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YG_FT_Platform/src/main.py

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"""
远光软件微调平台 - Flask 后端 API
"""
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import os
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import sys
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import json
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import pymysql
import yaml
import time
from flask import Flask, request, jsonify, send_from_directory
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from flask_cors import CORS
from werkzeug.utils import secure_filename
# 导入API蓝图
from api import register_blueprints
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# 获取项目根目录
PROJECT_ROOT = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
sys.path.insert(0, PROJECT_ROOT)
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# 加载配置
CONFIG_PATH = os.path.join(PROJECT_ROOT, 'config.yaml')
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def load_config():
"""加载配置文件"""
with open(CONFIG_PATH, 'r', encoding='utf-8') as f:
return yaml.safe_load(f)
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CONFIG = load_config()
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def get_db_connection():
"""获取数据库连接"""
db_config = CONFIG['database']
return pymysql.connect(
host=db_config['host'],
port=db_config['port'],
user=db_config['username'],
password=db_config['password'],
database=db_config['name'],
charset=db_config.get('charset', 'utf8mb4'),
cursorclass=pymysql.cursors.DictCursor
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)
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def init_database():
"""初始化数据库表"""
print("正在初始化数据库...")
try:
conn = get_db_connection()
cursor = conn.cursor()
tables = [
# 精调训练表
"""CREATE TABLE IF NOT EXISTS fine_tune (
id INT AUTO_INCREMENT PRIMARY KEY,
name VARCHAR(255) NOT NULL,
base_model VARCHAR(255),
train_type VARCHAR(50),
train_method VARCHAR(50),
dataset_id INT,
valid_split VARCHAR(50),
valid_ratio INT DEFAULT 10,
output_model_name VARCHAR(255),
status VARCHAR(50) DEFAULT 'pending',
progress INT DEFAULT 0,
create_time DATETIME DEFAULT CURRENT_TIMESTAMP,
update_time DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4""",
# 我的模型表
"""CREATE TABLE IF NOT EXISTS my_models (
id INT AUTO_INCREMENT PRIMARY KEY,
name VARCHAR(255) NOT NULL,
type VARCHAR(100),
version VARCHAR(50),
description TEXT,
create_time DATETIME DEFAULT CURRENT_TIMESTAMP,
update_time DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4""",
# 模型评测表
"""CREATE TABLE IF NOT EXISTS model_eval (
id INT AUTO_INCREMENT PRIMARY KEY,
model_name VARCHAR(255) NOT NULL,
dataset VARCHAR(255),
metric VARCHAR(100),
score DECIMAL(10, 4),
status VARCHAR(50) DEFAULT 'completed',
create_time DATETIME DEFAULT CURRENT_TIMESTAMP
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4""",
# 模型部署表
"""CREATE TABLE IF NOT EXISTS model_deploy (
id INT AUTO_INCREMENT PRIMARY KEY,
model_name VARCHAR(255) NOT NULL,
endpoint VARCHAR(255),
instance VARCHAR(100),
status VARCHAR(50) DEFAULT 'running',
create_time DATETIME DEFAULT CURRENT_TIMESTAMP,
update_time DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4""",
# 数据集管理表
"""CREATE TABLE IF NOT EXISTS dataset_manage (
id INT AUTO_INCREMENT PRIMARY KEY,
name VARCHAR(255) NOT NULL,
type VARCHAR(100),
size VARCHAR(50),
count INT,
description TEXT,
file_path VARCHAR(500),
file_count INT DEFAULT 0,
storage_type VARCHAR(50) DEFAULT 'local',
minio_config TEXT,
