From aa81d4f3d0dcb9c58799d7bf63fd8fe61006bdce Mon Sep 17 00:00:00 2001
From: Marko Djordjevic <marko.homoludens@gmail.com>
Date: Sun, 15 Feb 2026 21:29:54 +0100
Subject: [PATCH] fix(ml): complete ML pipeline fixes and setup

- Fix CCI indicator to use HLC prices instead of close only
- Parse datetime column when loading enriched CSV
- Strip timezone from annotation timestamps
- Fix TA-Lib pattern names (CDL3WHITESOLDIERS, CDL3BLACKCROWS)
- Exclude programmatic label columns from training features
- Fix classification report to handle missing classes
- Update MLflow tracking to use localhost:5000
- Grant PostgreSQL permissions to ml_user

Pipeline now runs successfully end-to-end:
- Feature engineering: 2543 rows, 31 columns
- Annotation ingestion: 286 samples
- Training: 89.47% test accuracy with Random Forest
---
 .../ml/app/__pycache__/db.cpython-313.pyc     | Bin 4179 -> 4179 bytes
 services/ml/app/db.py                         |  19 ++--
 services/ml/config/pipeline.yaml              |   2 +-
 .../confusion_matrix.png/tmp5az2m9iu.png      | Bin 0 -> 56550 bytes
 .../feature_importance.png/tmphniyyo5n.png    | Bin 0 -> 80501 bytes
 .../artifacts/pipeline_config.yaml            |  97 ++++++++++++++++++
 .../meta.yaml                                 |  14 +++
 .../metrics/test_accuracy                     |   1 +
 .../metrics/test_f1_Bearish Engulfing         |   1 +
 .../metrics/test_f1_Bullish Engulfing         |   1 +
 .../metrics/test_f1_macro                     |   1 +
 .../metrics/test_f1_wedge_up                  |   1 +
 .../metrics/test_f1_weighted                  |   1 +
 .../metrics/test_precision_Bearish Engulfing  |   1 +
 .../metrics/test_precision_Bullish Engulfing  |   1 +
 .../metrics/test_precision_wedge_up           |   1 +
 .../metrics/test_recall_Bearish Engulfing     |   1 +
 .../metrics/test_recall_Bullish Engulfing     |   1 +
 .../metrics/test_recall_wedge_up              |   1 +
 .../metrics/val_accuracy                      |   1 +
 .../metrics/val_f1_macro                      |   1 +
 .../metrics/val_f1_weighted                   |   1 +
 .../params/class_weights                      |   1 +
 .../params/max_depth                          |   1 +
 .../params/min_samples_leaf                   |   1 +
 .../params/min_samples_split                  |   1 +
 .../params/model_type                         |   1 +
 .../params/n_classes                          |   1 +
 .../params/n_estimators                       |   1 +
 .../params/n_features                         |   1 +
 .../params/n_jobs                             |   1 +
 .../params/n_test_samples                     |   1 +
 .../params/n_train_samples                    |   1 +
 .../params/n_val_samples                      |   1 +
 .../params/random_state                       |   1 +
 .../params/split_method                       |   1 +
 .../params/test_split                         |   1 +
 .../params/train_samples_Bearish Engulfing    |   1 +
 .../params/train_samples_Bullish Engulfing    |   1 +
 .../params/train_samples_wedge_up             |   1 +
 .../params/validation_split                   |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../confusion_matrix.png/tmpa22xn2en.png      | Bin 0 -> 56550 bytes
 .../feature_importance.png/tmp80_5wtix.png    | Bin 0 -> 80501 bytes
 .../artifacts/pipeline_config.yaml            |  97 ++++++++++++++++++
 .../meta.yaml                                 |  14 +++
 .../metrics/test_accuracy                     |   1 +
 .../metrics/test_f1_Bearish Engulfing         |   1 +
 .../metrics/test_f1_Bullish Engulfing         |   1 +
 .../metrics/test_f1_macro                     |   1 +
 .../metrics/test_f1_wedge_up                  |   1 +
 .../metrics/test_f1_weighted                  |   1 +
 .../metrics/test_precision_Bearish Engulfing  |   1 +
 .../metrics/test_precision_Bullish Engulfing  |   1 +
 .../metrics/test_precision_wedge_up           |   1 +
 .../metrics/test_recall_Bearish Engulfing     |   1 +
 .../metrics/test_recall_Bullish Engulfing     |   1 +
 .../metrics/test_recall_wedge_up              |   1 +
 .../metrics/val_accuracy                      |   1 +
 .../metrics/val_f1_macro                      |   1 +
 .../metrics/val_f1_weighted                   |   1 +
 .../params/class_weights                      |   1 +
 .../params/max_depth                          |   1 +
 .../params/min_samples_leaf                   |   1 +
 .../params/min_samples_split                  |   1 +
 .../params/model_type                         |   1 +
 .../params/n_classes                          |   1 +
 .../params/n_estimators                       |   1 +
 .../params/n_features                         |   1 +
 .../params/n_jobs                             |   1 +
 .../params/n_test_samples                     |   1 +
 .../params/n_train_samples                    |   1 +
 .../params/n_val_samples                      |   1 +
 .../params/random_state                       |   1 +
 .../params/split_method                       |   1 +
 .../params/test_split                         |   1 +
 .../params/train_samples_Bearish Engulfing    |   1 +
 .../params/train_samples_Bullish Engulfing    |   1 +
 .../params/train_samples_wedge_up             |   1 +
 .../params/validation_split                   |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../confusion_matrix.png/tmp1a0q_2fc.png      | Bin 0 -> 56550 bytes
 .../feature_importance.png/tmpttglatge.png    | Bin 0 -> 80501 bytes
 .../artifacts/pipeline_config.yaml            |  97 ++++++++++++++++++
 .../meta.yaml                                 |  14 +++
 .../metrics/test_accuracy                     |   1 +
 .../metrics/test_f1_Bearish Engulfing         |   1 +
 .../metrics/test_f1_Bullish Engulfing         |   1 +
 .../metrics/test_f1_macro                     |   1 +
 .../metrics/test_f1_wedge_up                  |   1 +
 .../metrics/test_f1_weighted                  |   1 +
 .../metrics/test_precision_Bearish Engulfing  |   1 +
 .../metrics/test_precision_Bullish Engulfing  |   1 +
 .../metrics/test_precision_wedge_up           |   1 +
 .../metrics/test_recall_Bearish Engulfing     |   1 +
 .../metrics/test_recall_Bullish Engulfing     |   1 +
 .../metrics/test_recall_wedge_up              |   1 +
 .../metrics/val_accuracy                      |   1 +
 .../metrics/val_f1_macro                      |   1 +
 .../metrics/val_f1_weighted                   |   1 +
 .../params/class_weights                      |   1 +
 .../params/max_depth                          |   1 +
 .../params/min_samples_leaf                   |   1 +
 .../params/min_samples_split                  |   1 +
 .../params/model_type                         |   1 +
 .../params/n_classes                          |   1 +
 .../params/n_estimators                       |   1 +
 .../params/n_features                         |   1 +
 .../params/n_jobs                             |   1 +
 .../params/n_test_samples                     |   1 +
 .../params/n_train_samples                    |   1 +
 .../params/n_val_samples                      |   1 +
 .../params/random_state                       |   1 +
 .../params/split_method                       |   1 +
 .../params/test_split                         |   1 +
 .../params/train_samples_Bearish Engulfing    |   1 +
 .../params/train_samples_Bullish Engulfing    |   1 +
 .../params/train_samples_wedge_up             |   1 +
 .../params/validation_split                   |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../artifacts/pipeline_config.yaml            |  97 ++++++++++++++++++
 .../meta.yaml                                 |  14 +++
 .../params/class_weights                      |   1 +
 .../params/max_depth                          |   1 +
 .../params/min_samples_leaf                   |   1 +
 .../params/min_samples_split                  |   1 +
 .../params/model_type                         |   1 +
 .../params/n_classes                          |   1 +
 .../params/n_estimators                       |   1 +
 .../params/n_features                         |   1 +
 .../params/n_jobs                             |   1 +
 .../params/n_test_samples                     |   1 +
 .../params/n_train_samples                    |   1 +
 .../params/n_val_samples                      |   1 +
 .../params/random_state                       |   1 +
 .../params/split_method                       |   1 +
 .../params/test_split                         |   1 +
 .../params/train_samples_Bearish Engulfing    |   1 +
 .../params/train_samples_Bullish Engulfing    |   1 +
 .../params/train_samples_wedge_up             |   1 +
 .../params/validation_split                   |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../confusion_matrix.png/tmp4ccuhmhr.png      | Bin 0 -> 56550 bytes
 .../feature_importance.png/tmpqd1i23p8.png    | Bin 0 -> 80501 bytes
 .../artifacts/pipeline_config.yaml            |  97 ++++++++++++++++++
 .../meta.yaml                                 |  14 +++
 .../metrics/test_accuracy                     |   1 +
 .../metrics/test_f1_Bearish Engulfing         |   1 +
 .../metrics/test_f1_Bullish Engulfing         |   1 +
 .../metrics/test_f1_macro                     |   1 +
 .../metrics/test_f1_wedge_up                  |   1 +
 .../metrics/test_f1_weighted                  |   1 +
 .../metrics/test_precision_Bearish Engulfing  |   1 +
 .../metrics/test_precision_Bullish Engulfing  |   1 +
 .../metrics/test_precision_wedge_up           |   1 +
 .../metrics/test_recall_Bearish Engulfing     |   1 +
 .../metrics/test_recall_Bullish Engulfing     |   1 +
 .../metrics/test_recall_wedge_up              |   1 +
 .../metrics/val_accuracy                      |   1 +
 .../metrics/val_f1_macro                      |   1 +
 .../metrics/val_f1_weighted                   |   1 +
 .../params/class_weights                      |   1 +
 .../params/max_depth                          |   1 +
 .../params/min_samples_leaf                   |   1 +
 .../params/min_samples_split                  |   1 +
 .../params/model_type                         |   1 +
 .../params/n_classes                          |   1 +
 .../params/n_estimators                       |   1 +
 .../params/n_features                         |   1 +
 .../params/n_jobs                             |   1 +
 .../params/n_test_samples                     |   1 +
 .../params/n_train_samples                    |   1 +
 .../params/n_val_samples                      |   1 +
 .../params/random_state                       |   1 +
 .../params/split_method                       |   1 +
 .../params/test_split                         |   1 +
 .../params/train_samples_Bearish Engulfing    |   1 +
 .../params/train_samples_Bullish Engulfing    |   1 +
 .../params/train_samples_wedge_up             |   1 +
 .../params/validation_split                   |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../artifacts/pipeline_config.yaml            |  97 ++++++++++++++++++
 .../meta.yaml                                 |  14 +++
 .../params/class_weights                      |   1 +
 .../params/max_depth                          |   1 +
 .../params/min_samples_leaf                   |   1 +
 .../params/min_samples_split                  |   1 +
 .../params/model_type                         |   1 +
 .../params/n_classes                          |   1 +
 .../params/n_estimators                       |   1 +
 .../params/n_features                         |   1 +
 .../params/n_jobs                             |   1 +
 .../params/n_test_samples                     |   1 +
 .../params/n_train_samples                    |   1 +
 .../params/n_val_samples                      |   1 +
 .../params/random_state                       |   1 +
 .../params/split_method                       |   1 +
 .../params/test_split                         |   1 +
 .../params/train_samples_Bearish Engulfing    |   1 +
 .../params/train_samples_Bullish Engulfing    |   1 +
 .../params/train_samples_wedge_up             |   1 +
 .../params/validation_split                   |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../artifacts/classification_report.txt       |   8 ++
 .../confusion_matrix.png/tmpbbc48imo.png      | Bin 0 -> 56550 bytes
 .../feature_importance.png/tmpdroih9cw.png    | Bin 0 -> 80501 bytes
 .../artifacts/pipeline_config.yaml            |  97 ++++++++++++++++++
 .../meta.yaml                                 |  14 +++
 .../metrics/test_accuracy                     |   2 +
 .../metrics/test_f1_Bearish Engulfing         |   2 +
 .../metrics/test_f1_Bullish Engulfing         |   2 +
 .../metrics/test_f1_macro                     |   2 +
 .../metrics/test_f1_wedge_up                  |   2 +
 .../metrics/test_f1_weighted                  |   2 +
 .../metrics/test_precision_Bearish Engulfing  |   2 +
 .../metrics/test_precision_Bullish Engulfing  |   2 +
 .../metrics/test_precision_wedge_up           |   2 +
 .../metrics/test_recall_Bearish Engulfing     |   2 +
 .../metrics/test_recall_Bullish Engulfing     |   2 +
 .../metrics/test_recall_wedge_up              |   2 +
 .../metrics/val_accuracy                      |   2 +
 .../metrics/val_f1_macro                      |   2 +
 .../metrics/val_f1_weighted                   |   2 +
 .../meta.yaml                                 |   6 ++
 .../params/class_weights                      |   1 +
 .../params/max_depth                          |   1 +
 .../params/min_samples_leaf                   |   1 +
 .../params/min_samples_split                  |   1 +
 .../params/model_type                         |   1 +
 .../params/n_classes                          |   1 +
 .../params/n_estimators                       |   1 +
 .../params/n_features                         |   1 +
 .../params/n_jobs                             |   1 +
 .../params/n_test_samples                     |   1 +
 .../params/n_train_samples                    |   1 +
 .../params/n_val_samples                      |   1 +
 .../params/random_state                       |   1 +
 .../params/split_method                       |   1 +
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 .../params/train_samples_Bearish Engulfing    |   1 +
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 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../artifacts/pipeline_config.yaml            |  97 ++++++++++++++++++
 .../meta.yaml                                 |  14 +++
 .../params/class_weights                      |   1 +
 .../params/max_depth                          |   1 +
 .../params/min_samples_leaf                   |   1 +
 .../params/min_samples_split                  |   1 +
 .../params/model_type                         |   1 +
 .../params/n_classes                          |   1 +
 .../params/n_estimators                       |   1 +
 .../params/n_features                         |   1 +
 .../params/n_jobs                             |   1 +
 .../params/n_test_samples                     |   1 +
 .../params/n_train_samples                    |   1 +
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 .../params/random_state                       |   1 +
 .../params/split_method                       |   1 +
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 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
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 .../tags/mlflow.user                          |   1 +
 .../ml/mlruns/358560345319124639/meta.yaml    |   6 ++
