目前提供了各类型的决策流用于测试演示案例，统一存放到 demo 目录下，以下是对测试案例的执行过程分析和案例说明
- yaml 源文件: demo/flow_ruleset
- key: flow_ruleset
- version: 1.0
CURL
curl -XPOST http://localhost:8889/engine/run -d '{"key":"flow_ruleset", "version":"1.0", "req_id":"123456789", "uid":1,"features":{"feature_1":55,"feature_2":true,"feature_3":"a"}}'执行结果
{
"code": 200,
"error": "",
"result": {
"key": "flow_ruleset",
"req_id": "123456789",
"uid": 1,
"features": [{
"isDefault": false,
"name": "feature_2",
"value": true
}, {
"isDefault": false,
"name": "feature_y",
"value": "yyy"
}, {
"isDefault": false,
"name": "feature_x",
"value": "xxx"
}, {
"isDefault": false,
"name": "feature_3",
"value": "a"
}, {
"isDefault": false,
"name": "feature_1",
"value": 55
}],
"tracks": [{
"index": 1,
"label": "",
"name": "start_1"
}, {
"index": 2,
"label": "规则集1",
"name": "ruleset_1"
}],
"hit_rules": [{
"id": "2",
"label": "规则2",
"name": "rule_2"
}, {
"id": "1",
"label": "规则1",
"name": "rule_1"
}],
"node_results": [{
"IsBlock": true,
"Kind": "ruleset",
"Score": 101,
"Value": "reject",
"id": 1,
"label": "规则集1",
"name": "ruleset_1",
"tag": "internal"
}, {
"IsBlock": false,
"Kind": "start",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "start_1",
"tag": ""
}],
"start_time": "2022-07-18 21:54:04",
"end_time": "2022-07-18 21:54:04",
"run_time": 0
}
}- yaml 源文件: demo/flow_matrix
- key: flow_matrix
- version: 1.0
CURL
curl -XPOST http://localhost:8889/engine/run -d '{"key":"flow_matrix", "version":"1.0", "req_id":"123456789", "uid":1,"features":{"feature_1":20,"feature_4":3}}'执行结果
{
"code": 200,
"error": "",
"result": {
"key": "flow_matrix",
"req_id": "123456789",
"uid": 1,
"features": [{
"isDefault": false,
"name": "feature_1",
"value": 20
}, {
"isDefault": false,
"name": "feature_4",
"value": 3
}, {
"isDefault": false,
"name": "matrix_1",
"value": "3"
}, {
"isDefault": false,
"name": "my_matrix_1",
"value": "3"
}],
"tracks": [{
"index": 1,
"label": "",
"name": "start_1"
}, {
"index": 2,
"label": "测试决策矩阵",
"name": "matrix_1"
}, {
"index": 3,
"label": "",
"name": "end_1"
}],
"hit_rules": [{
"id": "2",
"label": "横轴2",
"name": "rule_2"
}, {
"id": "3",
"label": "纵轴3",
"name": "rule_3"
}],
"node_results": [{
"IsBlock": false,
"Kind": "start",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "start_1",
"tag": ""
}, {
"IsBlock": false,
"Kind": "matrix",
"Score": 0,
"Value": "3",
"id": 1,
"label": "测试决策矩阵",
"name": "matrix_1",
"tag": "my_matrix"
}, {
"IsBlock": true,
"Kind": "end",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "end_1",
"tag": ""
}],
"start_time": "2022-07-18 22:28:20",
"end_time": "2022-07-18 22:28:20",
"run_time": 1
}
}- yaml 源文件: demo/flow_tree
- key: flow_tree
- version: 1.0
CURL
curl -XPOST http://localhost:8889/engine/run -d '{"key":"flow_tree", "version":"1.0", "req_id":"123456789", "uid":1,"features":{"feature_num":-55,"feature_bool":false}}'执行结果
{
"code": 200,
"error": "",
"result": {
"key": "flow_tree",
"req_id": "123456789",
"uid": 1,
"features": [{
"isDefault": false,
"name": "feature_bool",
"value": false
}, {
"isDefault": false,
"name": "feature_num",
"value": -55
}, {
"isDefault": false,
"name": "tree_1",
"value": "f"
}, {
"isDefault": false,
"name": "my_tree_feature",
"value": "f"
}],
"tracks": [{
"index": 1,
"label": "",
"name": "start_1"
}, {
"index": 2,
"label": "测试决策树",
"name": "tree_1"
}, {
"index": 3,
"label": "",
"name": "end_1"
}],
"hit_rules": [],
"node_results": [{
"IsBlock": false,
"Kind": "start",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "start_1",
"tag": ""
}, {
"IsBlock": false,
"Kind": "tree",
"Score": 0,
"Value": "f",
"id": 1,
"label": "测试决策树",
"name": "tree_1",
"tag": "my_tree"
}, {
