMMENT '数据集名称',
|
||||||
|
dataset_type INT COMMENT '数据集类型,0表示用户上传,1表示来源于数据库',
|
||||||
|
dataset_status INT COMMENT '数据集状态,0表示停用,1表示启用',
|
||||||
|
ds_path VARCHAR(255) COMMENT '分布式存储路径,存入分布式文件系统的路径',
|
||||||
|
args JSON COMMENT '过滤参数,存储为JSON格式对应Map<String, String>',
|
||||||
|
create_time TIMESTAMP COMMENT '创建时间',
|
||||||
|
update_time TIMESTAMP COMMENT '更新时间'
|
||||||
|
);
|
||||||
|
```
|
||||||
|
|
||||||
|
#### 4.变更记录
|
||||||
|
|
||||||
|
| 版本 | 变更时间 | 变更人 | 变更内容 |
|
||||||
|
| ---- | ---------- | ------ | -------- |
|
||||||
|
| v1.0 | 2025-05-13 | 胡楷沅 | 初始创建 |
|
||||||
|
|
||||||
|
### 六、GPU资源表(gpu_resource)
|
||||||
|
|
||||||
|
#### 1.基本信息
|
||||||
|
|
||||||
|
所属模块:智能应用服务管理
|
||||||
|
|
||||||
|
负责人:杜冲
|
||||||
|
|
||||||
|
创建时间:2025-05-14
|
||||||
|
|
||||||
|
#### 2.表结构
|
||||||
|
|
||||||
|
| 字段名 | 数据类型 | 约束 | 字段描述 |
|
||||||
|
| :-----------: | :---------: | :--------: | :-------------------: |
|
||||||
|
| GPUId | BIGINT | 主键,自增 | GPU的ID,全局唯一标识 |
|
||||||
|
| GPUModel | VARCHAR(64) | NOT NULL | GPU的型号 |
|
||||||
|
| GPUMemorySize | INT | NOT NULL | GPU内存大小 |
|
||||||
|
| Ip | VARCHAR(15) | NOT NULL | GPU所在ip |
|
||||||
|
| CreatedTime | DATETIME | NULL | GPU添加时间,可为空 |
|
||||||
|
|
||||||
|
#### 3.SQL脚本
|
||||||
|
|
||||||
|
```
|
||||||
|
-- 创建gpu_resource表
|
||||||
|
CREATE TABLE gpu_resource (
|
||||||
|
|
||||||
|
GPUId BIGINT PRIMARY KEY GENERATED BY DEFAULT AS IDENTITY,
|
||||||
|
|
||||||
|
GPUModel VARCHAR(64) NOT NULL,
|
||||||
|
|
||||||
|
GPUMemorySize INT NOT NULL,
|
||||||
|
|
||||||
|
Ip VARCHAR(15) NOT NULL CHECK (Ip ~ '^\\d+\\.\\d+\\.\\d+\\.\\d+$'),
|
||||||
|
|
||||||
|
CreatedTime TIMESTAMP NOT NULL DEFAULT CURRENT_TIMESTAMP
|
||||||
|
);
|
||||||
|
```
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
#### 4.变更记录
|
||||||
|
|
||||||
|
| 版本 | 变更时间 | 变更人 | 变更内容 |
|
||||||
|
| ---- | ---------- | ------ | -------- |
|
||||||
|
| v1.0 | 2025-05-14 | 杜冲 | 初始创建 |
|
||||||
|
|
||||||
|
### 七、算法基础信息表(algorithm_info)
|
||||||
|
|
||||||
|
#### 1.基本信息
|
||||||
|
|
||||||
|
所属模块:智能应用服务管理
|
||||||
|
|
||||||
|
负责人:孙一城
|
||||||
|
|
||||||
|
创建时间:2025-05-14
|
||||||
|
|
||||||
|
#### 2.表结构
|
||||||
|
|
||||||
|
| 字段名 | 类型 | 是否为空 | 默认值 | 说明 |
|
||||||
|
| -------------- | ------------ | -------- | --------------------------- | -------------- |
|
||||||
|
| id | BIGINT | NOT NULL | AUTO_INCREMENT | 算法ID |
|
||||||
|
| algorithm_name | VARCHAR(100) | NOT NULL | | 算法名称(唯一) |
|
||||||
|
| algorithm_file | VARCHAR(255) | NOT NULL | | 算法文件路径 |
|
||||||
|
| algorithm_type | VARCHAR(50) | NOT NULL | | 算法分类 |
|
||||||
|
| description | TEXT | NULL | | 算法描述 |
|
||||||
|
| created_by | VARCHAR(50) | NOT NULL | | 创建人 |
|
||||||
|
| create_time | DATETIME | NOT NULL | CURRENT_TIMESTAMP | 创建时间 |
|
||||||
|
| update_time | DATETIME | NOT NULL | CURRENT_TIMESTAMP ON UPDATE | 更新时间 |
|
||||||
|
| file_size | BIGINT | NULL | | 文件大小(字节) |
|
||||||
|
|
||||||
|
#### 3.SQL脚本
|
||||||
|
|
||||||
|
```
|
||||||
|
-- 创建算法信息表(Kingbase 兼容版)
|
||||||
|
CREATE TABLE algorithm_info (
|
||||||
|
id BIGSERIAL PRIMARY KEY, -- 自增主键
|
||||||
|
algorithm_name VARCHAR(100) NOT NULL, -- 算法名称
|
||||||
|
algorithm_file VARCHAR(255) NOT NULL, -- 算法文件路径
|
||||||
|
algorithm_type VARCHAR(50) NOT NULL, -- 算法分类
|
||||||
|
description TEXT, -- 算法描述
|
||||||
|
created_by VARCHAR(50) NOT NULL, -- 创建人
|
||||||
|
create_time TIMESTAMP NOT NULL DEFAULT CURRENT_TIMESTAMP, -- 创建时间
|
||||||
|
update_time TIMESTAMP NOT NULL DEFAULT CURRENT_TIMESTAMP, -- 更新时间(需触发器自动更新)
|
||||||
|
file_size BIGINT -- 文件大小(字节)
|
||||||
|
);
|
||||||
|
|
||||||
|
-- 添加唯一约束
|
||||||
|
ALTER TABLE algorithm_info ADD CONSTRAINT uk_algorithm_name UNIQUE (algorithm_name);
|
||||||
|
|
||||||
|
-- 这部份没有成功运行,存在问题
|
||||||
|
-- 为 update_time 添加自动更新触发器
|
||||||
|
CREATE OR REPLACE FUNCTION update_modified_column()
|
||||||
|
RETURNS TRIGGER AS $$
|
||||||
|
BEGIN
|
||||||
|
NEW.update_time = NOW(); -- 语句以分号结尾
|
||||||
|
RETURN NEW;
|
||||||
|
END;
|
||||||
|
$$ LANGUAGE plpgsql; -- 美元引号正确闭合
|
||||||
|
|
||||||
|
-- 创建触发器
|
||||||
|
CREATE TRIGGER update_algorithm_info_modtime
|
||||||
|
BEFORE UPDATE ON algorithm_info
|
||||||
|
FOR EACH ROW EXECUTE FUNCTION update_modified_column();
|
||||||
|
|
||||||
|
-- 创建索引(语法与 MySQL 相同,无需修改)
|
||||||
|
CREATE INDEX idx_algorithm_type ON algorithm_info(algorithm_type);
|
||||||
|
CREATE INDEX idx_created_by ON algorithm_info(created_by);
|
||||||
|
CREATE INDEX idx_create_time ON algorithm_info(create_time);
|
||||||
|
```
|
||||||
|
|
||||||
|
#### 4.变更记录
|
||||||
|
|
||||||
|
| 版本 | 变更时间 | 变更人 | 变更内容 |
|
||||||
|
| ---- | ---------- | ------ | -------- |
|
||||||
|
| v1.0 | 2025-05-14 | 孙一城 | 初始创建 |
|
7
pom.xml
7
pom.xml
@ -185,7 +185,12 @@
|
|||||||
<artifactId>jaxb-runtime</artifactId>
|
<artifactId>jaxb-runtime</artifactId>
|
||||||
<version>2.3.3</version> <!-- 注意:版本不超过2.3.3 -->
|
<version>2.3.3</version> <!-- 注意:版本不超过2.3.3 -->
|
||||||
</dependency>
|
</dependency>
|
||||||
</dependencies>
|
<dependency>
|
||||||
|
<groupId>junit</groupId>
|
||||||
|
<artifactId>junit</artifactId>
|
||||||
|
<scope>test</scope>
|
||||||
|
</dependency>
|
||||||
|
</dependencies>
|
||||||
|
|
||||||
<build>
|
<build>
|
||||||
<plugins>
|
<plugins>
|
||||||
|
@ -14,7 +14,10 @@ import org.springframework.web.bind.annotation.*;
|
|||||||
import org.springframework.web.multipart.MultipartFile;
|
import org.springframework.web.multipart.MultipartFile;
|
||||||
|
|
||||||
import java.io.IOException;
|
import java.io.IOException;
|
||||||
|
import java.util.ArrayList;
|
||||||
import java.util.List;
|
import java.util.List;
|
||||||
|
import java.util.Map;
|
||||||
|
|
||||||
@Tag(name ="算法创建相关接口")
|
@Tag(name ="算法创建相关接口")
|
||||||
@RestController
|
@RestController
|
||||||
@RequestMapping("/api/algorithm")
|
@RequestMapping("/api/algorithm")
|
||||||
@ -103,11 +106,37 @@ public class AlgorithmInfoController {
|
|||||||
* 算法运行
|
* 算法运行
|
||||||
*/
|
*/
|
||||||
@PostMapping("/run/{id}")
|
@PostMapping("/run/{id}")
|
||||||
@Operation(summary = "运行")
|
@Operation(summary = "运行算法")
|
||||||
public OptResult run(@PathVariable Long id,@RequestBody String param){
|
public OptResult run(@PathVariable Long id, @RequestBody String param) {
|
||||||
log.info("运行",id);
|
log.info("运行算法 ID: {}", id);
|
||||||
String result = algorithmInfoService.run(id,param);
|
try {
|
||||||
return OptResult.success("运行成功"+result);
|
AlgorithmInfo algorithm = algorithmInfoService.getById(id);
|
||||||
|
if (algorithm == null) {
|
||||||
|
return OptResult.error("算法不存在");
|
||||||
|
}
|
||||||
|
|
||||||
|
// 1. 解析前端传入的参数(JSON格式)
|
||||||
|
Map<String, Object> paramMap = objectMapper.readValue(param, Map.class);
|
||||||
|
|
||||||
|
// 2. 从参数中提取实际需要传递给Python脚本的参数列表
|
||||||
|
// 示例:假设前端传入 {"args": [3, 0, 8, 7, 2, 1, 9, 4]}
|
||||||
|
List<String> args = new ArrayList<>();
|
||||||
|
if (paramMap.containsKey("args")) {
|
||||||
|
List<Object> argList = (List<Object>) paramMap.get("args");
|
||||||
|
for (Object arg : argList) {
|
||||||
|
args.add(arg.toString());
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// 3. 调用Service执行Python脚本并获取结果
|
||||||
|
String result = algorithmInfoService.run(algorithm.getFilePath(), args);
|
||||||
|
|
||||||
|
// 4. 返回结构化结果
|
||||||
|
return OptResult.success("运行结果"+result);
|
||||||
|
} catch (Exception e) {
|
||||||
|
log.error("算法运行失败", e);
|
||||||
|
return OptResult.error("算法运行失败: " + e.getMessage());
|
||||||
|
}
|
||||||
}
|
}
|
||||||
/**
|
/**
|
||||||
* 前端列表返回算法名称
|
* 前端列表返回算法名称
|
||||||
|
@ -102,5 +102,31 @@ public class ModelController {
|
|||||||
return OptResult.success(datasetList);
|
return OptResult.success(datasetList);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
@Operation(summary = "获取模型训练信息")
|
||||||
|
@GetMapping("/getModelTrainInfo")
|
||||||
|
public OptResult getModelTrainInfo(Long id){
|
||||||
|
log.info("获取模型训练信息");
|
||||||
|
ModelTrainInfoVO modelTrainInfo = modelService.getModelTrainInfo(id);
|
||||||
|
return OptResult.success(modelTrainInfo);
|
||||||
|
}
|
||||||
|
|
||||||
|
@Operation(summary = "模型修改成训练中")
|
||||||
|
@PutMapping("/updateModelTrain")
|
||||||
|
public OptResult updateModelTrain(Long id){
|
||||||
|
log.info("模型修改成训练中");
|
||||||
|
modelService.updateModelTrain(id);
|
||||||
|
return OptResult.success();
|
||||||
|
}
|
||||||
|
|
||||||
|
@Operation(summary = "模型更新小版本")
|
||||||
|
@PutMapping("/updateModelVersionMinor")
|
||||||
|
public OptResult updateModelVersionMinor(@RequestBody ModelVersionDTO dto){
|
||||||
|
log.info("模型更新小版本");
|
||||||
|
modelService.updateModelVersionMinor(dto);
|
||||||
|
return OptResult.success();
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
}
|
}
|
||||||
|
@ -2,7 +2,10 @@ package com.bipt.intelligentapplicationorchestrationservice.controller;
|
|||||||
|
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.config.IpConfig;
|
import com.bipt.intelligentapplicationorchestrationservice.config.IpConfig;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.entity.DeployRequest;
|
import com.bipt.intelligentapplicationorchestrationservice.entity.DeployRequest;
|
||||||
|
import com.bipt.intelligentapplicationorchestrationservice.entity.ModelSelectVO;
