测试--模型预测接口测试完成
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@ -14,7 +14,7 @@ class TrainRequest(BaseModel):
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algorithm: str
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task_type : str
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parameters: Dict
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metrics: List[str]
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# metrics: List[str]
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experiment_name: str
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class PredictRequest(BaseModel):
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@ -60,7 +60,7 @@ async def train_model(request: TrainRequest):
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'algorithm': request.algorithm,
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'task_type': request.task_type,
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'params': request.parameters,
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'metrics': request.metrics
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# 'metrics': request.metrics
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},
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experiment_name=request.experiment_name
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)
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29
doc/安装文档.md
29
doc/安装文档.md
@ -61,19 +61,42 @@ GET http://10.0.0.202:8992/model/available/{model_name}
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GET http://10.0.0.202:8992/model/metrics
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### 3.10 模型训练
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POST
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POST http://10.0.0.202:8992/model/train
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{
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"train_path": "/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250224_170615/train_breast_cancer_20250224_170615.csv",
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"val_path": "/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250224_170615/val_breast_cancer_20250224_170615.csv",
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"algorithm": "XGBClassifier",
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"task_type": "classification",
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"parameters": {
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"n_estimators": 100,
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"learning_rate": 0.1,
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"max_depth": 6,
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"random_state": 42
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},
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"experiment_name": "test_post_1"
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}
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### 3.11 获取实验列表
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GET http://10.0.0.202:8992/model/experiments
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### 3.12 获取具体实验内容
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GET http://10.0.0.202://8992/model/experiment/{experiment_name}
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GET http://10.0.0.202:8992/model/experiment/{experiment_name}
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### 3.13 删除模型指定实验模型
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DELETE
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### 3.14 模型预测
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POST
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POST http://10.0.0.202:8992/model/predict
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{
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"run_id": "33939ea6d8ce4d43a268f23f7361651e",
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"data_path": "/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_145614/test_breast_cancer_20250219_145614.csv",
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"output_path": "predictions/pred_breast_cancer_20250219_145614.csv",
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"return_proba": true,
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"metrics": [
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"accuracy", "f1", "precision", "recall"
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]
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}
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### 3.15 查看系统资源使用情况
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GET http://10.0.0.202:8992/system/resources
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