diff --git a/doc/接口文档code.md b/doc/接口文档code.md index 45b63aa..377c60e 100644 --- a/doc/接口文档code.md +++ b/doc/接口文档code.md @@ -395,6 +395,32 @@ Response: } ``` ### 2.5 获取MLFlow中保存的实验 +```http +GET /api/experiments + +Response: +{ + "status": "success", + "experiments": [ + { + "experiment_id": "656341556838275234", + "name": "breast_cancer_classification_2", + "artifact_location": "mlruns/656341556838275234", + "lifecycle_stage": "active", + "creation_time": "2025-02-19T08:43:02", + "last_update_time": "2025-02-19T14:30:00", + "tags": { + "mlflow.note.content": "乳腺癌分类实验", + "mlflow.user": "admin" + }, + "runs_count": 5 + } + ], + "total_count": 1, + "page": 1, + "page_size": 10 +} +``` ### 2.6 获取已经训练好的模型列表 ```http diff --git a/example_model_manager.py b/example_model_manager.py index f356754..a4791ab 100644 --- a/example_model_manager.py +++ b/example_model_manager.py @@ -31,6 +31,9 @@ if result['status'] == 'success': print(f"训练开始时间: {model['training_start_time']}") print(f"训练结束时间: {model['training_end_time']}") + print("模型参数:") + for k, v in model['parameters'].items(): + print(f" {k}: {v}") print("评估指标:") for metric_name, metric_value in model['metrics'].items(): print(f" {metric_name}: {metric_value:.4f}") diff --git a/example_model_trainer.py b/example_model_trainer.py index 5f6fa0f..285ad9f 100644 --- a/example_model_trainer.py +++ b/example_model_trainer.py @@ -30,18 +30,19 @@ model_config = { # 训练模型, 删除训练实验时要删除 mlruns/.trash/ 回收站里的文件 # 模型文件 直接在 mlruns/文件夹下 -result = trainer.train_model( - { - 'features': X_train, - 'labels': y_train - }, - { - 'features': X_val, - 'labels': y_val - }, - model_config, - 'breast_cancer_classification_2' -) +for i in range(8, 20): + result = trainer.train_model( + { + 'features': X_train, + 'labels': y_train + }, + { + 'features': X_val, + 'labels': y_val + }, + model_config, + f'breast_cancer_classification_{i}' + ) # 打印结果 print("\n训练结果:") diff --git a/function/__pycache__/model_manager.cpython-39.pyc b/function/__pycache__/model_manager.cpython-39.pyc index 9f96d5f..94917a2 100644 Binary files a/function/__pycache__/model_manager.cpython-39.pyc and b/function/__pycache__/model_manager.cpython-39.pyc differ diff --git a/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/MLmodel b/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/MLmodel new file mode 100644 index 0000000..43b0058 --- /dev/null +++ b/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: 3145221114ff4b51abdaf0ae7c28dd36 +run_id: 569fccd21c0e4c429752a87e0b6d725b +utc_time_created: '2025-02-19 09:08:51.667593' diff --git a/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/conda.yaml b/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/model.pkl b/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/model.pkl differ diff --git a/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/python_env.yaml b/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/requirements.txt b/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/MLmodel b/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/MLmodel new file mode 100644 index 0000000..adf6b66 --- /dev/null +++ b/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: ddfeb220cad04f56bc973e63c1681050 +run_id: 435ab004649d42ef8fa67b6f9b2a1263 +utc_time_created: '2025-02-19 09:10:38.183644' diff --git a/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/conda.yaml b/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/model.pkl b/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/model.pkl differ diff --git a/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/python_env.yaml b/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/requirements.txt b/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/MLmodel b/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/MLmodel new file mode 100644 index 0000000..7a54b85 --- /dev/null +++ b/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: 34a25f14ca4a460a8c60c307dd39a7f6 +run_id: 7283286bf5464a298c33888867e2d576 +utc_time_created: '2025-02-19 09:10:27.607253' diff --git a/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/conda.yaml b/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/model.pkl b/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/model.pkl differ diff --git a/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/python_env.yaml b/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/requirements.txt b/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/134915692878522294/7283286bf5464a298c33888867e2d576/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/MLmodel b/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/MLmodel new file mode 100644 index 0000000..a70034b --- /dev/null +++ b/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: 77d5512c01184da8b52766ed8dc916b3 +run_id: bd3697dc238c4d1587e0f4f319d04448 +utc_time_created: '2025-02-19 09:10:22.302072' diff --git a/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/conda.yaml b/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/model.pkl b/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/model.pkl differ diff --git a/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/python_env.yaml b/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/requirements.txt b/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/212002307524450906/bd3697dc238c4d1587e0f4f319d04448/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/MLmodel b/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/MLmodel new file mode 100644 index 0000000..e27d1dc --- /dev/null +++ b/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: 778ac1ede03746c8a746af7a8ae3426a +run_id: 27ca4b5f64ab4809b82724be5e020e0e +utc_time_created: '2025-02-19 09:10:30.262090' diff --git a/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/conda.yaml b/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/model.pkl b/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/model.pkl differ diff --git a/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/python_env.yaml b/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/requirements.txt b/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/MLmodel b/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/MLmodel new file mode 100644 index 0000000..1d704ea --- /dev/null +++ b/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: 4c07de21f54a4115ade4e4f9e18d900c +run_id: c56783cefbc94584885b3001dae9629e +utc_time_created: '2025-02-19 09:10:17.082104' diff --git a/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/conda.yaml b/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/model.pkl b/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/model.pkl differ diff --git a/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/python_env.yaml b/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/requirements.txt b/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/295184801263243463/c56783cefbc94584885b3001dae9629e/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/MLmodel b/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/MLmodel new file mode 100644 index 0000000..3bed51a --- /dev/null +++ b/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: 6140bfbc853747dc9c2ba4ff689ef943 +run_id: 334a8f38e6c34b7cb67c74c9ca87a93d +utc_time_created: '2025-02-19 09:10:11.226764' diff --git a/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/conda.yaml b/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/model.pkl b/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/model.pkl differ diff --git a/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/python_env.yaml b/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/requirements.txt b/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/MLmodel b/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/MLmodel new file mode 100644 index 0000000..a0b70c6 --- /dev/null +++ b/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: d7d38c744f724e748079a5c2213de58e +run_id: 5d0fcd8c75854d5a8119c0a308434db3 +utc_time_created: '2025-02-19 09:10:14.532512' diff --git a/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/conda.yaml b/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/model.pkl b/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/model.pkl differ diff --git a/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/python_env.yaml b/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/requirements.txt b/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/MLmodel b/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/MLmodel new file mode 100644 index 0000000..e7c1a50 --- /dev/null +++ b/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: 9623688d7e2849f7b9e885534acb08f8 +run_id: 33939ea6d8ce4d43a268f23f7361651e +utc_time_created: '2025-02-19 09:07:33.554658' diff --git a/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/conda.yaml b/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/model.pkl b/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/model.pkl differ diff --git