|
||||||
|
import com.bipt.intelligentapplicationorchestrationservice.enumeration.ServiceStatus;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.mapper.ModelMapper;
|
import com.bipt.intelligentapplicationorchestrationservice.mapper.ModelMapper;
|
||||||
|
import com.bipt.intelligentapplicationorchestrationservice.mapper.PublishMapper;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.pojo.*;
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.*;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.service.ModelDeployer;
|
import com.bipt.intelligentapplicationorchestrationservice.service.ModelDeployer;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.service.PublishService;
|
import com.bipt.intelligentapplicationorchestrationservice.service.PublishService;
|
||||||
@ -38,20 +41,26 @@ public class PublishController {
|
|||||||
|
|
||||||
@Autowired
|
@Autowired
|
||||||
private ModelDeployer modelDeployer;
|
private ModelDeployer modelDeployer;
|
||||||
|
@Autowired
|
||||||
|
private PublishMapper publishMapper;
|
||||||
|
|
||||||
@PostMapping
|
@PostMapping
|
||||||
@Operation(summary ="新增发布请求")
|
@Operation(summary ="新增发布请求")
|
||||||
@Transactional
|
@Transactional
|
||||||
public OptResult<List<ServicePublishVO>> save(@RequestBody ServicePublishDTO servicePublishDTO) {
|
public OptResult<List<ServicePublishVO>> save(@RequestBody ServicePublishDTO servicePublishDTO) {
|
||||||
log.info("模型发布请求:{}", servicePublishDTO);
|
log.info("模型发布请求:{}", servicePublishDTO);
|
||||||
|
Long id = servicePublishDTO.getModelId();
|
||||||
|
Long ModelId = publishService.getModelId(id);
|
||||||
|
servicePublishDTO.setModelId(ModelId);
|
||||||
|
servicePublishDTO.setStatus(ServiceStatus.ONLINE.getCode());
|
||||||
publishService.save(servicePublishDTO);
|
publishService.save(servicePublishDTO);
|
||||||
//调用模型部署
|
//调用模型部署
|
||||||
DeployRequest request = new DeployRequest();
|
DeployRequest request = new DeployRequest();
|
||||||
Long modelId = servicePublishDTO.getModelId();
|
/* Long modelId = servicePublishDTO.getModelId();*/
|
||||||
ModelVersion modelVersion = modelMapper.selectById(modelId);
|
ModelVersion modelVersion = publishMapper.selectByModelVersionId(id);
|
||||||
String modelConfig = modelVersion.getModelConfig();
|
String modelConfig = modelVersion.getModelConfig();
|
||||||
//假设modelConfig只存GPU数据
|
//假设modelConfig只存GPU数据
|
||||||
request.setModelId(String.valueOf(modelId));
|
request.setModelId(String.valueOf(ModelId));
|
||||||
request.setRequiredMemory(Integer.parseInt(modelConfig));
|
request.setRequiredMemory(Integer.parseInt(modelConfig));
|
||||||
modelDeployer.deploy(request);
|
modelDeployer.deploy(request);
|
||||||
// 获取前端传来的IP字符串
|
// 获取前端传来的IP字符串
|
||||||
@ -107,4 +116,143 @@ public class PublishController {
|
|||||||
log.info("返回列表;{}",ips);
|
log.info("返回列表;{}",ips);
|
||||||
return OptResult.success(ips);
|
return OptResult.success(ips);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
|
@GetMapping("/config/ids")
|
||||||
|
public OptResult<List<ModelSelectVO>> getModelNames() {
|
||||||
|
// 只获取状态为“在线”的模型列表(筛掉已下线的服务)
|
||||||
|
List<ModelSelectVO> modelSelectVOS = publishService.getOnlineModelNames();
|
||||||
|
/*List<ModelSelectVO> modelNames = publishService.getModelNames();*/
|
||||||
|
|
||||||
|
log.info("获取到在线模型列表:{}", modelSelectVOS);
|
||||||
|
return OptResult.success(modelSelectVOS);
|
||||||
|
}
|
||||||
|
@PostMapping("/online/{serviceId}")
|
||||||
|
@Operation(summary = "上线已下线的服务")
|
||||||
|
@Transactional
|
||||||
|
public OptResult<String> onlineService(@PathVariable Long serviceId) {
|
||||||
|
log.info("上线服务请求: {}", serviceId);
|
||||||
|
|
||||||
|
// 1. 从数据库获取服务信息,验证状态
|
||||||
|
ServicePublishVO service = publishService.getServiceById(serviceId);
|
||||||
|
if (service == null) {
|
||||||
|
return OptResult.error("服务不存在");
|
||||||
|
}
|
||||||
|
if (service.getStatus() == ServiceStatus.ONLINE.getCode()) {
|
||||||
|
return OptResult.error("服务已处于上线状态");
|
||||||
|
}
|
||||||
|
if (service.getStatus() != ServiceStatus.OFFLINE.getCode()) {
|
||||||
|
return OptResult.error("服务当前状态不支持上线操作");
|
||||||
|
}
|
||||||
|
|
||||||
|
// 2. 调用Nacos重新注册服务
|
||||||
|
try {
|
||||||
|
String[] ipArray = service.getIp().split(",");
|
||||||
|
for (String ip : ipArray) {
|
||||||
|
String trimmedIp = ip.trim();
|
||||||
|
if (!trimmedIp.isEmpty()) {
|
||||||
|
nacosServiceUtil.registerService(
|
||||||
|
service.getModelId().toString(),
|
||||||
|
trimmedIp,
|
||||||
|
8080,
|
||||||
|
service.getApiUrl()
|
||||||
|
);
|
||||||
|
log.info("Nacos服务重新注册成功: {}", trimmedIp);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
} catch (Exception e) {
|
||||||
|
log.error("Nacos服务注册失败", e);
|
||||||
|
return OptResult.error("Nacos服务注册失败");
|
||||||
|
}
|
||||||
|
|
||||||
|
// 3. 更新数据库状态为“在线”
|
||||||
|
ServicePublishDTO updateDto = new ServicePublishDTO();
|
||||||
|
BeanUtils.copyProperties(service, updateDto);
|
||||||
|
updateDto.setStatus(ServiceStatus.ONLINE.getCode()); // 假设ONLINE状态码为1
|
||||||
|
publishService.updateServiceStatus(updateDto);
|
||||||
|
|
||||||
|
return OptResult.success("服务上线成功");
|
||||||
|
}
|
||||||
|
// 新增:服务下线接口
|
||||||
|
@DeleteMapping("/{serviceId}")
|
||||||
|
@Operation(summary = "下线已发布的服务")
|
||||||
|
@Transactional
|
||||||
|
public OptResult<String> offlineService(@PathVariable Long serviceId) {
|
||||||
|
log.info("下线服务请求: {}", serviceId);
|
||||||
|
|
||||||
|
// 1. 从数据库获取服务信息
|
||||||
|
ServicePublishVO service = publishService.getServiceById(serviceId);
|
||||||
|
if (service == null) {
|
||||||
|
return OptResult.error("服务不存在");
|
||||||
|
}
|
||||||
|
|
||||||
|
// 2. 调用 Nacos 下线服务
|
||||||
|
try {
|
||||||
|
String[] ipArray = service.getIp().split(",");
|
||||||
|
for (String ip : ipArray) {
|
||||||
|
String trimmedIp = ip.trim();
|
||||||
|
if (!trimmedIp.isEmpty()) {
|
||||||
|
nacosServiceUtil.deregisterService(
|
||||||
|
service.getModelId().toString(),
|
||||||
|
trimmedIp,
|
||||||
|
8080
|
||||||
|
);
|
||||||
|
log.info("Nacos服务下线成功: {}", trimmedIp);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
} catch (Exception e) {
|
||||||
|
log.error("Nacos服务下线失败", e);
|
||||||
|
return OptResult.error("Nacos服务下线失败");
|
||||||
|
}
|
||||||
|
|
||||||
|
// 3. 修改数据库记录状态为0(下线)
|
||||||
|
ServicePublishDTO updateDto = new ServicePublishDTO();
|
||||||
|
BeanUtils.copyProperties(service, updateDto);
|
||||||
|
updateDto.setStatus(ServiceStatus.OFFLINE.getCode()); // 假设OFFLINE状态码为0
|
||||||
|
publishService.updateServiceStatus(updateDto);
|
||||||
|
|
||||||
|
return OptResult.success("服务下线成功");
|
||||||
|
}
|
||||||
|
|
||||||
|
// 新增:服务状态同步接口
|
||||||
|
@GetMapping("/sync")
|
||||||
|
@Operation(summary = "同步服务状态")
|
||||||
|
public OptResult<String> syncServiceStatus() {
|
||||||
|
log.info("开始同步服务状态...");
|
||||||
|
|
||||||
|
try {
|
||||||
|
// 1. 获取数据库中所有已上线的服务
|
||||||
|
List<ServicePublishVO> dbServices = publishService.listPublishedServicesByStatus(ServiceStatus.ONLINE.getCode());
|
||||||
|
|
||||||
|
// 2. 遍历每个服务,检查 Nacos 注册状态
|
||||||
|
for (ServicePublishVO service : dbServices) {
|
||||||
|
String serviceName = service.getModelId().toString();
|
||||||
|
String[] ipArray = service.getIp().split(",");
|
||||||
|
|
||||||
|
// 获取 Nacos 中注册的实例
|
||||||
|
List<String> nacosInstances = nacosServiceUtil.getServiceInstances(serviceName);
|
||||||
|
|
||||||
|
// 检查每个 IP 是否都在 Nacos 中注册
|
||||||
|
for (String ip : ipArray) {
|
||||||
|
String trimmedIp = ip.trim();
|
||||||
|
if (!trimmedIp.isEmpty() && !nacosInstances.contains(trimmedIp)) {
|
||||||
|
// 如果数据库中有但 Nacos 中没有,则重新注册
|
||||||
|
nacosServiceUtil.registerService(
|
||||||
|
serviceName,
|
||||||
|
trimmedIp,
|
||||||
|
8080,
|
||||||
|
service.getApiUrl()
|
||||||
|
);
|
||||||
|
log.info("重新注册服务到 Nacos: {}", trimmedIp);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
log.info("服务状态同步完成");
|
||||||
|
return OptResult.success("服务状态同步完成");
|
||||||
|
} catch (Exception e) {
|
||||||
|
log.error("服务状态同步失败", e);
|
||||||
|
return OptResult.error("服务状态同步失败");
|
||||||
|
}
|
||||||
|
}
|
||||||
}
|
}
|
||||||
|
@ -1,20 +1,15 @@
|
|||||||
package com.bipt.intelligentapplicationorchestrationservice.controller;
|
package com.bipt.intelligentapplicationorchestrationservice.controller;
|
||||||
|
|
||||||
|
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.pojo.OptResult;
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.OptResult;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.service.ServiceAPIService;
|
import com.bipt.intelligentapplicationorchestrationservice.service.ServiceAPIService;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.util.NacosServiceUtil;
|
import com.bipt.intelligentapplicationorchestrationservice.util.NacosServiceUtil;
|
||||||
import io.swagger.v3.oas.annotations.Operation;
|
import io.swagger.v3.oas.annotations.Operation;
|
||||||
import io.swagger.v3.oas.annotations.tags.Tag;
|
import io.swagger.v3.oas.annotations.tags.Tag;
|
||||||
import io.swagger.v3.oas.models.security.SecurityScheme;
|
|
||||||
import lombok.extern.slf4j.Slf4j;
|
import lombok.extern.slf4j.Slf4j;
|
