-
Notifications
You must be signed in to change notification settings - Fork 70
272 lines (221 loc) · 10 KB
/
taskDatabricks.yaml
File metadata and controls
272 lines (221 loc) · 10 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
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
name: Tasks Databricks
on:
workflow_call:
inputs:
ENVIRONMENT:
required: true
type: string
DBX_REPO_BRANCH:
required: false
type: string
SCRIPT_LANGUAGE:
required: false
type: string
DevOps_Agent:
required: true
type: string
default: GitHub
secrets:
ARM_TENANT_ID:
required: true
ARM_CLIENT_ID:
required: true
ARM_CLIENT_SECRET:
required: true
PAT_GITHUB:
required: true
jobs:
build:
name: ${{ inputs.ENVIRONMENT }} Environment Deployment
runs-on: ubuntu-latest
#runs-on: self-hosted
environment: ${{ inputs.ENVIRONMENT }}
steps:
- name: Checkout
uses: actions/checkout@v2
#################################/
## Set Python.
#################################/
- name: Setup Python
uses: actions/setup-python@v4
with:
python-version: "3.8"
#################################/
## Dependencies/ Install
#################################/
- shell: bash
name: Tests and Dependency Install
run: |
sudo apt update && sudo apt install jq -y
python -m pip install requests python-dotenv poetry databricks-cli setuptools wheel dbx
python -m pip install azure-cli==2.49.0 azure-mgmt-storage==21.0.0
az config set extension.use_dynamic_install=yes_without_prompt
az extension add --name databricks
az extension add -n azure-cli-ml
# Previous
#pip3 install --upgrade pip
#sudo apt update && sudo apt upgrade && sudo apt install jq -y
#az extension add -n azure-cli-ml
# Do a python pip install so that modules can be found from python tasks
#python -m pip install requests
#python -m pip install python-dotenv
#pip3 install azure-cli==2.49.0
#pip3 install azure-mgmt-storage==21.0.0
#pip3 install azure-databricks-sdk-python
#az config set extension.use_dynamic_install=yes_without_prompt
#pip3 install azureml
#pip3 install azureml-core
#pip3 install azureml.pipeline
#################################/
## Poetry Install
#################################/
- shell: bash
name: 'Install Testing Requirements locally'
run: |
python -m poetry install
#################################/
## Authenticate/Login To Azure
#################################/
- shell: bash
name: 'Azure Login'
run: |
python -m poetry run python src/pkg/dbx_utils/utils_azure_login.py
env:
ARM_CLIENT_ID: ${{ secrets.ARM_CLIENT_ID }}
ARM_CLIENT_SECRET: ${{ secrets.ARM_CLIENT_SECRET }}
ARM_TENANT_ID: ${{ secrets.ARM_TENANT_ID }}
# - name: Service Principal Login
# run: python src/pkg/dbx_utils/utils_azure_login.py
# env:
# ARM_CLIENT_ID: ${{ secrets.ARM_CLIENT_ID }}
# ARM_CLIENT_SECRET: ${{ secrets.ARM_CLIENT_SECRET }}
# ARM_TENANT_ID: ${{ secrets.ARM_TENANT_ID }}
#################################/
## Deploy Azure Infrastructure.
#################################/
- name: Deploy Azure Resources
run: python src/pkg/dbx_utils/utils_create_azure_resources.py
env:
ENVIRONMENT: ${{ inputs.ENVIRONMENT }}
#################################/
## Save Dynamically Generated Env Variable
#################################/
- name: Set Env Variables
run: bash src/pkg/dbx_utils/utils_set_env_vars.sh
env:
ENVIRONMENT: ${{ inputs.ENVIRONMENT }}
DevOps_Agent: ${{ inputs.DevOps_Agent }}
#################################/
## Generate AAD Tokens
#################################/
- name: Generate AAD Tokens
run: python src/pkg/dbx_utils/utils_create_aad_tokens.py
env:
ENVIRONMENT: ${{ inputs.ENVIRONMENT }}
ARM_CLIENT_ID: ${{ secrets.ARM_CLIENT_ID }}
ARM_CLIENT_SECRET: ${{ secrets.ARM_CLIENT_SECRET }}
ARM_TENANT_ID: ${{ secrets.ARM_TENANT_ID }}
#################################/
## RBAC Assignments
#################################/
- name: Assign RBAC Permissions
run: bash src/pkg/dbx_utils/utils_create_role_based_access.sh
env:
ENVIRONMENT: ${{ inputs.ENVIRONMENT }}
#################################/
## Generate Python Wheel Files
#################################/
- name: 'Create NYC Taxi Package Wheel File'
run: |
pip3 install wheel
ls
cd src/pkg/nyc_taxi
ls
python setup.py sdist bdist_wheel
#################################/
## PAT Token
#################################/
- name: Create And Store PAT Token In Key Vault
run: bash src/pkg/dbx_utils/utils_create_databricks_token.sh
env:
DevOps_Agent: ${{ inputs.DevOps_Agent }}
#################################/
## Git Config
#################################/
- name: Git Config
run: python src/pkg/dbx_utils/utils_git_configuration.py
env:
PAT_GITHUB: ${{ secrets.PAT_GITHUB }}
#################################/
## Create Repos
#################################/
- name: Create Databricks Repos
run: python src/pkg/dbx_utils/utils_create_repo_folder.py
env:
ARM_CLIENT_ID: ${{ secrets.ARM_CLIENT_ID }}
#################################/
## Secret Scopes
#################################/
- name: Save Databricks SP Credentials Within Secret Scopes
run: python src/pkg/dbx_utils/utils_create_secret_scopes.py
env:
ARM_CLIENT_ID: ${{ secrets.ARM_CLIENT_ID }}
ARM_CLIENT_SECRET: ${{ secrets.ARM_CLIENT_SECRET }}
ARM_TENANT_ID: ${{ secrets.ARM_TENANT_ID }}
#################################/
## Repo Pull
#################################/
# 15. Databricks Repo Pull
- name: Repo Pull
run: bash src/pkg/dbx_utils/utils_repo_pull.sh
env:
PULL_BRANCH: ${{ github.ref_name }}
DBX_REPO_BRANCH: ${{ inputs.DBX_REPO_BRANCH}}
#################################/
## Create Cluster
#################################/
- shell: bash
name: 'Create Databricks Cluster'
run: |
python -m poetry run python src/pkg/dbx_utils/utils_create_cluster.py
# - name: Create Databricks Clusters
# run: python src/pkg/dbx_utils/utils_create_cluster.py
#################################/
## Build AML Pipelines (Running Databricks Notebooks From AML Pipeline)
## Functionality Under Development (Not yet parameterized to work on general deployments)
#################################/
# 15. AML Pipeline
# - name: Azure Machine Learning Pipeline For DBX Notebooks
# run: python mlOps/nyc_taxi/aml_pipelines/v1/nyc_pipeline.py
# env:
# DATABRICKS_COMPUTE_NAME: 'mlclusterlink'
# DATABRICKS_CLUSTER_NAME: 'Unity_Cluster_13_ML'
# ARM_CLIENT_ID: ${{ secrets.ARM_CLIENT_ID }}
# ARM_CLIENT_SECRET: ${{ secrets.ARM_CLIENT_SECRET }}
# ARM_TENANT_ID: ${{ secrets.ARM_TENANT_ID }}
- shell: bash
name: Set Up DBX Environment Variables
run: |
DATABRICKS_TOKEN=$(az keyvault secret show --name "dbkstoken" --vault-name $AZ_KEYVAULT_NAME --query "value" -o tsv)
#echo $DATABRICKS_TOKEN
echo "DATABRICKS_TOKEN=$DATABRICKS_TOKEN" >> $GITHUB_ENV
#################################/
## DBX Deploy Jobs / Workflows
#################################/
- shell: bash
name: DBX Deploy - Workflow Artifacts (CD)
run: |
#pip3 install dbx
databricks -h
databricks fs ls
python -m dbx configure
#--enable-inplace-jinja-support \
#--profile $ENVIRONMENT
python -m dbx deploy --deployment-file mlops/nyc_taxi/databricks_workflows/nyc_taxi.yaml DatabricksArtifacts
#--workflows NYC_TAXI_PIPELINE \
#--no-package \
#--deployment-file mlops/nyc_taxi/databricks_workflows/nyc_taxi.yaml \
#-e $ENVIRONMENT \
#--jinja-variables-file=mlOps/nyc_taxi/databricks_pipelines/workflow_params.yaml
env:
ENVIRONMENT: ${{ inputs.ENVIRONMENT }}