"IsBlock": true,
"Kind": "end",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "end_1",
"tag": ""
}],
"start_time": "2022-09-11 16:12:34",
"end_time": "2022-09-11 16:12:34",
"run_time": 1
}
}- 执行节点：开始->测试决策树->结束
- 决策树，从 block_1 开始，feature_bool = false 命中，goto block_3，feature_num < 1 命中，输出结果为 f，结束并赋值。
- yaml 源文件: demo/flow_scorecard
- key: flow_scorecard
- version: 1.0
CURL
curl -XPOST http://localhost:8889/engine/run -d '{"key":"flow_scorecard", "version":"1.0", "req_id":"123456789", "uid":1,"features":{"num":55.5,"sex":"M", "age": 11}}'执行结果
{
"code": 200,
"error": "",
"result": {
"key": "flow_scorecard",
"req_id": "123456789",
"uid": 1,
"features": [{
"isDefault": false,
"name": "num",
"value": 55.5
}, {
"isDefault": false,
"name": "sex",
"value": "M"
}, {
"isDefault": false,
"name": "age",
"value": 11
}, {
"isDefault": false,
"name": "scorecard_1",
"value": 24
}, {
"isDefault": false,
"name": "my_scorecard",
"value": 24
}],
"tracks": [{
"index": 1,
"label": "",
"name": "start_1"
}, {
"index": 2,
"label": "测试评分卡",
"name": "scorecard_1"
}, {
"index": 3,
"label": "",
"name": "end_1"
}],
"hit_rules": [],
"node_results": [{
"IsBlock": false,
"Kind": "scorecard",
"Score": 24,
"Value": 24,
"id": 1,
"label": "测试评分卡",
"name": "scorecard_1",
"tag": "my_scorecard"
}, {
"IsBlock": true,
"Kind": "end",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "end_1",
"tag": ""
}, {
"IsBlock": false,
"Kind": "start",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "start_1",
"tag": ""
}],
"start_time": "2022-10-01 16:32:35",
"end_time": "2022-10-01 16:32:35",
"run_time": 1
}
}- 执行节点：开始->测试评分卡->结束
- 评分卡: num(55.5) BETWEEN [50,100] 分值为 4 ，sex = M 分值为 10，age(11) < 18 分值为 10，sum 加和后为 24。
- yaml 源文件: demo/flow_abtest
- key: flow_abtest
- version: 1.0
CURL
curl -XPOST http://localhost:8889/engine/run -d '{"key":"flow_abtest", "version":"1.0", "req_id":"123456", "uid":3,"features":{"feature_1":20,"feature_3":"aaa","feature_4":4}}'执行结果
{
"code": 200,
"error": "",
"result": {
"key": "flow_abtest",
"req_id": "123456",
"uid": 3,
"features": [{
"isDefault": false,
"name": "feature_1",
"value": 20
}, {
"isDefault": false,
"name": "feature_3",
"value": "aaa"
}, {
"isDefault": false,
"name": "feature_4",
"value": 4
}],
"tracks": [{
"index": 1,
"label": "",
"name": "start_1"
}, {
"index": 2,
"label": "分流实验",
"name": "abtest_1"
}, {
"index": 3,
"label": "规则集1",
"name": "ruleset_1"
}, {
"index": 4,
"label": "",
"name": "end_1"
}],
"hit_rules": [],
"node_results": [{
"IsBlock": true,
"Kind": "end",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "end_1",
"tag": ""
}, {
"IsBlock": false,
"Kind": "start",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "start_1",
"tag": ""
}, {
"IsBlock": false,
"Kind": "abtest",
"Score": 0,
"Value": 30.010551178761848,
"id": 11,
"label": "分流实验",
"name": "abtest_1",
"tag": "tag_ab"
}, {
"IsBlock": false,
"Kind": "ruleset",
"Score": 0,
"Value": null,
"id": 1,
"label": "规则集1",
"name": "ruleset_1",
"tag": "internal"
}],
"start_time": "2022-07-18 22:24:33",
"end_time": "2022-07-18 22:24:33",
"run_time": 1
}
}- yaml 源文件: demo/flow_conditional
- key: flow_conditional
- version: 1.0
CURL
curl -XPOST http://localhost:8889/engine/run -d '{"key":"flow_conditional", "version":"1.0", "req_id":"123456789", "uid":1,"features":{"feature_1":20,"feature_3":"xyzab","feature_4":55,"feature_5":44,"feature_6":"a","feature_a":false,"feature_b":1}}'执行结果
{
"code": 200,
"error": "",
"result": {
"key": "flow_conditional",
"req_id": "123456789",
"uid": 1,
"features": [{
"isDefault": false,
"name": "feature_4",
"value": 55
}, {
"isDefault": false,
"name": "feature_5",
"value": 44
}, {