 .../artifacts/MLmodel                         |  23 +++++
 .../artifacts/conda.yaml                      |  15 +++
 .../artifacts/model.pkl                       | Bin 0 -> 793682 bytes
 .../artifacts/python_env.yaml                 |   7 ++
 .../artifacts/requirements.txt                |   8 ++
 .../meta.yaml                                 |  10 ++
 .../metrics/test_accuracy                     |   1 +
 .../metrics/test_f1_Bearish Engulfing         |   1 +
 .../metrics/test_f1_Bullish Engulfing         |   1 +
 .../metrics/test_f1_macro                     |   1 +
 .../metrics/test_f1_wedge_up                  |   1 +
 .../metrics/test_f1_weighted                  |   1 +
 .../metrics/test_precision_Bearish Engulfing  |   1 +
 .../metrics/test_precision_Bullish Engulfing  |   1 +
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 .../metrics/test_recall_Bearish Engulfing     |   1 +
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 .../metrics/val_accuracy                      |   1 +
 .../metrics/val_f1_macro                      |   1 +
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 .../params/class_weights                      |   1 +
 .../params/max_depth                          |   1 +
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 .../params/random_state                       |   1 +
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 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
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 services/ml/models/best_model.pkl             | Bin 0 -> 812659 bytes
 .../__pycache__/evaluation.cpython-313.pyc    | Bin 7663 -> 8345 bytes
 .../__pycache__/train.cpython-313.pyc         | Bin 18487 -> 18608 bytes
 services/ml/training/evaluation.py            |  21 +++-
 services/ml/training/train.py                 |   5 +-
 348 files changed, 1327 insertions(+), 11 deletions(-)
 create mode 100644 services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/artifacts/confusion_matrix.png/tmp5az2m9iu.png
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 create mode 100644 services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/validation_split
 create mode 100644 services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/tags/mlflow.source.git.commit
 create mode 100644 services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/tags/mlflow.source.name
 create mode 100644 services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/tags/mlflow.source.type
 create mode 100644 services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/tags/mlflow.user
 create mode 100644 services/ml/models/best_model.pkl

diff --git a/services/ml/app/__pycache__/db.cpython-313.pyc b/services/ml/app/__pycache__/db.cpython-313.pyc
index 311253df79514b8981ceb3d8ee8280b112ce021a..723ba9025c86b6848ffa37b2b2ed845bf1c27531 100644
GIT binary patch
delta 70
zcmcbta9M%(GcPX}0}ve7nv~hRk#{32qv7WLtalh09XHQm4`u}NK5(31WOUuUlj{*9
ZqwnT9JY9^8$(z;rEEpMuCMWQJ1^^;p7G?kd

delta 70
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diff --git a/services/ml/app/db.py b/services/ml/app/db.py
index d4b5225..f442c39 100644
--- a/services/ml/app/db.py
+++ b/services/ml/app/db.py
@@ -15,6 +15,11 @@ from sqlalchemy.orm import sessionmaker, Session
 from sqlalchemy.sql import func
 
 
+# CREATE DATABASE ml_service;
+# CREATE USER ml_user WITH ENCRYPTED PASSWORD 'ml_password';
+# GRANT ALL PRIVILEGES ON DATABASE ml_service TO ml_user;
+
+
 # Database connection configuration from environment
 DATABASE_URL = os.getenv(
     "DATABASE_URL",
@@ -43,9 +48,9 @@ Base = declarative_base()
 # Training runs model
 class TrainingRun(Base):
     """Model for tracking ML training runs."""
-    
+
     __tablename__ = "training_runs"
-    
+
     id = Column(Integer, primary_key=True, index=True)
     run_id = Column(String(255), unique=True, nullable=False, index=True)
     model_type = Column(String(100), nullable=False)
@@ -56,7 +61,7 @@ class TrainingRun(Base):
     status = Column(String(50), nullable=False, default="running", index=True)
     created_at = Column(DateTime(timezone=True), server_default=func.now(), index=True)
     completed_at = Column(DateTime(timezone=True))
-    
+
     def __repr__(self):
         return f"<TrainingRun(run_id='{self.run_id}', status='{self.status}')>"
 
@@ -73,14 +78,14 @@ def init_db():
 def get_db() -> Generator[Session, None, None]:
     """
     Context manager for database sessions.
-    
+
     Usage:
         with get_db() as db:
             # Use db session here
             training_run = TrainingRun(run_id="123", ...)
             db.add(training_run)
             db.commit()
-    
+
     Yields:
         Database session
     """
@@ -94,12 +99,12 @@ def get_db() -> Generator[Session, None, None]:
 def get_db_session() -> Session:
     """
     Get a database session (for dependency injection).
-    
+
     Usage with FastAPI:
         @app.get("/")
         def endpoint(db: Session = Depends(get_db_session)):
             # Use db here
-    
+
     Returns:
         Database session (caller must close it)
     """
diff --git a/services/ml/config/pipeline.yaml b/services/ml/config/pipeline.yaml
index 918d7b8..c97fab0 100644
--- a/services/ml/config/pipeline.yaml
+++ b/services/ml/config/pipeline.yaml
@@ -127,7 +127,7 @@ stages:
     
     # MLflow settings
     mlflow:
-      tracking_uri: "http://mlflow:5000"
+      tracking_uri: "http://localhost:5000"
       experiment_name: "candlestick_patterns"
       log_artifacts: true
       register_model: false  # Set to true to register in model registry
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/artifacts/confusion_matrix.png/tmp5az2m9iu.png b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/artifacts/confusion_matrix.png/tmp5az2m9iu.png
new file mode 100644
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diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/artifacts/pipeline_config.yaml b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/artifacts/pipeline_config.yaml
new file mode 100644
index 0000000..3575af3
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/artifacts/pipeline_config.yaml
@@ -0,0 +1,97 @@
+data:
+  annotations_path: data/annotations/export.json
+  enriched_path: data/enriched/features.csv
+  labeled_path: data/labeled/dataset.csv
+  raw_path: data/raw/OHLCV.csv
+stages:
+  annotation_ingestion:
+    context_padding: 20
+    enabled: true
+    label_encoding: window
+    merge_strategy: human_priority
+    min_confidence: 1
+    programmatic_labels:
+      enabled: true
+      talib_patterns:
+      - CDLENGULFING
+      - CDLHAMMER
+      - CDLINVERTEDHAMMER
+      - CDLSHOOTINGSTAR
+      - CDLDOJI
+      - CDLDOJISTAR
+      - CDLMORNINGSTAR
+      - CDLEVENINGSTAR
+      - CDLHARAMI
+      - CDLPIERCING
+      - CDLDARKCLOUDCOVER
+      - CDL3WHITESOLDIERS
+      - CDL3BLACKCROWS
+    window_size: 30
+  feature_engineering:
+    candle_features: true
+    custom_features: []
+    enabled: true
+    talib_indicators:
+    - name: RSI
+      params:
+        timeperiod: 14
+    - name: EMA
+      params:
+        timeperiod: 20
+    - name: EMA
+      params:
+        timeperiod: 50
+    - name: MACD
+      params:
+        fastperiod: 12
+        signalperiod: 9
+        slowperiod: 26
+    - name: BBANDS
+      params:
+        nbdevdn: 2
+        nbdevup: 2
+        timeperiod: 20
+    - name: ATR
+      params:
+        timeperiod: 14
+    - name: ADX
+      params:
+        timeperiod: 14
+    - name: CCI
+      params:
+        timeperiod: 14
+    - name: MFI
+      params:
+        timeperiod: 14
+    - name: STOCH
+      params:
+        fastk_period: 14
+        slowd_period: 3
+        slowk_period: 3
+  inference:
+    batch_size: 1000
+    enabled: true
+    local_model_path: models/best_model.pkl
+    mlflow_model_name: candlestick_pattern_v1
+    mlflow_model_stage: Production
+    model_source: local
+    use_training_config: true
+  training:
+    class_weights: balanced
+    enabled: true
+    hyperparameters:
+      max_depth: 15
+      min_samples_leaf: 2
+      min_samples_split: 5
+      n_estimators: 200
+      n_jobs: -1
+      random_state: 42
+    mlflow:
+      experiment_name: candlestick_patterns
+      log_artifacts: true
+      register_model: false
+      tracking_uri: http://localhost:5000
+    model_type: random_forest
+    split_method: temporal
+    test_split: 0.2
+    validation_split: 0.1
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/meta.yaml b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/meta.yaml
new file mode 100644
index 0000000..b181ac0
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/meta.yaml
@@ -0,0 +1,14 @@
+artifact_uri: file:///home/homoludens/projekti/bitcon/candle_annotator/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/artifacts
+end_time: 1771187325601
+entry_point_name: ''
+experiment_id: '358560345319124639'
+lifecycle_stage: active
+run_id: 0114b8ddfb2a45dabcb10e9836872de0
+run_name: abundant-crane-122
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1771187322888
+status: 4
+tags: []
+user_id: homoludens
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_accuracy b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_accuracy
new file mode 100644
index 0000000..35c8656
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_accuracy
@@ -0,0 +1 @@
+1771187324134 0.8947368421052632 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_Bearish Engulfing b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_Bearish Engulfing
new file mode 100644
index 0000000..5d69ac7
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187324195 0.8928571428571429 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_Bullish Engulfing b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_Bullish Engulfing
new file mode 100644
index 0000000..4c0021a
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187324229 0.896551724137931 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_macro b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_macro
new file mode 100644
index 0000000..de9d25b
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_macro
@@ -0,0 +1 @@
+1771187324147 0.8947044334975369 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_wedge_up b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_wedge_up
new file mode 100644
index 0000000..dfd264d
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_wedge_up
@@ -0,0 +1 @@
+1771187324267 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_weighted b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_weighted
new file mode 100644
index 0000000..24027a3
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_f1_weighted
@@ -0,0 +1 @@
+1771187324158 0.8949312937516204 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_precision_Bearish Engulfing b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_precision_Bearish Engulfing
new file mode 100644
index 0000000..0f66c00
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_precision_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187324176 0.8064516129032258 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_precision_Bullish Engulfing b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_precision_Bullish Engulfing
new file mode 100644
index 0000000..f45d85a
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_precision_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187324206 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_precision_wedge_up b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_precision_wedge_up
new file mode 100644
index 0000000..4007ac9
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_precision_wedge_up
@@ -0,0 +1 @@
+1771187324241 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_recall_Bearish Engulfing b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_recall_Bearish Engulfing
new file mode 100644
index 0000000..0360bae
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_recall_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187324185 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_recall_Bullish Engulfing b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_recall_Bullish Engulfing
new file mode 100644
index 0000000..701ac37
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_recall_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187324217 0.8125 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_recall_wedge_up b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_recall_wedge_up
new file mode 100644
index 0000000..dc56af1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/test_recall_wedge_up
@@ -0,0 +1 @@
+1771187324252 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/val_accuracy b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/val_accuracy
new file mode 100644
index 0000000..8c1bc31
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/val_accuracy
@@ -0,0 +1 @@
+1771187323996 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/val_f1_macro b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/val_f1_macro
new file mode 100644
index 0000000..f0ee557
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/val_f1_macro
@@ -0,0 +1 @@
+1771187324007 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/val_f1_weighted b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/val_f1_weighted
new file mode 100644
index 0000000..61fed35
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/metrics/val_f1_weighted
@@ -0,0 +1 @@
+1771187324018 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/class_weights b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/class_weights
new file mode 100644
index 0000000..8ad57f6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/class_weights
@@ -0,0 +1 @@
+balanced
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/max_depth b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/max_depth
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/max_depth
@@ -0,0 +1 @@
+15
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/min_samples_leaf b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/min_samples_leaf
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/min_samples_leaf
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/min_samples_split b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/min_samples_split
new file mode 100644
index 0000000..7813681
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/min_samples_split
@@ -0,0 +1 @@
+5
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/model_type b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/model_type
new file mode 100644
index 0000000..7cd13db
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/model_type
@@ -0,0 +1 @@
+random_forest
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_classes b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_classes
new file mode 100644
index 0000000..e440e5c
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_classes
@@ -0,0 +1 @@
+3
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_estimators b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_estimators
new file mode 100644
index 0000000..ae4ee13
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_estimators
@@ -0,0 +1 @@
+200
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_features b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_features
new file mode 100644
