Doc update and added SFT integ test by zhaoqizqwang · Pull Request #6018 · aws/sagemaker-python-sdk

zhaoqizqwang · 2026-07-13T06:38:43Z

Moved Nova-only CPT notebook from open-weight section to Nova section.
Renamed "Customizing Models" section name → "Model Customization (Foundation Models)".
Consolidated deployment docs: moved "Model Deployment" subpage under Model customization to "Deploy Models for Inference" (including Bedrock).
Added SFT SMTJ serverful integ test

- Moved Nova-only CPT notebook from open-weight section to Nova section. - Renamed "Customizing Models" → "Model Customization (Foundation Models)". - Consolidated deployment docs under "Deploy Models for Inference" (including Bedrock). - Added SFT SMTJ serverful integ test

**Description** **Testing Done**

mujtaba1747 · 2026-07-16T18:14:31Z

+ unique_id = f"{int(time.time())}-{random.randint(1000, 9999)}"
+
+ sft_trainer = SFTTrainer(
+ model="amazon.nova-2-lite-v1",


Can we use nova micro for SFT serverful instead. It may support chepaer g5/g6 instances? Getting P5 capacity is difficult and using p5 might make it hard for this test to be picked up.
How long did it take for the test to get picked up when you tried it out manually?

We can use P5 for RLVR instead. As I don't think there are recipes for g5/g6 for rlvr.

yes updated to micro model. Uses g6 instance instead

mujtaba1747 · 2026-07-16T18:17:38Z

+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "Explain what AWS is."}]}, {"role": "assistant", "content": [{"text": "AWS (Amazon Web Services) is a comprehensive cloud computing platform that provides on-demand computing resources and services."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is Python used for?"}]}, {"role": "assistant", "content": [{"text": "Python is a versatile programming language used for web development, data analysis, artificial intelligence, scientific computing, and automation."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}


Nice, this makes the test easy to port across accounts.

mujtaba1747 · 2026-07-16T18:18:03Z

@@ -0,0 +1,172 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.


We also need test for OSS + Serverful. But that will be a different PR.

zhaoqizqwang · 2026-07-13T06:38:43Z

Moved Nova-only CPT notebook from open-weight section to Nova section.
Renamed "Customizing Models" section name → "Model Customization (Foundation Models)".
Consolidated deployment docs: moved "Model Deployment" subpage under Model customization to "Deploy Models for Inference" (including Bedrock).
Added SFT SMTJ serverful integ test

- Moved Nova-only CPT notebook from open-weight section to Nova section. - Renamed "Customizing Models" → "Model Customization (Foundation Models)". - Consolidated deployment docs under "Deploy Models for Inference" (including Bedrock). - Added SFT SMTJ serverful integ test

**Description** **Testing Done**

mujtaba1747 · 2026-07-16T18:14:31Z

+ unique_id = f"{int(time.time())}-{random.randint(1000, 9999)}"
+
+ sft_trainer = SFTTrainer(
+ model="amazon.nova-2-lite-v1",


Can we use nova micro for SFT serverful instead. It may support chepaer g5/g6 instances? Getting P5 capacity is difficult and using p5 might make it hard for this test to be picked up.
How long did it take for the test to get picked up when you tried it out manually?

We can use P5 for RLVR instead. As I don't think there are recipes for g5/g6 for rlvr.

yes updated to micro model. Uses g6 instance instead

mujtaba1747 · 2026-07-16T18:17:38Z

+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "Explain what AWS is."}]}, {"role": "assistant", "content": [{"text": "AWS (Amazon Web Services) is a comprehensive cloud computing platform that provides on-demand computing resources and services."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is Python used for?"}]}, {"role": "assistant", "content": [{"text": "Python is a versatile programming language used for web development, data analysis, artificial intelligence, scientific computing, and automation."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}


Nice, this makes the test easy to port across accounts.

mujtaba1747 · 2026-07-16T18:18:03Z

@@ -0,0 +1,172 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.