||||||
import org.springframework.beans.factory.annotation.Autowired;
|
import org.springframework.beans.factory.annotation.Autowired;
|
||||||
import org.springframework.data.redis.core.RedisTemplate;
|
import org.springframework.data.redis.core.RedisTemplate;
|
||||||
import org.springframework.transaction.annotation.Transactional;
|
import org.springframework.transaction.annotation.Transactional;
|
||||||
import org.springframework.web.bind.annotation.PathVariable;
|
import org.springframework.web.bind.annotation.*;
|
||||||
import org.springframework.web.bind.annotation.PostMapping;
|
|
||||||
import org.springframework.web.bind.annotation.RequestMapping;
|
|
||||||
import org.springframework.web.bind.annotation.RestController;
|
|
||||||
|
|
||||||
import java.util.List;
|
import java.util.List;
|
||||||
import java.util.Set;
|
import java.util.Set;
|
||||||
@ -34,12 +29,18 @@ public class ServiceAPIController {
|
|||||||
|
|
||||||
@Autowired
|
@Autowired
|
||||||
private RedisTemplate<String, Object> redisTemplate;
|
private RedisTemplate<String, Object> redisTemplate;
|
||||||
|
|
||||||
@PostMapping("/release")
|
@PostMapping("/release")
|
||||||
@Operation(summary = "结束访问")
|
@Operation(summary = "结束访问")
|
||||||
@Transactional
|
@Transactional
|
||||||
public OptResult releaseResource(@PathVariable Long modelId) {
|
public OptResult releaseResource(@PathVariable Long modelId) {
|
||||||
String key = "modelId:" + modelId;
|
String key = "modelId:" + modelId;
|
||||||
String modelConfig = (String) redisTemplate.opsForValue().get(key);
|
String modelConfig = (String) redisTemplate.opsForValue().get(key);
|
||||||
|
if (modelConfig == null) {
|
||||||
|
log.warn("尝试释放不存在的模型资源: {}", modelId);
|
||||||
|
return OptResult.error("模型资源不存在");
|
||||||
|
}
|
||||||
|
|
||||||
int userMemorySize = parseGpuMemorySize(modelConfig);
|
int userMemorySize = parseGpuMemorySize(modelConfig);
|
||||||
List<String> instanceIps;
|
List<String> instanceIps;
|
||||||
try {
|
try {
|
||||||
@ -48,16 +49,31 @@ public class ServiceAPIController {
|
|||||||
log.error("获取Nacos实例失败", e);
|
log.error("获取Nacos实例失败", e);
|
||||||
return OptResult.error("获取实例失败");
|
return OptResult.error("获取实例失败");
|
||||||
}
|
}
|
||||||
int memorySize;
|
|
||||||
|
boolean released = false;
|
||||||
for (String ip : instanceIps) {
|
for (String ip : instanceIps) {
|
||||||
String ipKey = "ip:" + ip;
|
String ipKey = "ip:" + ip;
|
||||||
Integer nowMemorySizeOBJ = (Integer) redisTemplate.opsForValue().get(ipKey);
|
Integer nowMemorySizeOBJ = (Integer) redisTemplate.opsForValue().get(ipKey);
|
||||||
|
|
||||||
|
// 如果该IP没有记录,则跳过(可能资源分配记录已过期)
|
||||||
|
if (nowMemorySizeOBJ == null) {
|
||||||
|
log.warn("IP {} 的资源记录不存在,可能已过期", ip);
|
||||||
|
continue;
|
||||||
|
}
|
||||||
|
|
||||||
int nowMemorySize = nowMemorySizeOBJ;
|
int nowMemorySize = nowMemorySizeOBJ;
|
||||||
memorySize = nowMemorySize + userMemorySize;
|
int newMemorySize = nowMemorySize + userMemorySize;
|
||||||
|
|
||||||
// 更新IP对应的资源值
|
// 更新IP对应的资源值
|
||||||
redisTemplate.opsForValue().set(ipKey, memorySize);
|
redisTemplate.opsForValue().set(ipKey, newMemorySize);
|
||||||
// 设置缓存过期时间(3600秒)
|
// 设置缓存过期时间(3600秒)
|
||||||
redisTemplate.expire(ipKey, 3600, TimeUnit.SECONDS);
|
redisTemplate.expire(ipKey, 3600, TimeUnit.SECONDS);
|
||||||
|
log.info("IP {} 释放 {} MB 资源,当前可用: {} MB", ip, userMemorySize, newMemorySize);
|
||||||
|
released = true;
|
||||||
|
}
|
||||||
|
|
||||||
|
if (!released) {
|
||||||
|
return OptResult.error("未找到匹配的资源记录");
|
||||||
}
|
}
|
||||||
|
|
||||||
// 处理等待队列(先来先服务)
|
// 处理等待队列(先来先服务)
|
||||||
@ -81,11 +97,13 @@ public class ServiceAPIController {
|
|||||||
// 1. 存储modelConfig到缓存
|
// 1. 存储modelConfig到缓存
|
||||||
String modelConfig = serviceAPIService.getByModelId(modelId);
|
String modelConfig = serviceAPIService.getByModelId(modelId);
|
||||||
int requestMemorySize = parseGpuMemorySize(modelConfig);
|
int requestMemorySize = parseGpuMemorySize(modelConfig);
|
||||||
if (requestMemorySize == -1){
|
if (requestMemorySize == -1) {
|
||||||
return OptResult.error("解析配置失败,请检查模型:" + modelId +"是否存在");
|
return OptResult.error("解析配置失败,请检查模型:" + modelId +"是否存在");
|
||||||
}
|
}
|
||||||
|
|
||||||
String modelConfigKey = "modelConfig:" + modelId;
|
String modelConfigKey = "modelConfig:" + modelId;
|
||||||
redisTemplate.opsForValue().set(modelConfigKey, modelConfig);
|
redisTemplate.opsForValue().set(modelConfigKey, modelConfig);
|
||||||
|
|
||||||
// 2. 获取Nacos实例IP列表
|
// 2. 获取Nacos实例IP列表
|
||||||
List<String> instanceIps;
|
List<String> instanceIps;
|
||||||
try {
|
try {
|
||||||
@ -94,8 +112,14 @@ public class ServiceAPIController {
|
|||||||
log.error("获取Nacos实例失败", e);
|
log.error("获取Nacos实例失败", e);
|
||||||
return OptResult.error("获取实例失败");
|
return OptResult.error("获取实例失败");
|
||||||
}
|
}
|
||||||
|
|
||||||
Set<String> gpuKeys = redisTemplate.keys("gpu:*");
|
Set<String> gpuKeys = redisTemplate.keys("gpu:*");
|
||||||
//根据IP列表查找资源
|
if (gpuKeys == null || gpuKeys.isEmpty()) {
|
||||||
|
log.error("未找到可用的GPU资源");
|
||||||
|
return OptResult.error("系统无可用GPU资源");
|
||||||
|
}
|
||||||
|
|
||||||
|
// 根据IP列表查找资源
|
||||||
for (String instanceIp : instanceIps) {
|
for (String instanceIp : instanceIps) {
|
||||||
for (String gpuKey : gpuKeys) {
|
for (String gpuKey : gpuKeys) {
|
||||||
String GPUConfig = (String) redisTemplate.opsForValue().get(gpuKey);
|
String GPUConfig = (String) redisTemplate.opsForValue().get(gpuKey);
|
||||||
@ -103,7 +127,7 @@ public class ServiceAPIController {
|
|||||||
// 分割键值对
|
// 分割键值对
|
||||||
String[] pairs = GPUConfig.split(",");
|
String[] pairs = GPUConfig.split(",");
|
||||||
String ip = null;
|
String ip = null;
|
||||||
int memorySize = 0;
|
int totalMemorySize = 0;
|
||||||
for (String pair : pairs) {
|
for (String pair : pairs) {
|
||||||
String[] keyValue = pair.split(":", 2);
|
String[] keyValue = pair.split(":", 2);
|
||||||
if (keyValue.length == 2) {
|
if (keyValue.length == 2) {
|
||||||
@ -112,27 +136,48 @@ public class ServiceAPIController {
|
|||||||
if ("IP".equalsIgnoreCase(key)) {
|
if ("IP".equalsIgnoreCase(key)) {
|
||||||
ip = value;
|
ip = value;
|
||||||
} else if ("GPUMemorySize".equalsIgnoreCase(key)) {
|
} else if ("GPUMemorySize".equalsIgnoreCase(key)) {
|
||||||
memorySize = Integer.parseInt(value);
|
totalMemorySize = Integer.parseInt(value);
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
// 检查解析出的 IP 是否在 Nacos 实例列表中
|
// 检查解析出的 IP 是否在 Nacos 实例列表中
|
||||||
if (instanceIp.equals(ip)) {
|
if (instanceIp.equals(ip)) {
|
||||||
log.info("找到 IP {} 对应的 GPU 内存: {} ", ip, memorySize);
|
log.info("找到 IP {} 对应的 GPU 总内存: {} MB", ip, totalMemorySize);
|
||||||
if (memorySize>=requestMemorySize){
|
|
||||||
int newMemorySize = memorySize - requestMemorySize;
|
// 获取当前可用内存
|
||||||
String ipKey = "ip:" + ip;
|
String ipKey = "ip:" + ip;
|
||||||
redisTemplate.opsForValue().set(ipKey,newMemorySize);
|
Integer currentAvailable = (Integer) redisTemplate.opsForValue().get(ipKey);
|
||||||
//访问请求最大时间为3600s
|
|
||||||
redisTemplate.expire(ipKey, 3600, TimeUnit.SECONDS);
|
// 如果没有记录,则初始化为总内存
|
||||||
|
if (currentAvailable == null) {
|
||||||
|
currentAvailable = totalMemorySize;
|
||||||
|
redisTemplate.opsForValue().set(ipKey, currentAvailable);
|
||||||
|
log.info("IP {} 首次使用,初始可用内存: {} MB", ip, currentAvailable);
|
||||||
|
}
|
||||||
|
|
||||||
|
// 检查可用内存是否足够
|
||||||
|
if (currentAvailable >= requestMemorySize) {
|
||||||
|
int newMemorySize = currentAvailable - requestMemorySize;
|
||||||
|
redisTemplate.opsForValue().set(ipKey, newMemorySize);
|
||||||
|
// 访问请求最大时间为3600s
|
||||||
|
redisTemplate.expire(ipKey, 3600, TimeUnit.SECONDS);
|
||||||
|
|
||||||
|
// 记录模型与IP的绑定关系
|
||||||
|
redisTemplate.opsForValue().set("modelId:" + modelId, modelConfig);
|
||||||
|
|
||||||
|
log.info("IP {} 分配成功,分配前可用: {} MB,分配后可用: {} MB",
|
||||||
|
ip, currentAvailable, newMemorySize);
|
||||||
|
return OptResult.success("资源分配成功,使用ip:" + ip);
|
||||||
|
} else {
|
||||||
|
log.info("IP {} 资源不足,当前可用: {} MB,请求: {} MB",
|
||||||
|
ip, currentAvailable, requestMemorySize);
|
||||||
}
|
}
|
||||||
return OptResult.success("资源分配成功,使用ip:" + ip);
|
|
||||||
}else {
|
|
||||||
log.info("资源不足");
|
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
// 所有实例检查完毕未找到足够资源
|
// 所有实例检查完毕未找到足够资源
|
||||||
String waitQueueKey = "waitQueue:" + modelId;
|
String waitQueueKey = "waitQueue:" + modelId;
|
||||||
// 改为右插入,保证队列顺序为FIFO(最早的任务在列表头部)
|
// 改为右插入,保证队列顺序为FIFO(最早的任务在列表头部)
|
||||||
@ -140,12 +185,13 @@ public class ServiceAPIController {
|
|||||||
log.info("未找到足够资源,任务 {} 加入等待队列", modelId);
|
log.info("未找到足够资源,任务 {} 加入等待队列", modelId);
|
||||||
return OptResult.error("资源不足,等待中");
|
return OptResult.error("资源不足,等待中");
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* 从模型配置字符串中解析GPU内存需求
|
* 从模型配置字符串中解析GPU内存需求
|
||||||
* @param modelConfig 模型配置字符串,格式如 "GPUMemorySize:8000,version:1"
|
* @param modelConfig 模型配置字符串,格式如 "GPUMemorySize:8000,version:1"
|
||||||
* @return 解析到的GPU内存大小(MB),若解析失败返回-1
|
* @return 解析到的GPU内存大小(MB),若解析失败返回-1
|
||||||
*/
|
*/
|
||||||
private int parseGpuMemorySize(String modelConfig) {
|
