diff --git a/air-quality-forecast/model_development.py b/air-quality-forecast/model_development.py
index 8873206f62ed833575b79489ca8a656ad2e2e4d7..1ff6bcfa196d323bb8adf7fdae161f417f43ba50 100644
--- a/air-quality-forecast/model_development.py
+++ b/air-quality-forecast/model_development.py
@@ -6,6 +6,7 @@ from sklearn.base import BaseEstimator
from sklearn.metrics import mean_squared_error, root_mean_squared_error
from sklearn.model_selection import TimeSeriesSplit
from skopt import BayesSearchCV
+from skopt.space import Real, Integer, Categorical
from typing import Dict, Any
import socket
import pandas as pd
@@ -133,7 +134,7 @@ class RegressorTrainer:
mlflow.set_experiment(self._experiment_name)
mlflow.set_tracking_uri("http://localhost:5000/")
mlflow.enable_system_metrics_logging()
- mlflow.autolog()
+ mlflow.autolog(silent=True)
def _perform_search(self) -> None:
"""
@@ -169,8 +170,14 @@ class RegressorTrainer:
mlflow.log_params(self._bayes_search.best_params_)
- mlflow.log_metric("Correct Train MSE", -self._bayes_search.best_score_)
-
+
+ best_regressor = self._bayes_search.best_estimator_
+ train_mse = mean_squared_error(
+ self._y_train, best_regressor.predict(self._x_train)
+ )
+
+ mlflow.log_metric("Correct Train MSE", train_mse)
+
def _evaluate_model(self) -> None:
"""
Evaluate the best model on the test data and log metrics.
@@ -231,6 +238,37 @@ class RegressorTrainer:
self._setup_mlflow()
self._optimize_and_evaluate()
+def convert_param_space(param_space: dict):
+ """
+ Convert a parameter space dictionary to a format usable by skopt.
+
+ This function takes a dictionary where the keys are parameter names and the
+ values are lists of two values that represent the range of possible values
+ for that parameter. The function then converts these ranges to skopt
+ parameter objects and returns a new dictionary where the parameter names
+ are the same but the values are now skopt parameter objects.
+
+ Parameters:
+ param_space (dict): A dictionary with parameter names as keys and ranges
+ of possible values as values.
+
+ Returns:
+ dict: A dictionary with parameter names as keys and skopt parameter
+ objects as values.
+ """
+ converted_space = {}
+ for param, values in param_space.items():
+ if isinstance(values[0], bool):
+ converted_space[param] = Categorical(values)
+ elif all(isinstance(v, int) for v in values):
+ converted_space[param] = Integer(values[0], values[1])
+ elif all(isinstance(v, float) for v in values):
+ converted_space[param] = Real(values[0], values[1])
+ elif all(isinstance(v, str) for v in values):
+ converted_space[param] = Categorical(values)
+ else:
+ raise ValueError(f"Unknown parameter type for {param}")
+ return converted_space
def run_bayesian_optimization(
x_train: np.ndarray,
@@ -299,6 +337,11 @@ def train_all_models():
os.path.join(configs_data_path, "hyperparameter_search_spaces.yaml"), "r"
) as stream:
param_space_config = yaml.safe_load(stream)
+
+ param_space_config["decision_tree"] = convert_param_space(param_space_config["decision_tree"])
+ print(param_space_config["decision_tree"])
+ param_space_config["xgboost"] = convert_param_space(param_space_config["xgboost"])
+ param_space_config["random_forest"] = convert_param_space(param_space_config["random_forest"])
run_bayesian_optimization(
x_train,
diff --git a/configs/hyperparameter_search_spaces.yaml b/configs/hyperparameter_search_spaces.yaml
index 0040e346b890bdc5c8c43f4adcbb7b3ec4e53b4c..08ef6b439772f6cd8b95567cd82e3fbf08d941f4 100644
--- a/configs/hyperparameter_search_spaces.yaml
+++ b/configs/hyperparameter_search_spaces.yaml
@@ -1,8 +1,29 @@
decision_tree:
- max_depth: [20, 50]
+ max_depth: [2, 100]
+ min_samples_split: [2, 20]
+ min_samples_leaf: [25, 35]
+ max_leaf_nodes: [20, 60]
+ ccp_alpha: [0.0, 0.1]
+ min_weight_fraction_leaf: [0.0, 0.5]
+ min_impurity_decrease: [0.0, 1.0]
+ max_features: ["sqrt", "log2", "auto"]
random_forest:
- max_depth: [20, 50]
+ max_depth: [1, 50]
+ ccp_alpha: [0.0, 0.1]
+ n_estimators: [5, 500]
+ max_leaf_nodes: [1, 50]
+ min_samples_split: [1, 25]
+ min_samples_leaf: [1, 20]
+ max_features: [0.1, 1.0]
xgboost:
- max_depth: [20, 50]
\ No newline at end of file
+ eta: [0.001, 0.1]
+ n_estimators: [100, 1000]
+ max_depth: [1, 20]
+ subsample: [0.5, 1.0]
+ colsample_bytree: [0.5, 1.0]
+ reg_lambda: [0.0, 2.0]
+ min_child_weight: [1, 15]
+ reg_alpha: [0.0, 2.0]
+ eval_metric: ["rmse"]
\ No newline at end of file
diff --git a/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/MLmodel b/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/MLmodel
deleted file mode 100644
index cd53b854b6cb1d7f518d7fbe198b4d7661bd7625..0000000000000000000000000000000000000000
--- a/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/MLmodel
+++ /dev/null
@@ -1,25 +0,0 @@
-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: 3.11.0
- sklearn:
- code: null
- pickled_model: model.pkl
- serialization_format: cloudpickle
- sklearn_version: 1.5.2
-mlflow_version: 2.16.2
-model_size_bytes: 34769333
-model_uuid: a4454c410eb04397aeb3487d1219327c
-run_id: 135e604974134ca4877227251e765174
-signature:
- inputs: '[{"type": "tensor", "tensor-spec": {"dtype": "float64", "shape": [-1, 33]}}]'
- outputs: '[{"type": "tensor", "tensor-spec": {"dtype": "float64", "shape": [-1,
- 6]}}]'
- params: null
-utc_time_created: '2024-09-29 22:07:51.285707'