index 0000000..c940de6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_features
@@ -0,0 +1 @@
+2820
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_jobs b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_jobs
new file mode 100644
index 0000000..d7d17fc
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_jobs
@@ -0,0 +1 @@
+-1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_test_samples b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_test_samples
new file mode 100644
index 0000000..f0b5c72
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_test_samples
@@ -0,0 +1 @@
+57
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_train_samples b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_train_samples
new file mode 100644
index 0000000..bea0d09
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_train_samples
@@ -0,0 +1 @@
+207
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_val_samples b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_val_samples
new file mode 100644
index 0000000..8fdd954
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/n_val_samples
@@ -0,0 +1 @@
+22
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/random_state b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/random_state
new file mode 100644
index 0000000..f70d7bb
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/random_state
@@ -0,0 +1 @@
+42
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/split_method b/services/ml/mlruns/358560345319124639/0114b8ddfb2a45dabcb10e9836872de0/params/split_method
new file mode 100644
index 0000000..c229744
--- /dev/null
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new file mode 100644
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diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/artifacts/pipeline_config.yaml b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/artifacts/pipeline_config.yaml
new file mode 100644
index 0000000..3575af3
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/artifacts/pipeline_config.yaml
@@ -0,0 +1,97 @@
+data:
+  annotations_path: data/annotations/export.json
+  enriched_path: data/enriched/features.csv
+  labeled_path: data/labeled/dataset.csv
+  raw_path: data/raw/OHLCV.csv
+stages:
+  annotation_ingestion:
+    context_padding: 20
+    enabled: true
+    label_encoding: window
+    merge_strategy: human_priority
+    min_confidence: 1
+    programmatic_labels:
+      enabled: true
+      talib_patterns:
+      - CDLENGULFING
+      - CDLHAMMER
+      - CDLINVERTEDHAMMER
+      - CDLSHOOTINGSTAR
+      - CDLDOJI
+      - CDLDOJISTAR
+      - CDLMORNINGSTAR
+      - CDLEVENINGSTAR
+      - CDLHARAMI
+      - CDLPIERCING
+      - CDLDARKCLOUDCOVER
+      - CDL3WHITESOLDIERS
+      - CDL3BLACKCROWS
+    window_size: 30
+  feature_engineering:
+    candle_features: true
+    custom_features: []
+    enabled: true
+    talib_indicators:
+    - name: RSI
+      params:
+        timeperiod: 14
+    - name: EMA
+      params:
+        timeperiod: 20
+    - name: EMA
+      params:
+        timeperiod: 50
+    - name: MACD
+      params:
+        fastperiod: 12
+        signalperiod: 9
+        slowperiod: 26
+    - name: BBANDS
+      params:
+        nbdevdn: 2
+        nbdevup: 2
+        timeperiod: 20
+    - name: ATR
+      params:
+        timeperiod: 14
+    - name: ADX
+      params:
+        timeperiod: 14
+    - name: CCI
+      params:
+        timeperiod: 14
+    - name: MFI
+      params:
+        timeperiod: 14
+    - name: STOCH
+      params:
+        fastk_period: 14
+        slowd_period: 3
+        slowk_period: 3
+  inference:
+    batch_size: 1000
+    enabled: true
+    local_model_path: models/best_model.pkl
+    mlflow_model_name: candlestick_pattern_v1
+    mlflow_model_stage: Production
+    model_source: local
+    use_training_config: true
+  training:
+    class_weights: balanced
+    enabled: true
+    hyperparameters:
+      max_depth: 15
+      min_samples_leaf: 2
+      min_samples_split: 5
+      n_estimators: 200
+      n_jobs: -1
+      random_state: 42
+    mlflow:
+      experiment_name: candlestick_patterns
+      log_artifacts: true
+      register_model: false
+      tracking_uri: http://localhost:5000
+    model_type: random_forest
+    split_method: temporal
+    test_split: 0.2
+    validation_split: 0.1
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/meta.yaml b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/meta.yaml
new file mode 100644
index 0000000..143a200
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/meta.yaml
@@ -0,0 +1,14 @@
+artifact_uri: file:///home/homoludens/projekti/bitcon/candle_annotator/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/artifacts
+end_time: 1771187348138
+entry_point_name: ''
+experiment_id: '358560345319124639'
+lifecycle_stage: active
+run_id: 26c245a4e6dc45e8b11e617e5702be1a
+run_name: bald-bear-921
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1771187345480
+status: 4
+tags: []
+user_id: homoludens
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_accuracy b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_accuracy
new file mode 100644
index 0000000..bed8a1e
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_accuracy
@@ -0,0 +1 @@
+1771187346671 0.8947368421052632 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_Bearish Engulfing b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_Bearish Engulfing
new file mode 100644
index 0000000..e1f99a3
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187346744 0.8928571428571429 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_Bullish Engulfing b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_Bullish Engulfing
new file mode 100644
index 0000000..964b7a8
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187346777 0.896551724137931 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_macro b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_macro
new file mode 100644
index 0000000..13af5b2
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_macro
@@ -0,0 +1 @@
+1771187346686 0.8947044334975369 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_wedge_up b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_wedge_up
new file mode 100644
index 0000000..2cf443a
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_wedge_up
@@ -0,0 +1 @@
+1771187346814 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_weighted b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_weighted
new file mode 100644
index 0000000..291180d
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_f1_weighted
@@ -0,0 +1 @@
+1771187346702 0.8949312937516204 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_precision_Bearish Engulfing b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_precision_Bearish Engulfing
new file mode 100644
index 0000000..04d6a98
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_precision_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187346722 0.8064516129032258 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_precision_Bullish Engulfing b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_precision_Bullish Engulfing
new file mode 100644
index 0000000..a8adc19
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_precision_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187346754 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_precision_wedge_up b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_precision_wedge_up
new file mode 100644
index 0000000..079bf7e
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_precision_wedge_up
@@ -0,0 +1 @@
+1771187346786 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_recall_Bearish Engulfing b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_recall_Bearish Engulfing
new file mode 100644
index 0000000..0f6e124
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_recall_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187346733 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_recall_Bullish Engulfing b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_recall_Bullish Engulfing
new file mode 100644
index 0000000..c99f96e
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_recall_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187346766 0.8125 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_recall_wedge_up b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_recall_wedge_up
new file mode 100644
index 0000000..964fc76
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/test_recall_wedge_up
@@ -0,0 +1 @@
+1771187346801 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/val_accuracy b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/val_accuracy
new file mode 100644
index 0000000..1add8e1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/val_accuracy
@@ -0,0 +1 @@
+1771187346550 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/val_f1_macro b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/val_f1_macro
new file mode 100644
index 0000000..0083734
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/val_f1_macro
@@ -0,0 +1 @@
+1771187346559 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/val_f1_weighted b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/val_f1_weighted
new file mode 100644
index 0000000..6cccff1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/metrics/val_f1_weighted
@@ -0,0 +1 @@
+1771187346568 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/class_weights b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/class_weights
new file mode 100644
index 0000000..8ad57f6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/class_weights
@@ -0,0 +1 @@
+balanced
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/max_depth b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/max_depth
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/max_depth
@@ -0,0 +1 @@
+15
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/min_samples_leaf b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/min_samples_leaf
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/min_samples_leaf
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/min_samples_split b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/min_samples_split
new file mode 100644
index 0000000..7813681
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/min_samples_split
@@ -0,0 +1 @@
+5
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/model_type b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/model_type
new file mode 100644
index 0000000..7cd13db
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/model_type
@@ -0,0 +1 @@
+random_forest
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_classes b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_classes
new file mode 100644
index 0000000..e440e5c
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_classes
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\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_estimators b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_estimators
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_features b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_features
new file mode 100644
index 0000000..c940de6
--- /dev/null
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\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_jobs b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_jobs
new file mode 100644
index 0000000..d7d17fc
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_jobs
@@ -0,0 +1 @@
+-1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_test_samples b/services/ml/mlruns/358560345319124639/26c245a4e6dc45e8b11e617e5702be1a/params/n_test_samples
new file mode 100644
index 0000000..f0b5c72
--- /dev/null
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new file mode 100644
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diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/artifacts/pipeline_config.yaml b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/artifacts/pipeline_config.yaml
new file mode 100644
index 0000000..3575af3
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/artifacts/pipeline_config.yaml
@@ -0,0 +1,97 @@
+data:
+  annotations_path: data/annotations/export.json
+  enriched_path: data/enriched/features.csv
+  labeled_path: data/labeled/dataset.csv
+  raw_path: data/raw/OHLCV.csv
+stages:
+  annotation_ingestion:
+    context_padding: 20
+    enabled: true
+    label_encoding: window
+    merge_strategy: human_priority
+    min_confidence: 1
+    programmatic_labels:
+      enabled: true
+      talib_patterns:
+      - CDLENGULFING
+      - CDLHAMMER
+      - CDLINVERTEDHAMMER
+      - CDLSHOOTINGSTAR
+      - CDLDOJI
+      - CDLDOJISTAR
+      - CDLMORNINGSTAR
+      - CDLEVENINGSTAR
+      - CDLHARAMI
+      - CDLPIERCING
+      - CDLDARKCLOUDCOVER
+      - CDL3WHITESOLDIERS
+      - CDL3BLACKCROWS
+    window_size: 30
+  feature_engineering:
+    candle_features: true
+    custom_features: []
+    enabled: true
+    talib_indicators:
+    - name: RSI
+      params:
+        timeperiod: 14
+    - name: EMA
+      params:
+        timeperiod: 20
+    - name: EMA
+      params:
+        timeperiod: 50
+    - name: MACD
+      params:
+        fastperiod: 12
+        signalperiod: 9
+        slowperiod: 26
+    - name: BBANDS
+      params:
+        nbdevdn: 2
+        nbdevup: 2
+        timeperiod: 20
+    - name: ATR
+      params:
+        timeperiod: 14
+    - name: ADX
+      params:
+        timeperiod: 14
+    - name: CCI
+      params:
+        timeperiod: 14
+    - name: MFI
+      params:
+        timeperiod: 14
+    - name: STOCH
+      params:
+        fastk_period: 14
+        slowd_period: 3
+        slowk_period: 3
+  inference:
+    batch_size: 1000
+    enabled: true
+    local_model_path: models/best_model.pkl
+    mlflow_model_name: candlestick_pattern_v1
+    mlflow_model_stage: Production
+    model_source: local
+    use_training_config: true
+  training:
+    class_weights: balanced
+    enabled: true
+    hyperparameters:
+      max_depth: 15
+      min_samples_leaf: 2
+      min_samples_split: 5
+      n_estimators: 200
+      n_jobs: -1
+      random_state: 42
+    mlflow:
+      experiment_name: candlestick_patterns
+      log_artifacts: true
+      register_model: false
+      tracking_uri: http://localhost:5000
+    model_type: random_forest
+    split_method: temporal
+    test_split: 0.2
+    validation_split: 0.1
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/meta.yaml b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/meta.yaml
new file mode 100644
index 0000000..438d466
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/meta.yaml
@@ -0,0 +1,14 @@
+artifact_uri: file:///home/homoludens/projekti/bitcon/candle_annotator/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/artifacts
+end_time: 1771187283377
+entry_point_name: ''
+experiment_id: '358560345319124639'
+lifecycle_stage: active
+run_id: 808c2e97d90c40feb8d35a7e348c8e4c
+run_name: carefree-sheep-418
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1771187280389
+status: 4
+tags: []
+user_id: homoludens
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_accuracy b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_accuracy
new file mode 100644
index 0000000..ab04e2e
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_accuracy
@@ -0,0 +1 @@