public int parseGpuMemorySize(String modelConfig) {
|
||||||
if (modelConfig == null || modelConfig.isEmpty()) {
|
if (modelConfig == null || modelConfig.isEmpty()) {
|
||||||
log.error("模型配置为空,无法解析GPU内存需求");
|
log.error("模型配置为空,无法解析GPU内存需求");
|
||||||
return -1;
|
return -1;
|
||||||
@ -177,5 +223,4 @@ public class ServiceAPIController {
|
|||||||
}
|
}
|
||||||
return requestMemorySize;
|
return requestMemorySize;
|
||||||
}
|
}
|
||||||
|
|
||||||
}
|
}
|
@ -0,0 +1,10 @@
|
|||||||
|
package com.bipt.intelligentapplicationorchestrationservice.entity;
|
||||||
|
|
||||||
|
import lombok.Data;
|
||||||
|
|
||||||
|
@Data
|
||||||
|
public class ModelSelectVO {
|
||||||
|
private Long modelId; // 模型ID(即modelId,对应ModelVersion的id)
|
||||||
|
private String modelName; // 模型名称(如"图像识别模型")
|
||||||
|
private String version; // 版本信息(如"v1.0.0")
|
||||||
|
}
|
@ -0,0 +1,31 @@
|
|||||||
|
package com.bipt.intelligentapplicationorchestrationservice.enumeration;
|
||||||
|
|
||||||
|
public enum ServiceStatus {
|
||||||
|
OFFLINE(0, "下线"),
|
||||||
|
ONLINE(1, "上线");
|
||||||
|
|
||||||
|
private final int code;
|
||||||
|
private final String description;
|
||||||
|
|
||||||
|
ServiceStatus(int code, String description) {
|
||||||
|
this.code = code;
|
||||||
|
this.description = description;
|
||||||
|
}
|
||||||
|
|
||||||
|
public int getCode() {
|
||||||
|
return code;
|
||||||
|
}
|
||||||
|
|
||||||
|
public String getDescription() {
|
||||||
|
return description;
|
||||||
|
}
|
||||||
|
|
||||||
|
public static ServiceStatus fromCode(int code) {
|
||||||
|
for (ServiceStatus status : ServiceStatus.values()) {
|
||||||
|
if (status.code == code) {
|
||||||
|
return status;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
throw new IllegalArgumentException("未知的状态码: " + code);
|
||||||
|
}
|
||||||
|
}
|
@ -5,14 +5,14 @@ import com.bipt.intelligentapplicationorchestrationservice.pojo.ModelLogVO;
|
|||||||
public interface EvaluationMapper {
|
public interface EvaluationMapper {
|
||||||
/*
|
/*
|
||||||
* 查询模型评估日志详情
|
* 查询模型评估日志详情
|
||||||
* @param id 模型评估日志id
|
* @param id 模型版本id
|
||||||
* @return 模型评估日志详情
|
* @return 模型评估日志详情
|
||||||
*/
|
*/
|
||||||
ModelLogVO selectLogDetail(Long id);
|
ModelLogVO selectLogDetail(Long id);
|
||||||
|
|
||||||
/*
|
/*
|
||||||
* 更新模型评估日志状态(评估通过则上线)
|
* 更新模型评估日志状态(评估通过则上线)
|
||||||
* @param id 模型评估日志id
|
* @param id 模型版本id
|
||||||
* @param status 模型评估日志状态
|
* @param status 模型评估日志状态
|
||||||
*/
|
*/
|
||||||
void update(Long id, Integer status);
|
void update(Long id, Integer status);
|
||||||
|
@ -76,4 +76,19 @@ public interface ModelMapper {
|
|||||||
*/
|
*/
|
||||||
@Select("select dataset_id,dataset_name from dataset")
|
@Select("select dataset_id,dataset_name from dataset")
|
||||||
List<DatasetEntity> listDataset();
|
List<DatasetEntity> listDataset();
|
||||||
|
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 获取模型训练信息
|
||||||
|
* @param id 模型版本表id
|
||||||
|
* 返回模型训练信息
|
||||||
|
*/
|
||||||
|
ModelTrainInfoVO getModelTrainInfo(Long id);
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 获取模型版本信息
|
||||||
|
* @param modelId
|
||||||
|
* @return
|
||||||
|
*/
|
||||||
|
ModelVersion selectByModelId(Long modelId);
|
||||||
}
|
}
|
||||||
|
@ -1,10 +1,13 @@
|
|||||||
package com.bipt.intelligentapplicationorchestrationservice.mapper;
|
package com.bipt.intelligentapplicationorchestrationservice.mapper;
|
||||||
|
|
||||||
|
import com.bipt.intelligentapplicationorchestrationservice.entity.ModelSelectVO;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.pojo.ModelVersion;
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.ModelVersion;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishDTO;
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishDTO;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishVO;
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishVO;
|
||||||
|
import org.apache.ibatis.annotations.Delete;
|
||||||
import org.apache.ibatis.annotations.Mapper;
|
import org.apache.ibatis.annotations.Mapper;
|
||||||
import org.apache.ibatis.annotations.Select;
|
import org.apache.ibatis.annotations.Select;
|
||||||
|
import org.apache.ibatis.annotations.Update;
|
||||||
|
|
||||||
import java.util.List;
|
import java.util.List;
|
||||||
|
|
||||||
@ -17,6 +20,46 @@ public interface PublishMapper {
|
|||||||
|
|
||||||
Long getByApiUrl(String apiUrl);
|
Long getByApiUrl(String apiUrl);
|
||||||
|
|
||||||
@Select("SELECT model_id,api_url,ip FROM service_publish")
|
@Select("SELECT * FROM service_publish")
|
||||||
List<ServicePublishVO> listPublishedServices();
|
List<ServicePublishVO> listPublishedServices();
|
||||||
|
@Select("SELECT " +
|
||||||
|
"mv.model_id AS modelId, " +
|
||||||
|
"m.model_name AS modelName, " +
|
||||||
|
"mv.version AS version " +
|
||||||
|
"FROM model_version mv " +
|
||||||
|
"LEFT JOIN model_info m ON mv.model_id = m.id")
|
||||||
|
List<ModelSelectVO> selectModelSelectList();
|
||||||
|
|
||||||
|
// 根据ID查询服务(移除update_time和deleted字段)
|
||||||
|
@Select("SELECT id, model_id, api_url, ip, create_time " +
|
||||||
|
"FROM service_publish WHERE id = #{serviceId}")
|
||||||
|
ServicePublishVO getServiceById(Long serviceId);
|
||||||
|
|
||||||
|
|
||||||
|
void updateStatus(Long id, int status);
|
||||||
|
|
||||||
|
List<ServicePublishVO> selectByStatus(Integer status);
|
||||||
|
@Select("SELECT " +
|
||||||
|
"mv.id AS modelId, " +
|
||||||
|
/*"mv.model_id AS modelId, " +*/
|
||||||
|
"m.model_name AS modelName, " +
|
||||||
|
"mv.version AS version " +
|
||||||
|
"FROM model_version mv " +
|
||||||
|
"LEFT JOIN model_info m ON mv.model_id = m.id " +
|
||||||
|
"WHERE mv.model_id NOT IN ( " +
|
||||||
|
" SELECT DISTINCT model_id " +
|
||||||
|
" FROM service_publish " +
|
||||||
|
" WHERE status = #{code} " +
|
||||||
|
")")
|
||||||
|
List<ModelSelectVO> selectModelNamesByStatus(int code);
|
||||||
|
@Select("select model_id from model_version where id=#{id}")
|
||||||
|
Long getByMdVersionId(Long id);
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 根据modelversionId查询Modelversion信息
|
||||||
|
* @param id
|
||||||
|
* @return
|
||||||
|
*/
|
||||||
|
@Select("select * from model_version where id = #{id}")
|
||||||
|
ModelVersion selectByModelVersionId(Long id);
|
||||||
}
|
}
|
||||||
|
@ -84,4 +84,8 @@ public class AlgorithmInfo {
|
|||||||
public void setFileSize(Long fileSize) {
|
public void setFileSize(Long fileSize) {
|
||||||
this.fileSize = fileSize;
|
this.fileSize = fileSize;
|
||||||
}
|
}
|
||||||
|
|
||||||
|
public String getFilePath() {
|
||||||
|
return algorithmFile;
|
||||||
|
}
|
||||||
}
|
}
|
@ -17,7 +17,7 @@ import java.time.LocalDateTime;
|
|||||||
@AllArgsConstructor
|
@AllArgsConstructor
|
||||||
public class ModelEvaluation implements Serializable {
|
public class ModelEvaluation implements Serializable {
|
||||||
private Long id; // 评估记录id
|
private Long id; // 评估记录id
|
||||||
private Long modelId; // 关联模型id
|
private Long modelVersionId; // 关联模型id,后续修改成了模型版本id
|
||||||
private LocalDateTime evaluationTime; // 评估时间
|
private LocalDateTime evaluationTime; // 评估时间
|
||||||
private String evaluationResult; // 评估结果
|
private String evaluationResult; // 评估结果
|
||||||
private String operator; // 评估操作人员
|
private String operator; // 评估操作人员
|
||||||
|
@ -0,0 +1,18 @@
|
|||||||
|
package com.bipt.intelligentapplicationorchestrationservice.pojo;
|
||||||
|
|
||||||
|
import lombok.AllArgsConstructor;
|
||||||
|
import lombok.Builder;
|
||||||
|
import lombok.Data;
|
||||||
|
import lombok.NoArgsConstructor;
|
||||||
|
|
||||||
|
@Data
|
||||||
|
@Builder
|
||||||
|
@AllArgsConstructor
|
||||||
|
@NoArgsConstructor
|
||||||
|
public class ModelTrainInfoVO {
|
||||||
|
private Long id;
|
||||||
|
private Integer datasetId; // 数据集id
|
||||||
|
private String modelConfig; // 模型配置信息
|
||||||
|
private String dsPath;// 版本信息表id
|
||||||
|
private String dataPreHandleFile; // 数据预处理文件存储路径
|
||||||
|
}
|
@ -12,6 +12,7 @@ import java.time.LocalDateTime;
|
|||||||
@AllArgsConstructor
|
@AllArgsConstructor
|
||||||
public class ModelVersionDTO {
|
public class ModelVersionDTO {
|
||||||
private Long id; // 模型版本id
|
private Long id; // 模型版本id
|
||||||
|
private Long modelId; // 模型id
|
||||||
private String version; // 模型版本
|
private String version; // 模型版本
|
||||||
private Integer datasetId; // 数据集id
|
private Integer datasetId; // 数据集id
|
||||||
private String modelConfig; // 模型配置信息
|
private String modelConfig; // 模型配置信息
|
||||||
|
@ -22,4 +22,5 @@ public class ServicePublishDTO implements Serializable {
|
|||||||
@JsonFormat(pattern = "yyyy-MM-dd HH:mm:ss", timezone = "GMT+8")
|
@JsonFormat(pattern = "yyyy-MM-dd HH:mm:ss", timezone = "GMT+8")
|
||||||
private LocalDateTime createTime;
|
private LocalDateTime createTime;
|
||||||
private String ip;
|
private String ip;
|
||||||
|
private int status;
|
||||||
}
|
}
|
||||||
|
@ -16,11 +16,13 @@ import java.time.LocalDateTime;
|
|||||||
@NoArgsConstructor
|
@NoArgsConstructor
|
||||||
@AllArgsConstructor
|
@AllArgsConstructor
|
||||||
public class ServicePublishVO implements Serializable {
|
public class ServicePublishVO implements Serializable {