diff --git a/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/conda.yaml b/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/conda.yaml
deleted file mode 100644
index 0fcc3cb5715a8e10f788d928c3dad76e28e70059..0000000000000000000000000000000000000000
--- a/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/conda.yaml
+++ /dev/null
@@ -1,15 +0,0 @@
-channels:
-- conda-forge
-dependencies:
-- python=3.11.0
-- pip<=24.2
-- pip:
- - mlflow==2.16.2
- - cloudpickle==3.0.0
- - numpy==1.26.2
- - pandas==2.2.2
- - psutil==5.9.4
- - scikit-learn==1.5.2
- - scipy==1.11.4
- - typing==3.7.4.3
-name: mlflow-env
diff --git a/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/model.pkl b/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/model.pkl
deleted file mode 100644
index 9610b87664909ae910c3e3725f7ccf0314160b5c..0000000000000000000000000000000000000000
--- a/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/model.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6b51c46f274e74ab79fd748cbe4fa01c5216d66f347bd96f71cfedf31015152f
-size 34769333
diff --git a/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/python_env.yaml b/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/python_env.yaml
deleted file mode 100644
index 5eb100510e4e711512af01aa496b835381a7a2fb..0000000000000000000000000000000000000000
--- a/mlartifacts/149819317988706962/135e604974134ca4877227251e765174/artifacts/model/python_env.yaml
+++ /dev/null
@@ -1,7 +0,0 @@
-python: 3.11.0
-build_dependencies:
-- pip==24.2
-- setuptools==65.5.0
-- wheel==0.41.2
-dependencies:
-- -r requirements.txt
diff --git a/mlartifacts/149819317988706962/39324cef8f2443b7b4b77eefe61ef6ca/artifacts/estimator.html b/mlartifacts/149819317988706962/39324cef8f2443b7b4b77eefe61ef6ca/artifacts/estimator.html
deleted file mode 100644
index 4382cb542c5a9e966109ce86a3b14c67175729fb..0000000000000000000000000000000000000000
--- a/mlartifacts/149819317988706962/39324cef8f2443b7b4b77eefe61ef6ca/artifacts/estimator.html
+++ /dev/null
@@ -1,415 +0,0 @@
-
-
-
-
-
-
-
-
RandomForestRegressor(max_depth=34)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
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DecisionTreeRegressor(max_depth=34)
-
-
-
\ No newline at end of file
diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/conda.yaml b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/conda.yaml
deleted file mode 100644
index 0fcc3cb5715a8e10f788d928c3dad76e28e70059..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/conda.yaml
+++ /dev/null
@@ -1,15 +0,0 @@
-channels:
-- conda-forge
-dependencies:
-- python=3.11.0
-- pip<=24.2
-- pip:
- - mlflow==2.16.2
- - cloudpickle==3.0.0
- - numpy==1.26.2
- - pandas==2.2.2
- - psutil==5.9.4
- - scikit-learn==1.5.2
- - scipy==1.11.4
- - typing==3.7.4.3
-name: mlflow-env
diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/model.pkl b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/model.pkl
deleted file mode 100644
index 9b3b592eff076b921155eefa4f6a7ef2112c8313..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/model.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f808d090ecf31cbaa063890df5144c205ee913b0a3b37d2f99a17b66dbd436b3
-size 550214
diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/python_env.yaml b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/python_env.yaml
deleted file mode 100644
index 5eb100510e4e711512af01aa496b835381a7a2fb..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/python_env.yaml
+++ /dev/null
@@ -1,7 +0,0 @@
-python: 3.11.0
-build_dependencies:
-- pip==24.2
-- setuptools==65.5.0
-- wheel==0.41.2
-dependencies:
-- -r requirements.txt
diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/requirements.txt b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/requirements.txt
deleted file mode 100644
index a5c5ad219eeedd89e3e6e4f2b194dea4d044073c..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts/model/requirements.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-mlflow==2.16.2
-cloudpickle==3.0.0
-numpy==1.26.2
-pandas==2.2.2
-psutil==5.9.4
-scikit-learn==1.5.2
-scipy==1.11.4
-typing==3.7.4.3
\ No newline at end of file
diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/inputs/625b281ee951af96e35c092f48d0d8b8/meta.yaml b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/inputs/625b281ee951af96e35c092f48d0d8b8/meta.yaml
deleted file mode 100644
index 17c34ad08903a4ce3ec908a63642f36f025e6715..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/inputs/625b281ee951af96e35c092f48d0d8b8/meta.yaml
+++ /dev/null
@@ -1,6 +0,0 @@
-destination_id: dd4d89a524510f8914834c3bc9cd9e95
-destination_type: RUN
-source_id: dd4d89a524510f8914834c3bc9cd9e95
-source_type: DATASET
-tags:
- mlflow.data.context: train
diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/inputs/ce5dd354998aa6fa9a6eaa466b6a3457/meta.yaml b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/inputs/ce5dd354998aa6fa9a6eaa466b6a3457/meta.yaml
deleted file mode 100644
index 0d23962544e9c5bbff49ce19eead882e54f84310..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/inputs/ce5dd354998aa6fa9a6eaa466b6a3457/meta.yaml
+++ /dev/null
@@ -1,6 +0,0 @@
-destination_id: 19d2a1faf215ef44b979bbf135902c21
-destination_type: RUN
-source_id: 19d2a1faf215ef44b979bbf135902c21
-source_type: DATASET
-tags:
- mlflow.data.context: eval
diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/meta.yaml b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/meta.yaml