+1771187281809 0.8947368421052632 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_Bearish Engulfing b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_Bearish Engulfing
new file mode 100644
index 0000000..5a3807f
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187281869 0.8928571428571429 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_Bullish Engulfing b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_Bullish Engulfing
new file mode 100644
index 0000000..d82490d
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187281896 0.896551724137931 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_macro b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_macro
new file mode 100644
index 0000000..0e0ad2f
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_macro
@@ -0,0 +1 @@
+1771187281826 0.8947044334975369 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_wedge_up b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_wedge_up
new file mode 100644
index 0000000..ad5b271
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_wedge_up
@@ -0,0 +1 @@
+1771187281930 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_weighted b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_weighted
new file mode 100644
index 0000000..ccd25e5
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_f1_weighted
@@ -0,0 +1 @@
+1771187281836 0.8949312937516204 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_precision_Bearish Engulfing b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_precision_Bearish Engulfing
new file mode 100644
index 0000000..590ac2b
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_precision_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187281852 0.8064516129032258 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_precision_Bullish Engulfing b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_precision_Bullish Engulfing
new file mode 100644
index 0000000..0cd8974
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_precision_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187281878 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_precision_wedge_up b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_precision_wedge_up
new file mode 100644
index 0000000..b71b64b
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_precision_wedge_up
@@ -0,0 +1 @@
+1771187281904 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_recall_Bearish Engulfing b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_recall_Bearish Engulfing
new file mode 100644
index 0000000..e3b5db1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_recall_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187281860 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_recall_Bullish Engulfing b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_recall_Bullish Engulfing
new file mode 100644
index 0000000..d1d93c7
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_recall_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187281888 0.8125 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_recall_wedge_up b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_recall_wedge_up
new file mode 100644
index 0000000..d94cba3
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/test_recall_wedge_up
@@ -0,0 +1 @@
+1771187281914 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/val_accuracy b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/val_accuracy
new file mode 100644
index 0000000..409852f
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/val_accuracy
@@ -0,0 +1 @@
+1771187281663 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/val_f1_macro b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/val_f1_macro
new file mode 100644
index 0000000..6242499
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/val_f1_macro
@@ -0,0 +1 @@
+1771187281674 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/val_f1_weighted b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/val_f1_weighted
new file mode 100644
index 0000000..5ee873d
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/metrics/val_f1_weighted
@@ -0,0 +1 @@
+1771187281682 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/class_weights b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/class_weights
new file mode 100644
index 0000000..8ad57f6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/class_weights
@@ -0,0 +1 @@
+balanced
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/max_depth b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/max_depth
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/max_depth
@@ -0,0 +1 @@
+15
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/min_samples_leaf b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/min_samples_leaf
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/min_samples_leaf
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/min_samples_split b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/min_samples_split
new file mode 100644
index 0000000..7813681
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/min_samples_split
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+5
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/model_type b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/model_type
new file mode 100644
index 0000000..7cd13db
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/model_type
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\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_classes b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_classes
new file mode 100644
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@@ -0,0 +1 @@
+3
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_estimators b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_estimators
new file mode 100644
index 0000000..ae4ee13
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_estimators
@@ -0,0 +1 @@
+200
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_features b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_features
new file mode 100644
index 0000000..c940de6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_features
@@ -0,0 +1 @@
+2820
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_jobs b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_jobs
new file mode 100644
index 0000000..d7d17fc
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_jobs
@@ -0,0 +1 @@
+-1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_test_samples b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_test_samples
new file mode 100644
index 0000000..f0b5c72
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_test_samples
@@ -0,0 +1 @@
+57
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_train_samples b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_train_samples
new file mode 100644
index 0000000..bea0d09
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_train_samples
@@ -0,0 +1 @@
+207
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_val_samples b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_val_samples
new file mode 100644
index 0000000..8fdd954
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/n_val_samples
@@ -0,0 +1 @@
+22
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/random_state b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/random_state
new file mode 100644
index 0000000..f70d7bb
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/random_state
@@ -0,0 +1 @@
+42
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/split_method b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/split_method
new file mode 100644
index 0000000..c229744
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/split_method
@@ -0,0 +1 @@
+temporal
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/test_split b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/test_split
new file mode 100644
index 0000000..2f45361
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/test_split
@@ -0,0 +1 @@
+0.2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/train_samples_Bearish Engulfing b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/train_samples_Bearish Engulfing
new file mode 100644
index 0000000..5a396e2
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/train_samples_Bearish Engulfing	
@@ -0,0 +1 @@
+121
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/train_samples_Bullish Engulfing b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/train_samples_Bullish Engulfing
new file mode 100644
index 0000000..3ca9062
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/train_samples_Bullish Engulfing	
@@ -0,0 +1 @@
+84
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/train_samples_wedge_up b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/train_samples_wedge_up
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/train_samples_wedge_up
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/validation_split b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/validation_split
new file mode 100644
index 0000000..ceab6e1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/params/validation_split
@@ -0,0 +1 @@
+0.1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.runName b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.runName
new file mode 100644
index 0000000..4e42a0c
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.runName
@@ -0,0 +1 @@
+carefree-sheep-418
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.source.git.commit b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..2e2a602
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
+ceb4103ec4eefe0f0b6444db2bab6efbe6526f5e
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.source.name b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.source.name
new file mode 100644
index 0000000..f63f773
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.source.name
@@ -0,0 +1 @@
+pipeline.py
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.source.type b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.source.type
new file mode 100644
index 0000000..0c2c1fe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.user b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.user
new file mode 100644
index 0000000..caf9b0f
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/808c2e97d90c40feb8d35a7e348c8e4c/tags/mlflow.user
@@ -0,0 +1 @@
+homoludens
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/artifacts/pipeline_config.yaml b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/artifacts/pipeline_config.yaml
new file mode 100644
index 0000000..3575af3
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/artifacts/pipeline_config.yaml
@@ -0,0 +1,97 @@
+data:
+  annotations_path: data/annotations/export.json
+  enriched_path: data/enriched/features.csv
+  labeled_path: data/labeled/dataset.csv
+  raw_path: data/raw/OHLCV.csv
+stages:
+  annotation_ingestion:
+    context_padding: 20
+    enabled: true
+    label_encoding: window
+    merge_strategy: human_priority
+    min_confidence: 1
+    programmatic_labels:
+      enabled: true
+      talib_patterns:
+      - CDLENGULFING
+      - CDLHAMMER
+      - CDLINVERTEDHAMMER
+      - CDLSHOOTINGSTAR
+      - CDLDOJI
+      - CDLDOJISTAR
+      - CDLMORNINGSTAR
+      - CDLEVENINGSTAR
+      - CDLHARAMI
+      - CDLPIERCING
+      - CDLDARKCLOUDCOVER
+      - CDL3WHITESOLDIERS
+      - CDL3BLACKCROWS
+    window_size: 30
+  feature_engineering:
+    candle_features: true
+    custom_features: []
+    enabled: true
+    talib_indicators:
+    - name: RSI
+      params:
+        timeperiod: 14
+    - name: EMA
+      params:
+        timeperiod: 20
+    - name: EMA
+      params:
+        timeperiod: 50
+    - name: MACD
+      params:
+        fastperiod: 12
+        signalperiod: 9
+        slowperiod: 26
+    - name: BBANDS
+      params:
+        nbdevdn: 2
+        nbdevup: 2
+        timeperiod: 20
+    - name: ATR
+      params:
+        timeperiod: 14
+    - name: ADX
+      params:
+        timeperiod: 14
+    - name: CCI
+      params:
+        timeperiod: 14
+    - name: MFI
+      params:
+        timeperiod: 14
+    - name: STOCH
+      params:
+        fastk_period: 14
+        slowd_period: 3
+        slowk_period: 3
+  inference:
+    batch_size: 1000
+    enabled: true
+    local_model_path: models/best_model.pkl
+    mlflow_model_name: candlestick_pattern_v1
+    mlflow_model_stage: Production
+    model_source: local
+    use_training_config: true
+  training:
+    class_weights: balanced
+    enabled: true
+    hyperparameters:
+      max_depth: 15
+      min_samples_leaf: 2
+      min_samples_split: 5
+      n_estimators: 200
+      n_jobs: -1
+      random_state: 42
+    mlflow:
+      experiment_name: candlestick_patterns
+      log_artifacts: true
+      register_model: false
+      tracking_uri: http://localhost:5000
+    model_type: random_forest
+    split_method: temporal
+    test_split: 0.2
+    validation_split: 0.1
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/meta.yaml b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/meta.yaml
new file mode 100644
index 0000000..1bda9ab
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/meta.yaml
@@ -0,0 +1,14 @@
+artifact_uri: file:///home/homoludens/projekti/bitcon/candle_annotator/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/artifacts
+end_time: 1771187220382
+entry_point_name: ''
+experiment_id: '358560345319124639'
+lifecycle_stage: active
+run_id: 96fe834f6a2d4193ba3aebdcb94b4b7c
+run_name: serious-carp-803
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1771187220098
+status: 4
+tags: []
+user_id: homoludens
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/class_weights b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/class_weights
new file mode 100644
index 0000000..8ad57f6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/class_weights
@@ -0,0 +1 @@
+balanced
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/max_depth b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/max_depth
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/max_depth
@@ -0,0 +1 @@
+15
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/min_samples_leaf b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/min_samples_leaf
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/min_samples_leaf
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/min_samples_split b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/min_samples_split
new file mode 100644
index 0000000..7813681
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/min_samples_split
@@ -0,0 +1 @@
+5
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/model_type b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/model_type
new file mode 100644
index 0000000..7cd13db
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/model_type
@@ -0,0 +1 @@
+random_forest
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_classes b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_classes
new file mode 100644
index 0000000..e440e5c
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_classes
@@ -0,0 +1 @@
+3
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_estimators b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_estimators
new file mode 100644
index 0000000..ae4ee13
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_estimators
@@ -0,0 +1 @@
+200
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_features b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_features
