chore: Update gpt-35-turbo version

[ranadeepsingh]

Related Issues/PRs

gpt-35-turbo-0301 is being retired from Azure OpenAI service on February 13, 2025

What changes are proposed in this pull request?

Update occurances of:

1. gpt-35-turbo (0301) ➡️ gpt-35-turbo-0125 - recommended replacement
2. text-davinci-003 ➡️ gpt-35-turbo-0125 - model deprecated in June 2024
3. api_version from 2022-12-01 ➡️ 2024-02-01 stable updated api_version for Azure OpenAI
4. model endpoint: synapseml-openai ➡️ synapseml-openai-2 where the gpt-35-turbo-0125 is deployed

How is this patch tested?

Not tested

• I have written tests (not required for typo or doc fix) and confirmed the proposed feature/bug-fix/change works.

Does this PR change any dependencies?

• No. You can skip this section.

• Yes. Make sure the dependencies are resolved correctly, and list changes here.

  • Depends on model deployments in Azure OpenAI service synapseml-openai-2
  • Compatibility of new api_version 2024-02-01

Does this PR add a new feature? If so, have you added samples on website?

• No. You can skip this section.
• Yes. Make sure you have added samples following below steps.

1. Find the corresponding markdown file for your new feature in website/docs/documentation folder.
   Make sure you choose the correct class estimators/transformers and namespace.
2. Follow the pattern in markdown file and add another section for your new API, including pyspark, scala (and .NET potentially) samples.
3. Make sure the DocTable points to correct API link.
4. Navigate to website folder, and run yarn run start to make sure the website renders correctly.
5. Don't forget to add <!--pytest-codeblocks:cont--> before each python code blocks to enable auto-tests for python samples.
6. Make sure the WebsiteSamplesTests job pass in the pipeline.

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Article	Total score (Required: 80)	Terminology	Spelling and grammar	Clarity (Readability)
✅ website/versioned_docs/version-0.11.3/Explore Algorithms/AI Services/Quickstart - Document Question and Answering with PDFs.md	73	100	87	35
✅ website/versioned_docs/version-0.11.3/Explore Algorithms/OpenAI/Langchain.md	72	100	66	34
✅ website/versioned_docs/version-0.11.3/Explore Algorithms/OpenAI/OpenAI.md	79	92	92	52
✅ website/versioned_docs/version-0.11.3/Explore Algorithms/OpenAI/Quickstart - OpenAI Embedding.md	72	100	88	32
✅ website/versioned_docs/version-0.11.3/Explore Algorithms/OpenAI/Quickstart - Understand and Search Forms.md	78	100	100	83
✅ website/versioned_docs/version-0.11.4/Explore Algorithms/AI Services/Quickstart - Document Question and Answering with PDFs.md	73	100	87	35
✅ website/versioned_docs/version-0.11.4/Explore Algorithms/OpenAI/Langchain.md	72	100	66	34
✅ website/versioned_docs/version-0.11.4/Explore Algorithms/OpenAI/OpenAI.md	79	92	92	52
✅ website/versioned_docs/version-0.11.4/Explore Algorithms/OpenAI/Quickstart - OpenAI Embedding.md	72	100	88	32
✅ website/versioned_docs/version-0.11.4/Explore Algorithms/OpenAI/Quickstart - Understand and Search Forms.md	78	100	100	83
✅ website/versioned_docs/version-1.0.1/Explore Algorithms/AI Services/Quickstart - Document Question and Answering with PDFs.md	73	100	87	35
✅ website/versioned_docs/version-1.0.1/Explore Algorithms/OpenAI/Langchain.md	72	100	67	33
✅ website/versioned_docs/version-1.0.1/Explore Algorithms/OpenAI/OpenAI.md	79	92	92	52
✅ website/versioned_docs/version-1.0.1/Explore Algorithms/OpenAI/Quickstart - OpenAI Embedding.md	72	100	88	32
✅ website/versioned_docs/version-1.0.1/Explore Algorithms/OpenAI/Quickstart - Understand and Search Forms.md	78	100	100	83
✅ website/versioned_docs/version-1.0.2/Explore Algorithms/AI Services/Quickstart - Document Question and Answering with PDFs.md	73	100	87	35
✅ website/versioned_docs/version-1.0.2/Explore Algorithms/OpenAI/Langchain.md	72	100	67	33
✅ website/versioned_docs/version-1.0.2/Explore Algorithms/OpenAI/OpenAI.md	79	92	92	52
✅ website/versioned_docs/version-1.0.2/Explore Algorithms/OpenAI/Quickstart - OpenAI Embedding.md	72	100	88	32
✅ website/versioned_docs/version-1.0.2/Explore Algorithms/OpenAI/Quickstart - Understand and Search Forms.md	78	100	100	83
✅ website/versioned_docs/version-1.0.3/Explore Algorithms/AI Services/Quickstart - Document Question and Answering with PDFs.md	73	100	87	35
✅ website/versioned_docs/version-1.0.3/Explore Algorithms/OpenAI/Langchain.md	72	100	67	33
✅ website/versioned_docs/version-1.0.3/Explore Algorithms/OpenAI/OpenAI.md	79	92	92	52
✅ website/versioned_docs/version-1.0.3/Explore Algorithms/OpenAI/Quickstart - OpenAI Embedding.md	72	100	88	32
✅ website/versioned_docs/version-1.0.3/Explore Algorithms/OpenAI/Quickstart - Understand and Search Forms.md	78	100	100	83
✅ website/versioned_docs/version-1.0.4/Explore Algorithms/AI Services/Quickstart - Document Question and Answering with PDFs.md	73	100	87	35
✅ website/versioned_docs/version-1.0.4/Explore Algorithms/OpenAI/Langchain.md	72	100	67	33
✅ website/versioned_docs/version-1.0.4/Explore Algorithms/OpenAI/OpenAI.md	80	93	93	53
✅ website/versioned_docs/version-1.0.4/Explore Algorithms/OpenAI/Quickstart - OpenAI Embedding and GPU based KNN.md	71	100	89	31
✅ website/versioned_docs/version-1.0.4/Explore Algorithms/OpenAI/Quickstart - OpenAI Embedding.md	72	100	88	32

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[mhamilton723]

Minor nits, thank you!

[mhamilton723]

No need to change version 1.0.8 and below, just edit 1.0.9 please