create_time DATETIME DEFAULT CURRENT_TIMESTAMP,
update_time DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4""",
# 数据集文件表
"""CREATE TABLE IF NOT EXISTS dataset_files (
id INT AUTO_INCREMENT PRIMARY KEY,
dataset_id INT NOT NULL,
file_name VARCHAR(255) NOT NULL,
file_path VARCHAR(500) NOT NULL,
file_size BIGINT DEFAULT 0,
file_type VARCHAR(50),
create_time DATETIME DEFAULT CURRENT_TIMESTAMP,
FOREIGN KEY (dataset_id) REFERENCES dataset_manage(id) ON DELETE CASCADE
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4""",
# 数据生成表
"""CREATE TABLE IF NOT EXISTS data_generate (
id INT AUTO_INCREMENT PRIMARY KEY,
name VARCHAR(255) NOT NULL,
template VARCHAR(255),
count INT DEFAULT 0,
status VARCHAR(50) DEFAULT 'pending',
create_time DATETIME DEFAULT CURRENT_TIMESTAMP,
update_time DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4""",
# 权限管理表
"""CREATE TABLE IF NOT EXISTS permission (
id INT AUTO_INCREMENT PRIMARY KEY,
username VARCHAR(100) NOT NULL,
role VARCHAR(50) DEFAULT 'user',
permissions TEXT,
create_time DATETIME DEFAULT CURRENT_TIMESTAMP,
update_time DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4""",
# 模型管理表
"""CREATE TABLE IF NOT EXISTS model_manage (
id INT AUTO_INCREMENT PRIMARY KEY,
name VARCHAR(255) NOT NULL,
type VARCHAR(100),
model_source VARCHAR(20) DEFAULT 'local',
path VARCHAR(500),
api_url VARCHAR(500),
api_key VARCHAR(500),
model_name VARCHAR(255),
description TEXT,
create_time DATETIME DEFAULT CURRENT_TIMESTAMP,
update_time DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4""",
# 系统配置表
"""CREATE TABLE IF NOT EXISTS sys_config (
id INT AUTO_INCREMENT PRIMARY KEY,
config_key VARCHAR(100) NOT NULL UNIQUE,
config_value TEXT,
description VARCHAR(255),
update_time DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4""",
# 用户表
"""CREATE TABLE IF NOT EXISTS users (
id INT AUTO_INCREMENT PRIMARY KEY,
username VARCHAR(100) NOT NULL UNIQUE,
password VARCHAR(255) NOT NULL,
role VARCHAR(50) DEFAULT 'user',
create_time DATETIME DEFAULT CURRENT_TIMESTAMP
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4"""
]
for i, table_sql in enumerate(tables):
try:
cursor.execute(table_sql)
print(f"{i+1}/{len(tables)} 创建/检查成功")
except Exception as e:
print(f"{i+1} 创建失败: {e}")
# 插入默认管理员用户
cursor.execute("SELECT * FROM users WHERE username = 'admin'")
if not cursor.fetchone():
cursor.execute("INSERT INTO users (username, password, role) VALUES ('admin', 'admin', 'admin')")
print(" 默认管理员用户创建成功")
conn.commit()
cursor.close()
conn.close()
print("数据库初始化完成")
except Exception as e:
print(f"数据库初始化失败: {e}")
raise
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app = Flask(__name__)
app.config['SECRET_KEY'] = CONFIG['secret_key']
CORS(app, resources={r"/api/*": {"origins": "*"}})
# 注册蓝图
register_blueprints(app)
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# ============ 健康检查 ============
@app.route('/api/health', methods=['GET'])
def health_check():
"""健康检查接口"""
return jsonify({'status': 'ok', 'code': 0})
# ============ 通用 CRUD 操作 ============
def generic_get_all(table_name, order_by='create_time DESC'):
"""通用查询所有"""
conn = get_db_connection()
cursor = conn.cursor()
cursor.execute(f"SELECT * FROM {table_name} ORDER BY {order_by}")
result = cursor.fetchall()
cursor.close()
conn.close()
return result
def generic_get_by_id(table_name, id_val):
"""通用按ID查询"""
conn = get_db_connection()
cursor = conn.cursor()
cursor.execute(f"SELECT * FROM {table_name} WHERE id = %s", (id_val,))
result = cursor.fetchone()
cursor.close()
conn.close()
