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sync random_forest config 0001

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  1. machine_learning/random_forest/2way/config_0001/config.json +18 -0
  2. machine_learning/random_forest/2way/config_0001/metrics.json +7 -0
  3. machine_learning/random_forest/2way/config_0001/model.pkl +3 -0
  4. machine_learning/random_forest/2way/config_0001/report.json +36 -0
  5. machine_learning/random_forest/3way/config_0001/config.json +18 -0
  6. machine_learning/random_forest/3way/config_0001/metrics.json +7 -0
  7. machine_learning/random_forest/3way/config_0001/model.pkl +3 -0
  8. machine_learning/random_forest/3way/config_0001/report.json +37 -0
  9. machine_learning/random_forest/5way/config_0001/config.json +18 -0
  10. machine_learning/random_forest/5way/config_0001/metrics.json +7 -0
  11. machine_learning/random_forest/5way/config_0001/model.pkl +3 -0
  12. machine_learning/random_forest/5way/config_0001/report.json +39 -0
  13. machine_learning/random_forest/best_config.json +36 -0
  14. machine_learning/random_forest/results.csv +4 -0
machine_learning/random_forest/2way/config_0001/config.json ADDED
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+ {
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+ "algorithm_name": "Random Forest",
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+ "algorithm_slug": "random_forest",
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+ "scheme": "2way",
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+ "config_index": 1,
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+ "n_classes": 2,
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+ "n_train": 9531,
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+ "n_test": 1273,
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+ "feature_dim": 3074,
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+ "embed_model": "text-embedding-3-small",
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+ "random_seed": 42,
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+ "class_weight": null,
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+ "max_features": "sqrt",
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+ "min_samples_leaf": 1,
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+ "min_samples_split": 2,
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+ "n_estimators": 200
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+ }
machine_learning/random_forest/2way/config_0001/metrics.json ADDED
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+ {
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+ "pearson_r": 0.312488402059281,
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+ "train_time_s": 42.705482482910156
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+ }
machine_learning/random_forest/2way/config_0001/model.pkl ADDED
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+ size 25020497
machine_learning/random_forest/2way/config_0001/report.json ADDED
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+ {
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+ "algorithm": "Random Forest",
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+ "scheme": "2way",
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+ "config_index": 1,
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+ "mlflow_run_id": "a126c11405824bcdb024ed92e6fdcd77",
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+ "model_logging_mode": "huggingface_pickle",
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+ "params": {
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+ "algorithm_name": "Random Forest",
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+ "algorithm_slug": "random_forest",
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+ "scheme": "2way",
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+ "config_index": 1,
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+ "n_classes": 2,
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+ "n_train": 9531,
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+ "n_test": 1273,
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+ "random_seed": 42,
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+ "min_samples_leaf": 1,
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+ "min_samples_split": 2,
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+ "n_estimators": 200
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+ "metrics": {
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+ "0": "correct",
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+ "1": "incorrect"
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+ }
machine_learning/random_forest/3way/config_0001/config.json ADDED
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+ {
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+ "algorithm_name": "Random Forest",
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+ "algorithm_slug": "random_forest",
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+ "scheme": "3way",
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+ "config_index": 1,
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+ "n_classes": 3,
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+ "n_train": 9531,
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+ "n_test": 1273,
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+ "feature_dim": 3074,
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+ "n_estimators": 200
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+ }
machine_learning/random_forest/3way/config_0001/metrics.json ADDED
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machine_learning/random_forest/3way/config_0001/model.pkl ADDED
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machine_learning/random_forest/3way/config_0001/report.json ADDED
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+ "mlflow_run_id": "9e2a94a36b6845e7bf8cd6db9a7b00c1",
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+ "model_logging_mode": "huggingface_pickle",
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+ "params": {
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+ "algorithm_name": "Random Forest",
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+ "algorithm_slug": "random_forest",
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+ "scheme": "3way",
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+ "n_train": 9531,
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+ "min_samples_leaf": 1,
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+ "n_estimators": 200
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+ "metrics": {
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+ "accuracy": 0.6017282010997643,
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+ "0": "correct",
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+ "1": "contradictory",
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+ "2": "incorrect"
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+ }
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+ }
machine_learning/random_forest/5way/config_0001/config.json ADDED
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+ {
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+ "algorithm_name": "Random Forest",
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+ "algorithm_slug": "random_forest",
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+ "scheme": "5way",
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+ "config_index": 1,
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+ "n_classes": 5,
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+ "n_estimators": 200
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+ }
machine_learning/random_forest/5way/config_0001/metrics.json ADDED
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+ {
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machine_learning/random_forest/5way/config_0001/model.pkl ADDED
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machine_learning/random_forest/5way/config_0001/report.json ADDED
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+ {
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+ "scheme": "5way",
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+ "model_logging_mode": "huggingface_pickle",
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+ "params": {
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+ "algorithm_name": "Random Forest",
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+ "algorithm_slug": "random_forest",
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+ "scheme": "5way",
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+ "config_index": 1,
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+ "4": "non_domain"
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+ }
machine_learning/random_forest/best_config.json ADDED
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+ {
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+ "algorithm": "Random Forest",
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+ "scheme": "2way",
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+ "config_index": 1,
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+ "mlflow_run_id": "a126c11405824bcdb024ed92e6fdcd77",
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+ "model_logging_mode": "huggingface_pickle",
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+ "params": {
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+ "algorithm_name": "Random Forest",
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+ "algorithm_slug": "random_forest",
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+ "scheme": "2way",
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+ "config_index": 1,
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+ "n_classes": 2,
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+ "0": "correct",
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+ "1": "incorrect"
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+ }
machine_learning/random_forest/results.csv ADDED
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+ algorithm,scheme,config_index,mlflow_run_id,model_logging_mode,class_weight,max_depth,max_features,min_samples_leaf,min_samples_split,n_estimators,accuracy,cohen_kappa,spearman_r,pearson_r,train_time_s
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+ Random Forest,5way,1,eb352d9d493f4266af7890a555be85a9,huggingface_pickle,,,sqrt,1,2,200,0.5428122545168892,0.2985688033787488,0.41100000957780275,0.40848719536406114,42.28361749649048
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+ Random Forest,3way,1,9e2a94a36b6845e7bf8cd6db9a7b00c1,huggingface_pickle,,,sqrt,1,2,200,0.6017282010997643,0.3669449681123824,0.47314668345888833,0.47224489523345975,41.56423211097717
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+ Random Forest,2way,1,a126c11405824bcdb024ed92e6fdcd77,huggingface_pickle,,,sqrt,1,2,200,0.6716417910447762,0.27292130102807677,0.3124884020592811,0.312488402059281,42.705482482910156