|
||||||
|
private Long id;
|
||||||
private Long modelId;
|
private Long modelId;
|
||||||
/*private String GPUModel;*/
|
/*private String GPUModel;*/
|
||||||
private String ip;
|
private String ip;
|
||||||
/* private String GPUMemorySize;*/
|
/* private String GPUMemorySize;*/
|
||||||
private String apiUrl;
|
private String apiUrl;
|
||||||
|
|
||||||
|
private int status;
|
||||||
|
|
||||||
}
|
}
|
||||||
|
@ -3,6 +3,7 @@ package com.bipt.intelligentapplicationorchestrationservice.service;
|
|||||||
import com.bipt.intelligentapplicationorchestrationservice.pojo.AlgorithmInfo;
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.AlgorithmInfo;
|
||||||
import org.springframework.web.multipart.MultipartFile;
|
import org.springframework.web.multipart.MultipartFile;
|
||||||
|
|
||||||
|
import java.io.IOException;
|
||||||
import java.util.List;
|
import java.util.List;
|
||||||
|
|
||||||
public interface AlgorithmInfoService {
|
public interface AlgorithmInfoService {
|
||||||
@ -15,7 +16,7 @@ public interface AlgorithmInfoService {
|
|||||||
|
|
||||||
void save(AlgorithmInfo algorithmInfo, MultipartFile file);
|
void save(AlgorithmInfo algorithmInfo, MultipartFile file);
|
||||||
|
|
||||||
String run(Long id, String param);
|
String run(String scriptPath, List<String> args) throws IOException, InterruptedException;
|
||||||
|
|
||||||
List<String> getAllNames();
|
List<String> getAllNames();
|
||||||
|
|
||||||
|
@ -3,6 +3,7 @@ package com.bipt.intelligentapplicationorchestrationservice.service.Impl;
|
|||||||
import com.bipt.intelligentapplicationorchestrationservice.mapper.AlgorithmInfoMapper;
|
import com.bipt.intelligentapplicationorchestrationservice.mapper.AlgorithmInfoMapper;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.pojo.AlgorithmInfo;
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.AlgorithmInfo;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.service.AlgorithmInfoService;
|
import com.bipt.intelligentapplicationorchestrationservice.service.AlgorithmInfoService;
|
||||||
|
import jakarta.servlet.ServletContext;
|
||||||
import lombok.extern.slf4j.Slf4j;
|
import lombok.extern.slf4j.Slf4j;
|
||||||
import org.springframework.beans.factory.annotation.Autowired;
|
import org.springframework.beans.factory.annotation.Autowired;
|
||||||
import org.springframework.beans.factory.annotation.Value;
|
import org.springframework.beans.factory.annotation.Value;
|
||||||
@ -11,10 +12,15 @@ import org.springframework.transaction.annotation.Transactional;
|
|||||||
import org.springframework.util.StringUtils;
|
import org.springframework.util.StringUtils;
|
||||||
import org.springframework.web.multipart.MultipartFile;
|
import org.springframework.web.multipart.MultipartFile;
|
||||||
|
|
||||||
import java.io.BufferedReader;
|
import java.io.*;
|
||||||
import java.io.InputStreamReader;
|
import java.nio.charset.StandardCharsets;
|
||||||
|
import java.nio.file.Files;
|
||||||
|
import java.nio.file.Path;
|
||||||
|
import java.nio.file.Paths;
|
||||||
import java.time.LocalDateTime;
|
import java.time.LocalDateTime;
|
||||||
|
import java.util.ArrayList;
|
||||||
import java.util.List;
|
import java.util.List;
|
||||||
|
import java.util.UUID;
|
||||||
|
|
||||||
@Service
|
@Service
|
||||||
@Slf4j
|
@Slf4j
|
||||||
@ -23,8 +29,10 @@ public class AlgorithmInfoServiceImpl implements AlgorithmInfoService {
|
|||||||
@Autowired
|
@Autowired
|
||||||
private AlgorithmInfoMapper algorithmInfoMapper;
|
private AlgorithmInfoMapper algorithmInfoMapper;
|
||||||
|
|
||||||
@Value("${algorithm.upload.dir:/tmp/algorithm-files/}") // 默认上传目录
|
// 从配置文件读取上传目录
|
||||||
|
@Value("${algorithm.upload.dir:algorithm_files}")
|
||||||
private String uploadDir;
|
private String uploadDir;
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
public AlgorithmInfo getById(Long id) {
|
public AlgorithmInfo getById(Long id) {
|
||||||
return algorithmInfoMapper.selectById(id);
|
return algorithmInfoMapper.selectById(id);
|
||||||
@ -70,6 +78,11 @@ public class AlgorithmInfoServiceImpl implements AlgorithmInfoService {
|
|||||||
return true;
|
return true;
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 新增算法
|
||||||
|
* @param algorithmInfo
|
||||||
|
* @param file
|
||||||
|
*/
|
||||||
@Override
|
@Override
|
||||||
@Transactional
|
@Transactional
|
||||||
public void save(AlgorithmInfo algorithmInfo, MultipartFile file) {
|
public void save(AlgorithmInfo algorithmInfo, MultipartFile file) {
|
||||||
@ -80,57 +93,124 @@ public class AlgorithmInfoServiceImpl implements AlgorithmInfoService {
|
|||||||
throw new RuntimeException("算法已存在,请去修改算法");
|
throw new RuntimeException("算法已存在,请去修改算法");
|
||||||
}
|
}
|
||||||
|
|
||||||
// 只接收文件但不进行保存操作
|
|
||||||
if (file != null && !file.isEmpty()) {
|
if (file != null && !file.isEmpty()) {
|
||||||
log.info("已接收文件: {}", file.getOriginalFilename());
|
try {
|
||||||
log.info("文件大小: {} 字节", file.getSize());
|
// 获取文件原始名称
|
||||||
log.info("文件类型: {}", file.getContentType());
|
String originalFilename = file.getOriginalFilename();
|
||||||
// 临时设置一个空路径(避免数据库保存空值)
|
if (originalFilename == null || originalFilename.isEmpty()) {
|
||||||
//todo 保存到分布式存储
|
throw new RuntimeException("文件名称为空");
|
||||||
algorithmInfo.setAlgorithmFile("");
|
}
|
||||||
|
|
||||||
|
// 生成唯一文件名,避免冲突
|
||||||
|
String fileName = UUID.randomUUID().toString() + "_" + originalFilename;
|
||||||
|
|
||||||
|
// 构建相对路径(相对于项目根目录)
|
||||||
|
Path relativePath = Paths.get(uploadDir, fileName);
|
||||||
|
|
||||||
|
// 获取当前应用的运行目录(兼容开发和部署环境)
|
||||||
|
Path basePath = Paths.get("").toAbsolutePath();
|
||||||
|
Path absolutePath = basePath.resolve(relativePath);
|
||||||
|
|
||||||
|
// 确保目录存在
|
||||||
|
Path parentDir = absolutePath.getParent();
|
||||||
|
if (!Files.exists(parentDir)) {
|
||||||
|
Files.createDirectories(parentDir);
|
||||||
|
log.info("已创建存储目录: {}", parentDir);
|
||||||
|
}
|
||||||
|
|
||||||
|
// 保存文件到指定路径
|
||||||
|
file.transferTo(absolutePath);
|
||||||
|
|
||||||
|
// 存储相对路径到数据库
|
||||||
|
algorithmInfo.setAlgorithmFile(relativePath.toString());
|
||||||
|
|
||||||
|
// 设置文件大小
|
||||||
|
algorithmInfo.setFileSize(Files.size(absolutePath));
|
||||||
|
|
||||||
|
log.info("文件保存成功 - 相对路径: {}, 绝对路径: {}",
|
||||||
|
relativePath, absolutePath);
|
||||||
|
} catch (Exception e) {
|
||||||
|
log.error("文件保存失败", e);
|
||||||
|
throw new RuntimeException("文件保存失败: " + e.getMessage(), e);
|
||||||
|
}
|
||||||
|
} else {
|
||||||
|
// 文件为空的处理逻辑
|
||||||
|
algorithmInfo.setAlgorithmFile(null);
|
||||||
|
algorithmInfo.setFileSize(0L);
|
||||||
}
|
}
|
||||||
|
|
||||||
algorithmInfo.setCreateTime(LocalDateTime.now());
|
algorithmInfo.setCreateTime(LocalDateTime.now());
|
||||||
// 保存算法信息到数据库(注意:此时algorithmFile字段为空)
|
// 保存算法信息到数据库
|
||||||
algorithmInfoMapper.insert(algorithmInfo);
|
algorithmInfoMapper.insert(algorithmInfo);
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
/**
|
||||||
public String run(Long id, String param) {
|
* 执行Python算法脚本并返回结果
|
||||||
//todo从分布式存储中拿到文件(以下是示例)
|
* @param scriptPath Python脚本路径(数据库中存储的相对路径)
|
||||||
String file = algorithmInfoMapper.getFileById(id);
|
* @param args 命令行参数列表
|
||||||
StringBuilder result = new StringBuilder(); // 用于存储结果
|
* @return 脚本执行结果
|
||||||
|
*/
|
||||||
try {
|
public String run(String scriptPath, List<String> args) throws IOException, InterruptedException {
|
||||||
// 构建命令,将 param 作为参数传递给 Python 脚本
|
if (scriptPath == null || scriptPath.isEmpty()) {
|
||||||
ProcessBuilder pb = new ProcessBuilder("python", file, param);
|
throw new IllegalArgumentException("脚本路径不能为空");
|
||||||
Process process = pb.start();
|
|
||||||
|
|
||||||
// 读取标准输出(脚本执行结果)
|
|
||||||
BufferedReader reader = new BufferedReader(
|
|
||||||
new InputStreamReader(process.getInputStream()));
|
|
||||||
String line;
|
|
||||||
while ((line = reader.readLine()) != null) {
|
|
||||||
result.append(line).append("\n");
|
|
||||||
}
|
|
||||||
|
|
||||||
// 读取错误输出
|
|
||||||
BufferedReader errorReader = new BufferedReader(
|
|
||||||
new InputStreamReader(process.getErrorStream()));
|
|
||||||
String errorLine;
|
|
||||||
while ((errorLine = errorReader.readLine()) != null) {
|
|
||||||
result.append("Error: ").append(errorLine).append("\n");
|
|
||||||
}
|
|
||||||
|
|
||||||
int exitCode = process.waitFor();
|
|
||||||
result.append("Exit Code: ").append(exitCode);
|
|
||||||
|
|
||||||
} catch (Exception e) {
|
|
||||||
result.append("执行异常: ").append(e.getMessage());
|
|
||||||
e.printStackTrace();
|
|
||||||
}
|
}
|
||||||
|
|
||||||
return result.toString(); // 返回完整结果
|
// 获取当前应用的运行目录(兼容开发和部署环境)
|
||||||
|
Path basePath = Paths.get("").toAbsolutePath();
|
||||||
|
Path absoluteScriptPath = basePath.resolve(scriptPath);
|
||||||
|
|
||||||
|
// 验证文件是否存在
|
||||||
|
if (!Files.exists(absoluteScriptPath)) {
|
||||||
|
throw new FileNotFoundException("脚本文件不存在: " + absoluteScriptPath);
|
||||||
|
}
|
||||||
|
|
||||||
|
// 验证文件是否可执行(针对Python脚本)
|
||||||
|
if (!Files.isReadable(absoluteScriptPath)) {
|
||||||
|
throw new IOException("脚本文件不可读: " + absoluteScriptPath);
|
||||||
|
}
|
||||||
|
|
||||||
|
// 构建命令:python [脚本绝对路径] [参数1] [参数2] ...