return result
def generic_create(table_name, data):
"""通用创建"""
conn = get_db_connection()
cursor = conn.cursor()
columns = ', '.join(data.keys())
placeholders = ', '.join(['%s'] * len(data))
sql = f"INSERT INTO {table_name} ({columns}) VALUES ({placeholders})"
cursor.execute(sql, list(data.values()))
conn.commit()
new_id = cursor.lastrowid
cursor.close()
conn.close()
return new_id
def generic_update(table_name, id_val, data):
"""通用更新"""
conn = get_db_connection()
cursor = conn.cursor()
set_clause = ', '.join([f"{k} = %s" for k in data.keys()])
sql = f"UPDATE {table_name} SET {set_clause} WHERE id = %s"
values = list(data.values()) + [id_val]
cursor.execute(sql, values)
conn.commit()
cursor.close()
conn.close()
def generic_delete(table_name, id_val):
"""通用删除"""
conn = get_db_connection()
cursor = conn.cursor()
cursor.execute(f"DELETE FROM {table_name} WHERE id = %s", (id_val,))
conn.commit()
cursor.close()
conn.close()
# ============ 登录接口 ============
@app.route('/api/login', methods=['POST'])
def login():
data = request.json
username = data.get('username')
password = data.get('password')
conn = get_db_connection()
cursor = conn.cursor()
cursor.execute("SELECT * FROM users WHERE username = %s AND password = %s", (username, password))
user = cursor.fetchone()
cursor.close()
conn.close()
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if user:
return jsonify({'code': 0, 'message': '登录成功', 'data': {'username': user['username'], 'role': user['role']}})
return jsonify({'code': 1, 'message': '用户名或密码错误'})
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# ============ 精调训练接口 ============
@app.route('/api/fine-tune', methods=['GET'])
def get_fine_tune():
return jsonify({'code': 0, 'data': generic_get_all('fine_tune')})
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@app.route('/api/fine-tune', methods=['POST'])
def create_fine_tune():
data = request.json
new_id = generic_create('fine_tune', data)
return jsonify({'code': 0, 'message': '创建成功', 'id': new_id})
@app.route('/api/fine-tune/<int:id>', methods=['PUT'])
def update_fine_tune(id):
data = request.json
generic_update('fine_tune', id, data)
return jsonify({'code': 0, 'message': '更新成功'})
@app.route('/api/fine-tune/<int:id>', methods=['DELETE'])
def delete_fine_tune(id):
generic_delete('fine_tune', id)
return jsonify({'code': 0, 'message': '删除成功'})
# ============ 我的模型接口 ============
@app.route('/api/my-models', methods=['GET'])
def get_my_models():
return jsonify({'code': 0, 'data': generic_get_all('my_models')})
@app.route('/api/my-models', methods=['POST'])
def create_my_model():
data = request.json
new_id = generic_create('my_models', data)
return jsonify({'code': 0, 'message': '创建成功', 'id': new_id})
@app.route('/api/my-models/<int:id>', methods=['PUT'])
def update_my_model(id):
data = request.json
generic_update('my_models', id, data)
return jsonify({'code': 0, 'message': '更新成功'})
@app.route('/api/my-models/<int:id>', methods=['DELETE'])
def delete_my_model(id):
generic_delete('my_models', id)
return jsonify({'code': 0, 'message': '删除成功'})
# ============ 模型评测接口 ============
@app.route('/api/model-eval', methods=['GET'])
def get_model_eval():
return jsonify({'code': 0, 'data': generic_get_all('model_eval')})
@app.route('/api/model-eval', methods=['POST'])
def create_model_eval():
data = request.json
new_id = generic_create('model_eval', data)
return jsonify({'code': 0, 'message': '创建成功', 'id': new_id})
@app.route('/api/model-eval/<int:id>', methods=['PUT'])
def update_model_eval(id):
