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interface_main.py
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466 lines (387 loc) · 14.2 KB
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#coding=utf-8
from flask import Flask, request, jsonify
import os
from utils import *
from Misson_class import *
app = Flask(__name__)
# ## there are several functions about interface POST(GET) key. Every key has a unique function
## mode16: 安全加固任务的模型权重文件zip包下载
@app.route('/sec_enhance_weight_download', methods=['GET'])
def sec_enhance_weight_download():
enhance_id = request.args.get('enhance_id')
'''
根据docker引擎实际情况修改run.sh
exec_docker_container_shell("xxxxx:/some/path/your_run1.sh")
'''
if enhance_id:
return jsonify({
"code": 200,
"message": "安全加固模型下载",
"zipAddr": "xxxx",
})
else :
return jsonify({
"code": 400,
"message": "任务ID未识别",
"zipAddr": {}
})
## mode15: 停止安全加固任务
@app.route('/sec_enhance_stop', methods=['POST'])
def sec_enhance_stop():
print("Received POST request")
enhance_id = request.form.get('enhance_id', default=None, type=str)
enhance_manager = Enhance_MissionManager('Adver_gen_missions_DBSM.csv') ### 这个csv用来记录对抗样本生成任务
'''
根据docker引擎实际情况修改run.sh
exec_docker_container_shell("xxxxx:/some/path/your_run1.sh")
'''
if enhance_id not in enhance_manager.enhance_mission_dict.keys():
return jsonify({
"code": 400,
"message": "任务不存在,id有误",
"data": {"status": 2},
})
else:
mission = enhance_manager.enhance_mission_dic[enhance_id]
mission.update_status(1)
enhance_manager.save_missions_to_csv()
return jsonify({
"code": 200,
"message": "任务已停止",
"data": {"status": 1},
})
## mode14: 安全加固过程数据轮询
@app.route('/sec_enhance', methods=['GET'])
def sec_enhance_query():
enhance_id = request.args.get('enhance_id')
enhance_manager = Enhance_MissionManager('Adver_gen_missions_DBSM.csv')
'''
根据docker引擎实际情况修改run.sh
exec_docker_container_shell("xxxxx:/some/path/your_run1.sh")
'''
if enhance_id not in enhance_manager.enhance_mission_dict.keys():
return jsonify({
"code": 400,
"message": "任务不存在,id有误",
"data": {"status": 2},
})
else:
return jsonify({
"code": 200,
"message": "安全加固执行中",
"data": {
"epoch": 32, ## 0-100的进度值,平台拼接%
"acc" : 66.6,
"loss": 3.4,
"weightNum": 5,
"status": 1},
})
## mode13: 启动安全加固任务
@app.route('/sec_enhance', methods=['POST'])
def sec_enhance():
print("Received POST request")
mission_id = request.form.get('mission_id', default=None, type=str)
test_model = request.form.get('test_model', default=None, type=str)
enhance_id = request.form.get('enhance_id', default=None, type=str)
enhance_manager = Enhance_MissionManager('Adver_gen_missions_DBSM.csv')
# enhance_manager.update_enhance_mission_dict(mission_id, enhance_id)
# enhance_manager.save_missions_to_csv()
print(mission_id, test_model, enhance_id)
if enhance_id in enhance_manager.enhance_mission_dict.keys(): ### if same mission id is executed twice, will report error
return jsonify({
"code": 400,
"message": "该任务已存在",
"data": {"status": 2},
})
if all([mission_id, test_model, enhance_id]):
mission_status = 2
enhance_manager.update_enhance_mission_dict(mission_id, enhance_id)
enhance_manager.save_missions_to_csv()
'''
根据docker引擎实际情况修改run.sh
exec_docker_container_shell("xxxxx:/some/path/your_run1.sh")
'''
return jsonify({
"code": 200,
"message": "安全加固已开始执行",
"data": {"status": 1},
})
else:
return jsonify({
"code": 400,
"message": "POST参数有误",
"data": {"status": 2},
})
## mode12: 评估过程中数据轮询
@app.route('/adver_eval', methods=['GET'])
def adver_eval_query():
mission_id = request.args.get('mission_id')