deleted file mode 100644
index 7d29c6b9f34adcfc75b2fd5b59618ea3e3e5173e..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/meta.yaml
+++ /dev/null
@@ -1,15 +0,0 @@
-artifact_uri: file:///C:/Users/User/ML4I/air-quality-forecast/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/artifacts
-end_time: 1727713129985
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-run_name: Bayesian_Optimization_Training_and_Eval
-run_uuid: 19e5a64124e94737ab2ac4556d99a4d6
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-source_type: 4
-source_version: ''
-start_time: 1727713060705
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-tags: []
-user_id: User
diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/Correct Test MSE b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/Correct Test MSE
deleted file mode 100644
index 4805740e4e81c46fa07494d2429b038abbea08ac..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/Correct Test MSE
+++ /dev/null
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-1727713129922 68.4960392902408 0
diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/Correct Test RMSE b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/Correct Test RMSE
deleted file mode 100644
index a8f593ed14082e402672d343b85b1c375a997ac7..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/Correct Test RMSE
+++ /dev/null
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diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/Correct Train MSE b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/Correct Train MSE
deleted file mode 100644
index 5de52afe47306c34d075458f0b6cdf74b64f3ea2..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/Correct Train MSE
+++ /dev/null
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-1727713129770 78.00375816993463 0
diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/system/cpu_utilization_percentage b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/system/cpu_utilization_percentage
deleted file mode 100644
index eb799c1f70214a1bdcc63f7a0f6d470ac27d3662..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/system/cpu_utilization_percentage
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deleted file mode 100644
index 4c11b58e2e0c259b9548f6d1997faf9e7f864235..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/system/disk_available_megabytes
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deleted file mode 100644
index b71fe34313162f5f894216ed60508126e22a41f4..0000000000000000000000000000000000000000
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deleted file mode 100644
index fb2488ef99ef2b77c923d349bcf3ecb4a0790929..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/system/disk_usage_percentage
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deleted file mode 100644
index 5ba1846c44c1666400c1c923cdcde159e2e71790..0000000000000000000000000000000000000000
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deleted file mode 100644
index ff15c0f5520dfe74ec1fb74d6698ab7c6d0c9949..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/system/gpu_0_memory_usage_percentage
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diff --git a/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/system/gpu_0_utilization_percentage b/mlruns/831635215727137506/19e5a64124e94737ab2ac4556d99a4d6/metrics/system/gpu_0_utilization_percentage
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deleted file mode 100644
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deleted file mode 100644
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diff --git a/mlruns/831635215727137506/2e762b8af7f44cbe992719f2db84a6fe/tags/estimator_class b/mlruns/831635215727137506/2e762b8af7f44cbe992719f2db84a6fe/tags/estimator_class
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diff --git a/mlruns/831635215727137506/5b2b2ddc9fa543f39debeebdda25937e/artifacts/model/python_env.yaml b/mlruns/831635215727137506/5b2b2ddc9fa543f39debeebdda25937e/artifacts/model/python_env.yaml
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+++ /dev/null
@@ -1,7 +0,0 @@
-python: 3.11.0
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-- pip==24.2
-- setuptools==65.5.0
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\ No newline at end of file
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deleted file mode 100644
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deleted file mode 100644
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diff --git a/mlruns/831635215727137506/7515dde82fe846b6ab05dc6463461186/artifacts/model/model.pkl b/mlruns/831635215727137506/7515dde82fe846b6ab05dc6463461186/artifacts/model/model.pkl
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+++ /dev/null
@@ -1,7 +0,0 @@
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diff --git a/mlruns/831635215727137506/7515dde82fe846b6ab05dc6463461186/artifacts/model/requirements.txt b/mlruns/831635215727137506/7515dde82fe846b6ab05dc6463461186/artifacts/model/requirements.txt
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diff --git a/mlruns/831635215727137506/7515dde82fe846b6ab05dc6463461186/metrics/system/disk_usage_percentage b/mlruns/831635215727137506/7515dde82fe846b6ab05dc6463461186/metrics/system/disk_usage_percentage