data = request.json
generic_update('model_eval', id, data)
return jsonify({'code': 0, 'message': '更新成功'})
@app.route('/api/model-eval/<int:id>', methods=['DELETE'])
def delete_model_eval(id):
generic_delete('model_eval', id)
return jsonify({'code': 0, 'message': '删除成功'})
# ============ 模型部署接口 ============
@app.route('/api/model-deploy', methods=['GET'])
def get_model_deploy():
return jsonify({'code': 0, 'data': generic_get_all('model_deploy')})
@app.route('/api/model-deploy', methods=['POST'])
def create_model_deploy():
data = request.json
new_id = generic_create('model_deploy', data)
return jsonify({'code': 0, 'message': '创建成功', 'id': new_id})
@app.route('/api/model-deploy/<int:id>', methods=['PUT'])
def update_model_deploy(id):
data = request.json
generic_update('model_deploy', id, data)
return jsonify({'code': 0, 'message': '更新成功'})
@app.route('/api/model-deploy/<int:id>', methods=['DELETE'])
def delete_model_deploy(id):
generic_delete('model_deploy', id)
return jsonify({'code': 0, 'message': '删除成功'})
# ============ 数据生成接口 ============
@app.route('/api/data-generate', methods=['GET'])
def get_data_generate():
return jsonify({'code': 0, 'data': generic_get_all('data_generate')})
@app.route('/api/data-generate', methods=['POST'])
def create_data_generate():
data = request.json
new_id = generic_create('data_generate', data)
return jsonify({'code': 0, 'message': '创建成功', 'id': new_id})
@app.route('/api/data-generate/<int:id>', methods=['PUT'])
def update_data_generate(id):
data = request.json
generic_update('data_generate', id, data)
return jsonify({'code': 0, 'message': '更新成功'})
@app.route('/api/data-generate/<int:id>', methods=['DELETE'])
def delete_data_generate(id):
generic_delete('data_generate', id)
return jsonify({'code': 0, 'message': '删除成功'})
# ============ 权限管理接口 ============
@app.route('/api/permission', methods=['GET'])
def get_permission():
return jsonify({'code': 0, 'data': generic_get_all('permission')})
@app.route('/api/permission', methods=['POST'])
def create_permission():
data = request.json
new_id = generic_create('permission', data)
return jsonify({'code': 0, 'message': '创建成功', 'id': new_id})
@app.route('/api/permission/<int:id>', methods=['PUT'])
def update_permission(id):
data = request.json
generic_update('permission', id, data)
return jsonify({'code': 0, 'message': '更新成功'})
@app.route('/api/permission/<int:id>', methods=['DELETE'])
def delete_permission(id):
generic_delete('permission', id)
return jsonify({'code': 0, 'message': '删除成功'})
# ============ 系统配置接口 ============
@app.route('/api/sys-config', methods=['GET'])
def get_sys_config():
return jsonify({'code': 0, 'data': generic_get_all('sys_config')})
@app.route('/api/sys-config', methods=['POST'])
def create_sys_config():
data = request.json
new_id = generic_create('sys_config', data)
return jsonify({'code': 0, 'message': '创建成功', 'id': new_id})
@app.route('/api/sys-config/<int:id>', methods=['PUT'])
def update_sys_config(id):
data = request.json
generic_update('sys_config', id, data)
return jsonify({'code': 0, 'message': '更新成功'})
@app.route('/api/sys-config/<int:id>', methods=['DELETE'])
def delete_sys_config(id):
generic_delete('sys_config', id)
return jsonify({'code': 0, 'message': '删除成功'})
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if __name__ == '__main__':
# 启动前先初始化数据库
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init_database()
app_config = CONFIG['app']
app.run(host=app_config['host'], port=app_config['port'], debug=app_config.get('debug', True))