new file mode 100644
index 0000000..33cda0b
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_features
@@ -0,0 +1 @@
+2914
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_jobs b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_jobs
new file mode 100644
index 0000000..d7d17fc
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_jobs
@@ -0,0 +1 @@
+-1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_test_samples b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_test_samples
new file mode 100644
index 0000000..f0b5c72
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_test_samples
@@ -0,0 +1 @@
+57
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_train_samples b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_train_samples
new file mode 100644
index 0000000..bea0d09
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_train_samples
@@ -0,0 +1 @@
+207
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_val_samples b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_val_samples
new file mode 100644
index 0000000..8fdd954
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/n_val_samples
@@ -0,0 +1 @@
+22
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/random_state b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/random_state
new file mode 100644
index 0000000..f70d7bb
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/random_state
@@ -0,0 +1 @@
+42
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/split_method b/services/ml/mlruns/358560345319124639/96fe834f6a2d4193ba3aebdcb94b4b7c/params/split_method
new file mode 100644
index 0000000..c229744
--- /dev/null
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/artifacts/pipeline_config.yaml b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/artifacts/pipeline_config.yaml
new file mode 100644
index 0000000..3575af3
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/artifacts/pipeline_config.yaml
@@ -0,0 +1,97 @@
+data:
+  annotations_path: data/annotations/export.json
+  enriched_path: data/enriched/features.csv
+  labeled_path: data/labeled/dataset.csv
+  raw_path: data/raw/OHLCV.csv
+stages:
+  annotation_ingestion:
+    context_padding: 20
+    enabled: true
+    label_encoding: window
+    merge_strategy: human_priority
+    min_confidence: 1
+    programmatic_labels:
+      enabled: true
+      talib_patterns:
+      - CDLENGULFING
+      - CDLHAMMER
+      - CDLINVERTEDHAMMER
+      - CDLSHOOTINGSTAR
+      - CDLDOJI
+      - CDLDOJISTAR
+      - CDLMORNINGSTAR
+      - CDLEVENINGSTAR
+      - CDLHARAMI
+      - CDLPIERCING
+      - CDLDARKCLOUDCOVER
+      - CDL3WHITESOLDIERS
+      - CDL3BLACKCROWS
+    window_size: 30
+  feature_engineering:
+    candle_features: true
+    custom_features: []
+    enabled: true
+    talib_indicators:
+    - name: RSI
+      params:
+        timeperiod: 14
+    - name: EMA
+      params:
+        timeperiod: 20
+    - name: EMA
+      params:
+        timeperiod: 50
+    - name: MACD
+      params:
+        fastperiod: 12
+        signalperiod: 9
+        slowperiod: 26
+    - name: BBANDS
+      params:
+        nbdevdn: 2
+        nbdevup: 2
+        timeperiod: 20
+    - name: ATR
+      params:
+        timeperiod: 14
+    - name: ADX
+      params:
+        timeperiod: 14
+    - name: CCI
+      params:
+        timeperiod: 14
+    - name: MFI
+      params:
+        timeperiod: 14
+    - name: STOCH
+      params:
+        fastk_period: 14
+        slowd_period: 3
+        slowk_period: 3
+  inference:
+    batch_size: 1000
+    enabled: true
+    local_model_path: models/best_model.pkl
+    mlflow_model_name: candlestick_pattern_v1
+    mlflow_model_stage: Production
+    model_source: local
+    use_training_config: true
+  training:
+    class_weights: balanced
+    enabled: true
+    hyperparameters:
+      max_depth: 15
+      min_samples_leaf: 2
+      min_samples_split: 5
+      n_estimators: 200
+      n_jobs: -1
+      random_state: 42
+    mlflow:
+      experiment_name: candlestick_patterns
+      log_artifacts: true
+      register_model: false
+      tracking_uri: http://localhost:5000
+    model_type: random_forest
+    split_method: temporal
+    test_split: 0.2
+    validation_split: 0.1
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/meta.yaml b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/meta.yaml
new file mode 100644
index 0000000..314e6d1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/meta.yaml
@@ -0,0 +1,14 @@
+artifact_uri: file:///home/homoludens/projekti/bitcon/candle_annotator/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/artifacts
+end_time: 1771187282061
+entry_point_name: ''
+experiment_id: '358560345319124639'
+lifecycle_stage: active
+run_id: a2f904f7eb8044308f8edec396a77c4e
+run_name: nebulous-conch-40
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1771187278879
+status: 4
+tags: []
+user_id: homoludens
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_accuracy b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_accuracy
new file mode 100644
index 0000000..f3d2216
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_accuracy
@@ -0,0 +1 @@
+1771187280252 0.8947368421052632 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_Bearish Engulfing b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_Bearish Engulfing
new file mode 100644
index 0000000..c9da264
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187280316 0.8928571428571429 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_Bullish Engulfing b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_Bullish Engulfing
new file mode 100644
index 0000000..1526e11
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187280351 0.896551724137931 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_macro b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_macro
new file mode 100644
index 0000000..46a61c7
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_macro
@@ -0,0 +1 @@
+1771187280262 0.8947044334975369 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_wedge_up b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_wedge_up
new file mode 100644
index 0000000..031afb9
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_wedge_up
@@ -0,0 +1 @@
+1771187280405 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_weighted b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_weighted
new file mode 100644
index 0000000..084ad20
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_f1_weighted
@@ -0,0 +1 @@
+1771187280276 0.8949312937516204 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_precision_Bearish Engulfing b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_precision_Bearish Engulfing
new file mode 100644
index 0000000..7255e63
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_precision_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187280295 0.8064516129032258 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_precision_Bullish Engulfing b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_precision_Bullish Engulfing
new file mode 100644
index 0000000..078728b
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_precision_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187280328 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_precision_wedge_up b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_precision_wedge_up
new file mode 100644
index 0000000..9b53809
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_precision_wedge_up
@@ -0,0 +1 @@
+1771187280367 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_recall_Bearish Engulfing b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_recall_Bearish Engulfing
new file mode 100644
index 0000000..699a3e1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_recall_Bearish Engulfing	
@@ -0,0 +1 @@
+1771187280305 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_recall_Bullish Engulfing b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_recall_Bullish Engulfing
new file mode 100644
index 0000000..bf8552f
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_recall_Bullish Engulfing	
@@ -0,0 +1 @@
+1771187280340 0.8125 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_recall_wedge_up b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_recall_wedge_up
new file mode 100644
index 0000000..87842d4
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/test_recall_wedge_up
@@ -0,0 +1 @@
+1771187280387 0.0 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/val_accuracy b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/val_accuracy
new file mode 100644
index 0000000..cd61974
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/val_accuracy
@@ -0,0 +1 @@
+1771187280104 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/val_f1_macro b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/val_f1_macro
new file mode 100644
index 0000000..0418da5
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/val_f1_macro
@@ -0,0 +1 @@
+1771187280114 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/val_f1_weighted b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/val_f1_weighted
new file mode 100644
index 0000000..4cbec0e
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/metrics/val_f1_weighted
@@ -0,0 +1 @@
+1771187280126 1.0 0
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/class_weights b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/class_weights
new file mode 100644
index 0000000..8ad57f6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/class_weights
@@ -0,0 +1 @@
+balanced
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/max_depth b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/max_depth
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/max_depth
@@ -0,0 +1 @@
+15
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/min_samples_leaf b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/min_samples_leaf
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/min_samples_leaf
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/min_samples_split b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/min_samples_split
new file mode 100644
index 0000000..7813681
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/min_samples_split
@@ -0,0 +1 @@
+5
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/model_type b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/model_type
new file mode 100644
index 0000000..7cd13db
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/model_type
@@ -0,0 +1 @@
+random_forest
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_classes b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_classes
new file mode 100644
index 0000000..e440e5c
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_classes
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\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_estimators b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_estimators
new file mode 100644
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--- /dev/null
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diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_features b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_features
new file mode 100644
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--- /dev/null
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diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_jobs b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_jobs
new file mode 100644
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--- /dev/null
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+-1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_test_samples b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_test_samples
new file mode 100644
index 0000000..f0b5c72
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_test_samples
@@ -0,0 +1 @@
+57
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_train_samples b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_train_samples
new file mode 100644
index 0000000..bea0d09
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_train_samples
@@ -0,0 +1 @@
+207
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_val_samples b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_val_samples
new file mode 100644
index 0000000..8fdd954
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/n_val_samples
@@ -0,0 +1 @@
+22
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/random_state b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/random_state
new file mode 100644
index 0000000..f70d7bb
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/random_state
@@ -0,0 +1 @@
+42
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/split_method b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/split_method
new file mode 100644
index 0000000..c229744
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/split_method
@@ -0,0 +1 @@
+temporal
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/test_split b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/test_split
new file mode 100644
index 0000000..2f45361
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/test_split
@@ -0,0 +1 @@
+0.2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/train_samples_Bearish Engulfing b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/train_samples_Bearish Engulfing
new file mode 100644
index 0000000..5a396e2
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/train_samples_Bearish Engulfing	
@@ -0,0 +1 @@
+121
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/train_samples_Bullish Engulfing b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/train_samples_Bullish Engulfing
new file mode 100644
index 0000000..3ca9062
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/train_samples_Bullish Engulfing	
@@ -0,0 +1 @@
+84
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/train_samples_wedge_up b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/train_samples_wedge_up
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/train_samples_wedge_up
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/validation_split b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/validation_split
new file mode 100644
index 0000000..ceab6e1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/params/validation_split
@@ -0,0 +1 @@
+0.1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.runName b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.runName
new file mode 100644
index 0000000..8ca0db1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.runName
@@ -0,0 +1 @@
+nebulous-conch-40
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.source.git.commit b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..2e2a602
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
+ceb4103ec4eefe0f0b6444db2bab6efbe6526f5e
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.source.name b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.source.name
new file mode 100644
index 0000000..f63f773
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.source.name
@@ -0,0 +1 @@
+pipeline.py
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.source.type b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.source.type
new file mode 100644
index 0000000..0c2c1fe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.user b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.user
new file mode 100644
index 0000000..caf9b0f
