@@ -128,6 +128,10 @@ This example runs a job with CLI arguments:
128128
129129.. code-block :: python3
130130
131+ from ads.jobs import Job
132+ from ads.jobs import DataScienceJob
133+ from ads.jobs import ScriptRuntime
134+
131135 job = Job()
132136 job.with_infrastructure(
133137 DataScienceJob()
@@ -161,9 +165,9 @@ You could create the preceding example job with the following YAML file:
161165
162166.. code-block :: yaml
163167
164- kind: job
165- spec:
166- infrastructure:
168+ kind : job
169+ spec :
170+ infrastructure :
167171 kind : infrastructure
168172 type : dataScienceJob
169173 spec :
@@ -177,14 +181,14 @@ You could create the preceding example job with the following YAML file:
177181 memoryInGBs : 16
178182 ocpus : 1
179183 blockStorageSize : 50
180- runtime:
181- kind: runtime
184+ runtime :
185+ kind : runtime
182186 type : python
183- spec:
184- args:
185- - <first_argument>
186- - <second_argument>
187- scriptPathURI: job_script_argument .py
187+ spec :
188+ args :
189+ - <first_argument>
190+ - <second_argument>
191+ scriptPathURI : job_script_env .py
188192
189193
190194 Environment Variables
@@ -201,12 +205,16 @@ Suppose you want to run the following python script named ``job_script_env.py``:
201205
202206 import os
203207 import sys
204- print("Hello " + os.environ["KEY1"] + " and " + os.environ["KEY2"])""")
208+ print("Hello " + os.environ["KEY1"] + " and " + os.environ["KEY2"])
205209
206210 This example runs a job with environment variables:
207211
208212.. code-block :: python3
209213
214+ from ads.jobs import Job
215+ from ads.jobs import DataScienceJob
216+ from ads.jobs import ScriptRuntime
217+
210218 job = Job()
211219 job.with_infrastructure(
212220 DataScienceJob()
@@ -246,12 +254,12 @@ You could create the preceding example job with the following YAML file:
246254
247255.. code-block :: yaml
248256
249- kind: job
250- spec:
251- infrastructure:
252- kind: infrastructure
257+ kind : job
258+ spec :
259+ infrastructure :
260+ kind : infrastructure
253261 type : dataScienceJob
254- spec:
262+ spec :
255263 logGroupId : <log_group_ocid>
256264 logId : <log_ocid>
257265 compartmentId : <compartment_ocid>
@@ -262,16 +270,16 @@ You could create the preceding example job with the following YAML file:
262270 memoryInGBs : 16
263271 ocpus : 1
264272 blockStorageSize : 50
265- runtime:
266- kind: runtime
273+ runtime :
274+ kind : runtime
267275 type : python
268- spec:
269- env:
270- - name: KEY1
271- value: <first_value>
272- - name: KEY2
273- value: <second_value>
274- scriptPathURI: job_script_env.py
276+ spec :
277+ env :
278+ - name : KEY1
279+ value : <first_value>
280+ - name : KEY2
281+ value : <second_value>
282+ scriptPathURI : job_script_env.py
275283
276284
277285
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