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Add image support to the OpenAI provider #53

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@Red5d Red5d commented Nov 27, 2024

Add the ability to specify an image_url parameter (accepts url or base64-encoded image) when using the generate_text() or generate_data() functions with the openai provider for use with models that can process images.

Implements the message structure defined in OpenAI's Vision guide: https://platform.openai.com/docs/guides/vision#quickstart

Tested with models on OpenRouter and Groq since they provide OpenAI-compatible APIs too.

Summary by CodeRabbit

  • New Features

    • Enhanced message content capabilities by allowing the inclusion of images through an optional image_url parameter in key methods.
    • Improved interaction with the OpenAI provider by enabling richer responses that can combine text and images.
  • Bug Fixes

    • Refined handling of tool execution results to ensure proper message appending when tools are used.

…_text() or generate_data() with models that can process images.
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coderabbitai bot commented Nov 27, 2024

Walkthrough

The changes in this pull request involve modifications to the OpenAI class within the simplemind/providers/openai.py file. The methods structured_response, generate_text, and generate_stream_text have been updated to include an optional image_url parameter, allowing users to include image content alongside text. Additionally, the structure of the messages generated by these methods has been enhanced to accommodate both text and image data. The handle method in the OpenAITool class has also been refined to ensure proper message handling during tool execution.

Changes

File Change Summary
simplemind/providers/openai.py Updated structured_response, generate_text, and generate_stream_text methods to include image_url parameter. Altered message structure to support richer content. Refined handle method in OpenAITool class for better message handling.

Poem

In the meadow where ideas bloom,
A new feature brings joy, dispelling gloom.
With images now in our text's embrace,
Creativity dances, a colorful space.
Hooray for updates, let’s hop and cheer,
For every new change, we hold so dear! 🐇✨


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Actionable comments posted: 0

🧹 Outside diff range and nitpick comments (2)
simplemind/providers/openai.py (2)

191-210: Refactor duplicated code for message construction with image_url

The logic for constructing the messages list and appending the image_url when provided is duplicated across the structured_response, generate_text, and generate_stream_text methods. To improve maintainability and reduce code duplication, consider refactoring this code into a helper method.

Here's how you could implement the helper method:

def _build_messages(self, prompt: str, image_url: str | None = None):
    messages = [
        {
            "role": "user",
            "content": [
                {
                    "type": "text",
                    "text": prompt
                }
            ]
        },
    ]

    # Add an image (url or base64-encoded) to the message if provided.
    if image_url:
        messages[0]["content"].append(
            {
                "type": "image_url",
                "image_url": {
                    "url": image_url
                }
            }
        )
    return messages

Then, update the methods to use this helper:

messages = self._build_messages(prompt, image_url)

Also applies to: 225-244, 261-280


202-202: Replace triple-quoted strings with inline comments

The triple-quoted strings at lines 202, 236, and 272 are being used as comments but are not associated with any function or class as docstrings. It's better to use inline comments with # to improve code readability and avoid confusion.

Apply this diff to replace the triple-quoted strings:

-            """Add an image (url or base64-encoded) to the message if provided."""
+            # Add an image (url or base64-encoded) to the message if provided.

Also applies to: 236-236, 272-272

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Reviewing files that changed from the base of the PR and between 9ae9a27 and 8181f37.

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  • simplemind/providers/openai.py (3 hunks)

@lucianosrp
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Nice one! It addresses #52

@kennethreitz
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Instead of tacking this into generate_text perhaps we should add a generate_image endpoint?

@Red5d
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Red5d commented Dec 19, 2024

It's still generating text as the output, not an image. This is just another input to the text generation process so it can describe an image.

@kennethreitz
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Understood, thanks for the elaboration!

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3 participants