Pull Request Type

• 🐛 fix
• ♻️ refactor

What is in this change?

This PR significantly refactors the AWSBedrockLLM provider (server/utils/AiProviders/bedrock/index.js) to:

• Enable Multi-modal Input: Correctly implement support for sending image attachments alongside text prompts to compatible Bedrock models using the Converse API.
• Fix Max Tokens Error: Address the ValidationException caused by incorrectly using the total context window limit for the maximum output tokens parameter in API calls.
• Improve Code Quality: Enhance clarity, maintainability, and error handling.

Additional Information

The previous version of the Bedrock provider had two major issues:

No Multi-modal Support: The #generateContent function responsible for handling message attachments was unimplemented or commented out. This prevented users from sending images to multi-modal Bedrock models (like Claude 3).

Incorrect maxTokens Usage: The promptWindowLimit() function (reading AWS_BEDROCK_LLM_MODEL_TOKEN_LIMIT) was used to set the inferenceConfig.maxTokens parameter in API calls. This value represents the total context window, which is often much larger than the maximum number of tokens a model can generate in a single output. This led to ValidationException errors when the configured context window exceeded the model's specific output limit (e.g., sending 131k when the model's output limit was 8192).

Detailed Changes:

Multi-modal Input Implementation (#generateContent & Helpers)
Implemented #generateContent:

• This private method now correctly processes both userPrompt (text) and attachments (images).

Added getImageFormatFromMime Helper:

• Parses MIME types (e.g., image/png) from attachments.
• Extracts the format (png).
• Normalizes jpg to jpeg.
• Validates the format against SUPPORTED_BEDROCK_IMAGE_FORMATS (jpeg, png, gif, webp).

Added Base64 Data URI Stripping:

• Logic within #generateContent now automatically removes the data:image/...;base64, prefix from attachment.contentString before decoding.

Added base64ToUint8Array Helper:

• Decodes the pure base64 string into a Uint8Array using atob() and charCodeAt(). This method was chosen to closely match the technique observed in previous Langchain JS implementations.
• Formatted Image Blocks: #generateContent now constructs image blocks in the precise format required by the Bedrock Converse API: { image: { format: "...", source: { bytes: ... } } }.
• Robustness: Added checks for invalid attachment objects and handles potential errors during base64 decoding, logging warnings/errors and skipping problematic attachments. Ensures the final content array sent to the API is never empty.

Output Token Limit Correction (getMaxOutputTokens & API Calls)
Introduced DEFAULT_MAX_OUTPUT_TOKENS:

• Defined a constant (4096) as a safe default for the maximum number of tokens to generate in a response.

Added getMaxOutputTokens Method:

• Reads the optional AWS_BEDROCK_LLM_MAX_OUTPUT_TOKENS environment variable.
• If the env var is set and valid, it uses that value.
• Otherwise, it falls back to DEFAULT_MAX_OUTPUT_TOKENS.
• This clearly separates the output limit from the total context window limit.

Updated API Calls (getChatCompletion, streamGetChatCompletion):

• Modified the inferenceConfig in both ConverseCommand and ConverseStreamCommand to use the value returned by this.getMaxOutputTokens() for the maxTokens parameter.
• This ensures the requested output length respects the specific model's generation capabilities, fixing the ValidationException.
• Clarified promptWindowLimit: Renamed the static function back to promptWindowLimit (from the temporary getContextWindowLimit) for consistency. Added comments clarifying that this function reads AWS_BEDROCK_LLM_MODEL_TOKEN_LIMIT and represents the total context window, primarily used for calculating input limits (this.limits).

Prompt Construction (constructPrompt)

• Now correctly utilizes the implemented #generateContent to format messages containing text and/or images for both chat history and the final user prompt.
• Ensures system prompts (both real and simulated for noSystemPromptModels) are generated without attachments.
• Improved handling of potentially missing/invalid attachments arrays in history messages.

API Call Structure

• Correctly separates the system content block from the main messages array (containing only user/assistant turns) when calling ConverseCommand and ConverseStreamCommand, adhering to the API's expected structure.

Code Quality and Refinements

• Added/improved JSDoc comments for all major functions and helpers, explaining parameters, return values, and logic.
  Introduced constants for better maintainability (SUPPORTED_BEDROCK_IMAGE_FORMATS, DEFAULT_MAX_OUTPUT_TOKENS, DEFAULT_CONTEXT_WINDOW_TOKENS).
• Refined error messages, particularly for the maxTokens validation error, providing more context to the user.
• Improved validation of environment variables in the constructor.
• Minor improvements to logging messages.
• Added MODEL_MAP import (consistent with other providers, though not yet used for Bedrock limits).

Developer Validations

• I ran yarn lint from the root of the repo & committed changes
• Relevant documentation has been updated
• I have tested my code functionality
• Docker build succeeds locally