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Merged
merged 77 commits into from
Oct 2, 2024

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@leehuwuj leehuwuj commented Sep 25, 2024

Resolve: #295

Summary by CodeRabbit

Release Notes

  • New Features

    • Introduced a comprehensive blog post creation workflow involving researcher, writer, reviewer, and publisher agents.
    • Added distinct event classes for each stage of the blog post creation process: Research, Write, Review, and Publish.
    • Enhanced the workflow initialization with optional chat history and structured control flow for systematic task management.
    • Implemented a researcher agent for information retrieval with integrated tools like DuckDuckGo and Wikipedia.
  • Bug Fixes

    • Improved event handling by excluding StopEvent from the event stream.
  • Chores

    • Removed obsolete files and configurations to streamline the project structure.
    • Updated project structure to enhance multi-agent system capabilities.

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changeset-bot bot commented Sep 25, 2024

🦋 Changeset detected

Latest commit: 4a1b965

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 1 package
Name Type
create-llama Patch

Not sure what this means? Click here to learn what changesets are.

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coderabbitai bot commented Sep 25, 2024

Walkthrough

The pull request introduces a create_workflow function that establishes a blog post creation workflow involving four agents: researcher, writer, reviewer, and publisher. It adds new event classes for each stage of the process and enhances the BlogPostWorkflow class with asynchronous methods to manage the workflow steps. The control flow is designed to systematically handle the stages of research, writing, reviewing, and publishing, with the ability to utilize a chat history parameter.

Changes

File Change Summary
templates/components/multiagent/python/app/examples/workflow.py Adds create_workflow function and event classes: ResearchEvent, WriteEvent, ReviewEvent, and PublishEvent. Updates method signatures in BlogPostWorkflow class for better event handling and workflow management.
templates/components/multiagent/python/app/examples/researcher.py Introduces a researcher agent with functions for creating a query engine tool and gathering research tools. Adds create_researcher, _get_research_tools, and _create_query_engine_tool functions.

Assessment against linked issues

Objective Addressed Explanation
Support generation of downloadable artifacts (e.g., HTML, PDF) (#[295]) The changes do not implement artifact generation functionality as specified.

Poem

In the garden of code, we hop and play,
A workflow blooms, brightening the day.
With agents in line, each task they embrace,
From research to publish, we quicken the pace!
So let’s celebrate, with joy and delight,
Our blog post creation, a marvelous sight! 🐇✨


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Actionable comments posted: 8

🧹 Outside diff range and nitpick comments (7)
.changeset/flat-singers-share.md (1)

1-5: Changeset entry looks good, but could use more details.

The changeset entry correctly identifies the package and update type. The description aligns with the PR objectives to support downloadable artifacts.

Consider expanding the description to provide more context about the publisher agent and its capabilities. For example:

- Add publisher agent that generates artifact for the content
+ Add publisher agent that generates downloadable artifacts for content, supporting various file types such as HTML, PDF, and PPT. This enhances user experience by allowing access to generated content in different formats.
templates/types/multiagent/fastapi/app/examples/publisher.py (1)

9-9: Add a docstring to improve function documentation.

While the function name is descriptive, adding a docstring would provide more context about the function's purpose, parameters, and return value. This would improve code maintainability and make it easier for other developers to understand and use the function.

Consider adding a docstring like this:

def create_publisher(chat_history: List[ChatMessage]):
    """
    Create a publisher agent for generating artifacts.

    Args:
        chat_history (List[ChatMessage]): The chat history to provide context for the agent.

    Returns:
        FunctionCallingAgent: An agent specialized in generating artifacts (PDF, HTML).
    """
templates/types/multiagent/fastapi/app/agents/multi.py (1)

38-39: LGTM: Appropriate filtering of StopEvent.

The addition of the conditional check to filter out StopEvent instances before writing to the context's event stream is a good improvement. It aligns with the PR objectives by refining the event handling process in the agent workflow.

Consider using isinstance() for type checking instead of type() is. This is generally considered more Pythonic and allows for subclass matching if needed in the future. Here's a suggested improvement:

- if type(ev) is not StopEvent:
+ if not isinstance(ev, StopEvent):
    ctx.write_event_to_stream(ev)
templates/types/streaming/nextjs/app/components/ui/chat/chat-message/chat-agent-events.tsx (1)

20-20: LGTM! Consider future-proofing the AgentIcons record.