|
||||||
|
List<String> command = new ArrayList<>();
|
||||||
|
command.add("python"); // Python解释器路径,可配置在application.properties中
|
||||||
|
command.add(absoluteScriptPath.toString()); // 使用绝对路径执行脚本
|
||||||
|
command.addAll(args); // 添加所有参数
|
||||||
|
|
||||||
|
// 打印完整命令(用于调试)
|
||||||
|
log.info("执行命令: {}", String.join(" ", command));
|
||||||
|
|
||||||
|
// 创建进程并执行命令
|
||||||
|
ProcessBuilder processBuilder = new ProcessBuilder(command);
|
||||||
|
|
||||||
|
// 设置工作目录为脚本所在目录
|
||||||
|
processBuilder.directory(absoluteScriptPath.getParent().toFile());
|
||||||
|
|
||||||
|
processBuilder.redirectErrorStream(true); // 将错误输出合并到标准输出
|
||||||
|
Process process = processBuilder.start();
|
||||||
|
|
||||||
|
// 读取脚本输出(使用UTF-8编码,避免中文乱码)
|
||||||
|
StringBuilder output = new StringBuilder();
|
||||||
|
try (BufferedReader reader = new BufferedReader(
|
||||||
|
new InputStreamReader(process.getInputStream(), StandardCharsets.UTF_8))) {
|
||||||
|
String line;
|
||||||
|
while ((line = reader.readLine()) != null) {
|
||||||
|
output.append(line).append("\n");
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// 等待进程执行完成并获取退出码
|
||||||
|
int exitCode = process.waitFor();
|
||||||
|
|
||||||
|
// 检查脚本是否成功执行
|
||||||
|
if (exitCode != 0) {
|
||||||
|
// 捕获详细的错误信息
|
||||||
|
String errorMsg = "脚本执行失败,退出码: " + exitCode +
|
||||||
|
"\n命令: " + String.join(" ", command) +
|
||||||
|
"\n输出: " + output.toString();
|
||||||
|
log.error(errorMsg);
|
||||||
|
throw new RuntimeException(errorMsg);
|
||||||
|
}
|
||||||
|
|
||||||
|
return output.toString();
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
|
@ -72,6 +72,10 @@ public class ModelServiceImpl implements ModelService {
|
|||||||
return modelVOList;
|
return modelVOList;
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 查询模型详情
|
||||||
|
* @param id
|
||||||
|
*/
|
||||||
@Override
|
@Override
|
||||||
public ModelVersion detail(Long id) {
|
public ModelVersion detail(Long id) {
|
||||||
log.info("查询模型详情");
|
log.info("查询模型详情");
|
||||||
@ -79,13 +83,23 @@ public class ModelServiceImpl implements ModelService {
|
|||||||
return modelVersion;
|
return modelVersion;
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 更新模型
|
||||||
|
* @param dto
|
||||||
|
*/
|
||||||
@Override
|
@Override
|
||||||
public void updateModel(ModelVersionDTO dto) {
|
public void updateModel(ModelVersionDTO dto) {
|
||||||
// 更新模型还需要更新操作人和时间
|
// TODO: 更新模型还需要更新操作人和时间
|
||||||
log.info("更新模型");
|
log.info("更新模型");
|
||||||
|
dto.setCreateTime(LocalDateTime.now());
|
||||||
|
dto.setUpdateTime(LocalDateTime.now());
|
||||||
modelMapper.update(dto);
|
modelMapper.update(dto);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 删除模型版本
|
||||||
|
* @param id
|
||||||
|
*/
|
||||||
@Override
|
@Override
|
||||||
public void deleteModelVersion(Long id) {
|
public void deleteModelVersion(Long id) {
|
||||||
log.info("删除模型版本");
|
log.info("删除模型版本");
|
||||||
@ -149,6 +163,9 @@ public class ModelServiceImpl implements ModelService {
|
|||||||
log.info("模型生命周期更新成功,新状态为: {}", targetLifeCycle);
|
log.info("模型生命周期更新成功,新状态为: {}", targetLifeCycle);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 获取模型生命周期列表
|
||||||
|
*/
|
||||||
@Override
|
@Override
|
||||||
public List<Map<String, String>> listLifeCycle() {
|
public List<Map<String, String>> listLifeCycle() {
|
||||||
return Arrays.stream(ModelLifecycle.values())
|
return Arrays.stream(ModelLifecycle.values())
|
||||||
@ -159,6 +176,9 @@ public class ModelServiceImpl implements ModelService {
|
|||||||
.collect(Collectors.toList());
|
.collect(Collectors.toList());
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 获取模型数据集列表
|
||||||
|
*/
|
||||||
@Override
|
@Override
|
||||||
public List<DatasetEntity> listDataset() {
|
public List<DatasetEntity> listDataset() {
|
||||||
List<DatasetEntity> datasetEntityList = modelMapper.listDataset();
|
List<DatasetEntity> datasetEntityList = modelMapper.listDataset();
|
||||||
@ -166,4 +186,41 @@ public class ModelServiceImpl implements ModelService {
|
|||||||
|
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 获取模型训练信息
|
||||||
|
* @param id
|
||||||
|
*/
|
||||||
|
@Override
|
||||||
|
public ModelTrainInfoVO getModelTrainInfo(Long id) {
|
||||||
|
ModelTrainInfoVO modelTrainInfoVO = modelMapper.getModelTrainInfo(id);
|
||||||
|
return modelTrainInfoVO;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 模型训练(把模型修改成训练中)
|
||||||
|
* @param id
|
||||||
|
*/
|
||||||
|
@Override
|
||||||
|
public void updateModelTrain(Long id) {
|
||||||
|
// 更新当前模型的生命周期为训练中
|
||||||
|
modelMapper.updateLifeCycleById(id, ModelLifecycle.TRAINING.getDbValue());
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 模型小版本更新
|
||||||
|
* @param dto
|
||||||
|
*/
|
||||||
|
@Override
|
||||||
|
public void updateModelVersionMinor(ModelVersionDTO dto) {
|
||||||
|
// 更新模型小版本(其实是新增一个小版本)
|
||||||
|
ModelVersion modelVersion = new ModelVersion();
|
||||||
|
BeanUtils.copyProperties(dto, modelVersion, "id", "modelId");
|
||||||
|
modelVersion.setModelId(dto.getModelId()); // 把模型id设置成该模型版本关联的模型id
|
||||||
|
modelVersion.setCreateTime(LocalDateTime.now());
|
||||||
|
modelVersion.setUpdateTime(LocalDateTime.now());
|
||||||
|
modelVersion.setOperateUser("zs");
|
||||||
|
// TODO: 后续可能还需要更新操作人
|
||||||
|
modelMapper.insertModelVersion(modelVersion);
|
||||||
|
}
|
||||||
|
|
||||||
}
|
}
|
||||||
|
@ -1,5 +1,7 @@
|
|||||||
package com.bipt.intelligentapplicationorchestrationservice.service.Impl;
|
package com.bipt.intelligentapplicationorchestrationservice.service.Impl;
|
||||||
|
|
||||||
|
import com.bipt.intelligentapplicationorchestrationservice.entity.ModelSelectVO;
|
||||||
|
import com.bipt.intelligentapplicationorchestrationservice.enumeration.ServiceStatus;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.mapper.PublishMapper;
|
import com.bipt.intelligentapplicationorchestrationservice.mapper.PublishMapper;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishDTO;
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishDTO;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishVO;
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishVO;
|
||||||
@ -33,8 +35,6 @@ public class PublishServiceImpl implements PublishService {
|
|||||||
throw new IllegalArgumentException("请求已存在: " + apiUrl);
|
throw new IllegalArgumentException("请求已存在: " + apiUrl);
|
||||||
}
|
}
|
||||||
|
|
||||||
//todo调用服务部署
|
|
||||||
|
|
||||||
publishMapper.insert(servicePublishDTO);
|
publishMapper.insert(servicePublishDTO);
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -43,5 +43,35 @@ public class PublishServiceImpl implements PublishService {
|
|||||||
return publishMapper.listPublishedServices();
|
return publishMapper.listPublishedServices();
|
||||||
}
|
}
|
||||||
|
|
||||||
|
@Override
|
||||||
|
public List<ModelSelectVO> getModelNames() {
|
||||||
|
return publishMapper.selectModelSelectList();
|
||||||
|
}
|
||||||
|
|
||||||
|
@Override
|
||||||
|
public ServicePublishVO getServiceById(Long serviceId) {
|
||||||
|
return publishMapper.getServiceById(serviceId);
|
||||||
|
}
|
||||||
|
|
||||||
|
@Override
|
||||||
|
public void updateServiceStatus(ServicePublishDTO servicePublishDTO) {
|
||||||
|
publishMapper.updateStatus(servicePublishDTO.getId(), servicePublishDTO.getStatus());
|
||||||
|
}
|
||||||
|
|
||||||
|
@Override
|
||||||
|
public List<ServicePublishVO> listPublishedServicesByStatus(Integer status) {
|
||||||
|
return publishMapper.selectByStatus(status);
|
||||||
|
}
|
||||||
|
|
||||||
|
@Override
|
||||||
|
public List<ModelSelectVO> getOnlineModelNames() {
|
||||||
|
// 调用Mapper查询状态为“在线”的模型(ServiceStatus.ONLINE.getCode() 假设为1)
|
||||||
|
return publishMapper.selectModelNamesByStatus(ServiceStatus.OFFLINE.getCode());
|
||||||
|
}
|
||||||
|
|
||||||
|
@Override
|
||||||
|
public Long getModelId(Long id) {
|
||||||
|
return publishMapper.getByMdVersionId(id);
|
||||||
|
}
|
||||||
|
|
||||||
}
|
}
|
||||||
|
@ -23,4 +23,10 @@ public interface ModelService {
|
|||||||
List<Map<String, String>> listLifeCycle();
|
List<Map<String, String>> listLifeCycle();
|
||||||
|
|
||||||
List<DatasetEntity> listDataset();
|
List<DatasetEntity> listDataset();
|
||||||
|
|
||||||
|
ModelTrainInfoVO getModelTrainInfo(Long id);
|
||||||
|
|
||||||
|
void updateModelTrain(Long id);
|
||||||
|
|
||||||
|
void updateModelVersionMinor(ModelVersionDTO dto);
|
||||||
}
|
}
|
||||||
|
@ -1,5 +1,6 @@
|
|||||||
package com.bipt.intelligentapplicationorchestrationservice.service;
|
package com.bipt.intelligentapplicationorchestrationservice.service;
|
||||||
|
|
||||||
|
import com.bipt.intelligentapplicationorchestrationservice.entity.ModelSelectVO;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishDTO;
