Setting default model providers #421

aws-khatria · 2023-11-01T15:59:26Z

This pull request introduces the setting of default model provider details in the Jupyter AI extension. The changes primarily involve extending the ConfigManager to initialize default values, and extension.py to initialize the values from CLI. Fixes #218.

The changes include:

Setting the model_provider_id
Setting the embedding_model_provider_id
Setting api_keys for corresponding model provider
Setting fields in cases where model provider requires additional details to model provider.
Support to merge default values provided in the CLI even when the config.json file exists. This is also tested using unit-test case.

Testing:

The changes were tested manually by running the Jupyter AI extension and verifying that the default model provider is correctly.

In addition to manual testing, unit tests are also included in this commit. The tests cover the changes made to the ConfigManager class and ensure that the default model provider details are correctly set.

These changes will improve the usability of the Jupyter AI extension by configuring the defaults for the model provider.

Command with which extension was tested:

jlpm dev --AiExtension.model_provider_id="bedrock-chat:anthropic.claude-v1"  --AiExtension.fields='{"bedrock-chat:anthropic.claude-v1":{"credentials_profile_name": "default","region_name": "us-west-2"},"bedrock:amazon.titan-embed-text-v1":{"credentials_profile_name": "default","region_name": "us-west-2"}}' --AiExtension.api_keys='{"OPENAI_API_KEY": "sk-xyz"}'

Executed unit-test using jlpm test command.

Next steps:

Review the changes and provide feedback.
Add relevant documentation
If everything looks good, merge the pull request.

welcome · 2023-11-01T15:59:28Z

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JasonWeill · 2023-11-01T19:47:02Z

@aws-khatria Thank you very much for circulating this pull request! Is this something that we should document in our user documentation? We already document some other options in the user docs. I can help with this if you need.

aws-khatria · 2023-11-01T20:12:42Z

@aws-khatria Thank you very much for circulating this pull request! Is this something that we should document in our user documentation? We already document some other options in the user docs. I can help with this if you need.

Sure, I'll update the PR with doc details. Let me know if there are any other comments as well.

3coins

@aws-khatria
Thanks for making this change. Can you rebase from main and fix the merge conflicts. Left some comments about using the model_parameters for the fields and api_keys. Let me know if you have questions.

packages/jupyter-ai/jupyter_ai/extension.py

packages/jupyter-ai/jupyter_ai/config_manager.py

dlqqq

Awesome work! There's a few changes that need to be done before this can be merged however.

packages/jupyter-ai/jupyter_ai/extension.py

for more information, see https://pre-commit.ci

aws-khatria

Addressed comments.

docs/source/users/index.md

JasonWeill

Generally looking OK; a couple of concerns about naming

packages/jupyter-ai/jupyter_ai/extension.py

3coins

@aws-khatria
Thanks for making all the updates, it looks like we are almost there. Left some naming suggestions, and a few questions.
I still have to test your changes locally, will be able to get to this by later this week; feel free to make the rest of the updates in the mean time.

packages/jupyter-ai/jupyter_ai/extension.py

docs/source/users/index.md

packages/jupyter-ai/jupyter_ai/config_manager.py

3coins · 2024-01-24T21:37:39Z

@aws-khatria
This branch seems to be out of date, can you rebase from latest main. Thanks.

3coins · 2024-01-24T22:33:48Z

@aws-khatria
I did some testing, and although the defaults seem to work when user doesn't have any values set, it breaks as soon as the user configures new values via the UI and restarts the server. For example,

I started with no defaults and set the model provider (OpenAI) and API keys through the UI, then configured the defaults as OpenAI, but did not provide the API key; this resulted in a crash, even though api keys were written to the config before the restart.
```
jupyter_ai.config_manager.AuthError: Missing API key for 'OPENAI_API_KEY' in the config.
```
Start with default provider as OpenAI, and added default api keys, but then changed the provider to anthropic in the UI. Restarted the server, and see that OpenAI was selected again as the provider.

This is due to incorrect merge as pointed in my comments. Rather than doing a shallow merge, which overwrites the top level values directly, we should be using the Merger.merge function to do deep merge, and also make sure precedence is given to the existing config. See an example for similar merge in ConfigManager.

merged_config = Merge.merge(default_config, existing_config)

aws-khatria · 2024-01-25T17:56:34Z

@3coins - I do agree with the deep merge. Somehow, it got messed up in merge conflict.

Although, I think default's must be given priority over what's present in the config file. Consider this scenario:

Start JL with no default
Select any Open AI model
Stop the server
Start JL with default as Claude. By default, Claude should be selected.

Enterprise might have use-case where they want a default language model but user can change it via UI. In this case, if the server restarts then enterprise would expect user to have the default selected model. If this is not the case, then I would suggest adding force_update parameter too that will control if the CLI provided input takes precedence over what exist in the config. Let me know your thoughts!

3coins · 2024-01-25T18:33:11Z

@aws-khatria
Thanks for explaining that use-case. My understanding was to apply default values when the user hasn't specified one. In the case you have mentioned, since the user selected OpenAI and it was saved as an option, system should honor user's choice, most users will expect that.

Changing the saved choice to the default on restart seems like an anti-pattern, a surprise for users that will need to be communicated appropriately to the user when the change happens. This also adds friction to users who will have to re-enter their choice of model on each restart, when they don't want default. My suggestion is to explore the force_update option in another issue/PR, so we can discuss pros/cons and different scenarios affecting it; this will also give us time to get feedback from the community.

for more information, see https://pre-commit.ci

welcome · 2024-01-26T03:44:23Z

Congrats on your first merged pull request in this project! 🎉

Thank you for contributing, we are very proud of you! ❤️

3coins · 2024-01-30T21:01:08Z

@meeseeksdev please backport to 1.x

Co-authored-by: aws-khatria <107514829+aws-khatria@users.noreply.github.com>

* Setting default model providers * Setting default model providers * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Setting default model providers * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Added default_ prefix to new attributes * Added default_ prefix to docs as well * Fix docs * Removed redundant code * Incorporated naming related comments * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Removing unnecessary files * Corrected config names, simplified docs. --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Piyush Jain <piyushjain@duck.com>

JasonWeill added the enhancement New feature or request label Nov 1, 2023

3coins mentioned this pull request Dec 5, 2023

Remove config.json-related information #503

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aws-khatria closed this Jan 23, 2024

aws-khatria force-pushed the default_model_provider_v1 branch from 8608b1e to b2e7c95 Compare January 23, 2024 04:58

aws-khatria added 2 commits January 22, 2024 21:08

Setting default model providers

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Setting default model providers

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aws-khatria reopened this Jan 23, 2024

pre-commit-ci bot and others added 7 commits January 23, 2024 05:34

[pre-commit.ci] auto fixes from pre-commit.com hooks

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for more information, see https://pre-commit.ci

Setting default model providers

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[pre-commit.ci] auto fixes from pre-commit.com hooks

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for more information, see https://pre-commit.ci

Added default_ prefix to new attributes

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Added default_ prefix to docs as well

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Fix docs

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Removed redundant code

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aws-khatria commented Jan 23, 2024

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aws-khatria and others added 3 commits January 25, 2024 14:57

Incorporated naming related comments

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Removing unnecessary files

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aws-khatria and others added 2 commits January 25, 2024 15:01

Merge branch 'jupyterlab:main' into default_model_provider_v1

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Corrected config names, simplified docs.

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3coins approved these changes Jan 26, 2024

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3coins merged commit 84c074a into jupyterlab:main Jan 26, 2024
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meeseeksmachine pushed a commit to meeseeksmachine/jupyter-ai that referenced this pull request Jan 30, 2024

Backport PR jupyterlab#421: Setting default model providers

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meeseeksmachine mentioned this pull request Jan 30, 2024

Backport PR #421 on branch 1.x (Setting default model providers) #608

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3coins pushed a commit that referenced this pull request Jan 30, 2024

Backport PR #421: Setting default model providers (#608)

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Co-authored-by: aws-khatria <107514829+aws-khatria@users.noreply.github.com>

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