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File size: 965 Bytes
19d70f4 a7d80f2 19d70f4 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 | from dataclasses import dataclass
from pathlib import Path
from typing import Dict, Any
@dataclass
class DataIngestionArtifact:
data_file_path: Path
is_ingested: bool
message: str
@dataclass
class DataValidationArtifact:
validation_status: bool
message: str
schema_file_path: Path
@dataclass
class DataTransformationArtifact:
train_file_path: Path
test_file_path: Path
is_transformed: bool
message: str
@dataclass
class FeatureEngineeringArtifact:
train_features_path: Path
test_features_path: Path
is_engineered: bool
message: str
@dataclass
class ModelTrainerArtifact:
model_path: Path
is_trained: bool
message: str
train_metrics: Dict[str, float]
@dataclass
class ModelEvaluationArtifact:
is_model_accepted: bool
evaluation_metrics: Dict[str, float]
message: str
@dataclass
class ModelPusherArtifact:
pushed_model_path: str
is_pushed: bool
message: str |