Goerkin
/
churn_model
mirror of https://github.com/Goerkin/churn_model.git


  
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

	
56

	
57

	
58

	
59

	
60

	
61

	
            schema: '2.0'
stages:
  raw_dataset_creation:
    cmd: python src/data/load_data.py --config=params.yaml
    deps:
    - path: data/external/train.csv
      md5: a4b61a338b731a677b007f0a261e439d
      size: 391596
    - path: src/data/load_data.py
      md5: 1de1b5780f0f897223d87024bae9c1fa
      size: 1435
    outs:
    - path: data/raw/train.csv
      md5: 54b1f8d07da60ebe0cf8deb0181ee5ef
      size: 120314
  split_data:
    cmd: python src/data/split_data.py --config=params.yaml
    deps:
    - path: data/raw/train.csv
      md5: 54b1f8d07da60ebe0cf8deb0181ee5ef
      size: 120314
    - path: src/data/split_data.py
      md5: c143a95ea697d55e3718f4fe9bdc4dfb
      size: 1383
    outs:
    - path: data/processed/churn_test.csv
      md5: 4bf8fa47e3ff0022327aea7519fff6c6
      size: 12153
    - path: data/processed/churn_train.csv
      md5: ed806531bba3bb3b3b3b699bac249dfc
      size: 108290
  log_production_model:
    cmd: python src/models/production_model_selection.py --config=params.yaml
    deps:
    - path: src/models/production_model_selection.py
      md5: 6d49061883427ce690ff89c59c2851ff
      size: 1726
    params:
      params.yaml:
        random_forest.max_depth: 11
        random_forest.n_estimators: 31
    outs:
    - path: models/model.joblib
      md5: 870d7128b8be2dab5d3172f125d2f49d
      size: 654140
  model_train:
    cmd: python src/models/train_model.py --config=params.yaml
    deps:
    - path: data/processed/churn_test.csv
      md5: 4bf8fa47e3ff0022327aea7519fff6c6
      size: 12153
    - path: data/processed/churn_train.csv
      md5: ed806531bba3bb3b3b3b699bac249dfc
      size: 108290
    - path: src/models/train_model.py
      md5: 2923cddf7769edf96bb19055bb1693cc
      size: 3886
    params:
      params.yaml:
        random_forest.max_depth: 11
        random_forest.n_estimators: 31