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diff --git a/mlruns/831635215727137506/7515dde82fe846b6ab05dc6463461186/params/splitter b/mlruns/831635215727137506/7515dde82fe846b6ab05dc6463461186/params/splitter
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diff --git a/mlruns/831635215727137506/7515dde82fe846b6ab05dc6463461186/tags/estimator_class b/mlruns/831635215727137506/7515dde82fe846b6ab05dc6463461186/tags/estimator_class
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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+++ /dev/null
@@ -1,8 +0,0 @@
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\ No newline at end of file
diff --git a/mlruns/831635215727137506/ba361731726e468091d65fefce69fd66/inputs/09c646d96fbbd365b95abcb26517197a/meta.yaml b/mlruns/831635215727137506/ba361731726e468091d65fefce69fd66/inputs/09c646d96fbbd365b95abcb26517197a/meta.yaml
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diff --git a/mlruns/831635215727137506/ba361731726e468091d65fefce69fd66/meta.yaml b/mlruns/831635215727137506/ba361731726e468091d65fefce69fd66/meta.yaml
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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@@ -1,8 +0,0 @@
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\ No newline at end of file
diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/inputs/56946bcf4a727088c814deb24f0d4e1f/meta.yaml b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/inputs/56946bcf4a727088c814deb24f0d4e1f/meta.yaml
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/inputs/f9620f1c7db9c3d15097d10f7150f279/meta.yaml b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/inputs/f9620f1c7db9c3d15097d10f7150f279/meta.yaml
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/meta.yaml b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/meta.yaml
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/cpu_utilization_percentage b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/cpu_utilization_percentage
deleted file mode 100644
index ada86f14fb43f5be7e371342bab61d85c8a90f38..0000000000000000000000000000000000000000
--- a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/cpu_utilization_percentage
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@@ -1,3 +0,0 @@
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/disk_available_megabytes b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/disk_available_megabytes
deleted file mode 100644
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--- a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/disk_available_megabytes
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/disk_usage_megabytes b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/disk_usage_megabytes
deleted file mode 100644
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--- a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/disk_usage_megabytes
+++ /dev/null
@@ -1,3 +0,0 @@
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/disk_usage_percentage b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/disk_usage_percentage
deleted file mode 100644
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--- a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/disk_usage_percentage
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/gpu_0_memory_usage_megabytes b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/gpu_0_memory_usage_megabytes
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/gpu_0_memory_usage_percentage b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/gpu_0_memory_usage_percentage
deleted file mode 100644
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--- a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/gpu_0_memory_usage_percentage
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/gpu_0_utilization_percentage b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/gpu_0_utilization_percentage
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/network_receive_megabytes b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/network_receive_megabytes
deleted file mode 100644
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--- a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/network_receive_megabytes
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/network_transmit_megabytes b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/network_transmit_megabytes
deleted file mode 100644
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--- a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/network_transmit_megabytes
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/system_memory_usage_megabytes b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/system_memory_usage_megabytes
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/system_memory_usage_percentage b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/system/system_memory_usage_percentage
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/training_mean_absolute_error b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/training_mean_absolute_error
deleted file mode 100644
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deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/training_r2_score b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/training_r2_score
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/training_root_mean_squared_error b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/training_root_mean_squared_error