The addition of the 'publisher' icon with icons.BookCheck is appropriate and aligns well with the PR objective of supporting downloadable artifacts. This change extends the functionality by allowing the application to display a specific icon for publisher events.

For future-proofing, consider using a TypeScript enum or a constant object for agent types. This would provide type safety and make it easier to manage agent types across the application. For example:

export enum AgentType {
  Bot = 'bot',
  Researcher = 'researcher',
  Writer = 'writer',
  Reviewer = 'reviewer',
  Publisher = 'publisher',
}

const AgentIcons: Record<AgentType, LucideIcon> = {
  [AgentType.Bot]: icons.Bot,
  [AgentType.Researcher]: icons.ScanSearch,
  [AgentType.Writer]: icons.PenLine,
  [AgentType.Reviewer]: icons.MessageCircle,
  [AgentType.Publisher]: icons.BookCheck,
};

This approach would ensure that all agent types are consistently used throughout the application and make it easier to add or modify agent types in the future.

templates/types/multiagent/fastapi/app/tools/artifact.py (1)

39-39: Address TODO comment

The TODO comment about improving the format should be addressed. Consider creating a GitHub issue to track this improvement task for future implementation.

Would you like me to create a GitHub issue to track the task of improving the PDF formatting?

templates/types/multiagent/fastapi/app/examples/choreography.py (1)

26-27: Improve clarity and fix grammatical errors in the system prompt.

The phrase 'maximal two times' should be rephrased as 'at most two times' for clarity. Additionally, capitalize 'pdf' and 'html' to 'PDF' and 'HTML' to match standard abbreviations.

Apply this diff to implement the suggestions:

-            You can consult the reviewer and researcher maximal two times. Your output should just contain the blog post. 
-            Finally, always request the publisher to create an artifact (pdf, html) and publish the blog post.""",
+            You can consult the reviewer and researcher at most two times. Your output should just contain the blog post. 
+            Finally, always request the publisher to create an artifact (PDF, HTML) and publish the blog post.""",
templates/types/multiagent/fastapi/app/examples/workflow.py (1)

Line range hint 93-101: Avoid redundant code: Combine consecutive if too_many_attempts blocks

In the write method, there are two consecutive if too_many_attempts: conditions (lines 93-101). This redundancy can be eliminated by combining them into a single block, which will improve code readability and maintainability.

Apply this diff to combine the blocks:

 if too_many_attempts:
     ctx.write_event_to_stream(
         AgentRunEvent(
             name=writer.name,
             msg=f"Too many attempts ({MAX_ATTEMPTS}) to write the blog post. Proceeding with the current version.",
         )
     )
+    # Proceeding with the current version since maximum attempts have been reached
     result = await self.run_agent(
         ctx, writer, ev.input, streaming=ctx.data["streaming"]
     )
     return StopEvent(result=result)
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📥 Commits

Files that changed from the base of the PR and between c7b7672 and 3f07c17.

📒 Files selected for processing (9)
  • .changeset/flat-singers-share.md (1 hunks)
  • templates/types/multiagent/fastapi/app/agents/multi.py (2 hunks)
  • templates/types/multiagent/fastapi/app/examples/choreography.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py (2 hunks)
  • templates/types/multiagent/fastapi/app/examples/publisher.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/workflow.py (8 hunks)
  • templates/types/multiagent/fastapi/app/tools/artifact.py (1 hunks)
  • templates/types/multiagent/fastapi/pyproject.toml (1 hunks)
  • templates/types/streaming/nextjs/app/components/ui/chat/chat-message/chat-agent-events.tsx (1 hunks)
🧰 Additional context used
📓 Path-based instructions (8)
templates/types/multiagent/fastapi/app/agents/multi.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/examples/choreography.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/examples/orchestrator.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/examples/publisher.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/examples/workflow.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/tools/artifact.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/pyproject.toml (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/streaming/nextjs/app/components/ui/chat/chat-message/chat-agent-events.tsx (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

Ruff
templates/types/multiagent/fastapi/app/tools/artifact.py

25-27: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


61-63: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


138-140: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

🔇 Additional comments not posted (16)
templates/types/multiagent/fastapi/pyproject.toml (1)

21-22: LGTM! New dependencies align with PR objectives.