We also need test for OSS + Serverful. But that will be a different PR.

zhaoqizqwang · 2026-07-13T06:38:43Z

Moved Nova-only CPT notebook from open-weight section to Nova section.
Renamed "Customizing Models" section name → "Model Customization (Foundation Models)".
Consolidated deployment docs: moved "Model Deployment" subpage under Model customization to "Deploy Models for Inference" (including Bedrock).
Added SFT SMTJ serverful integ test

- Moved Nova-only CPT notebook from open-weight section to Nova section. - Renamed "Customizing Models" → "Model Customization (Foundation Models)". - Consolidated deployment docs under "Deploy Models for Inference" (including Bedrock). - Added SFT SMTJ serverful integ test

**Description** **Testing Done**

mujtaba1747 · 2026-07-16T18:14:31Z

+ unique_id = f"{int(time.time())}-{random.randint(1000, 9999)}"
+
+ sft_trainer = SFTTrainer(
+ model="amazon.nova-2-lite-v1",


Can we use nova micro for SFT serverful instead. It may support chepaer g5/g6 instances? Getting P5 capacity is difficult and using p5 might make it hard for this test to be picked up.
How long did it take for the test to get picked up when you tried it out manually?

We can use P5 for RLVR instead. As I don't think there are recipes for g5/g6 for rlvr.

yes updated to micro model. Uses g6 instance instead

mujtaba1747 · 2026-07-16T18:17:38Z

+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "Explain what AWS is."}]}, {"role": "assistant", "content": [{"text": "AWS (Amazon Web Services) is a comprehensive cloud computing platform that provides on-demand computing resources and services."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is Python used for?"}]}, {"role": "assistant", "content": [{"text": "Python is a versatile programming language used for web development, data analysis, artificial intelligence, scientific computing, and automation."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}


Nice, this makes the test easy to port across accounts.

mujtaba1747 · 2026-07-16T18:18:03Z

@@ -0,0 +1,172 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.


We also need test for OSS + Serverful. But that will be a different PR.

zhaoqizqwang · 2026-07-13T06:38:43Z

Moved Nova-only CPT notebook from open-weight section to Nova section.
Renamed "Customizing Models" section name → "Model Customization (Foundation Models)".
Consolidated deployment docs: moved "Model Deployment" subpage under Model customization to "Deploy Models for Inference" (including Bedrock).
Added SFT SMTJ serverful integ test

- Moved Nova-only CPT notebook from open-weight section to Nova section. - Renamed "Customizing Models" → "Model Customization (Foundation Models)". - Consolidated deployment docs under "Deploy Models for Inference" (including Bedrock). - Added SFT SMTJ serverful integ test

**Description** **Testing Done**

mujtaba1747 · 2026-07-16T18:14:31Z

+ unique_id = f"{int(time.time())}-{random.randint(1000, 9999)}"
+
+ sft_trainer = SFTTrainer(
+ model="amazon.nova-2-lite-v1",


Can we use nova micro for SFT serverful instead. It may support chepaer g5/g6 instances? Getting P5 capacity is difficult and using p5 might make it hard for this test to be picked up.
How long did it take for the test to get picked up when you tried it out manually?

We can use P5 for RLVR instead. As I don't think there are recipes for g5/g6 for rlvr.

yes updated to micro model. Uses g6 instance instead

mujtaba1747 · 2026-07-16T18:17:38Z

+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "Explain what AWS is."}]}, {"role": "assistant", "content": [{"text": "AWS (Amazon Web Services) is a comprehensive cloud computing platform that provides on-demand computing resources and services."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is Python used for?"}]}, {"role": "assistant", "content": [{"text": "Python is a versatile programming language used for web development, data analysis, artificial intelligence, scientific computing, and automation."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}


Nice, this makes the test easy to port across accounts.

mujtaba1747 · 2026-07-16T18:18:03Z

@@ -0,0 +1,172 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.


We also need test for OSS + Serverful. But that will be a different PR.

zhaoqizqwang · 2026-07-13T06:38:43Z

Moved Nova-only CPT notebook from open-weight section to Nova section.
Renamed "Customizing Models" section name → "Model Customization (Foundation Models)".
Consolidated deployment docs: moved "Model Deployment" subpage under Model customization to "Deploy Models for Inference" (including Bedrock).
Added SFT SMTJ serverful integ test

- Moved Nova-only CPT notebook from open-weight section to Nova section. - Renamed "Customizing Models" → "Model Customization (Foundation Models)". - Consolidated deployment docs under "Deploy Models for Inference" (including Bedrock). - Added SFT SMTJ serverful integ test

**Description** **Testing Done**

mujtaba1747 · 2026-07-16T18:14:31Z

+ unique_id = f"{int(time.time())}-{random.randint(1000, 9999)}"
+
+ sft_trainer = SFTTrainer(
+ model="amazon.nova-2-lite-v1",


Can we use nova micro for SFT serverful instead. It may support chepaer g5/g6 instances? Getting P5 capacity is difficult and using p5 might make it hard for this test to be picked up.
How long did it take for the test to get picked up when you tried it out manually?

