chrisbarber
commented
4 years ago LGBMRegressor does indeed have a get_params and the resulting json-ld looks then like this:
{
"http://purl.org/dc/terms/hasVersion":null,
"http://www.w3.org/ns/mls#hasInput":[
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:string",
"@value":"gbdt"
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:boosting_type",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:5359ac724602472888cfce40ba6ec302",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:float",
"@value":1.0
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:colsample_bytree",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:a00893936b7c4e4d82b4c06b800b34c4",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:string",
"@value":"split"
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:importance_type",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:0a65ff7e118a434cbc0b9b85a166ddaf",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:float",
"@value":0.05
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:learning_rate",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:a47b43e6fadf4b8fa8a7e132a9c7434a",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:int",
"@value":-1
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:max_depth",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:fbcfa65444674e0d9f935ad14cb261e7",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:int",
"@value":20
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:min_child_samples",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:71c45483cc66462b86e7cfefcb5e9ecd",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:float",
"@value":0.001
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:min_child_weight",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:46ff480ca2b7451f8a48926bbd208e13",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:float",
"@value":0.0
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:min_split_gain",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:330b8c62fd494925af2a9d6c30a07cf1",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:int",
"@value":20
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:n_estimators",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:57c90dcd95214d3eb87fa808a34864c0",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:int",
"@value":-1
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:n_jobs",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:3f541ba4ab31424e9d71e4b1e8ce416e",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:int",
"@value":31
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:num_leaves",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:8b43ddcf1354492daa9876ebbea37c4f",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:string",
"@value":"regression"
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:objective",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:83079f74a4c74f36acf1f17cf7c65633",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:float",
"@value":0.0
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:reg_alpha",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:d978eedcc69d4c859e616b5a82da8ccc",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:float",
"@value":0.0
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:reg_lambda",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:ff439e4401944f2fb3b76078350646f4",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:boolean",
"@value":true
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:silent",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:8de089af9bd849a5991f7e2b74dbfb4f",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:float",
"@value":1.0
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:subsample",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:ba2ab6f7790d46b39638a2ae53902aa7",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:int",
"@value":200000
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:subsample_for_bin",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:70c9b5f67ea94eee8fee5c70f9a731c0",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
},
{
"http://www.w3.org/ns/mls#hasValue":{
"@type":"xsd:int",
"@value":0
},
"http://www.w3.org/ns/mls#specifiedBy":{
"@id":"_:subsample_freq",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
"@id":"_:4f3a838658684613830218b2b0961a6b",
"@type":[
"http://www.w3.org/ns/mls#HyperParameterSetting"
]
}
],
"http://www.w3.org/ns/mls#executes":{
"http://www.w3.org/ns/mls#hasHyperParameter":[
{
"@id":"_:boosting_type",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:class_weight",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:colsample_bytree",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:importance_type",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:learning_rate",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:max_depth",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:min_child_samples",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:min_child_weight",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:min_split_gain",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:n_estimators",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:n_jobs",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:num_leaves",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:objective",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:random_state",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:reg_alpha",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:reg_lambda",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:silent",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:subsample",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:subsample_for_bin",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
},
{
"@id":"_:subsample_freq",
"@type":[
"http://www.w3.org/ns/mls#HyperParameter"
]
}
],
"http://www.w3.org/ns/mls#implements":{
"@id":"_:lightgbm.sklearn.LGBMRegressor",
"@type":[
"http://www.w3.org/ns/mls#Algorithm"
]
},
"http://purl.org/dc/terms/hasVersion":"0.22.2.post1",
"http://purl.org/dc/terms/title":null,
"@id":"_:lightgbm.sklearn.LGBMRegressor",
"@type":[
"http://www.w3.org/ns/mls#Implementation"
]
},
"http://www.w3.org/ns/mls#hasOutput":[
],
"http://www.w3.org/ns/mls#implements":{
"@id":"_:lightgbm.sklearn.LGBMRegressor",
"@type":[
"http://www.w3.org/ns/mls#Algorithm"
]
},
"http://purl.org/dc/terms/title":null,
"@id":"-9223363242114198191",
"@type":[
"http://www.w3.org/ns/mls#Run"
]
}On the other hand when I follow https://github.com/microsoft/LightGBM/blob/master/examples/python-guide/simple_example.py I get a Booster object which has no get_params. But it has a params attribute that returns
{'boosting_type': 'gbdt', 'objective': 'regression', 'metric': {'l2', 'l1'}, 'num_leaves': 31, 'learning_rate': 0.05, 'feature_fraction': 0.9, 'bagging_fraction': 0.8, 'bagging_freq': 5, 'verbose': 0, 'num_iterations': 20, 'early_stopping_round': 5}Maybe it is good enough to just support these two apis; I'm not sure. Looking through the other examples so far all I see are instances of lgb.train which should return the Booster object, or LGBMRegressor.
https://lightgbm.readthedocs.io/