mission_manager = MissionManager('Adver_gen_missions_DBSM.csv')
'''
根据docker引擎实际情况修改run.sh
exec_docker_container_shell("xxxxx:/some/path/your_run1.sh")
'''
if mission_id not in mission_manager.missions.keys():
return jsonify({
"code": 400,
"message": "任务不存在,id有误",
"data": {"status": 2},
})
else:
return jsonify({
"code": 200,
"message": "任务执行中",
"data": {
"process": 67.1, ## 0-100的进度值,平台拼接%
"metricsScores":\
[\
{"name":"ACC", "score": 90},\
{"name":"ACTC", "score": 60},\
],
"status": 1},
})
## mode11: 启动测试任务评估
@app.route('/adver_eval', methods=['POST'])
def adver_eval():
mission_id = request.form.get('mission_id', default=None, type=str)
mission_manager = MissionManager('Adver_gen_missions_DBSM.csv')
'''
根据docker引擎实际情况修改run.sh
exec_docker_container_shell("xxxxx:/some/path/your_run1.sh")
'''
if mission_id not in mission_manager.missions.keys():
return jsonify({
"code": 400,
"message": "任务不存在,id有误",
"data": {"status": 2},
})
else:
mission = mission_manager.missions[mission_id]
return jsonify({
"code": 200,
"message": "评估已开始执行",
"data": {"status": 1},
})
## mode10: 获取不同被测对象下的评估配置指标
@app.route('/adver_metrics', methods=['GET'])
def adver_metrics():
test_model = request.args.get('test_model')
model_dict = init_read_yaml_for_model()
if "adver_metrics" in model_dict[test_model].keys():
return jsonify({
"code": 200,
"message": "模型的评估指标",
"data": model_dict[test_model]["adver_metrics"],
})
else:
return jsonify({
"code": 400,
"message": "模型不对",
"data": {}
})
## mode9: 生成的对抗样本zip包下载
@app.route('/adver_gen_download', methods=['GET'])
def adver_gen_download():
mission_id = request.args.get('mission_id')
'''
根据docker引擎实际情况修改run.sh
exec_docker_container_shell("xxxxx:/some/path/your_run1.sh")
'''
if mission_id:
return jsonify({
"code": 200,
"message": "生成的对抗样本zip包下载",
"zipAddr": "xxxx",
})
else :
return jsonify({
"code": 400,
"message": "任务ID未识别",
"zipAddr": {}
})
## mode8: 停止对抗样本生成
@app.route('/adver_gen_stop', methods=['POST'])
def adver_gen_stop():
print("Received POST request")
mission_id = request.form.get('mission_id', default=None, type=str)
mission_manager = MissionManager('Adver_gen_missions_DBSM.csv') ### 这个csv用来记录对抗样本生成任务
'''
根据docker引擎实际情况修改run.sh
exec_docker_container_shell("xxxxx:/some/path/your_run1.sh")
'''
if mission_id not in mission_manager.missions.keys():
return jsonify({
"code": 400,
"message": "任务不存在,id有误",
"data": {"status": 2},
})
else:
mission = mission_manager.missions[mission_id]
mission.update_status(1)
mission_manager.add_or_update_mission(mission)
return jsonify({
"code": 200,
"message": "任务已停止",
"data": {"status": 1},
})
## mode7: 对抗样本生成过程中数据轮询
@app.route('/adver_gen', methods=['GET'])
def adver_gen_get():
mission_id = request.args.get('mission_id')
'''
根据docker引擎实际情况修改run.sh
exec_docker_container_shell("xxxxx:/some/path/your_run1.sh")
'''
mission_manager = MissionManager('Adver_gen_missions_DBSM.csv')
if mission_id not in mission_manager.missions.keys():
return jsonify({
"code": 400,
"message": "任务不存在,id有误",
"data": {"status": 2},
})
else:
return jsonify({
"code": 200,
"message": "任务执行中",
"data": {
"dataNum": 2000,
"status": mission_manager.missions[mission_id].mission_status},
})
## mode6: 启动对抗样本生成
@app.route('/adver_gen', methods=['POST'])
def adver_gen():
print("Received POST request")
mission_id = request.form.get('mission_id', default=None, type=str)
test_model = request.form.get('test_model', default=None, type=str)
test_weight = request.form.get('test_weight', default=None, type=str)
test_seed = request.form.get('test_seed', default=None, type=str)