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/a2f904f7eb8044308f8edec396a77c4e/tags/mlflow.user
@@ -0,0 +1 @@
+homoludens
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/artifacts/pipeline_config.yaml b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/artifacts/pipeline_config.yaml
new file mode 100644
index 0000000..6611266
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/artifacts/pipeline_config.yaml
@@ -0,0 +1,97 @@
+data:
+  annotations_path: data/annotations/export.json
+  enriched_path: data/enriched/features.csv
+  labeled_path: data/labeled/dataset.csv
+  raw_path: data/raw/OHLCV.csv
+stages:
+  annotation_ingestion:
+    context_padding: 20
+    enabled: true
+    label_encoding: window
+    merge_strategy: human_priority
+    min_confidence: 1
+    programmatic_labels:
+      enabled: true
+      talib_patterns:
+      - CDLENGULFING
+      - CDLHAMMER
+      - CDLINVERTEDHAMMER
+      - CDLSHOOTINGSTAR
+      - CDLDOJI
+      - CDLDOJISTAR
+      - CDLMORNINGSTAR
+      - CDLEVENINGSTAR
+      - CDLHARAMI
+      - CDLPIERCING
+      - CDLDARKCLOUDCOVER
+      - CDL3WHITESOLDIERS
+      - CDL3BLACKCROWS
+    window_size: 30
+  feature_engineering:
+    candle_features: true
+    custom_features: []
+    enabled: true
+    talib_indicators:
+    - name: RSI
+      params:
+        timeperiod: 14
+    - name: EMA
+      params:
+        timeperiod: 20
+    - name: EMA
+      params:
+        timeperiod: 50
+    - name: MACD
+      params:
+        fastperiod: 12
+        signalperiod: 9
+        slowperiod: 26
+    - name: BBANDS
+      params:
+        nbdevdn: 2
+        nbdevup: 2
+        timeperiod: 20
+    - name: ATR
+      params:
+        timeperiod: 14
+    - name: ADX
+      params:
+        timeperiod: 14
+    - name: CCI
+      params:
+        timeperiod: 14
+    - name: MFI
+      params:
+        timeperiod: 14
+    - name: STOCH
+      params:
+        fastk_period: 14
+        slowd_period: 3
+        slowk_period: 3
+  inference:
+    batch_size: 1000
+    enabled: true
+    local_model_path: models/best_model.pkl
+    mlflow_model_name: candlestick_pattern_v1
+    mlflow_model_stage: Production
+    model_source: local
+    use_training_config: true
+  training:
+    class_weights: balanced
+    enabled: true
+    hyperparameters:
+      max_depth: 15
+      min_samples_leaf: 2
+      min_samples_split: 5
+      n_estimators: 200
+      n_jobs: -1
+      random_state: 42
+    mlflow:
+      experiment_name: candlestick_patterns
+      log_artifacts: true
+      register_model: false
+      tracking_uri: file:./mlruns
+    model_type: random_forest
+    split_method: temporal
+    test_split: 0.2
+    validation_split: 0.1
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/meta.yaml b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/meta.yaml
new file mode 100644
index 0000000..362832f
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/meta.yaml
@@ -0,0 +1,14 @@
+artifact_uri: file:///home/homoludens/projekti/bitcon/candle_annotator/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/artifacts
+end_time: 1771187176012
+entry_point_name: ''
+experiment_id: '358560345319124639'
+lifecycle_stage: active
+run_id: d0e94986d065405eba735262265d0b50
+run_name: stylish-horse-865
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1771187175945
+status: 4
+tags: []
+user_id: homoludens
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/class_weights b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/class_weights
new file mode 100644
index 0000000..8ad57f6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/class_weights
@@ -0,0 +1 @@
+balanced
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/max_depth b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/max_depth
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/max_depth
@@ -0,0 +1 @@
+15
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/min_samples_leaf b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/min_samples_leaf
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/min_samples_leaf
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/min_samples_split b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/min_samples_split
new file mode 100644
index 0000000..7813681
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/min_samples_split
@@ -0,0 +1 @@
+5
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/model_type b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/model_type
new file mode 100644
index 0000000..7cd13db
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/model_type
@@ -0,0 +1 @@
+random_forest
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_classes b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_classes
new file mode 100644
index 0000000..e440e5c
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_classes
@@ -0,0 +1 @@
+3
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_estimators b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_estimators
new file mode 100644
index 0000000..ae4ee13
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_estimators
@@ -0,0 +1 @@
+200
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_features b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_features
new file mode 100644
index 0000000..33cda0b
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_features
@@ -0,0 +1 @@
+2914
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_jobs b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_jobs
new file mode 100644
index 0000000..d7d17fc
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_jobs
@@ -0,0 +1 @@
+-1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_test_samples b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_test_samples
new file mode 100644
index 0000000..f0b5c72
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_test_samples
@@ -0,0 +1 @@
+57
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_train_samples b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_train_samples
new file mode 100644
index 0000000..bea0d09
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_train_samples
@@ -0,0 +1 @@
+207
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_val_samples b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_val_samples
new file mode 100644
index 0000000..8fdd954
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/n_val_samples
@@ -0,0 +1 @@
+22
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/random_state b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/random_state
new file mode 100644
index 0000000..f70d7bb
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/random_state
@@ -0,0 +1 @@
+42
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/split_method b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/split_method
new file mode 100644
index 0000000..c229744
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/split_method
@@ -0,0 +1 @@
+temporal
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/test_split b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/test_split
new file mode 100644
index 0000000..2f45361
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/test_split
@@ -0,0 +1 @@
+0.2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/train_samples_Bearish Engulfing b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/train_samples_Bearish Engulfing
new file mode 100644
index 0000000..5a396e2
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/train_samples_Bearish Engulfing	
@@ -0,0 +1 @@
+121
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/train_samples_Bullish Engulfing b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/train_samples_Bullish Engulfing
new file mode 100644
index 0000000..3ca9062
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/train_samples_Bullish Engulfing	
@@ -0,0 +1 @@
+84
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/train_samples_wedge_up b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/train_samples_wedge_up
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/train_samples_wedge_up
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/validation_split b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/params/validation_split
new file mode 100644
index 0000000..ceab6e1
--- /dev/null
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diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.runName b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.runName
new file mode 100644
index 0000000..b43f91c
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.runName
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diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.source.git.commit b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..2e2a602
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.source.git.commit
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diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.source.name b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.source.name
new file mode 100644
index 0000000..f63f773
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.source.name
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diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.source.type b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.source.type
new file mode 100644
index 0000000..0c2c1fe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.source.type
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diff --git a/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.user b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.user
new file mode 100644
index 0000000..caf9b0f
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/d0e94986d065405eba735262265d0b50/tags/mlflow.user
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/artifacts/classification_report.txt b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/artifacts/classification_report.txt
new file mode 100644
index 0000000..fc5a394
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/artifacts/classification_report.txt
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+
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+
+         accuracy                         0.8947        57
+        macro avg     0.9032    0.9062    0.8947        57
+     weighted avg     0.9151    0.8947    0.8949        57
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/artifacts/pipeline_config.yaml b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/artifacts/pipeline_config.yaml
new file mode 100644
index 0000000..3575af3
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/artifacts/pipeline_config.yaml
@@ -0,0 +1,97 @@
+data:
+  annotations_path: data/annotations/export.json
+  enriched_path: data/enriched/features.csv
+  labeled_path: data/labeled/dataset.csv
+  raw_path: data/raw/OHLCV.csv
+stages:
+  annotation_ingestion:
+    context_padding: 20
+    enabled: true
+    label_encoding: window
+    merge_strategy: human_priority
+    min_confidence: 1
+    programmatic_labels:
+      enabled: true
+      talib_patterns:
+      - CDLENGULFING
+      - CDLHAMMER
+      - CDLINVERTEDHAMMER
+      - CDLSHOOTINGSTAR
+      - CDLDOJI
+      - CDLDOJISTAR
+      - CDLMORNINGSTAR
+      - CDLEVENINGSTAR
+      - CDLHARAMI
+      - CDLPIERCING
+      - CDLDARKCLOUDCOVER
+      - CDL3WHITESOLDIERS
+      - CDL3BLACKCROWS
+    window_size: 30
+  feature_engineering:
+    candle_features: true
+    custom_features: []
+    enabled: true
+    talib_indicators:
+    - name: RSI
+      params:
+        timeperiod: 14
+    - name: EMA
+      params:
+        timeperiod: 20
+    - name: EMA
+      params:
+        timeperiod: 50
+    - name: MACD
+      params:
+        fastperiod: 12
+        signalperiod: 9
+        slowperiod: 26
+    - name: BBANDS
+      params:
+        nbdevdn: 2
+        nbdevup: 2
+        timeperiod: 20
+    - name: ATR
+      params:
+        timeperiod: 14
+    - name: ADX
+      params:
+        timeperiod: 14
+    - name: CCI
+      params:
+        timeperiod: 14
+    - name: MFI
+      params:
+        timeperiod: 14
+    - name: STOCH
+      params:
+        fastk_period: 14
+        slowd_period: 3
+        slowk_period: 3
+  inference:
+    batch_size: 1000
+    enabled: true
+    local_model_path: models/best_model.pkl
+    mlflow_model_name: candlestick_pattern_v1
+    mlflow_model_stage: Production
+    model_source: local
+    use_training_config: true
+  training:
+    class_weights: balanced
+    enabled: true
+    hyperparameters:
+      max_depth: 15
+      min_samples_leaf: 2
+      min_samples_split: 5
+      n_estimators: 200
+      n_jobs: -1
+      random_state: 42
+    mlflow:
+      experiment_name: candlestick_patterns
+      log_artifacts: true
+      register_model: false
+      tracking_uri: http://localhost:5000
+    model_type: random_forest
+    split_method: temporal
+    test_split: 0.2
+    validation_split: 0.1
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/meta.yaml b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/meta.yaml
new file mode 100644
index 0000000..af55d3d
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/meta.yaml
@@ -0,0 +1,14 @@
+artifact_uri: file:///home/homoludens/projekti/bitcon/candle_annotator/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/artifacts
+end_time: 1771187385150
+entry_point_name: ''
+experiment_id: '358560345319124639'
+lifecycle_stage: active
+run_id: f1a0c7b223484d019564929940766c10
+run_name: casual-rat-260
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1771187375292
+status: 3
+tags: []
+user_id: homoludens
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_accuracy b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_accuracy
new file mode 100644
index 0000000..816269c
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_accuracy
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_Bearish Engulfing b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_Bearish Engulfing
new file mode 100644
index 0000000..0f61899
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_Bearish Engulfing	
@@ -0,0 +1,2 @@
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_Bullish Engulfing b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_Bullish Engulfing
new file mode 100644
index 0000000..f05ee28
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_Bullish Engulfing	
@@ -0,0 +1,2 @@
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_macro b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_macro
new file mode 100644
index 0000000..32f4518
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_macro
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_wedge_up b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_wedge_up
new file mode 100644
index 0000000..0c55172
--- /dev/null
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_weighted b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_weighted
new file mode 100644
index 0000000..ec966c1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_f1_weighted
@@ -0,0 +1,2 @@
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_precision_Bearish Engulfing b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_precision_Bearish Engulfing
new file mode 100644
index 0000000..a545173
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_precision_Bearish Engulfing	
@@ -0,0 +1,2 @@
+1771187376641 0.8064516129032258 0
