Skip to content

Commit 3713a40

Browse files
praneet22praneet22
committed
Revert "fix: updated the min vm size"
This reverts commit 2a881a1.
1 parent d42419d commit 3713a40

File tree

1 file changed

+124
-124
lines changed

1 file changed

+124
-124
lines changed

‎aml_service/51-deployOnAks.py‎

Lines changed: 124 additions & 124 deletions
Original file line numberDiff line numberDiff line change
@@ -1,124 +1,124 @@
1-
"""
2-
Copyright (C) Microsoft Corporation. All rights reserved.​
3-
​
4-
Microsoft Corporation (“Microsoft”) grants you a nonexclusive, perpetual,
5-
royalty-free right to use, copy, and modify the software code provided by us
6-
("Software Code"). You may not sublicense the Software Code or any use of it
7-
(except to your affiliates and to vendors to perform work on your behalf)
8-
through distribution, network access, service agreement, lease, rental, or
9-
otherwise. This license does not purport to express any claim of ownership over
10-
data you may have shared with Microsoft in the creation of the Software Code.
11-
Unless applicable law gives you more rights, Microsoft reserves all other
12-
rights not expressly granted herein, whether by implication, estoppel or
13-
otherwise. ​
14-
​
15-
THE SOFTWARE CODE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS
16-
OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17-
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
18-
MICROSOFT OR ITS LICENSORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
19-
SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
20-
PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR
21-
BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER
22-
IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
23-
ARISING IN ANY WAY OUT OF THE USE OF THE SOFTWARE CODE, EVEN IF ADVISED OF THE
24-
POSSIBILITY OF SUCH DAMAGE.
25-
"""
26-
import os, json, datetime, sys
27-
from operator import attrgetter
28-
from azureml.core import Workspace
29-
from azureml.core.model import Model
30-
from azureml.core.image import Image
31-
from azureml.core.compute import AksCompute, ComputeTarget
32-
from azureml.core.webservice import Webservice, AksWebservice
33-
from azureml.core.authentication import AzureCliAuthentication
34-
35-
cli_auth = AzureCliAuthentication()
36-
# Get workspace
37-
ws = Workspace.from_config(auth=cli_auth)
38-
39-
# Get the Image to deploy details
40-
try:
41-
with open("aml_config/image.json") as f:
42-
config = json.load(f)
43-
except:
44-
print("No new model, thus no deployment on ACI")
45-
# raise Exception('No new model to register as production model perform better')
46-
sys.exit(0)
47-
48-
image_name = config["image_name"]
49-
image_version = config["image_version"]
50-
51-
images = Image.list(workspace=ws)
52-
image, = (m for m in images if m.version == image_version and m.name == image_name)
53-
print(
54-
"From image.json, Image used to deploy webservice on ACI: {}\nImage Version: {}\nImage Location = {}".format(
55-
image.name, image.version, image.image_location
56-
)
57-
)
58-
59-
# image = max(images, key=attrgetter('version'))
60-
# print('From Max Version, Image used to deploy webservice on ACI: {}\nImage Version: {}\nImage Location = {}'.format(image.name, image.version, image.image_location))
61-
62-
# Check if AKS already Available
63-
try:
64-
with open("aml_config/aks_webservice.json") as f:
65-
config = json.load(f)
66-
aks_name = config["aks_name"]
67-
aks_service_name = config["aks_service_name"]
68-
compute_list = ws.compute_targets()
69-
aks_target, = (c for c in compute_list if c.name == aks_name)
70-
service = Webservice(name=aks_service_name, workspace=ws)
71-
print(
72-
"Updating AKS service {} with image: {}".format(
73-
aks_service_name, image.image_location
74-
)
75-
)
76-
service.update(image=image)
77-
except:
78-
aks_name = "aks" + datetime.datetime.now().strftime("%m%d%H")
79-
aks_service_name = "akswebservice" + datetime.datetime.now().strftime("%m%d%H")
80-
prov_config = AksCompute.provisioning_configuration(
81-
agent_count=6, vm_size="Standard_F4s", location="eastus"
82-
)
83-
print(
84-
"No AKS found in aks_webservice.json. Creating new Aks: {} and AKS Webservice: {}".format(
85-
aks_name, aks_service_name
86-
)
87-
)
88-
# Create the cluster
89-
aks_target = ComputeTarget.create(
90-
workspace=ws, name=aks_name, provisioning_configuration=prov_config
91-
)
92-
93-
aks_target.wait_for_completion(show_output=True)
94-
print(aks_target.provisioning_state)
95-
print(aks_target.provisioning_errors)
96-
97-
# Use the default configuration (can also provide parameters to customize)
98-
aks_config = AksWebservice.deploy_configuration(enable_app_insights=True)
99-
100-
service = Webservice.deploy_from_image(
101-
workspace=ws,
102-
name=aks_service_name,
103-
image=image,
104-
deployment_config=aks_config,
105-
deployment_target=aks_target,
106-
)
107-
108-
service.wait_for_deployment(show_output=True)
109-
print(service.state)
110-
print(
111-
"Deployed AKS Webservice: {} \nWebservice Uri: {}".format(
112-
service.name, service.scoring_uri
113-
)
114-
)
115-
116-
117-
# Writing the AKS details to /aml_config/aks_webservice.json
118-
aks_webservice = {}
119-
aks_webservice["aks_name"] = aks_name
120-
aks_webservice["aks_service_name"] = service.name
121-