test_method = request.form.get('test_method', default=None, type=str)
timeout = request.form.get('timeout', default=None, type=int)
mission_manager = MissionManager('Adver_gen_missions_DBSM.csv')
'''
根据docker引擎实际情况修改run.sh
exec_docker_container_shell("xxxxx:/some/path/your_run1.sh")
'''
if mission_id in mission_manager.missions.keys(): ### if same mission id is executed twice, will report error
return jsonify({
"code": 400,
"message": "该任务已存在",
"data": {"status": 2},
})
if all([mission_id, test_model, test_weight, test_seed, test_method, timeout]):
mission_status = 2
mission = Mission(mission_id, test_model, test_weight, test_seed, test_method, timeout, mission_status)
mission_manager.add_or_update_mission(mission)
return jsonify({
"code": 200,
"message": "任务已开始执行",
"data": {"status": 1},
})
else:
return jsonify({
"code": 400,
"message": "POST参数有误",
"data": {"status": 2},
})
## mode5: 获取被测对象的模型权重文件列表、对抗方法列表的数据源
@app.route('/check_model', methods=['GET'])
def check_model():
test_model = request.args.get('test_model')
model_dict = init_read_yaml_for_model_duplicate()
if model_dict[test_model]['download_addr']:
return jsonify({
"code": 200,
"message": "模型权重文件、对抗方法列表",
"weightList": model_dict[test_model]['weight_name'],
"methodList": model_dict[test_model]['test_method']
})
else :
return jsonify({
"code": 400,
"message": "模型权重文件、对抗方法列表收集失败",
"weightList": {},
"methodList": {}
})
## mode4: 被测对象的模型权重文件zip包下载
@app.route('/weight_download', methods=['GET'])
def weight_download():
test_model = request.args.get('test_model')
model_dict = init_read_yaml_for_model_duplicate()
if isinstance(model_dict[test_model]['download_addr'], list):
return jsonify({
"code": 200,
"message": "模型权重文件下载, 多个地址",
"weightDown": model_dict[test_model]['download_addr']
})
elif isinstance(model_dict[test_model]['download_addr'], str):
return jsonify({
"code": 200,
"message": "模型权重文件下载",
"weightDown": model_dict[test_model]['download_addr']
})
else :
return jsonify({
"code": 400,
"message": "模型权重文件下载类型不对",
"weightDown": {}
})
## mode3: 被测对象的模型权重文件数量
@app.route('/weight_number', methods=['GET'])
def weight_number():
test_model = request.args.get('test_model')
model_dict = init_read_yaml_for_model_duplicate()
if isinstance(model_dict[test_model]['weight_number'], int):
return jsonify({
"code": 200,
"message": "模型权重文件数量",
"weightNum": model_dict[test_model]['weight_number']
})
elif isinstance(model_dict[test_model]['weight_number'], str):
return jsonify({
"code": 400,
"message": "请换个模型,这个没有权重",
"weightNum": model_dict[test_model]['weight_number']
})
else :
return jsonify({
"code": 400,
"message": "模型权重文件数量类型不是int, please chech codes",
"weightNum": {}
})
## mode2: 获取内置依赖库及其版本的数据源
@app.route('/depn_lib', methods=['GET'])
def depn_lib():
model_dict = init_read_yaml_for_model()
data = [{"targetName": key, "versionList": \
[f"{kk}-{str(vv)}" for kk, vv in model_dict[key]["dependents"].items()]} for key in model_dict.keys()]
if isinstance(data, list):
return jsonify({
"code": 200,
"message": "内置依赖库及其版本信息",
"data": data
})
else:
return jsonify({
"code": 400,
"message": "内置依赖库获取失败",
"data": {}
})
## mode1:获取被测对象的数据源
@app.route('/test_model', methods=['GET'])
def test_model():
model_dict = init_read_yaml_for_model()
data = list(model_dict.keys())
if isinstance(data, list):
return jsonify({
"code": 200,
"message": "被测对象的详细信息",
"data": data
})
else:
return jsonify({
"code": 400,
"message": "未能读取到模型列表",
"data": {}
})
if __name__ == "__main__":
app.run(debug=True)