"isDefault": false,
"name": "feature_6",
"value": "a"
}, {
"isDefault": false,
"name": "feature_a",
"value": false
}, {
"isDefault": false,
"name": "feature_b",
"value": 1
}, {
"isDefault": false,
"name": "feature_1",
"value": 20
}, {
"isDefault": false,
"name": "feature_3",
"value": "xyzab"
}],
"tracks": [{
"index": 1,
"label": "",
"name": "start_1"
}, {
"index": 2,
"label": "分支节点",
"name": "conditional_1"
}, {
"index": 3,
"label": "规则集3",
"name": "ruleset_3"
}, {
"index": 4,
"label": "",
"name": "end_1"
}],
"hit_rules": [{
"id": "5",
"label": "规则5",
"name": "rule_5"
}],
"node_results": [{
"IsBlock": true,
"Kind": "end",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "end_1",
"tag": ""
}, {
"IsBlock": false,
"Kind": "start",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "start_1",
"tag": ""
}, {
"IsBlock": false,
"Kind": "conditional",
"Score": 0,
"Value": "branch_3",
"id": 1,
"label": "分支节点",
"name": "conditional_1",
"tag": "ab"
}, {
"IsBlock": false,
"Kind": "ruleset",
"Score": 1,
"Value": "record",
"id": 3,
"label": "规则集3",
"name": "ruleset_3",
"tag": "internal"
}],
"start_time": "2022-07-18 22:04:11",
"end_time": "2022-07-18 22:04:11",
"run_time": 1
}
}- 执行节点：开始->分支节点->规则集3（第三个分支）->结束
- 分支节点根据命中条件不同会进入 1-4 不同分支，由于 feature_a = false && feature_b <= 100 命中进入分支3，分支3对应规则集3。规则集3 （feature_3 LIKE xyz）命中，记录不阻塞流程。最后结束。
- yaml 源文件: demo/flow_multifeature
- key: flow_multifeature
- version: 1.0
这里决策流用于展示各种数据类型的特征，每种特征支持不同的操作符类型。
CURL
curl -XPOST http://localhost:8889/engine/run -d '{"key":"flow_multifeature", "version":"1.0", "req_id":"123456789", "uid":1,"features":{"num_feature":55,"str_feature":"hello_test","bool_feature":false, "date_feature": "2022-08-29 23:59:59", "array_feature":[1, 3], "map_feature": {"key": "x"}}}'执行结果
{
"code": 200,
"error": "",
"result": {
"key": "flow_multifeature",
"req_id": "123456789",
"uid": 1,
"features": [{
"isDefault": false,
"name": "num_feature",
"value": 55
}, {
"isDefault": false,
"name": "str_feature",
"value": "hello_test"
}, {
"isDefault": false,
"name": "bool_feature",
"value": false
}, {
"isDefault": false,
"name": "date_feature",
"value": "2022-08-29T23:59:59Z"
}, {
"isDefault": false,
"name": "array_feature",
"value": [1, 3]
}, {
"isDefault": false,
"name": "map_feature",
"value": {
"key": "x"
}
}],
"tracks": [{
"index": 1,
"label": "",
"name": "start_1"
}, {
"index": 2,
"label": "规则集",
"name": "ruleset_1"
}, {
"index": 3,
"label": "",
"name": "end_1"
}],
"hit_rules": [{
"id": "4",
"label": "日期规则",
"name": "date_rule"
}, {
"id": "5",
"label": "数组规则",
"name": "array_rule"
}, {
"id": "6",
"label": "字典规则",
"name": "map_rule"
}, {
"id": "1",
"label": "数值规则",
"name": "num_rule"
}, {
"id": "2",
"label": "字符串规则",
"name": "str_rule"
}, {
"id": "3",
"label": "布尔规则",
"name": "bool_rule"
}],
"node_results": [{
"IsBlock": false,
"Kind": "start",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "start_1",
"tag": ""
}, {
"IsBlock": false,
"Kind": "ruleset",
"Score": 6,
"Value": "record",
"id": 1,
"label": "规则集",
"name": "ruleset_1",
"tag": "internal"
}, {
"IsBlock": true,
"Kind": "end",
"Score": 0,
"Value": null,
"id": 0,
"label": "",
"name": "end_1",
"tag": ""
}],
"start_time": "2022-09-07 13:47:03",
"end_time": "2022-09-07 13:47:03",
"run_time": 1
}
}- 执行流程：开始->规则集->结束，其中规则集包含 5 条规则
- 数字规则: num_feature > 50 （num_feature = 55） 命中
- 字符串规则：str_feature LIKE test （str_feature = hello_test） 命中
- 布尔规则：bool_feature = false (bool_feature = false) 命中
- 日期规则：date_feature BEFORE 2022-08-30 （date_feature = 2022-08-29 23:59:59） 命中
- 数组规则：array_feature IN [1, 3, 5, 7, 9] （array_feature = [1, 3]） 命中
- 字典规则：map_feature VALUEEXIST x （map_feature = {"key": "x"}） 命中