forked from ssime-git/mlops_project_template
-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathdocker-compose.yml
More file actions
219 lines (209 loc) · 6.46 KB
/
docker-compose.yml
File metadata and controls
219 lines (209 loc) · 6.46 KB
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
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
services:
gateway:
build:
context: .
dockerfile: gateway/dockerfile
image: mlops-gateway:local
container_name: gateway
ports:
- "8000:8000"
environment:
PREDICT_TEXT_API_URL: http://predict-text-api:8000
PREDICT_IMAGE_API_URL: http://predict-image-api:8000
TRAIN_API_URL: http://training-api:8000
AUTH_API_URL: http://auth-api:8003
API_TOKEN: ${API_TOKEN:-mlops-secret-token}
AIRFLOW_API_URL: http://airflow:8080
AIRFLOW_USER: admin
AIRFLOW_PASSWORD: admin
GATEWAY_DATA_DIR: /app/data
depends_on:
- auth-api
- predict-text-api
- predict-image-api
- training-api
volumes:
- ./data:/app/data
networks:
- mlops_network
auth-api:
build:
context: .
dockerfile: src/gateway/Dockerfile
image: mlops-auth-api:local
container_name: auth-api
ports:
- "8003:8003"
networks:
- mlops_network
predict-text-api:
build:
context: .
dockerfile: src/inference/Dockerfile
image: mlops-predict-text-api:local
container_name: predict-text-api
environment:
MODEL_TYPE: svm
MLFLOW_TRACKING_URI: https://dagshub.com/Fouxy84/mlops_projects.mlflow
MLFLOW_TRACKING_USERNAME: ${DAGSHUB_USER}
MLFLOW_TRACKING_PASSWORD: ${DAGSHUB_TOKEN}
MLFLOW_MODEL_NAME: ${TEXT_MLFLOW_MODEL_NAME:-Text_Classifier_SVM}
MLFLOW_MODEL_STAGE: ${TEXT_MLFLOW_MODEL_STAGE:-Production}
MLFLOW_MODEL_VERSION: ${TEXT_MLFLOW_MODEL_VERSION:-}
MLFLOW_MODEL_ALIAS: ${TEXT_MLFLOW_MODEL_ALIAS:-}
MLFLOW_MODEL_URI: ${TEXT_MLFLOW_MODEL_URI:-}
MLFLOW_TEXT_VECTORIZER_ARTIFACT_PATH: ${TEXT_MLFLOW_VECTORIZER_ARTIFACT_PATH:-preprocessing/tfidf.joblib}
MODEL_VERSION_CHECK_INTERVAL: ${MODEL_VERSION_CHECK_INTERVAL:-60}
ports:
- "8001:8000"
volumes:
- ./data:/app/data
- ./models:/app/models
networks:
- mlops_network
predict-image-api:
build:
context: .
dockerfile: src/inference/Dockerfile
image: mlops-predict-image-api:local
container_name: predict-image-api
environment:
MODEL_TYPE: cnn
MLFLOW_TRACKING_URI: https://dagshub.com/Fouxy84/mlops_projects.mlflow
MLFLOW_TRACKING_USERNAME: ${DAGSHUB_USER}
MLFLOW_TRACKING_PASSWORD: ${DAGSHUB_TOKEN}
MLFLOW_MODEL_NAME: ${IMAGE_MLFLOW_MODEL_NAME:-CNN_Image_Classifier}
MLFLOW_MODEL_STAGE: ${IMAGE_MLFLOW_MODEL_STAGE:-Production}
MLFLOW_MODEL_VERSION: ${IMAGE_MLFLOW_MODEL_VERSION:-}
MLFLOW_MODEL_ALIAS: ${IMAGE_MLFLOW_MODEL_ALIAS:-}
MLFLOW_MODEL_URI: ${IMAGE_MLFLOW_MODEL_URI:-}
MODEL_VERSION_CHECK_INTERVAL: ${MODEL_VERSION_CHECK_INTERVAL:-60}
ports:
- "8004:8000"
volumes:
- ./data:/app/data
- ./models:/app/models
networks:
- mlops_network
training-api:
build:
context: .