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_precision_Bullish Engulfing b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_precision_Bullish Engulfing
new file mode 100644
index 0000000..1cc6536
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_precision_Bullish Engulfing	
@@ -0,0 +1,2 @@
+1771187376666 1.0 0
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_precision_wedge_up b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_precision_wedge_up
new file mode 100644
index 0000000..626d31d
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_precision_wedge_up
@@ -0,0 +1,2 @@
+1771187376691 0.0 0
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_recall_Bearish Engulfing b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_recall_Bearish Engulfing
new file mode 100644
index 0000000..7a8d375
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_recall_Bearish Engulfing	
@@ -0,0 +1,2 @@
+1771187376650 1.0 0
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_recall_Bullish Engulfing b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_recall_Bullish Engulfing
new file mode 100644
index 0000000..18ff50f
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_recall_Bullish Engulfing	
@@ -0,0 +1,2 @@
+1771187376674 0.8125 0
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_recall_wedge_up b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_recall_wedge_up
new file mode 100644
index 0000000..b7bae42
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/test_recall_wedge_up
@@ -0,0 +1,2 @@
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/val_accuracy b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/val_accuracy
new file mode 100644
index 0000000..9d51c7b
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/val_accuracy
@@ -0,0 +1,2 @@
+1771187376484 1.0 0
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/val_f1_macro b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/val_f1_macro
new file mode 100644
index 0000000..430ad8e
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/val_f1_macro
@@ -0,0 +1,2 @@
+1771187376492 1.0 0
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/val_f1_weighted b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/val_f1_weighted
new file mode 100644
index 0000000..efdf447
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/metrics/val_f1_weighted
@@ -0,0 +1,2 @@
+1771187376501 1.0 0
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/outputs/m-045042d4be424487a3c0ff303d90466d/meta.yaml b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/outputs/m-045042d4be424487a3c0ff303d90466d/meta.yaml
new file mode 100644
index 0000000..79a6824
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/outputs/m-045042d4be424487a3c0ff303d90466d/meta.yaml
@@ -0,0 +1,6 @@
+destination_id: m-045042d4be424487a3c0ff303d90466d
+destination_type: MODEL_OUTPUT
+source_id: m-045042d4be424487a3c0ff303d90466d
+source_type: RUN_OUTPUT
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+tags: {}
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/class_weights b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/class_weights
new file mode 100644
index 0000000..8ad57f6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/class_weights
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/max_depth b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/max_depth
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/max_depth
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new file mode 100644
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new file mode 100644
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new file mode 100644
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--- /dev/null
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diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/n_jobs b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/n_jobs
new file mode 100644
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\ No newline at end of file
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new file mode 100644
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@@ -0,0 +1 @@
+57
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/n_train_samples b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/n_train_samples
new file mode 100644
index 0000000..bea0d09
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/n_train_samples
@@ -0,0 +1 @@
+207
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/n_val_samples b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/n_val_samples
new file mode 100644
index 0000000..8fdd954
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/n_val_samples
@@ -0,0 +1 @@
+22
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/random_state b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/random_state
new file mode 100644
index 0000000..f70d7bb
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/random_state
@@ -0,0 +1 @@
+42
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/split_method b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/split_method
new file mode 100644
index 0000000..c229744
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/split_method
@@ -0,0 +1 @@
+temporal
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/test_split b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/test_split
new file mode 100644
index 0000000..2f45361
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/test_split
@@ -0,0 +1 @@
+0.2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/train_samples_Bearish Engulfing b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/train_samples_Bearish Engulfing
new file mode 100644
index 0000000..5a396e2
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/train_samples_Bearish Engulfing	
@@ -0,0 +1 @@
+121
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/train_samples_Bullish Engulfing b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/train_samples_Bullish Engulfing
new file mode 100644
index 0000000..3ca9062
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/train_samples_Bullish Engulfing	
@@ -0,0 +1 @@
+84
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/train_samples_wedge_up b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/train_samples_wedge_up
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/train_samples_wedge_up
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/validation_split b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/validation_split
new file mode 100644
index 0000000..ceab6e1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/params/validation_split
@@ -0,0 +1 @@
+0.1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.runName b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.runName
new file mode 100644
index 0000000..17837b3
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.runName
@@ -0,0 +1 @@
+casual-rat-260
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.source.git.commit b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..2e2a602
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
+ceb4103ec4eefe0f0b6444db2bab6efbe6526f5e
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.source.name b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.source.name
new file mode 100644
index 0000000..f63f773
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.source.name
@@ -0,0 +1 @@
+pipeline.py
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.source.type b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.source.type
new file mode 100644
index 0000000..0c2c1fe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.user b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.user
new file mode 100644
index 0000000..caf9b0f
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/f1a0c7b223484d019564929940766c10/tags/mlflow.user
@@ -0,0 +1 @@
+homoludens
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/artifacts/pipeline_config.yaml b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/artifacts/pipeline_config.yaml
new file mode 100644
index 0000000..6611266
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/artifacts/pipeline_config.yaml
@@ -0,0 +1,97 @@
+data:
+  annotations_path: data/annotations/export.json
+  enriched_path: data/enriched/features.csv
+  labeled_path: data/labeled/dataset.csv
+  raw_path: data/raw/OHLCV.csv
+stages:
+  annotation_ingestion:
+    context_padding: 20
+    enabled: true
+    label_encoding: window
+    merge_strategy: human_priority
+    min_confidence: 1
+    programmatic_labels:
+      enabled: true
+      talib_patterns:
+      - CDLENGULFING
+      - CDLHAMMER
+      - CDLINVERTEDHAMMER
+      - CDLSHOOTINGSTAR
+      - CDLDOJI
+      - CDLDOJISTAR
+      - CDLMORNINGSTAR
+      - CDLEVENINGSTAR
+      - CDLHARAMI
+      - CDLPIERCING
+      - CDLDARKCLOUDCOVER
+      - CDL3WHITESOLDIERS
+      - CDL3BLACKCROWS
+    window_size: 30
+  feature_engineering:
+    candle_features: true
+    custom_features: []
+    enabled: true
+    talib_indicators:
+    - name: RSI
+      params:
+        timeperiod: 14
+    - name: EMA
+      params:
+        timeperiod: 20
+    - name: EMA
+      params:
+        timeperiod: 50
+    - name: MACD
+      params:
+        fastperiod: 12
+        signalperiod: 9
+        slowperiod: 26
+    - name: BBANDS
+      params:
+        nbdevdn: 2
+        nbdevup: 2
+        timeperiod: 20
+    - name: ATR
+      params:
+        timeperiod: 14
+    - name: ADX
+      params:
+        timeperiod: 14
+    - name: CCI
+      params:
+        timeperiod: 14
+    - name: MFI
+      params:
+        timeperiod: 14
+    - name: STOCH
+      params:
+        fastk_period: 14
+        slowd_period: 3
+        slowk_period: 3
+  inference:
+    batch_size: 1000
+    enabled: true
+    local_model_path: models/best_model.pkl
+    mlflow_model_name: candlestick_pattern_v1
+    mlflow_model_stage: Production
+    model_source: local
+    use_training_config: true
+  training:
+    class_weights: balanced
+    enabled: true
+    hyperparameters:
+      max_depth: 15
+      min_samples_leaf: 2
+      min_samples_split: 5
+      n_estimators: 200
+      n_jobs: -1
+      random_state: 42
+    mlflow:
+      experiment_name: candlestick_patterns
+      log_artifacts: true
+      register_model: false
+      tracking_uri: file:./mlruns
+    model_type: random_forest
+    split_method: temporal
+    test_split: 0.2
+    validation_split: 0.1
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/meta.yaml b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/meta.yaml
new file mode 100644
index 0000000..a732cd1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/meta.yaml
@@ -0,0 +1,14 @@
+artifact_uri: file:///home/homoludens/projekti/bitcon/candle_annotator/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/artifacts
+end_time: 1771187168327
+entry_point_name: ''
+experiment_id: '358560345319124639'
+lifecycle_stage: active
+run_id: fdf63436da524ca9827bbbe60c7eda6e
+run_name: persistent-goat-707
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1771187168252
+status: 4
+tags: []
+user_id: homoludens
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/class_weights b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/class_weights
new file mode 100644
index 0000000..8ad57f6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/class_weights
@@ -0,0 +1 @@
+balanced
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/max_depth b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/max_depth
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/max_depth
@@ -0,0 +1 @@
+15
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/min_samples_leaf b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/min_samples_leaf
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/min_samples_leaf
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/min_samples_split b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/min_samples_split
new file mode 100644
index 0000000..7813681
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/min_samples_split
@@ -0,0 +1 @@
+5
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/model_type b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/model_type
new file mode 100644
index 0000000..7cd13db
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/model_type
@@ -0,0 +1 @@
+random_forest
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_classes b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_classes
new file mode 100644
index 0000000..e440e5c
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_classes
@@ -0,0 +1 @@
+3
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_estimators b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_estimators
new file mode 100644
index 0000000..ae4ee13
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_estimators
@@ -0,0 +1 @@
+200
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_features b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_features
new file mode 100644
index 0000000..33cda0b
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_features
@@ -0,0 +1 @@
+2914
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_jobs b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_jobs
new file mode 100644
index 0000000..d7d17fc
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_jobs
@@ -0,0 +1 @@
+-1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_test_samples b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_test_samples
new file mode 100644
index 0000000..f0b5c72
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_test_samples
@@ -0,0 +1 @@
+57
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_train_samples b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_train_samples
new file mode 100644
index 0000000..bea0d09
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_train_samples
@@ -0,0 +1 @@
+207
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_val_samples b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_val_samples
new file mode 100644
index 0000000..8fdd954
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/n_val_samples
@@ -0,0 +1 @@
+22
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/random_state b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/random_state
new file mode 100644
index 0000000..f70d7bb
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/random_state
@@ -0,0 +1 @@
+42
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/split_method b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/split_method
new file mode 100644
index 0000000..c229744
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/split_method
@@ -0,0 +1 @@
+temporal
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/test_split b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/test_split
new file mode 100644
index 0000000..2f45361
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/test_split
@@ -0,0 +1 @@
+0.2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/train_samples_Bearish Engulfing b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/train_samples_Bearish Engulfing
new file mode 100644
index 0000000..5a396e2
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/train_samples_Bearish Engulfing	
@@ -0,0 +1 @@
+121
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/train_samples_Bullish Engulfing b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/train_samples_Bullish Engulfing
new file mode 100644
index 0000000..3ca9062
