forked from Soumaya-JE/Mai24_MLOps_accidents
-
Notifications
You must be signed in to change notification settings - Fork 0
/
docker-compose.yml
113 lines (98 loc) · 5.08 KB
/
docker-compose.yml
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
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
services:
api_gateway:
build: ./src/app/api_gateway
ports:
- "8000:8000"
depends_on:
- prediction_service
- monitoring_service
- retrain_service
- db
- mlflow_service
- correct_prediction_service
prediction_service:
build: ./src/app/prediction_service
ports:
- "8001:8001"
volumes:
- mlflow:/mlflow
- ./logs:/app/logs
depends_on:
- db
- mlflow_service
correct_prediction_service:
build: ./src/app/correct_prediction_service
ports:
- "8004:8004"
depends_on:
- db
- mlflow_service
environment:
- DATABASE_URL=postgresql://my_user:your_password@db:5432/accidents
monitoring_service:
build: ./src/app/monitoring_service
ports:
- "8002:8002"
volumes:
- mlflow:/mlflow
- ./logs:/app/logs
depends_on:
- db
- mlflow_service
environment:
POSTGRES_DB: accidents
POSTGRES_USER: my_user
POSTGRES_PASSWORD: your_password
POSTGRES_HOST: db
POSTGRES_PORT: 5432
retrain_service:
build: ./src/app/retrain_service
ports:
- "8003:8003"
depends_on:
- db
- mlflow_service
environment:
POSTGRES_DB: accidents
POSTGRES_USER: my_user
POSTGRES_PASSWORD: your_password
POSTGRES_HOST: db
POSTGRES_PORT: 5432
volumes:
- mlflow:/mlflow
- ./logs:/app/logs
db:
build: ./src/app/postgre_db_service
ports:
- "5432:5432"
volumes:
- pg_data:/var/lib/postgresql/data
environment:
POSTGRES_DB: accidents
POSTGRES_USER: my_user
POSTGRES_PASSWORD: your_password
db_service:
build: ./src/app/db_service
ports:
- "8005:8005"
volumes:
- ./src/app/db_service/data_fictive_drifted.csv:/app/data_fictive_drifted.csv
environment:
POSTGRES_DB: accidents
POSTGRES_USER: my_user
POSTGRES_PASSWORD: your_password
depends_on:
- db
mlflow_service:
image: ghcr.io/mlflow/mlflow:v2.16.1
ports:
- "5000:5000"
environment:
MLFLOW_TRACKING_URI: http://mlflow_service:5000
MLFLOW_ARTIFACT_URI: file:///mlflow/mlruns
command: ["mlflow", "server", "--host", "0.0.0.0", "--port", "5000", "--backend-store-uri", "sqlite:///mlflow/mlflow.db", "--default-artifact-root", "/mlflow/mlruns"]
volumes:
- mlflow:/mlflow
volumes:
pg_data:
mlflow: