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Merge pull request #285331 from mrbullwinkle/mrb_08_22_2024_model_retirements
[Azure OpenAI] Update
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articles/ai-services/openai/concepts/model-retirements.md

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description: Learn about the model deprecations and retirements in Azure OpenAI.
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ms.service: azure-ai-openai
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ms.topic: conceptual
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ms.date: 08/21/2024
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ms.date: 08/22/2024
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ms.custom:
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manager: nitinme
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author: mrbullwinkle
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| Model | Version | Retirement date | Suggested replacement |
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| ---- | ---- | ---- | --- |
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| `gpt-35-turbo` | 0301 | No earlier than October 1, 2024 | `gpt-4o-mini` |
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| `gpt-35-turbo` | 0301 | No earlier than November 1, 2024 | `gpt-4o-mini` |
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| `gpt-35-turbo`<br>`gpt-35-turbo-16k` | 0613 | November 1, 2024 | `gpt-4o-mini` |
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| `gpt-35-turbo` | 1106 | No earlier than Nov 17, 2024 | `gpt-4o-mini` |
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| `gpt-35-turbo` | 0125 | No earlier than Feb 22, 2025 | `gpt-4o-mini` |
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| `gpt-4`<br>`gpt-4-32k` | 0314 | **Deprecation:** October 1, 2024 <br> **Retirement:** June 6, 2025 | `gpt-4o` |
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| `gpt-4`<br>`gpt-4-32k` | 0613 | **Deprecation:** October 1, 2024 <br> **Retirement:** June 6, 2025 | `gpt-4o` |
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| `gpt-4`<br>`gpt-4-32k` | 0314 | **Deprecation:** November 1, 2024 <br> **Retirement:** June 6, 2025 | `gpt-4o` |
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| `gpt-4`<br>`gpt-4-32k` | 0613 | **Deprecation:** November 1, 2024 <br> **Retirement:** June 6, 2025 | `gpt-4o` |
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| `gpt-4` | 1106-preview | To be upgraded to `gpt-4` Version: `turbo-2024-04-09`, starting on November 15, 2024, or later **<sup>1</sup>** | `gpt-4o`|
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| `gpt-4` | 0125-preview |To be upgraded to `gpt-4` Version: `turbo-2024-04-09`, starting on November 15, 2024, or later **<sup>1</sup>** | `gpt-4o` |
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| `gpt-4` | vision-preview | To be upgraded to `gpt-4` Version: `turbo-2024-04-09`, starting on November 15, 2024, or later **<sup>1</sup>** | `gpt-4o`|
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## Retirement and deprecation history
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### August 22, 2024
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* Updated `gpt-35-turbo` (0301) retirement date to no earlier than November 1, 2024.
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* Updated `gpt4` and `gpt-4-32k` (0314 and 0613) deprecation date to November 1, 2024.
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### August 8, 2024
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* Updated `gpt-35-turbo` & `gpt-35-turbo-16k` (0613) model's retirement date to November 1, 2024.

articles/ai-services/openai/how-to/fine-tuning.md

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ms.service: azure-ai-openai
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ms.custom: build-2023, build-2023-dataai, devx-track-python
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ms.topic: how-to
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ms.date: 08/02/2024
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ms.date: 08/22/2024
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author: mrbullwinkle
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ms.author: mbullwin
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zone_pivot_groups: openai-fine-tuning-new
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We use LoRA, or low rank approximation, to fine-tune models in a way that reduces their complexity without significantly affecting their performance. This method works by approximating the original high-rank matrix with a lower rank one, thus only fine-tuning a smaller subset of "important" parameters during the supervised training phase, making the model more manageable and efficient. For users, this makes training faster and more affordable than other techniques.
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> [!NOTE]
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> Azure OpenAI currently only supports text-to-text fine-tuning for all supported models including GPT-4o mini.
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::: zone pivot="programming-language-studio"
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[!INCLUDE [Azure OpenAI Studio fine-tuning](../includes/fine-tuning-studio.md)]

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