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/training_score b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/metrics/training_score
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/ccp_alpha b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/ccp_alpha
deleted file mode 100644
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\ No newline at end of file
diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/criterion b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/criterion
deleted file mode 100644
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\ No newline at end of file
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deleted file mode 100644
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\ No newline at end of file
diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/max_leaf_nodes b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/max_leaf_nodes
deleted file mode 100644
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deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/min_samples_leaf b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/min_samples_leaf
deleted file mode 100644
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\ No newline at end of file
diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/min_samples_split b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/min_samples_split
deleted file mode 100644
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\ No newline at end of file
diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/min_weight_fraction_leaf b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/min_weight_fraction_leaf
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/monotonic_cst b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/params/monotonic_cst
deleted file mode 100644
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deleted file mode 100644
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\ No newline at end of file
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/tags/estimator_class b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/tags/estimator_class
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diff --git a/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/tags/estimator_name b/mlruns/831635215727137506/de70a9dd17ef4edbb014ee8e5b14295b/tags/estimator_name
deleted file mode 100644
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deleted file mode 100644
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/cpu_utilization_percentage b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/cpu_utilization_percentage
deleted file mode 100644
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--- a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/cpu_utilization_percentage
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/disk_available_megabytes b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/disk_available_megabytes
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/disk_usage_megabytes b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/disk_usage_megabytes
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/disk_usage_percentage b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/disk_usage_percentage
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/gpu_0_memory_usage_megabytes b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/gpu_0_memory_usage_megabytes
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/gpu_0_memory_usage_percentage b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/gpu_0_memory_usage_percentage
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/gpu_0_utilization_percentage b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/gpu_0_utilization_percentage
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/network_receive_megabytes b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/network_receive_megabytes
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/network_transmit_megabytes b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/network_transmit_megabytes
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/system_memory_usage_megabytes b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/system_memory_usage_megabytes
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/system_memory_usage_percentage b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/system/system_memory_usage_percentage
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/training_mean_absolute_error b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/training_mean_absolute_error
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/training_mean_squared_error b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/training_mean_squared_error
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/training_r2_score b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/training_r2_score
deleted file mode 100644
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diff --git a/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/training_score b/mlruns/831635215727137506/fd9daff8346f4f7f95cb62d4c3d2b65b/metrics/training_score
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diff --git a/models/.gitkeep b/models/.gitkeep
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RandomForestRegressor(max_depth=34)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.