dockerfile: src/training/Dockerfile
image: mlops-training-api:local
container_name: training-api
ports:
- "8002:8000"
volumes:
- ./data:/app/data
- ./models:/app/models
- ./mlruns:/app/mlruns
environment:
MLFLOW_TRACKING_URI: https://dagshub.com/Fouxy84/mlops_projects.mlflow
MLFLOW_TRACKING_USERNAME: ${DAGSHUB_USER}
MLFLOW_TRACKING_PASSWORD: ${DAGSHUB_TOKEN}
DAGSHUB_USER_TOKEN: ${DAGSHUB_TOKEN}
DAGSHUB_NO_PROMPT: "true"
networks:
- mlops_network
mlflow:
build:
context: .
dockerfile: src/mlflow/Dockerfile
image: mlops-mlflow:local
container_name: mlflow
ports:
- "5001:5000"
volumes:
- ./mlruns:/src/mlflow/mlruns
- ./mlflow.db:/mlflow/mlflow.db
networks:
- mlops_network
dvc-runner:
build:
context: .
dockerfile: airflow/dvc/Dockerfile
image: mlops-dvc-runner:local
container_name: dvc-runner
profiles:
- ops
command: ["sleep", "infinity"]
working_dir: /workspace
environment:
DAGSHUB_USER: ${DAGSHUB_USER}
DAGSHUB_TOKEN: ${DAGSHUB_TOKEN}
GIT_REPO_URL: ${GIT_REPO_URL:-https://github.com/Fouxy84/mlops_projects.git}
DAGSHUB_REPO_URL: ${DAGSHUB_REPO_URL:-https://dagshub.com/Fouxy84/mlops_projects}
volumes:
- ./:/workspace
networks:
- mlops_network
airflow:
image: apache/airflow:2.9.1-python3.12
container_name: airflow
depends_on:
- gateway
environment:
AIRFLOW__CORE__LOAD_EXAMPLES: "False"
AIRFLOW__CORE__EXECUTOR: SequentialExecutor
AIRFLOW__CORE__DAGS_ARE_PAUSED_AT_CREATION: "True"
AIRFLOW__DATABASE__SQL_ALCHEMY_CONN: sqlite:////opt/airflow/airflow.db
AIRFLOW__API__AUTH_BACKENDS: airflow.api.auth.backend.basic_auth
DVC_RUNNER_IMAGE: mlops-dvc-runner:local
GATEWAY_BASE_URL: http://gateway:8000
API_TOKEN: ${API_TOKEN:-mlops-secret-token}
PROJECT_ROOT_HOST: ${PROJECT_ROOT_HOST:-c:/Users/coach/Desktop/datascientest/Projet DATASCIENTEST/projet_MLops/mlops_projects}
volumes:
- ./airflow/dags:/opt/airflow/dags
- ./airflow/requirements.txt:/opt/airflow/requirements.txt
- ./airflow/logs:/opt/airflow/logs
- ./data:/app/data
- ./models:/app/models
- /var/run/docker.sock:/var/run/docker.sock
ports:
- "8080:8080"
command: >
bash -c "
pip install --no-cache-dir -r /opt/airflow/requirements.txt &&
airflow db init &&
(airflow users create --username admin --password admin --firstname mlops --lastname admin --role Admin --email admin@mlops.local || true) &&
airflow webserver -D &&
exec airflow scheduler
"
networks:
- mlops_network
prometheus:
image: prom/prometheus:latest
container_name: prometheus
depends_on:
- gateway
- predict-text-api
- predict-image-api
- training-api
command:
- "--config.file=/etc/prometheus/prometheus.yml"
volumes:
- ./monitoring/prometheus.yml:/etc/prometheus/prometheus.yml:ro
ports:
- "9090:9090"
networks:
- mlops_network
grafana:
image: grafana/grafana:latest
container_name: grafana
depends_on:
- prometheus
ports:
- "3000:3000"
environment:
- GF_SECURITY_ADMIN_USER=admin
- GF_SECURITY_ADMIN_PASSWORD=admin
- GF_SECURITY_ALLOW_EMBEDDING=true
- GF_AUTH_ANONYMOUS_ENABLED=true
- GF_AUTH_ANONYMOUS_ORG_ROLE=Viewer
volumes:
- ./monitoring/grafana/provisioning:/etc/grafana/provisioning:ro
networks:
- mlops_network
networks:
mlops_network:
driver: bridge