a/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/python_env.yaml b/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/requirements.txt b/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/MLmodel b/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/MLmodel new file mode 100644 index 0000000..297751a --- /dev/null +++ b/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: 4d6b92a80d324a87bf7f0e5a3b4ea261 +run_id: a2172f74c8e54ab0a1ba1db0e5eebb19 +utc_time_created: '2025-02-19 09:09:21.309954' diff --git a/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/conda.yaml b/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/model.pkl b/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/model.pkl differ diff --git a/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/python_env.yaml b/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/requirements.txt b/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/MLmodel b/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/MLmodel new file mode 100644 index 0000000..da37a99 --- /dev/null +++ b/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: be412346f964446c8238892ef4696476 +run_id: 200298eb4a894ee6854bd5a352507f28 +utc_time_created: '2025-02-19 09:10:40.841683' diff --git a/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/conda.yaml b/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/model.pkl b/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/model.pkl differ diff --git a/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/python_env.yaml b/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/requirements.txt b/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/590346069487121512/200298eb4a894ee6854bd5a352507f28/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/MLmodel b/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/MLmodel new file mode 100644 index 0000000..35b5232 --- /dev/null +++ b/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: b4783ef88e2c4730aee55417310352ce +run_id: 39345d9a2ac548a49bd1351298aa2459 +utc_time_created: '2025-02-19 09:10:35.509692' diff --git a/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/conda.yaml b/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/model.pkl b/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/model.pkl differ diff --git a/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/python_env.yaml b/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/requirements.txt b/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/716260101140304793/39345d9a2ac548a49bd1351298aa2459/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/MLmodel b/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/MLmodel new file mode 100644 index 0000000..9330568 --- /dev/null +++ b/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: 3b52e5ecd6e54549b35549b6acbd49d7 +run_id: be0e38b483c948b58623721a15092ad5 +utc_time_created: '2025-02-19 09:10:32.896671' diff --git a/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/conda.yaml b/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/model.pkl b/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/model.pkl differ diff --git a/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/python_env.yaml b/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/requirements.txt b/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/755821688608787446/be0e38b483c948b58623721a15092ad5/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/MLmodel b/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/MLmodel new file mode 100644 index 0000000..c41362c --- /dev/null +++ b/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: 75f7b7ad71e844bcabe04b57992ebd5b +run_id: e8decd3a66854531b1e89793bfb4d899 +utc_time_created: '2025-02-19 09:09:00.023774' diff --git a/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/conda.yaml b/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/model.pkl b/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/model.pkl differ diff --git a/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/python_env.yaml b/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/requirements.txt b/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/MLmodel b/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/MLmodel new file mode 100644 index 0000000..4c5a1ea --- /dev/null +++ b/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: 369b53824dbc4f458a5c56e34d68773b +run_id: 4a3473bc628549a7a161104cb07df275 +utc_time_created: '2025-02-19 09:09:09.972218' diff --git a/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/conda.yaml b/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/model.pkl b/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/model.pkl differ diff --git a/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/python_env.yaml b/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/requirements.txt b/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/MLmodel b/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/MLmodel new file mode 100644 index 0000000..e6d5aba --- /dev/null +++ b/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: db21c78e8e6f49dabc25e04239d131cc +run_id: 8118c69d9254458f92f8e4e713df1061 +utc_time_created: '2025-02-19 09:10:19.655008' diff --git a/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/conda.yaml b/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/model.pkl b/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and b/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/model.pkl differ diff --git a/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/python_env.yaml b/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/python_env.yaml new file mode 100644 index 0000000..48af243 --- /dev/null +++ b/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/python_env.yaml @@ -0,0 +1,7 @@ +python: 3.9.19 +build_dependencies: +- pip==24.0 +- setuptools==60.2.0 +- wheel==0.43.0 +dependencies: +- -r requirements.txt diff --git a/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/requirements.txt b/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/requirements.txt new file mode 100644 index 0000000..97e50bc --- /dev/null +++ b/mlartifacts/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts/model/requirements.txt @@ -0,0 +1,8 @@ +mlflow==2.20.1 +cloudpickle==3.1.0 +numpy==1.26.4 +pandas==2.2.2 +psutil==6.0.0 +scikit-learn==1.5.2 +scipy==1.13.1 +xgboost==2.1.4 \ No newline at end of file diff --git a/mlartifacts/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/artifacts/model/MLmodel b/mlartifacts/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/artifacts/model/MLmodel new file mode 100644 index 0000000..4cb34ec --- /dev/null +++ b/mlartifacts/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/artifacts/model/MLmodel @@ -0,0 +1,20 @@ +artifact_path: model +flavors: + python_function: + env: + conda: conda.yaml + virtualenv: python_env.yaml + loader_module: mlflow.sklearn + model_path: model.pkl + predict_fn: predict + python_version: 3.9.19 + sklearn: + code: null + pickled_model: model.pkl + serialization_format: cloudpickle + sklearn_version: 1.5.2 +mlflow_version: 2.20.1 +model_size_bytes: 96534 +model_uuid: b3aebe3ce03f49fea287e25c5b00d420 +run_id: 4ea822563a474d50a8b1123a3bf101a3 +utc_time_created: '2025-02-19 09:10:24.938680' diff --git a/mlartifacts/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/artifacts/model/conda.yaml b/mlartifacts/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/artifacts/model/conda.yaml new file mode 100644 index 0000000..306a2fe --- /dev/null +++ b/mlartifacts/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/artifacts/model/conda.yaml @@ -0,0 +1,15 @@ +channels: +- conda-forge +dependencies: +- python=3.9.19 +- pip<=24.0 +- pip: + - mlflow==2.20.1 + - cloudpickle==3.1.0 + - numpy==1.26.4 + - pandas==2.2.2 + - psutil==6.0.0 + - scikit-learn==1.5.2 + - scipy==1.13.1 + - xgboost==2.1.4 +name: mlflow-env diff --git a/mlartifacts/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/artifacts/model/model.pkl b/mlartifacts/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/artifacts/model/model.pkl new file mode 100644 index 0000000..77a11d5 Binary files /dev/null and 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b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/accuracy new file mode 100644 index 0000000..7c091e2 --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/accuracy @@ -0,0 +1 @@ +1739956131646 0.961038961038961 0 diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/f1 b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/f1 new file mode 100644 index 0000000..c253e38 --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/f1 @@ -0,0 +1 @@ +1739956131657 0.9612318007520749 0 diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/precision b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/precision new file mode 100644 index 0000000..9b0422c --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/precision @@ -0,0 +1 @@ +1739956131649 0.9617833147244911 0 diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/recall b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/recall new file mode 100644 index 0000000..ec17457 --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/recall @@ -0,0 +1 @@ +1739956131653 0.961038961038961 0 diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/roc_auc b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/roc_auc new file mode 100644 index 0000000..63cce9e --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/metrics/roc_auc @@ -0,0 +1 @@ +1739956131661 0.9607692307692308 0 diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/advantages b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/algorithm b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/dataset b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/disadvantages b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/disadvantages new file mode 100644 index 0000000..88e781f --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/disadvantages @@ -0,0 +1 @@ +['参数较多,调优较复杂。'] \ No newline at end of file diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/learning_rate b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/learning_rate new file mode 100644 index 0000000..ceab6e1 --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/learning_rate @@ -0,0 +1 @@ +0.1 \ No newline at end of file diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/max_depth b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/max_depth new file mode 100644 index 0000000..62f9457 --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/max_depth @@ -0,0 +1 @@ +6 \ No newline at end of file diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/n_estimators b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/n_estimators new file mode 100644 index 0000000..105d7d9 --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/n_estimators @@ -0,0 +1 @@ +100 \ No newline at end of file diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/principle b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/principle new file mode 100644 index 0000000..517cab3 --- /dev/null +++ b/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/principle @@ -0,0 +1 @@ +XGBoost(Extreme Gradient Boosting)是一种基于梯度提升树(GBDT)的改进算法,具有更强的正则化和并行处理能力。 \ No newline at end of file diff --git a/mlruns/111298548125054288/569fccd21c0e4c429752a87e0b6d725b/params/random_state 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1739956131258 +lifecycle_stage: active +name: breast_cancer_classification_4 diff --git a/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/meta.yaml b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/meta.yaml new file mode 100644 index 0000000..b1da0cb --- /dev/null +++ b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/meta.yaml @@ -0,0 +1,15 @@ +artifact_uri: mlflow-artifacts:/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/artifacts +end_time: 1739956240710 +entry_point_name: '' +experiment_id: '120983226253681124' +lifecycle_stage: active +run_id: 435ab004649d42ef8fa67b6f9b2a1263 +run_name: invincible-ant-926 +run_uuid: 435ab004649d42ef8fa67b6f9b2a1263 +source_name: '' +source_type: 4 +source_version: '' +start_time: 1739956238067 +status: 3 +tags: [] +user_id: admin-root diff --git a/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/metrics/accuracy b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/metrics/accuracy new file mode 100644 index 0000000..9c60ad2 --- /dev/null +++ b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/metrics/accuracy @@ -0,0 +1 @@ +1739956238162 0.961038961038961 0 diff --git a/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/metrics/f1 b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/metrics/f1 new file mode 100644 index 0000000..35358ea --- /dev/null +++ b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/metrics/f1 @@ -0,0 +1 @@ +1739956238175 0.9612318007520749 0 diff --git a/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/metrics/precision b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/metrics/precision new file mode 100644 index 0000000..603389c --- /dev/null +++ b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/metrics/precision @@ -0,0 +1 @@ +1739956238166 0.9617833147244911 0 diff --git a/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/metrics/recall 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file diff --git a/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/algorithm b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/dataset b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/disadvantages b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/disadvantages new file mode 100644 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b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/random_state @@ -0,0 +1 @@ +42 \ No newline at end of file diff --git a/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/task_type b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/task_type new file mode 100644 index 0000000..21cdd17 --- /dev/null +++ b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/params/task_type @@ -0,0 +1 @@ +classification \ No newline at end of file diff --git a/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/tags/mlflow.log-model.history b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/tags/mlflow.log-model.history new file mode 100644 index 0000000..9cab12b --- /dev/null +++ b/mlruns/120983226253681124/435ab004649d42ef8fa67b6f9b2a1263/tags/mlflow.log-model.history @@ -0,0 +1 @@ +[{"run_id": "435ab004649d42ef8fa67b6f9b2a1263", "artifact_path": "model", "utc_time_created": "2025-02-19 09:10:38.183644", "model_uuid": 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a/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/metrics/roc_auc b/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/metrics/roc_auc new file mode 100644 index 0000000..1f66477 --- /dev/null +++ b/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/metrics/roc_auc @@ -0,0 +1 @@ +1739956227603 0.9607692307692308 0 diff --git a/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/advantages b/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/algorithm b/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ 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b/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/n_estimators @@ -0,0 +1 @@ +100 \ No newline at end of file diff --git a/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/principle b/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/principle new file mode 100644 index 0000000..517cab3 --- /dev/null +++ b/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/principle @@ -0,0 +1 @@ +XGBoost(Extreme Gradient Boosting)是一种基于梯度提升树(GBDT)的改进算法,具有更强的正则化和并行处理能力。 \ No newline at end of file diff --git a/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/random_state b/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/random_state new file mode 100644 index 0000000..f70d7bb --- /dev/null +++ b/mlruns/134915692878522294/7283286bf5464a298c33888867e2d576/params/random_state @@ -0,0 +1 @@ +42 \ No newline at end of file diff --git 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+experiment_id: '231104280109669409' +lifecycle_stage: active +run_id: 27ca4b5f64ab4809b82724be5e020e0e +run_name: unleashed-crab-220 +run_uuid: 27ca4b5f64ab4809b82724be5e020e0e +source_name: '' +source_type: 4 +source_version: '' +start_time: 1739956230156 +status: 3 +tags: [] +user_id: admin-root diff --git a/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/accuracy b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/accuracy new file mode 100644 index 0000000..aea576f --- /dev/null +++ b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/accuracy @@ -0,0 +1 @@ +1739956230243 0.961038961038961 0 diff --git a/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/f1 b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/f1 new file mode 100644 index 0000000..01e4a93 --- /dev/null +++ b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/f1 @@ -0,0 +1 @@ +1739956230253 0.9612318007520749 0 diff --git a/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/precision b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/precision new file mode 100644 index 0000000..282d5df --- /dev/null +++ b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/precision @@ -0,0 +1 @@ +1739956230246 0.9617833147244911 0 diff --git a/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/recall b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/recall new file mode 100644 index 0000000..9b34603 --- /dev/null +++ b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/recall @@ -0,0 +1 @@ +1739956230249 0.961038961038961 0 diff --git a/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/roc_auc b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/roc_auc new file mode 100644 index 0000000..7434b13 --- /dev/null +++ b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/metrics/roc_auc @@ -0,0 +1 @@ +1739956230257 0.9607692307692308 0 diff --git a/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/params/advantages b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/params/algorithm b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/231104280109669409/27ca4b5f64ab4809b82724be5e020e0e/params/dataset 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b/mlruns/295184801263243463/c56783cefbc94584885b3001dae9629e/metrics/roc_auc @@ -0,0 +1 @@ +1739956217079 0.9607692307692308 0 diff --git a/mlruns/295184801263243463/c56783cefbc94584885b3001dae9629e/params/advantages b/mlruns/295184801263243463/c56783cefbc94584885b3001dae9629e/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/295184801263243463/c56783cefbc94584885b3001dae9629e/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/295184801263243463/c56783cefbc94584885b3001dae9629e/params/algorithm b/mlruns/295184801263243463/c56783cefbc94584885b3001dae9629e/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/295184801263243463/c56783cefbc94584885b3001dae9629e/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/295184801263243463/c56783cefbc94584885b3001dae9629e/params/dataset 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b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/metrics/roc_auc @@ -0,0 +1 @@ +1739956211220 0.9607692307692308 0 diff --git a/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/advantages b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/algorithm b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/dataset b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/disadvantages b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/disadvantages new file mode 100644 index 0000000..88e781f --- /dev/null +++ b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/disadvantages @@ -0,0 +1 @@ +['参数较多,调优较复杂。'] \ No newline at end of file diff --git a/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/learning_rate b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/learning_rate new file mode 100644 index 0000000..ceab6e1 --- /dev/null +++ b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/learning_rate @@ -0,0 +1 @@ +0.1 \ No newline at end of file diff --git a/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/max_depth b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/max_depth new file mode 100644 index 0000000..62f9457 --- /dev/null +++ b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/max_depth @@ -0,0 +1 @@ +6 \ No newline at end of file diff --git a/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/n_estimators b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/n_estimators new file mode 100644 index 0000000..105d7d9 --- /dev/null +++ b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/n_estimators @@ -0,0 +1 @@ +100 \ No newline at end of file diff --git a/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/principle 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b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/params/task_type @@ -0,0 +1 @@ +classification \ No newline at end of file diff --git a/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/tags/mlflow.log-model.history b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/tags/mlflow.log-model.history new file mode 100644 index 0000000..fab3509 --- /dev/null +++ b/mlruns/350700170188734171/334a8f38e6c34b7cb67c74c9ca87a93d/tags/mlflow.log-model.history @@ -0,0 +1 @@ +[{"run_id": "334a8f38e6c34b7cb67c74c9ca87a93d", "artifact_path": "model", "utc_time_created": "2025-02-19 09:10:11.226764", "model_uuid": "6140bfbc853747dc9c2ba4ff689ef943", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.5.2", "serialization_format": "cloudpickle", "code": 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+experiment_id: '351528204479233310' +lifecycle_stage: active +run_id: 5d0fcd8c75854d5a8119c0a308434db3 +run_name: legendary-conch-14 +run_uuid: 5d0fcd8c75854d5a8119c0a308434db3 +source_name: '' +source_type: 4 +source_version: '' +start_time: 1739956214451 +status: 3 +tags: [] +user_id: admin-root diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/accuracy b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/accuracy new file mode 100644 index 0000000..d28b77e --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/accuracy @@ -0,0 +1 @@ +1739956214519 0.961038961038961 0 diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/f1 b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/f1 new file mode 100644 index 0000000..adfe46b --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/f1 @@ -0,0 +1 @@ +1739956214527 0.9612318007520749 0 diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/precision b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/precision new file mode 100644 index 0000000..192301a --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/precision @@ -0,0 +1 @@ +1739956214522 0.9617833147244911 0 diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/recall b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/recall new file mode 100644 index 0000000..958315e --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/recall @@ -0,0 +1 @@ +1739956214525 0.961038961038961 0 diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/roc_auc b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/roc_auc new file mode 100644 index 0000000..60e4792 --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/metrics/roc_auc @@ -0,0 +1 @@ +1739956214529 0.9607692307692308 0 diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/advantages b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/algorithm b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/dataset b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/disadvantages b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/disadvantages new file mode 100644 index 0000000..88e781f --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/disadvantages @@ -0,0 +1 @@ +['参数较多,调优较复杂。'] \ No newline at end of file diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/learning_rate b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/learning_rate new file mode 100644 index 0000000..ceab6e1 --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/learning_rate @@ -0,0 +1 @@ +0.1 \ No newline at end of file diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/max_depth b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/max_depth new file mode 100644 index 0000000..62f9457 --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/max_depth @@ -0,0 +1 @@ +6 \ No newline at end of file diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/n_estimators b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/n_estimators new file mode 100644 index 0000000..105d7d9 --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/n_estimators @@ -0,0 +1 @@ +100 \ No newline at end of file diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/principle 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b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/params/task_type @@ -0,0 +1 @@ +classification \ No newline at end of file diff --git a/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/tags/mlflow.log-model.history b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/tags/mlflow.log-model.history new file mode 100644 index 0000000..328de8a --- /dev/null +++ b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/tags/mlflow.log-model.history @@ -0,0 +1 @@ +[{"run_id": "5d0fcd8c75854d5a8119c0a308434db3", "artifact_path": "model", "utc_time_created": "2025-02-19 09:10:14.532512", "model_uuid": "d7d38c744f724e748079a5c2213de58e", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.5.2", "serialization_format": "cloudpickle", "code": 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b/mlruns/351528204479233310/5d0fcd8c75854d5a8119c0a308434db3/tags/mlflow.user @@ -0,0 +1 @@ +admin-root \ No newline at end of file diff --git a/mlruns/351528204479233310/meta.yaml b/mlruns/351528204479233310/meta.yaml new file mode 100644 index 0000000..971a2b0 --- /dev/null +++ b/mlruns/351528204479233310/meta.yaml @@ -0,0 +1,6 @@ +artifact_location: mlflow-artifacts:/351528204479233310 +creation_time: 1739956214447 +experiment_id: '351528204479233310' +last_update_time: 1739956214447 +lifecycle_stage: active +name: breast_cancer_classification_9 diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/meta.yaml b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/meta.yaml new file mode 100644 index 0000000..c7c7535 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/meta.yaml @@ -0,0 +1,15 @@ +artifact_uri: mlflow-artifacts:/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/artifacts +end_time: 1739956055856 +entry_point_name: '' +experiment_id: '433321862082712659' +lifecycle_stage: active +run_id: 33939ea6d8ce4d43a268f23f7361651e +run_name: glamorous-perch-318 +run_uuid: 33939ea6d8ce4d43a268f23f7361651e +source_name: '' +source_type: 4 +source_version: '' +start_time: 1739956053212 +status: 3 +tags: [] +user_id: admin-root diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/accuracy b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/accuracy new file mode 100644 index 0000000..ac0c4d2 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/accuracy @@ -0,0 +1 @@ +1739956053541 0.961038961038961 0 diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/f1 b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/f1 new file mode 100644 index 0000000..5518eb1 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/f1 @@ -0,0 +1 @@ +1739956053549 0.9612318007520749 0 diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/precision b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/precision new file mode 100644 index 0000000..5892d36 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/precision @@ -0,0 +1 @@ +1739956053544 0.9617833147244911 0 diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/recall b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/recall new file mode 100644 index 0000000..b036692 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/recall @@ -0,0 +1 @@ +1739956053546 0.961038961038961 0 diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/roc_auc b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/roc_auc new file mode 100644 index 0000000..ae41218 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/metrics/roc_auc @@ -0,0 +1 @@ +1739956053551 0.9607692307692308 0 diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/advantages b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/algorithm b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/dataset b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/disadvantages b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/disadvantages new file mode 100644 index 0000000..88e781f --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/disadvantages @@ -0,0 +1 @@ +['参数较多,调优较复杂。'] \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/learning_rate b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/learning_rate new file mode 100644 index 0000000..ceab6e1 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/learning_rate @@ -0,0 +1 @@ +0.1 \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/max_depth b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/max_depth new file mode 100644 index 0000000..62f9457 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/max_depth @@ -0,0 +1 @@ +6 \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/n_estimators b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/n_estimators new file mode 100644 index 0000000..105d7d9 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/n_estimators @@ -0,0 +1 @@ +100 \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/principle b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/principle new file mode 100644 index 0000000..517cab3 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/principle @@ -0,0 +1 @@ +XGBoost(Extreme Gradient Boosting)是一种基于梯度提升树(GBDT)的改进算法,具有更强的正则化和并行处理能力。 \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/random_state b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/random_state new file mode 100644 index 0000000..f70d7bb --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/random_state @@ -0,0 +1 @@ +42 \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/task_type b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/task_type new file mode 100644 index 0000000..21cdd17 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/params/task_type @@ -0,0 +1 @@ +classification \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.log-model.history b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.log-model.history new file mode 100644 index 0000000..d2fdd65 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.log-model.history @@ -0,0 +1 @@ +[{"run_id": "33939ea6d8ce4d43a268f23f7361651e", "artifact_path": "model", "utc_time_created": "2025-02-19 09:07:33.554658", "model_uuid": "9623688d7e2849f7b9e885534acb08f8", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.5.2", "serialization_format": "cloudpickle", "code": null}}}] \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.runName b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.runName new file mode 100644 index 0000000..e47b79a --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.runName @@ -0,0 +1 @@ +glamorous-perch-318 \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.source.git.commit b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.source.git.commit new file mode 100644 index 0000000..823436a --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.source.git.commit @@ -0,0 +1 @@ +04ce95b59fa4d579644dad8a3cbe362308be51db \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.source.name b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.source.name new file mode 100644 index 0000000..6e8e26b --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.source.name @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/example_model_trainer.py \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.source.type b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.source.type new file mode 100644 index 0000000..0c2c1fe --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.source.type @@ -0,0 +1 @@ +LOCAL \ No newline at end of file diff --git a/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.user b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.user new file mode 100644 index 0000000..9c59705 --- /dev/null +++ b/mlruns/433321862082712659/33939ea6d8ce4d43a268f23f7361651e/tags/mlflow.user @@ -0,0 +1 @@ +admin-root \ No newline at end of file diff --git a/mlruns/433321862082712659/meta.yaml b/mlruns/433321862082712659/meta.yaml new file mode 100644 index 0000000..314b262 --- /dev/null +++ b/mlruns/433321862082712659/meta.yaml @@ -0,0 +1,6 @@ +artifact_location: mlflow-artifacts:/433321862082712659 +creation_time: 1739956053149 +experiment_id: '433321862082712659' +last_update_time: 1739956053149 +lifecycle_stage: active +name: breast_cancer_classification_3 diff --git a/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/meta.yaml b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/meta.yaml new file mode 100644 index 0000000..2ded720 --- /dev/null +++ b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/meta.yaml @@ -0,0 +1,15 @@ +artifact_uri: mlflow-artifacts:/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/artifacts +end_time: 1739956164207 +entry_point_name: '' +experiment_id: '443109976989808567' +lifecycle_stage: active +run_id: a2172f74c8e54ab0a1ba1db0e5eebb19 +run_name: honorable-hen-112 +run_uuid: a2172f74c8e54ab0a1ba1db0e5eebb19 +source_name: '' +source_type: 4 +source_version: '' +start_time: 1739956160978 +status: 3 +tags: [] +user_id: admin-root diff --git a/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/metrics/accuracy b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/metrics/accuracy new file mode 100644 index 0000000..40fb6bd --- /dev/null +++ b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/metrics/accuracy @@ -0,0 +1 @@ +1739956161296 0.961038961038961 0 diff --git a/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/metrics/f1 b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/metrics/f1 new file mode 100644 index 0000000..cc709a7 --- /dev/null +++ b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/metrics/f1 @@ -0,0 +1 @@ +1739956161304 0.9612318007520749 0 diff 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b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/metrics/roc_auc @@ -0,0 +1 @@ +1739956161306 0.9607692307692308 0 diff --git a/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/advantages b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/algorithm b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/dataset b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/disadvantages b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/disadvantages new file mode 100644 index 0000000..88e781f --- /dev/null +++ b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/disadvantages @@ -0,0 +1 @@ +['参数较多,调优较复杂。'] \ No newline at end of file diff --git a/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/learning_rate b/mlruns/443109976989808567/a2172f74c8e54ab0a1ba1db0e5eebb19/params/learning_rate new file mode 100644 index 0000000..ceab6e1 --- /dev/null +++ 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--git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/metrics/precision b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/metrics/precision new file mode 100644 index 0000000..11c240b --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/metrics/precision @@ -0,0 +1 @@ +1739956240824 0.9617833147244911 0 diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/metrics/recall b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/metrics/recall new file mode 100644 index 0000000..3eb2f0f --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/metrics/recall @@ -0,0 +1 @@ +1739956240828 0.961038961038961 0 diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/metrics/roc_auc b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/metrics/roc_auc new file mode 100644 index 0000000..3e0a846 --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/metrics/roc_auc @@ -0,0 +1 @@ +1739956240837 0.9607692307692308 0 diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/advantages b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/algorithm b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/dataset b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/disadvantages b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/disadvantages new file mode 100644 index 0000000..88e781f --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/disadvantages @@ -0,0 +1 @@ +['参数较多,调优较复杂。'] \ No newline at end of file diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/learning_rate b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/learning_rate new file mode 100644 index 0000000..ceab6e1 --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/learning_rate @@ -0,0 +1 @@ +0.1 \ No newline at end of file diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/max_depth b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/max_depth new file mode 100644 index 0000000..62f9457 --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/max_depth @@ -0,0 +1 @@ +6 \ No newline at end of file diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/n_estimators b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/n_estimators new file mode 100644 index 0000000..105d7d9 --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/n_estimators @@ -0,0 +1 @@ +100 \ No newline at end of file diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/principle b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/principle new file mode 100644 index 0000000..517cab3 --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/principle @@ -0,0 +1 @@ +XGBoost(Extreme Gradient Boosting)是一种基于梯度提升树(GBDT)的改进算法,具有更强的正则化和并行处理能力。 \ No newline at end of file diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/random_state b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/random_state new file mode 100644 index 0000000..f70d7bb --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/random_state @@ -0,0 +1 @@ +42 \ No newline at end of file diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/task_type b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/task_type new file mode 100644 index 0000000..21cdd17 --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/params/task_type @@ -0,0 +1 @@ +classification \ No newline at end of file diff --git a/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/tags/mlflow.log-model.history b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/tags/mlflow.log-model.history new file mode 100644 index 0000000..83ec062 --- /dev/null +++ b/mlruns/590346069487121512/200298eb4a894ee6854bd5a352507f28/tags/mlflow.log-model.history @@ -0,0 +1 @@ +[{"run_id": "200298eb4a894ee6854bd5a352507f28", "artifact_path": "model", "utc_time_created": "2025-02-19 09:10:40.841683", "model_uuid": "be412346f964446c8238892ef4696476", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.5.2", "serialization_format": "cloudpickle", "code": 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b/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/metrics/roc_auc @@ -0,0 +1 @@ +1739956235505 0.9607692307692308 0 diff --git a/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/advantages b/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/algorithm b/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/dataset b/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/disadvantages b/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/disadvantages new file mode 100644 index 0000000..88e781f --- /dev/null +++ b/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/disadvantages @@ -0,0 +1 @@ +['参数较多,调优较复杂。'] \ No newline at end of file diff --git a/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/learning_rate b/mlruns/716260101140304793/39345d9a2ac548a49bd1351298aa2459/params/learning_rate new file mode 100644 index 0000000..ceab6e1 --- /dev/null +++ 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+experiment_id: '755821688608787446' +lifecycle_stage: active +run_id: be0e38b483c948b58623721a15092ad5 +run_name: able-snipe-321 +run_uuid: be0e38b483c948b58623721a15092ad5 +source_name: '' +source_type: 4 +source_version: '' +start_time: 1739956232816 +status: 3 +tags: [] +user_id: admin-root diff --git a/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/accuracy b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/accuracy new file mode 100644 index 0000000..e6b8f66 --- /dev/null +++ b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/accuracy @@ -0,0 +1 @@ +1739956232884 0.961038961038961 0 diff --git a/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/f1 b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/f1 new file mode 100644 index 0000000..d92cc15 --- /dev/null +++ b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/f1 @@ -0,0 +1 @@ +1739956232891 0.9612318007520749 0 diff --git a/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/precision b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/precision new file mode 100644 index 0000000..a23e4eb --- /dev/null +++ b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/precision @@ -0,0 +1 @@ +1739956232886 0.9617833147244911 0 diff --git a/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/recall b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/recall new file mode 100644 index 0000000..9cdf770 --- /dev/null +++ b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/recall @@ -0,0 +1 @@ +1739956232889 0.961038961038961 0 diff --git a/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/roc_auc b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/roc_auc new file mode 100644 index 0000000..ea066c2 --- /dev/null +++ b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/metrics/roc_auc @@ -0,0 +1 @@ +1739956232894 0.9607692307692308 0 diff --git a/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/advantages b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/algorithm b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/dataset b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/disadvantages b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/disadvantages new file mode 100644 index 0000000..88e781f --- /dev/null +++ b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/disadvantages @@ -0,0 +1 @@ +['参数较多,调优较复杂。'] \ No newline at end of file diff --git a/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/learning_rate b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/learning_rate new file mode 100644 index 0000000..ceab6e1 --- /dev/null +++ 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b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/params/task_type @@ -0,0 +1 @@ +classification \ No newline at end of file diff --git a/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/tags/mlflow.log-model.history b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/tags/mlflow.log-model.history new file mode 100644 index 0000000..c3c7ee4 --- /dev/null +++ b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/tags/mlflow.log-model.history @@ -0,0 +1 @@ +[{"run_id": "be0e38b483c948b58623721a15092ad5", "artifact_path": "model", "utc_time_created": "2025-02-19 09:10:32.896671", "model_uuid": "3b52e5ecd6e54549b35549b6acbd49d7", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.5.2", "serialization_format": "cloudpickle", "code": 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b/mlruns/755821688608787446/be0e38b483c948b58623721a15092ad5/tags/mlflow.user @@ -0,0 +1 @@ +admin-root \ No newline at end of file diff --git a/mlruns/755821688608787446/meta.yaml b/mlruns/755821688608787446/meta.yaml new file mode 100644 index 0000000..2c17cb9 --- /dev/null +++ b/mlruns/755821688608787446/meta.yaml @@ -0,0 +1,6 @@ +artifact_location: mlflow-artifacts:/755821688608787446 +creation_time: 1739956232812 +experiment_id: '755821688608787446' +last_update_time: 1739956232812 +lifecycle_stage: active +name: breast_cancer_classification_16 diff --git a/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/meta.yaml b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/meta.yaml new file mode 100644 index 0000000..1b0b30a --- /dev/null +++ b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/meta.yaml @@ -0,0 +1,15 @@ +artifact_uri: mlflow-artifacts:/806064205536637742/e8decd3a66854531b1e89793bfb4d899/artifacts +end_time: 1739956143022 +entry_point_name: '' 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--git a/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/metrics/precision b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/metrics/precision new file