We can use P5 for RLVR instead. As I don't think there are recipes for g5/g6 for rlvr.

yes updated to micro model. Uses g6 instance instead

mujtaba1747 · 2026-07-16T18:17:38Z

+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "Explain what AWS is."}]}, {"role": "assistant", "content": [{"text": "AWS (Amazon Web Services) is a comprehensive cloud computing platform that provides on-demand computing resources and services."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is Python used for?"}]}, {"role": "assistant", "content": [{"text": "Python is a versatile programming language used for web development, data analysis, artificial intelligence, scientific computing, and automation."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}


Nice, this makes the test easy to port across accounts.

mujtaba1747 · 2026-07-16T18:18:03Z

@@ -0,0 +1,172 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.


We also need test for OSS + Serverful. But that will be a different PR.

zhaoqizqwang · 2026-07-13T06:38:43Z

Moved Nova-only CPT notebook from open-weight section to Nova section.
Renamed "Customizing Models" section name → "Model Customization (Foundation Models)".
Consolidated deployment docs: moved "Model Deployment" subpage under Model customization to "Deploy Models for Inference" (including Bedrock).
Added SFT SMTJ serverful integ test

- Moved Nova-only CPT notebook from open-weight section to Nova section. - Renamed "Customizing Models" → "Model Customization (Foundation Models)". - Consolidated deployment docs under "Deploy Models for Inference" (including Bedrock). - Added SFT SMTJ serverful integ test

**Description** **Testing Done**

mujtaba1747 · 2026-07-16T18:14:31Z

+ unique_id = f"{int(time.time())}-{random.randint(1000, 9999)}"
+
+ sft_trainer = SFTTrainer(
+ model="amazon.nova-2-lite-v1",


Can we use nova micro for SFT serverful instead. It may support chepaer g5/g6 instances? Getting P5 capacity is difficult and using p5 might make it hard for this test to be picked up.
How long did it take for the test to get picked up when you tried it out manually?

We can use P5 for RLVR instead. As I don't think there are recipes for g5/g6 for rlvr.

yes updated to micro model. Uses g6 instance instead

mujtaba1747 · 2026-07-16T18:17:38Z

+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "Explain what AWS is."}]}, {"role": "assistant", "content": [{"text": "AWS (Amazon Web Services) is a comprehensive cloud computing platform that provides on-demand computing resources and services."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is Python used for?"}]}, {"role": "assistant", "content": [{"text": "Python is a versatile programming language used for web development, data analysis, artificial intelligence, scientific computing, and automation."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}


Nice, this makes the test easy to port across accounts.

mujtaba1747 · 2026-07-16T18:18:03Z

@@ -0,0 +1,172 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.


We also need test for OSS + Serverful. But that will be a different PR.

zhaoqizqwang · 2026-07-13T06:38:43Z

Moved Nova-only CPT notebook from open-weight section to Nova section.
Renamed "Customizing Models" section name → "Model Customization (Foundation Models)".
Consolidated deployment docs: moved "Model Deployment" subpage under Model customization to "Deploy Models for Inference" (including Bedrock).
Added SFT SMTJ serverful integ test

- Moved Nova-only CPT notebook from open-weight section to Nova section. - Renamed "Customizing Models" → "Model Customization (Foundation Models)". - Consolidated deployment docs under "Deploy Models for Inference" (including Bedrock). - Added SFT SMTJ serverful integ test

**Description** **Testing Done**

mujtaba1747 · 2026-07-16T18:14:31Z

+ unique_id = f"{int(time.time())}-{random.randint(1000, 9999)}"
+
+ sft_trainer = SFTTrainer(
+ model="amazon.nova-2-lite-v1",


Can we use nova micro for SFT serverful instead. It may support chepaer g5/g6 instances? Getting P5 capacity is difficult and using p5 might make it hard for this test to be picked up.
How long did it take for the test to get picked up when you tried it out manually?