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/train_samples_Bullish Engulfing	
@@ -0,0 +1 @@
+84
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/train_samples_wedge_up b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/train_samples_wedge_up
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/train_samples_wedge_up
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/validation_split b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/validation_split
new file mode 100644
index 0000000..ceab6e1
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/params/validation_split
@@ -0,0 +1 @@
+0.1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/tags/mlflow.runName b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/tags/mlflow.runName
new file mode 100644
index 0000000..bf0f15e
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/tags/mlflow.runName
@@ -0,0 +1 @@
+persistent-goat-707
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/tags/mlflow.source.git.commit b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..2e2a602
--- /dev/null
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new file mode 100644
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diff --git a/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/tags/mlflow.source.type b/services/ml/mlruns/358560345319124639/fdf63436da524ca9827bbbe60c7eda6e/tags/mlflow.source.type
new file mode 100644
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new file mode 100644
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diff --git a/services/ml/mlruns/358560345319124639/meta.yaml b/services/ml/mlruns/358560345319124639/meta.yaml
new file mode 100644
index 0000000..caf7daa
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+creation_time: 1771187167252
+experiment_id: '358560345319124639'
+last_update_time: 1771187167252
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/MLmodel b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/MLmodel
new file mode 100644
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+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/MLmodel
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+    predict_fn: predict
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+  sklearn:
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+    pickled_model: model.pkl
+    serialization_format: cloudpickle
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+    skops_trusted_types: null
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+prompts: null
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/conda.yaml b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/conda.yaml
new file mode 100644
index 0000000..0f2b0be
--- /dev/null
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+  - pyarrow==22.0.0
+  - scikit-learn==1.8.0
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/python_env.yaml b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/python_env.yaml
new file mode 100644
index 0000000..2633ab0
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/python_env.yaml
@@ -0,0 +1,7 @@
+python: 3.13.5
+build_dependencies:
+- pip
+- setuptools==82.0.0
+- wheel
+dependencies:
+- -r requirements.txt
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/requirements.txt b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/requirements.txt
new file mode 100644
index 0000000..b781713
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts/requirements.txt
@@ -0,0 +1,8 @@
+mlflow==3.9.0
+cloudpickle==3.1.2
+numpy==2.4.2
+pandas==2.3.3
+psutil==7.2.2
+pyarrow==22.0.0
+scikit-learn==1.8.0
+scipy==1.17.0
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/meta.yaml b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/meta.yaml
new file mode 100644
index 0000000..5b4374e
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/meta.yaml
@@ -0,0 +1,10 @@
+artifact_location: file:///home/homoludens/projekti/bitcon/candle_annotator/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/artifacts
+creation_timestamp: 1771187378036
+experiment_id: '358560345319124639'
+last_updated_timestamp: 1771187384983
+model_id: m-045042d4be424487a3c0ff303d90466d
+model_type: ''
+name: model
+source_run_id: f1a0c7b223484d019564929940766c10
+status: 2
+status_message: null
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_accuracy b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_accuracy
new file mode 100644
index 0000000..257d494
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_accuracy
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bearish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bearish Engulfing
new file mode 100644
index 0000000..53d28d5
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bearish Engulfing	
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bullish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bullish Engulfing
new file mode 100644
index 0000000..dfb1b0d
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_Bullish Engulfing	
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_macro b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_macro
new file mode 100644
index 0000000..429d7ce
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_macro
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_wedge_up b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_wedge_up
new file mode 100644
index 0000000..5707162
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_wedge_up
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_weighted b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_weighted
new file mode 100644
index 0000000..5b8ebae
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_f1_weighted
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bearish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bearish Engulfing
new file mode 100644
index 0000000..6d0a395
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bearish Engulfing	
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bullish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bullish Engulfing
new file mode 100644
index 0000000..3c80efa
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_Bullish Engulfing	
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_wedge_up b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_wedge_up
new file mode 100644
index 0000000..e465e85
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_precision_wedge_up
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bearish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bearish Engulfing
new file mode 100644
index 0000000..5f49fa2
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bearish Engulfing	
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bullish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bullish Engulfing
new file mode 100644
index 0000000..9eb3b3c
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_Bullish Engulfing	
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_wedge_up b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_wedge_up
new file mode 100644
index 0000000..dbfed65
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/test_recall_wedge_up
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_accuracy b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_accuracy
new file mode 100644
index 0000000..66d8bf8
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_accuracy
@@ -0,0 +1 @@
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diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_f1_macro b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_f1_macro
new file mode 100644
index 0000000..d8c6607
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_f1_macro
@@ -0,0 +1 @@
+1771187376492 1.0 0 f1a0c7b223484d019564929940766c10
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_f1_weighted b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_f1_weighted
new file mode 100644
index 0000000..ebe2c28
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/metrics/val_f1_weighted
@@ -0,0 +1 @@
+1771187376501 1.0 0 f1a0c7b223484d019564929940766c10
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/class_weights b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/class_weights
new file mode 100644
index 0000000..8ad57f6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/class_weights
@@ -0,0 +1 @@
+balanced
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/max_depth b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/max_depth
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/max_depth
@@ -0,0 +1 @@
+15
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_leaf b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_leaf
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_leaf
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_split b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_split
new file mode 100644
index 0000000..7813681
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/min_samples_split
@@ -0,0 +1 @@
+5
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/model_type b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/model_type
new file mode 100644
index 0000000..7cd13db
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/model_type
@@ -0,0 +1 @@
+random_forest
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_classes b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_classes
new file mode 100644
index 0000000..e440e5c
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_classes
@@ -0,0 +1 @@
+3
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_estimators b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_estimators
new file mode 100644
index 0000000..ae4ee13
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_estimators
@@ -0,0 +1 @@
+200
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_features b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_features
new file mode 100644
index 0000000..c940de6
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_features
@@ -0,0 +1 @@
+2820
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_jobs b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_jobs
new file mode 100644
index 0000000..d7d17fc
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_jobs
@@ -0,0 +1 @@
+-1
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_test_samples b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_test_samples
new file mode 100644
index 0000000..f0b5c72
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_test_samples
@@ -0,0 +1 @@
+57
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_train_samples b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_train_samples
new file mode 100644
index 0000000..bea0d09
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_train_samples
@@ -0,0 +1 @@
+207
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_val_samples b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_val_samples
new file mode 100644
index 0000000..8fdd954
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/n_val_samples
@@ -0,0 +1 @@
+22
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/random_state b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/random_state
new file mode 100644
index 0000000..f70d7bb
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/random_state
@@ -0,0 +1 @@
+42
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/split_method b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/split_method
new file mode 100644
index 0000000..c229744
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/split_method
@@ -0,0 +1 @@
+temporal
\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/test_split b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/test_split
new file mode 100644
index 0000000..2f45361
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/test_split
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/train_samples_Bearish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/train_samples_Bearish Engulfing
new file mode 100644
index 0000000..5a396e2
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/train_samples_Bearish Engulfing	
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/train_samples_Bullish Engulfing b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/train_samples_Bullish Engulfing
new file mode 100644
index 0000000..3ca9062
--- /dev/null
+++ b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/train_samples_Bullish Engulfing	
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/train_samples_wedge_up b/services/ml/mlruns/358560345319124639/models/m-045042d4be424487a3c0ff303d90466d/params/train_samples_wedge_up
new file mode 100644
index 0000000..d8263ee
--- /dev/null
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/services/ml/training/__pycache__/evaluation.cpython-313.pyc b/services/ml/training/__pycache__/evaluation.cpython-313.pyc
index d4f842e5c2fc24a239ee87c8419c149fee26f987..d54b563d0b91e3611235ce1e33da7fd6195c4e66 100644
GIT binary patch
delta 1143
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delta 522
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diff --git a/services/ml/training/__pycache__/train.cpython-313.pyc b/services/ml/training/__pycache__/train.cpython-313.pyc
index 86eece007ba56841f086474e2899fd09f11661e8..6ebf72a621676d3aa4ab045e31c708a0f5abe475 100644
GIT binary patch
delta 3263
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delta 3170
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diff --git a/services/ml/training/evaluation.py b/services/ml/training/evaluation.py
index 7c15e49..9a85f8e 100644
--- a/services/ml/training/evaluation.py
+++ b/services/ml/training/evaluation.py
@@ -133,11 +133,28 @@ def generate_classification_report_text(
     Returns:
         Classification report as string
     """
+    # Get unique labels present in y_true and y_pred
+    present_labels = np.unique(np.concatenate([y_true, y_pred]))
+    
+    # If labels provided, use them as target names for the present labels
+    if labels is not None:
+        # If labels are strings, filter to only present ones
+        if isinstance(labels[0], str):
+            target_names = [label for label in labels if label in present_labels]
+        else:
+            # If labels are indices, map them
+            target_names = [labels[i] if i < len(labels) else str(i) 
+                           for i in present_labels]
+    else:
+        target_names = None
+    
     return classification_report(
         y_true,
         y_pred,
-        target_names=labels,
-        digits=4
+        labels=present_labels if labels is None or isinstance(labels[0], str) else None,
+        target_names=target_names,
+        digits=4,
+        zero_division=0
     )
 
 
diff --git a/services/ml/training/train.py b/services/ml/training/train.py
index c9d9cf5..aaa4d90 100644
--- a/services/ml/training/train.py
+++ b/services/ml/training/train.py
@@ -208,7 +208,10 @@ def train(
         raise ValueError("Labeled dataset must have 'label' column")
     
     label_col = 'label'
-    feature_cols = [col for col in df.columns if col not in ['label', 'time', 'timestamp']]
+    # Exclude label columns, time columns, and programmatic label columns (which contain string values)
+    feature_cols = [col for col in df.columns 
+                    if col not in ['label', 'time', 'timestamp'] 
+                    and not col.startswith('label_programmatic_')]
     
     X = df[feature_cols].values
     y = df[label_col].values