mode 100644 index 0000000..0b2a37f --- /dev/null +++ b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/metrics/precision @@ -0,0 +1 @@ +1739956140005 0.9617833147244911 0 diff --git a/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/metrics/recall b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/metrics/recall new file mode 100644 index 0000000..e41c3c2 --- /dev/null +++ b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/metrics/recall @@ -0,0 +1 @@ +1739956140009 0.961038961038961 0 diff --git a/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/metrics/roc_auc b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/metrics/roc_auc new file mode 100644 index 0000000..c4f786f --- /dev/null +++ b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/metrics/roc_auc @@ -0,0 +1 @@ +1739956140017 0.9607692307692308 0 diff --git a/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/params/advantages b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/params/algorithm b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/params/dataset 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b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/params/task_type @@ -0,0 +1 @@ +classification \ No newline at end of file diff --git a/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/tags/mlflow.log-model.history b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/tags/mlflow.log-model.history new file mode 100644 index 0000000..1374f79 --- /dev/null +++ b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/tags/mlflow.log-model.history @@ -0,0 +1 @@ +[{"run_id": "e8decd3a66854531b1e89793bfb4d899", "artifact_path": "model", "utc_time_created": "2025-02-19 09:09:00.023774", "model_uuid": "75f7b7ad71e844bcabe04b57992ebd5b", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.5.2", "serialization_format": "cloudpickle", "code": 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b/mlruns/806064205536637742/e8decd3a66854531b1e89793bfb4d899/tags/mlflow.user @@ -0,0 +1 @@ +admin-root \ No newline at end of file diff --git a/mlruns/806064205536637742/meta.yaml b/mlruns/806064205536637742/meta.yaml new file mode 100644 index 0000000..aa9eac8 --- /dev/null +++ b/mlruns/806064205536637742/meta.yaml @@ -0,0 +1,6 @@ +artifact_location: mlflow-artifacts:/806064205536637742 +creation_time: 1739956139596 +experiment_id: '806064205536637742' +last_update_time: 1739956139596 +lifecycle_stage: active +name: breast_cancer_classification_5 diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/meta.yaml b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/meta.yaml new file mode 100644 index 0000000..5c5f368 --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/meta.yaml @@ -0,0 +1,15 @@ +artifact_uri: mlflow-artifacts:/847282279279763523/4a3473bc628549a7a161104cb07df275/artifacts +end_time: 1739956153256 +entry_point_name: '' 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b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/metrics/roc_auc @@ -0,0 +1 @@ +1739956149965 0.9607692307692308 0 diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/advantages b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/algorithm b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/dataset b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/disadvantages b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/disadvantages new file mode 100644 index 0000000..88e781f --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/disadvantages @@ -0,0 +1 @@ +['参数较多,调优较复杂。'] \ No newline at end of file diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/learning_rate b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/learning_rate new file mode 100644 index 0000000..ceab6e1 --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/learning_rate @@ -0,0 +1 @@ +0.1 \ No newline at end of file diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/max_depth b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/max_depth new file mode 100644 index 0000000..62f9457 --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/max_depth @@ -0,0 +1 @@ +6 \ No newline at end of file diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/n_estimators b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/n_estimators new file mode 100644 index 0000000..105d7d9 --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/n_estimators @@ -0,0 +1 @@ +100 \ No newline at end of file diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/principle b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/principle new file mode 100644 index 0000000..517cab3 --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/principle @@ -0,0 +1 @@ +XGBoost(Extreme Gradient Boosting)是一种基于梯度提升树(GBDT)的改进算法,具有更强的正则化和并行处理能力。 \ No newline at end of file diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/random_state b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/random_state new file mode 100644 index 0000000..f70d7bb --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/random_state @@ -0,0 +1 @@ +42 \ No newline at end of file diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/task_type b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/task_type new file mode 100644 index 0000000..21cdd17 --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/params/task_type @@ -0,0 +1 @@ +classification \ No newline at end of file diff --git a/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/tags/mlflow.log-model.history b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/tags/mlflow.log-model.history new file mode 100644 index 0000000..0b3769d --- /dev/null +++ b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/tags/mlflow.log-model.history @@ -0,0 +1 @@ +[{"run_id": "4a3473bc628549a7a161104cb07df275", "artifact_path": "model", "utc_time_created": "2025-02-19 09:09:09.972218", "model_uuid": "369b53824dbc4f458a5c56e34d68773b", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.5.2", "serialization_format": "cloudpickle", "code": 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b/mlruns/847282279279763523/4a3473bc628549a7a161104cb07df275/tags/mlflow.user @@ -0,0 +1 @@ +admin-root \ No newline at end of file diff --git a/mlruns/847282279279763523/meta.yaml b/mlruns/847282279279763523/meta.yaml new file mode 100644 index 0000000..1705ce2 --- /dev/null +++ b/mlruns/847282279279763523/meta.yaml @@ -0,0 +1,6 @@ +artifact_location: mlflow-artifacts:/847282279279763523 +creation_time: 1739956149516 +experiment_id: '847282279279763523' +last_update_time: 1739956149516 +lifecycle_stage: active +name: breast_cancer_classification_6 diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/meta.yaml b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/meta.yaml new file mode 100644 index 0000000..0cccf7a --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/meta.yaml @@ -0,0 +1,15 @@ +artifact_uri: mlflow-artifacts:/847882770800157071/8118c69d9254458f92f8e4e713df1061/artifacts +end_time: 1739956222195 +entry_point_name: '' 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--git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/metrics/precision b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/metrics/precision new file mode 100644 index 0000000..504eb05 --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/metrics/precision @@ -0,0 +1 @@ +1739956219637 0.9617833147244911 0 diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/metrics/recall b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/metrics/recall new file mode 100644 index 0000000..09e68ee --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/metrics/recall @@ -0,0 +1 @@ +1739956219642 0.961038961038961 0 diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/metrics/roc_auc b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/metrics/roc_auc new file mode 100644 index 0000000..6082505 --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/metrics/roc_auc @@ -0,0 +1 @@ +1739956219650 0.9607692307692308 0 diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/advantages b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/algorithm b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/dataset b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/disadvantages b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/disadvantages new file mode 100644 index 0000000..88e781f --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/disadvantages @@ -0,0 +1 @@ +['参数较多,调优较复杂。'] \ No newline at end of file diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/learning_rate b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/learning_rate new file mode 100644 index 0000000..ceab6e1 --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/learning_rate @@ -0,0 +1 @@ +0.1 \ No newline at end of file diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/max_depth b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/max_depth new file mode 100644 index 0000000..62f9457 --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/max_depth @@ -0,0 +1 @@ +6 \ No newline at end of file diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/n_estimators b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/n_estimators new file mode 100644 index 0000000..105d7d9 --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/n_estimators @@ -0,0 +1 @@ +100 \ No newline at end of file diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/principle b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/principle new file mode 100644 index 0000000..517cab3 --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/principle @@ -0,0 +1 @@ +XGBoost(Extreme Gradient Boosting)是一种基于梯度提升树(GBDT)的改进算法,具有更强的正则化和并行处理能力。 \ No newline at end of file diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/random_state b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/random_state new file mode 100644 index 0000000..f70d7bb --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/random_state @@ -0,0 +1 @@ +42 \ No newline at end of file diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/task_type b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/task_type new file mode 100644 index 0000000..21cdd17 --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/params/task_type @@ -0,0 +1 @@ +classification \ No newline at end of file diff --git a/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/tags/mlflow.log-model.history b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/tags/mlflow.log-model.history new file mode 100644 index 0000000..ce82347 --- /dev/null +++ b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/tags/mlflow.log-model.history @@ -0,0 +1 @@ +[{"run_id": "8118c69d9254458f92f8e4e713df1061", "artifact_path": "model", "utc_time_created": "2025-02-19 09:10:19.655008", "model_uuid": "db21c78e8e6f49dabc25e04239d131cc", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.5.2", "serialization_format": "cloudpickle", "code": 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b/mlruns/847882770800157071/8118c69d9254458f92f8e4e713df1061/tags/mlflow.user @@ -0,0 +1 @@ +admin-root \ No newline at end of file diff --git a/mlruns/847882770800157071/meta.yaml b/mlruns/847882770800157071/meta.yaml new file mode 100644 index 0000000..a6f756e --- /dev/null +++ b/mlruns/847882770800157071/meta.yaml @@ -0,0 +1,6 @@ +artifact_location: mlflow-artifacts:/847882770800157071 +creation_time: 1739956219540 +experiment_id: '847882770800157071' +last_update_time: 1739956219540 +lifecycle_stage: active +name: breast_cancer_classification_11 diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/meta.yaml b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/meta.yaml new file mode 100644 index 0000000..31f2d2a --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/meta.yaml @@ -0,0 +1,15 @@ +artifact_uri: mlflow-artifacts:/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/artifacts +end_time: 1739956227460 +entry_point_name: '' +experiment_id: '918274978961928820' +lifecycle_stage: active +run_id: 4ea822563a474d50a8b1123a3bf101a3 +run_name: mercurial-rook-316 +run_uuid: 4ea822563a474d50a8b1123a3bf101a3 +source_name: '' +source_type: 4 +source_version: '' +start_time: 1739956224837 +status: 3 +tags: [] +user_id: admin-root diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/accuracy b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/accuracy new file mode 100644 index 0000000..848a97e --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/accuracy @@ -0,0 +1 @@ +1739956224917 0.961038961038961 0 diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/f1 b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/f1 new file mode 100644 index 0000000..6a0695e --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/f1 @@ -0,0 +1 @@ +1739956224929 0.9612318007520749 0 diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/precision b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/precision new file mode 100644 index 0000000..e8b80ab --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/precision @@ -0,0 +1 @@ +1739956224921 0.9617833147244911 0 diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/recall b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/recall new file mode 100644 index 0000000..cbf5910 --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/recall @@ -0,0 +1 @@ +1739956224925 0.961038961038961 0 diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/roc_auc b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/roc_auc new file mode 100644 index 0000000..fea2e9e --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/metrics/roc_auc @@ -0,0 +1 @@ +1739956224934 0.9607692307692308 0 diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/advantages b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/advantages new file mode 100644 index 0000000..000ed0a --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/advantages @@ -0,0 +1 @@ +['计算效率高,支持并行计算。', '具有内置的缺失值处理能力。'] \ No newline at end of file diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/algorithm b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/algorithm new file mode 100644 index 0000000..66bf12d --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/algorithm @@ -0,0 +1 @@ +XGBClassifier \ No newline at end of file diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/dataset b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/dataset new file mode 100644 index 0000000..054c281 --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/dataset @@ -0,0 +1 @@ +/home/admin-root/haotian/MLPlatform/dataset/dataset_processed/breast_cancer_20250219_144629 \ No newline at end of file diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/disadvantages b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/disadvantages new file mode 100644 index 0000000..88e781f --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/disadvantages @@ -0,0 +1 @@ +['参数较多,调优较复杂。'] \ No newline at end of file diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/learning_rate b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/learning_rate new file mode 100644 index 0000000..ceab6e1 --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/learning_rate @@ -0,0 +1 @@ +0.1 \ No newline at end of file diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/max_depth b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/max_depth new file mode 100644 index 0000000..62f9457 --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/max_depth @@ -0,0 +1 @@ +6 \ No newline at end of file diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/n_estimators b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/n_estimators new file mode 100644 index 0000000..105d7d9 --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/n_estimators @@ -0,0 +1 @@ +100 \ No newline at end of file diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/principle b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/principle new file mode 100644 index 0000000..517cab3 --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/principle @@ -0,0 +1 @@ +XGBoost(Extreme Gradient Boosting)是一种基于梯度提升树(GBDT)的改进算法,具有更强的正则化和并行处理能力。 \ No newline at end of file diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/random_state b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/random_state new file mode 100644 index 0000000..f70d7bb --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/random_state @@ -0,0 +1 @@ +42 \ No newline at end of file diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/task_type b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/task_type new file mode 100644 index 0000000..21cdd17 --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/params/task_type @@ -0,0 +1 @@ +classification \ No newline at end of file diff --git a/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/tags/mlflow.log-model.history b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/tags/mlflow.log-model.history new file mode 100644 index 0000000..987d8fd --- /dev/null +++ b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/tags/mlflow.log-model.history @@ -0,0 +1 @@ +[{"run_id": "4ea822563a474d50a8b1123a3bf101a3", "artifact_path": "model", "utc_time_created": "2025-02-19 09:10:24.938680", "model_uuid": "b3aebe3ce03f49fea287e25c5b00d420", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.5.2", "serialization_format": "cloudpickle", "code": 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b/mlruns/918274978961928820/4ea822563a474d50a8b1123a3bf101a3/tags/mlflow.user @@ -0,0 +1 @@ +admin-root \ No newline at end of file diff --git a/mlruns/918274978961928820/meta.yaml b/mlruns/918274978961928820/meta.yaml new file mode 100644 index 0000000..41b0aa4 --- /dev/null +++ b/mlruns/918274978961928820/meta.yaml @@ -0,0 +1,6 @@ +artifact_location: mlflow-artifacts:/918274978961928820 +creation_time: 1739956224834 +experiment_id: '918274978961928820' +last_update_time: 1739956224834 +lifecycle_stage: active +name: breast_cancer_classification_13