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishDTO;
|
||||||
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishVO;
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishVO;
|
||||||
|
|
||||||
@ -9,6 +10,17 @@ public interface PublishService {
|
|||||||
|
|
||||||
void save(ServicePublishDTO servicePublishDTO);
|
void save(ServicePublishDTO servicePublishDTO);
|
||||||
|
|
||||||
|
|
||||||
List<ServicePublishVO> listPublishedServices();
|
List<ServicePublishVO> listPublishedServices();
|
||||||
|
|
||||||
|
List<ModelSelectVO> getModelNames();
|
||||||
|
|
||||||
|
ServicePublishVO getServiceById(Long serviceId);
|
||||||
|
|
||||||
|
void updateServiceStatus(ServicePublishDTO updateDto);
|
||||||
|
|
||||||
|
List<ServicePublishVO> listPublishedServicesByStatus(Integer status);
|
||||||
|
|
||||||
|
List<ModelSelectVO> getOnlineModelNames();
|
||||||
|
|
||||||
|
Long getModelId(Long id);
|
||||||
}
|
}
|
||||||
|
@ -1,14 +1,17 @@
|
|||||||
package com.bipt.intelligentapplicationorchestrationservice.util;
|
package com.bipt.intelligentapplicationorchestrationservice.util;
|
||||||
|
|
||||||
import com.alibaba.nacos.api.naming.NamingFactory;
|
import com.alibaba.nacos.api.NacosFactory;
|
||||||
|
import com.alibaba.nacos.api.exception.NacosException;
|
||||||
import com.alibaba.nacos.api.naming.NamingService;
|
import com.alibaba.nacos.api.naming.NamingService;
|
||||||
import com.alibaba.nacos.api.naming.pojo.Instance;
|
import com.alibaba.nacos.api.naming.pojo.Instance;
|
||||||
|
import com.alibaba.nacos.api.naming.pojo.ServiceInfo;
|
||||||
import org.springframework.beans.factory.annotation.Value;
|
import org.springframework.beans.factory.annotation.Value;
|
||||||
import org.springframework.stereotype.Component;
|
import org.springframework.stereotype.Component;
|
||||||
|
|
||||||
import java.util.HashMap;
|
import java.util.HashMap;
|
||||||
import java.util.List;
|
import java.util.List;
|
||||||
import java.util.Map;
|
import java.util.Map;
|
||||||
|
import java.util.Objects;
|
||||||
import java.util.stream.Collectors;
|
import java.util.stream.Collectors;
|
||||||
|
|
||||||
@Component
|
@Component
|
||||||
@ -17,26 +20,102 @@ public class NacosServiceUtil {
|
|||||||
@Value("${spring.cloud.nacos.discovery.server-addr}")
|
@Value("${spring.cloud.nacos.discovery.server-addr}")
|
||||||
private String nacosServerAddr;
|
private String nacosServerAddr;
|
||||||
|
|
||||||
public void registerService(String serviceName, String ip, int port, String url) throws Exception { // 新增url参数
|
private NamingService namingService;
|
||||||
NamingService naming = NamingFactory.createNamingService(nacosServerAddr);
|
|
||||||
|
/**
|
||||||
|
* 获取NamingService实例(线程安全)
|
||||||
|
*/
|
||||||
|
private NamingService getNamingService() throws Exception {
|
||||||
|
if (namingService == null) {
|
||||||
|
synchronized (this) {
|
||||||
|
if (namingService == null) {
|
||||||
|
namingService = NacosFactory.createNamingService(nacosServerAddr);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
return namingService;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 注册服务到Nacos
|
||||||
|
*/
|
||||||
|
public void registerService(String serviceName, String ip, int port, String url) throws Exception {
|
||||||
|
NamingService naming = getNamingService();
|
||||||
Instance instance = new Instance();
|
Instance instance = new Instance();
|
||||||
instance.setIp(ip);
|
instance.setIp(ip);
|
||||||
instance.setPort(port);
|
instance.setPort(port);
|
||||||
// 添加元数据存储URL
|
instance.setWeight(1.0);
|
||||||
|
instance.setHealthy(true);
|
||||||
|
|
||||||
|
// 添加元数据
|
||||||
Map<String, String> metadata = new HashMap<>();
|
Map<String, String> metadata = new HashMap<>();
|
||||||
metadata.put("url", url); // 将URL存入元数据
|
metadata.put("url", url);
|
||||||
|
metadata.put("registerTime", String.valueOf(System.currentTimeMillis()));
|
||||||
instance.setMetadata(metadata);
|
instance.setMetadata(metadata);
|
||||||
|
|
||||||
naming.registerInstance(serviceName, instance);
|
naming.registerInstance(serviceName, instance);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 从Nacos注销服务
|
||||||
|
*/
|
||||||
|
public void deregisterService(String serviceName, String ip, int port) throws Exception {
|
||||||
|
NamingService naming = getNamingService();
|
||||||
|
naming.deregisterInstance(serviceName, ip, port);
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 获取服务所有实例
|
||||||
|
*/
|
||||||
|
public List<Instance> getAllInstances(String serviceName) throws Exception {
|
||||||
|
NamingService naming = getNamingService();
|
||||||
|
return naming.getAllInstances(serviceName);
|
||||||
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* 获取服务所有实例IP
|
* 获取服务所有实例IP
|
||||||
*/
|
*/
|
||||||
public List<String> getServiceInstances(String serviceName) throws Exception {
|
public List<String> getServiceInstances(String serviceName) throws Exception {
|
||||||
NamingService naming = NamingFactory.createNamingService(nacosServerAddr);
|
return getAllInstances(serviceName).stream()
|
||||||
List<Instance> instances = naming.getAllInstances(serviceName);
|
|
||||||
return instances.stream()
|
|
||||||
.map(Instance::getIp)
|
.map(Instance::getIp)
|
||||||
.collect(Collectors.toList());
|
.collect(Collectors.toList());
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 获取服务信息(适配Nacos 2.x)
|
||||||
|
*/
|
||||||
|
public ServiceInfo getServiceInfo(String serviceName) throws Exception {
|
||||||
|
NamingService naming = getNamingService();
|
||||||
|
// 使用selectInstances替代getServiceInfo
|
||||||
|
List<Instance> instances = naming.selectInstances(serviceName, true);
|
||||||
|
|
||||||
|
ServiceInfo serviceInfo = new ServiceInfo();
|
||||||
|
serviceInfo.setName(serviceName);
|
||||||
|
serviceInfo.setHosts(instances);
|
||||||
|
return serviceInfo;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 根据IP和端口查询实例是否存在
|
||||||
|
*/
|
||||||
|
public boolean isInstanceExists(String serviceName, String ip, int port) throws Exception {
|
||||||
|
List<Instance> instances = getAllInstances(serviceName);
|
||||||
|
return instances.stream()
|
||||||
|
.anyMatch(instance ->
|
||||||
|
Objects.equals(instance.getIp(), ip) &&
|
||||||
|
instance.getPort() == port
|
||||||
|
);
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 更新服务实例元数据
|
||||||
|
*/
|
||||||
|
public void updateInstanceMetadata(String serviceName, String ip, int port, Map<String, String> metadata) throws Exception {
|
||||||
|
NamingService naming = getNamingService();
|
||||||
|
Instance instance = new Instance();
|
||||||
|
instance.setIp(ip);
|
||||||
|
instance.setPort(port);
|
||||||
|
instance.setMetadata(metadata);
|
||||||
|
naming.registerInstance(serviceName, instance);
|
||||||
|
}
|
||||||
}
|
}
|
5
src/main/resources/application-dev.properties
Normal file
5
src/main/resources/application-dev.properties
Normal file
@ -0,0 +1,5 @@
|
|||||||
|
# 阿里云OSS配置
|
||||||
|
aliyun.oss.endpoint=oss-cn-beijing.aliyuncs.com
|
||||||
|
aliyun.oss.bucketName=ipz-nh
|
||||||
|
aliyun.oss.accessKeyId=LTAI5tBeto7V7BPWBcCjeP7A
|
||||||
|
aliyun.oss.accessKeySecret=bjQGt2G4J5yetxuY5cT5ZnKnIOqe4O
|
@ -60,3 +60,6 @@ spring.profiles.active=dev
|
|||||||
#配置IP列表(后续根据需求修改ip数据,以下仅为测试用例)
|
#配置IP列表(后续根据需求修改ip数据,以下仅为测试用例)
|
||||||
available.ips=192.168.1.100,192.168.1.101,192.168.1.102
|
available.ips=192.168.1.100,192.168.1.101,192.168.1.102
|
||||||
|
|
||||||
|
# 算法文件上传目录(相对于项目根目录)
|
||||||
|
algorithm.upload.dir=algorithm_files
|
||||||
|
|
||||||
|
@ -9,7 +9,7 @@
|
|||||||
from model_log m1,
|
from model_log m1,
|
||||||
model_info m2,
|
model_info m2,
|
||||||
model_version m3
|
model_version m3
|
||||||
where m1.model_id=m2.id and m3.model_id=m2.id and m1.model_id = #{id}
|
where m1.model_version_id=m3.id and m3.model_id=m2.id and m1.model_version_id = #{id}
|
||||||
</select>
|
</select>
|
||||||
|
|
||||||
<!--更新模型信息(目前只更新模型是否上线,后续如果更多需求可优化>-->
|
<!--更新模型信息(目前只更新模型是否上线,后续如果更多需求可优化>-->
|
||||||
|
@ -30,6 +30,17 @@
|
|||||||
|
|
||||||
<!--查询模型详细信息-->
|
<!--查询模型详细信息-->
|
||||||
<select id="selectById" resultType="com.bipt.intelligentapplicationorchestrationservice.pojo.ModelVersion">
|
<select id="selectById" resultType="com.bipt.intelligentapplicationorchestrationservice.pojo.ModelVersion">
|
||||||
|
SELECT
|
||||||
|
t1.model_name, t1.id modelId,
|
||||||
|
t2.version, t2.dataset_id, t2.model_config, t2.id,
|
||||||
|
t2.model_path, t2.status, t2.create_time, t2.update_time, t2.model_size,
|
||||||
|
t2.data_pre_handle_file, t2.model_super_args, t2.model_args_size, t2.model_source_code_url, t2.model_file,
|
||||||
|
t2.model_design_document, t2.life_cycle, t2.operate_user
|
||||||
|
FROM model_info t1 JOIN model_version t2 ON t1.id = t2.model_id
|
||||||
|
where t2.id = #{id}