aks_webservice["aks_url"] = service.scoring_uri
122-
aks_webservice["aks_keys"] = service.get_keys()
123-
with open("aml_config/aks_webservice.json", "w") as outfile:
124-
json.dump(aks_webservice, outfile)
1+
"""
2+
Copyright (C) Microsoft Corporation. All rights reserved.​
3+
​
4+
Microsoft Corporation (“Microsoft”) grants you a nonexclusive, perpetual,
5+
royalty-free right to use, copy, and modify the software code provided by us
6+
("Software Code"). You may not sublicense the Software Code or any use of it
7+
(except to your affiliates and to vendors to perform work on your behalf)
8+
through distribution, network access, service agreement, lease, rental, or
9+
otherwise. This license does not purport to express any claim of ownership over
10+
data you may have shared with Microsoft in the creation of the Software Code.
11+
Unless applicable law gives you more rights, Microsoft reserves all other
12+
rights not expressly granted herein, whether by implication, estoppel or
13+
otherwise. ​
14+
​
15+
THE SOFTWARE CODE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS
16+
OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17+
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
18+
MICROSOFT OR ITS LICENSORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
19+
SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
20+
PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR
21+
BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER
22+
IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
23+
ARISING IN ANY WAY OUT OF THE USE OF THE SOFTWARE CODE, EVEN IF ADVISED OF THE
24+
POSSIBILITY OF SUCH DAMAGE.
25+
"""
26+
import os, json, datetime, sys
27+
from operator import attrgetter
28+
from azureml.core import Workspace
29+
from azureml.core.model import Model
30+
from azureml.core.image import Image
31+
from azureml.core.compute import AksCompute, ComputeTarget
32+
from azureml.core.webservice import Webservice, AksWebservice
33+
from azureml.core.authentication import AzureCliAuthentication
34+
35+
cli_auth = AzureCliAuthentication()
36+
# Get workspace
37+
ws = Workspace.from_config(auth=cli_auth)
38+
39+
# Get the Image to deploy details
40+
try:
41+
with open("aml_config/image.json") as f:
42+
config = json.load(f)
43+
except:
44+
print("No new model, thus no deployment on ACI")
45+
# raise Exception('No new model to register as production model perform better')
46+
sys.exit(0)
47+
48+
image_name = config["image_name"]
49+
image_version = config["image_version"]
50+
51+
images = Image.list(workspace=ws)
52+
image, = (m for m in images if m.version == image_version and m.name == image_name)
53+
print(
54+
"From image.json, Image used to deploy webservice on ACI: {}\nImage Version: {}\nImage Location = {}".format(
55+
image.name, image.version, image.image_location
56+
)
57+
)
58+
59+
# image = max(images, key=attrgetter('version'))
60+
# print('From Max Version, Image used to deploy webservice on ACI: {}\nImage Version: {}\nImage Location = {}'.format(image.name, image.version, image.image_location))
61+
62+
# Check if AKS already Available
63+
try:
64+
with open("aml_config/aks_webservice.json") as f:
65+
config = json.load(f)
66+
aks_name = config["aks_name"]
67+
aks_service_name = config["aks_service_name"]
68+
compute_list = ws.compute_targets()
69+
aks_target, = (c for c in compute_list if c.name == aks_name)
70+
service = Webservice(name=aks_service_name, workspace=ws)
71+
print(
72+
"Updating AKS service {} with image: {}".format(
73+
aks_service_name, image.image_location
74+
)
75+
)
76+
service.update(image=image)
77+
except:
78+
aks_name = "aks" + datetime.datetime.now().strftime("%m%d%H")
79+
aks_service_name = "akswebservice" + datetime.datetime.now().strftime("%m%d%H")
80+
prov_config = AksCompute.provisioning_configuration(
81+
agent_count=6, vm_size="Standard_F2", location="eastus"
82+
)
83+
print(
84+
"No AKS found in aks_webservice.json. Creating new Aks: {} and AKS Webservice: {}".format(
85+
aks_name, aks_service_name
86+
)
87+
)
88+
# Create the cluster
89+
aks_target = ComputeTarget.create(
90+
workspace=ws, name=aks_name, provisioning_configuration=prov_config
91+
)
92+
93+
aks_target.wait_for_completion(show_output=True)
94+
print(aks_target.provisioning_state)
95+
print(aks_target.provisioning_errors)
96+
97+
# Use the default configuration (can also provide parameters to customize)
98+
aks_config = AksWebservice.deploy_configuration(enable_app_insights=True)
99+
100+
service = Webservice.deploy_from_image(
101+
workspace=ws,
102+
name=aks_service_name,
103+
image=image,
104+
deployment_config=aks_config,
105+
deployment_target=aks_target,
106+
)
107+
108+
service.wait_for_deployment(show_output=True)
109+
print(service.state)
110+
print(
111+
"Deployed AKS Webservice: {} \nWebservice Uri: {}".format(
112+
service.name, service.scoring_uri
113+
)
114+
)
115+
116+
117+
# Writing the AKS details to /aml_config/aks_webservice.json
118+
aks_webservice = {}
119+
aks_webservice["aks_name"] = aks_name
120+
aks_webservice["aks_service_name"] = service.name
121+
aks_webservice["aks_url"] = service.scoring_uri
122+
aks_webservice["aks_keys"] = service.get_keys()
123+
with open("aml_config/aks_webservice.json", "w") as outfile:
124+
json.dump(aks_webservice, outfile)

0 commit comments

Comments
 (0)