We can use P5 for RLVR instead. As I don't think there are recipes for g5/g6 for rlvr.

yes updated to micro model. Uses g6 instance instead

mujtaba1747 · 2026-07-16T18:17:38Z

+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "Explain what AWS is."}]}, {"role": "assistant", "content": [{"text": "AWS (Amazon Web Services) is a comprehensive cloud computing platform that provides on-demand computing resources and services."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is Python used for?"}]}, {"role": "assistant", "content": [{"text": "Python is a versatile programming language used for web development, data analysis, artificial intelligence, scientific computing, and automation."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}


Nice, this makes the test easy to port across accounts.

mujtaba1747 · 2026-07-16T18:18:03Z

@@ -0,0 +1,172 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.


We also need test for OSS + Serverful. But that will be a different PR.

zhaoqizqwang · 2026-07-13T06:38:43Z

Moved Nova-only CPT notebook from open-weight section to Nova section.
Renamed "Customizing Models" section name → "Model Customization (Foundation Models)".
Consolidated deployment docs: moved "Model Deployment" subpage under Model customization to "Deploy Models for Inference" (including Bedrock).
Added SFT SMTJ serverful integ test

- Moved Nova-only CPT notebook from open-weight section to Nova section. - Renamed "Customizing Models" → "Model Customization (Foundation Models)". - Consolidated deployment docs under "Deploy Models for Inference" (including Bedrock). - Added SFT SMTJ serverful integ test

**Description** **Testing Done**

mujtaba1747 · 2026-07-16T18:14:31Z

+ unique_id = f"{int(time.time())}-{random.randint(1000, 9999)}"
+
+ sft_trainer = SFTTrainer(
+ model="amazon.nova-2-lite-v1",


Can we use nova micro for SFT serverful instead. It may support chepaer g5/g6 instances? Getting P5 capacity is difficult and using p5 might make it hard for this test to be picked up.
How long did it take for the test to get picked up when you tried it out manually?

We can use P5 for RLVR instead. As I don't think there are recipes for g5/g6 for rlvr.

yes updated to micro model. Uses g6 instance instead

mujtaba1747 · 2026-07-16T18:17:38Z

+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "Explain what AWS is."}]}, {"role": "assistant", "content": [{"text": "AWS (Amazon Web Services) is a comprehensive cloud computing platform that provides on-demand computing resources and services."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is Python used for?"}]}, {"role": "assistant", "content": [{"text": "Python is a versatile programming language used for web development, data analysis, artificial intelligence, scientific computing, and automation."}]}]}
+{"schemaVersion": "nova-sft-2025-01-01", "messages": [{"role": "user", "content": [{"text": "What is machine learning?"}]}, {"role": "assistant", "content": [{"text": "Machine learning is a subset of artificial intelligence that enables systems to learn and improve from experience without being explicitly programmed."}]}]}


Nice, this makes the test easy to port across accounts.

mujtaba1747 · 2026-07-16T18:18:03Z

@@ -0,0 +1,172 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.


We also need test for OSS + Serverful. But that will be a different PR.

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d09525e

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Merge branch 'master' into doc-fix
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Update instance type and model
6ff168d

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Merge branch 'master' into doc-fix
a3a5e33

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zhaoqizqwang merged commit 041f6b5 into aws:masterJul 17, 2026
8 of 12 checks passed

zhaoqizqwang deleted the doc-fix branch July 17, 2026 18:41

github-actionsBot mentioned this pull request Jul 24, 2026
Release 3.17.0 #6099
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Update integ test
d09525e

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Merge branch 'master' into doc-fix
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Update instance type and model
6ff168d

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Merge branch 'master' into doc-fix
a3a5e33

zhaoqizqwang temporarily deployed to auto-approve July 17, 2026 06:38 — with GitHub Actions Inactive

zhaoqizqwang merged commit 041f6b5 into aws:masterJul 17, 2026
8 of 12 checks passed

zhaoqizqwang deleted the doc-fix branch July 17, 2026 18:41

github-actionsBot mentioned this pull request Jul 24, 2026
Release 3.17.0 #6099
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Update integ test
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[Capitalize CR title whose length should be < 72 chars]
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Update integ test
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Release 3.17.0 #6099
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[Capitalize CR title whose length should be < 72 chars]
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Update integ test
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Merge branch 'master' into doc-fix
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Update instance type and model
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Merge branch 'master' into doc-fix
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		# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.

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