|
||||||
|
</select>
|
||||||
|
<select id="selectByModelId"
|
||||||
|
resultType="com.bipt.intelligentapplicationorchestrationservice.pojo.ModelVersion">
|
||||||
SELECT
|
SELECT
|
||||||
t1.model_name,
|
t1.model_name,
|
||||||
t2.version, t2.dataset_id, t2.model_config,
|
t2.version, t2.dataset_id, t2.model_config,
|
||||||
@ -37,7 +48,7 @@
|
|||||||
t2.data_pre_handle_file, t2.model_super_args, t2.model_args_size, t2.model_source_code_url, t2.model_file,
|
t2.data_pre_handle_file, t2.model_super_args, t2.model_args_size, t2.model_source_code_url, t2.model_file,
|
||||||
t2.model_design_document, t2.life_cycle, t2.operate_user
|
t2.model_design_document, t2.life_cycle, t2.operate_user
|
||||||
FROM model_info t1 JOIN model_version t2 ON t1.id = t2.model_id
|
FROM model_info t1 JOIN model_version t2 ON t1.id = t2.model_id
|
||||||
where t2.id = #{id}
|
where t2.model_id = #{id}
|
||||||
</select>
|
</select>
|
||||||
|
|
||||||
<!--更新模型信息-->
|
<!--更新模型信息-->
|
||||||
@ -62,4 +73,15 @@
|
|||||||
</set>
|
</set>
|
||||||
WHERE id = #{id}
|
WHERE id = #{id}
|
||||||
</update>
|
</update>
|
||||||
|
|
||||||
|
<!--获取模型训练信息-->
|
||||||
|
<select id="getModelTrainInfo" resultType="com.bipt.intelligentapplicationorchestrationservice.pojo.ModelTrainInfoVO">
|
||||||
|
select m1.dataset_id,
|
||||||
|
m1.id,
|
||||||
|
m1.model_config,
|
||||||
|
d2.ds_path,
|
||||||
|
m1.data_pre_handle_file
|
||||||
|
from model_version m1,dataset d2
|
||||||
|
where m1.dataset_id=d2.dataset_id and m1.id=#{id}
|
||||||
|
</select>
|
||||||
</mapper>
|
</mapper>
|
@ -3,9 +3,14 @@
|
|||||||
<mapper namespace="com.bipt.intelligentapplicationorchestrationservice.mapper.PublishMapper">
|
<mapper namespace="com.bipt.intelligentapplicationorchestrationservice.mapper.PublishMapper">
|
||||||
<insert id="insert">
|
<insert id="insert">
|
||||||
INSERT INTO service_publish
|
INSERT INTO service_publish
|
||||||
(id,model_id,api_url,create_time,ip)
|
(id,model_id,api_url,create_time,ip,status)
|
||||||
values (#{id}, #{modelId}, #{apiUrl}, #{createTime},#{ip})
|
values (#{id}, #{modelId}, #{apiUrl}, #{createTime},#{ip},#{status})
|
||||||
</insert>
|
</insert>
|
||||||
|
<update id="updateStatus">
|
||||||
|
UPDATE service_publish
|
||||||
|
SET status = #{status}
|
||||||
|
WHERE id = #{id}
|
||||||
|
</update>
|
||||||
|
|
||||||
<select id="getByApiUrl" resultType="java.lang.Long">
|
<select id="getByApiUrl" resultType="java.lang.Long">
|
||||||
SELECT id FROM service_publish WHERE api_url = #{apiUrl};
|
SELECT id FROM service_publish WHERE api_url = #{apiUrl};
|
||||||
@ -17,4 +22,10 @@
|
|||||||
mv.*
|
mv.*
|
||||||
from model_version mv join service_publish sp on mv.model_id = sp.model_id
|
from model_version mv join service_publish sp on mv.model_id = sp.model_id
|
||||||
</select>
|
</select>
|
||||||
|
<select id="selectByStatus"
|
||||||
|
resultType="com.bipt.intelligentapplicationorchestrationservice.pojo.ServicePublishVO">
|
||||||
|
SELECT *
|
||||||
|
FROM service_publish
|
||||||
|
WHERE status = #{status}
|
||||||
|
</select>
|
||||||
</mapper>
|
</mapper>
|
@ -0,0 +1,125 @@
|
|||||||
|
package com.bipt.intelligentapplicationorchestrationservice;
|
||||||
|
|
||||||
|
import com.bipt.intelligentapplicationorchestrationservice.controller.ServiceAPIController;
|
||||||
|
import com.bipt.intelligentapplicationorchestrationservice.pojo.OptResult;
|
||||||
|
import com.bipt.intelligentapplicationorchestrationservice.service.ServiceAPIService;
|
||||||
|
import com.bipt.intelligentapplicationorchestrationservice.util.NacosServiceUtil;
|
||||||
|
import org.junit.Before;
|
||||||
|
import org.junit.Test;
|
||||||
|
import org.junit.runner.RunWith;
|
||||||
|
import org.mockito.InjectMocks;
|
||||||
|
import org.mockito.Mock;
|
||||||
|
import org.mockito.MockitoAnnotations;
|
||||||
|
import org.springframework.data.redis.core.ListOperations;
|
||||||
|
import org.springframework.data.redis.core.RedisTemplate;
|
||||||
|
import org.springframework.data.redis.core.ValueOperations;
|
||||||
|
import org.springframework.test.context.junit4.SpringRunner;
|
||||||
|
|
||||||
|
import java.util.Arrays;
|
||||||
|
import java.util.HashSet;
|
||||||
|
import java.util.List;
|
||||||
|
import java.util.Set;
|
||||||
|
import java.util.concurrent.TimeUnit;
|
||||||
|
|
||||||
|
import static org.junit.Assert.*;
|
||||||
|
import static org.mockito.Mockito.*;
|
||||||
|
|
||||||
|
@RunWith(SpringRunner.class)
|
||||||
|
public class ServiceAPIControllerTest {
|
||||||
|
|
||||||
|
@Mock
|
||||||
|
private ServiceAPIService serviceAPIService;
|
||||||
|
|
||||||
|
@Mock
|
||||||
|
private NacosServiceUtil nacosServiceUtil;
|
||||||
|
|
||||||
|
@Mock
|
||||||
|
private RedisTemplate<String, Object> redisTemplate;
|
||||||
|
|
||||||
|
@Mock
|
||||||
|
private ValueOperations<String, Object> valueOperations;
|
||||||
|
|
||||||
|
@Mock
|
||||||
|
private ListOperations<String, Object> listOperations;
|
||||||
|
|
||||||
|
@InjectMocks
|
||||||
|
private ServiceAPIController serviceAPIController;
|
||||||
|
|
||||||
|
@Before
|
||||||
|
public void setUp() {
|
||||||
|
MockitoAnnotations.openMocks(this);
|
||||||
|
when(redisTemplate.opsForValue()).thenReturn(valueOperations);
|
||||||
|
when(redisTemplate.opsForList()).thenReturn(listOperations);
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
@Test
|
||||||
|
public void testMultiResourceAllocation() throws Exception {
|
||||||
|
System.out.println("===== 开始测试多资源分配 =====");
|
||||||
|
|
||||||
|
// 环境初始化
|
||||||
|
String ip1 = "192.168.1.1";
|
||||||
|
String ip2 = "192.168.1.2";
|
||||||
|
List<String> instanceIps = Arrays.asList(ip1, ip2);
|
||||||
|
Set<String> gpuKeys = new HashSet<>(Arrays.asList("gpu:1", "gpu:2"));
|
||||||
|
|
||||||
|
// 模拟两个GPU的总内存配置
|
||||||
|
when(valueOperations.get("gpu:1")).thenReturn("IP:" + ip1 + ",GPUMemorySize:8000");
|
||||||
|
when(valueOperations.get("gpu:2")).thenReturn("IP:" + ip2 + ",GPUMemorySize:10000");
|
||||||
|
|
||||||
|
// 第一个请求(分配到IP1,需要3000MB)
|
||||||
|
System.out.println("\n=== 第一个请求:分配到IP1 ===");
|
||||||
|
Long modelId1 = 1L;
|
||||||
|
String modelConfig1 = "GPUMemorySize:3000,version:1";
|
||||||
|
|
||||||
|
when(serviceAPIService.getByModelId(modelId1)).thenReturn(modelConfig1);
|
||||||
|
when(nacosServiceUtil.getServiceInstances(modelId1.toString())).thenReturn(instanceIps);
|
||||||
|
when(redisTemplate.keys("gpu:*")).thenReturn(gpuKeys);
|
||||||
|
// IP1首次使用,无需提前设置ip:ip1(默认用总内存8000)
|
||||||
|
|
||||||
|
OptResult result1 = serviceAPIController.schedule(modelId1);
|
||||||
|
|
||||||
|
// 验证结果
|
||||||
|
assertTrue("第一个请求应成功", result1.isSuccess());
|
||||||
|
assertEquals("资源分配成功,使用ip:" + ip1, result1.getData());
|
||||||
|
verify(valueOperations, times(1)).set("ip:" + ip1, 5000); // 8000-3000
|
||||||
|
System.out.println("IP1 可用内存=5000MB, IP2 可用内存=10000MB(初始)");
|
||||||
|
|
||||||
|
// 第二个请求(分配到IP2,需要6000MB)
|
||||||
|
System.out.println("\n=== 第二个请求:分配到IP2 ===");
|
||||||
|
Long modelId2 = 2L;
|
||||||
|
String modelConfig2 = "GPUMemorySize:6000,version:1";
|
||||||
|
|
||||||
|
when(serviceAPIService.getByModelId(modelId2)).thenReturn(modelConfig2);
|
||||||
|
when(nacosServiceUtil.getServiceInstances(modelId2.toString())).thenReturn(instanceIps);
|
||||||
|
when(valueOperations.get("ip:" + ip1)).thenReturn(5000); // IP1当前可用5000(不足6000)
|
||||||
|
// IP2首次使用,无需提前设置ip:ip2(默认用总内存10000)
|
||||||
|
|
||||||
|
OptResult result2 = serviceAPIController.schedule(modelId2);
|
||||||
|
|
||||||
|
// 验证结果
|
||||||
|
assertTrue("第二个请求应成功", result2.isSuccess());
|
||||||
|
assertEquals("资源分配成功,使用ip:" + ip2, result2.getData());
|
||||||
|
verify(valueOperations, times(1)).set("ip:" + ip2, 4000); // 10000-6000
|
||||||
|
System.out.println("IP1 可用内存=5000MB, IP2 可用内存=4000MB");
|
||||||
|
|
||||||
|
// 第三个请求(资源不足)
|
||||||
|
System.out.println("\n=== 第三个请求:资源不足 ===");
|
||||||
|
Long modelId3 = 3L;
|
||||||
|
String modelConfig3 = "GPUMemorySize:7000,version:1";
|
||||||
|
|
||||||
|
when(serviceAPIService.getByModelId(modelId3)).thenReturn(modelConfig3);
|
||||||
|
when(valueOperations.get("ip:" + ip1)).thenReturn(5000); // IP1可用5000 <7000
|
||||||
|
when(valueOperations.get("ip:" + ip2)).thenReturn(4000); // IP2可用4000 <7000
|
||||||
|
|
||||||
|
OptResult result3 = serviceAPIController.schedule(modelId3);
|
||||||
|
|
||||||
|
// 验证结果
|
||||||
|
assertFalse("第三个请求应失败", result3.isSuccess());
|
||||||
|
assertEquals("资源不足,等待中", result3.getErrorInfo());
|
||||||
|
verify(listOperations, times(1)).rightPush("waitQueue:" + modelId3, modelId3);
|
||||||
|
System.out.println("模型ID=" + modelId3 + " 加入等待队列");
|
||||||
|
|
||||||
|
System.out.println("===== 多资源分配测试完成 =====");
|
||||||
|
}
|
||||||
|
}
|
Reference in New Issue
Block a user