The addition of markdown and reportlab dependencies is appropriate and aligns well with the PR objectives to support the generation of downloadable artifacts such as HTML files and PDF reports. The version constraints (^3.7 for markdown and ^4.2.2 for reportlab) allow for compatible updates, which is a good practice for maintaining up-to-date dependencies while avoiding breaking changes.

templates/types/multiagent/fastapi/app/examples/publisher.py (2)

1-6: LGTM: Imports are well-organized and complete.

The imports cover all necessary components for the function, including standard library and custom modules. They are logically organized and all appear to be used in the code.


10-19: LGTM: Agent creation is well-implemented.

The creation of the artifact_tool and FunctionCallingAgent is well-structured and aligns with the function's purpose. The agent's parameters are appropriate for a publisher agent, including the name, tools, role, and system prompt.

templates/types/multiagent/fastapi/app/examples/orchestrator.py (4)

5-5: LGTM: Import statement for create_publisher added correctly.

The import statement for create_publisher from app.examples.publisher is correctly placed and aligns with the PR objective of adding a publisher agent.


25-25: LGTM: Publisher agent added correctly to the orchestrator.

The publisher agent is created using the create_publisher function, consistent with how other agents are initialized. This addition aligns with the PR objective of adding a publisher agent to support generating downloadable artifacts.


27-27: LGTM: Publisher agent successfully integrated into the AgentOrchestrator.

The publisher agent has been correctly added to the list of agents in the AgentOrchestrator initialization. This change completes the integration of the publisher agent into the orchestrator, fulfilling the PR objective.


Line range hint 1-29: Summary: Publisher agent successfully added to the orchestrator.

The changes in this file successfully implement the addition of a publisher agent to the AgentOrchestrator. This includes:

  1. Importing the create_publisher function.
  2. Creating a publisher agent in the create_orchestrator function.
  3. Adding the publisher agent to the list of agents in the AgentOrchestrator initialization.

These changes align with the PR objective of supporting the generation of downloadable artifacts (issue #295). The implementation maintains consistency with existing code patterns and integrates smoothly with the current structure.

templates/types/multiagent/fastapi/app/agents/multi.py (2)

11-11: LGTM: Import of StopEvent is appropriate.

The addition of StopEvent to the import statement is consistent with its usage in the acall method and aligns with the PR objectives for enhancing event handling in the agent workflow.


Line range hint 1-85: Summary: Changes align with PR objectives and improve event handling.

The modifications in this file, while not directly implementing downloadable artifacts, contribute to the overall goal of the PR by refining the event handling process in the agent workflow. This improved control over event propagation lays a foundation for more sophisticated artifact generation and management, which aligns with the objectives outlined in issue #295.

The changes are well-implemented and maintain backward compatibility. They represent a step towards the larger goal of supporting downloadable artifacts by enhancing the underlying agent communication and control mechanisms.

templates/types/multiagent/fastapi/app/tools/artifact.py (6)

8-10: ArtifactType enum looks good

The ArtifactType enum is well-defined and aligns with the PR objectives of supporting PDF and HTML artifact generation.


15-51: PDF generation implementation looks good, with room for optimization

The _generate_pdf method successfully converts markdown to PDF. However, for future improvements, consider:

  1. Implementing more sophisticated styling and formatting.
  2. Optimizing the PDF generation process for larger documents.
  3. Adding support for images and other markdown features.
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Ruff

25-27: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


54-111: HTML generation implementation looks good

The _generate_html method successfully converts markdown to a complete HTML document with basic styling. The implementation is clean and effective.

🧰 Tools
Ruff

61-63: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


114-120: _write_to_file method looks good

The _write_to_file method correctly handles directory creation and file writing. It's a clean and effective implementation.


123-154: generate_artifact method implementation looks good

The generate_artifact method effectively orchestrates the artifact generation process. It provides good error handling, type checking, and uses environment variables for configuration. The overall implementation is clean and aligns well with the PR objectives.

🧰 Tools
Ruff

138-140: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


1-154: Overall implementation aligns well with PR objectives

The artifact.py file successfully implements the functionality for generating PDF and HTML artifacts as outlined in the PR objectives. The code is well-structured and includes proper error handling. Some minor improvements have been suggested:

  1. Making the OUTPUT_DIR configurable.
  2. Improving exception handling in import errors.
  3. Addressing the TODO comment for PDF formatting.
  4. Making the HTML template more customizable.
  5. Adding input validation for the file_name parameter.

These suggestions, if implemented, would enhance the robustness, flexibility, and security of the artifact generation feature. Great work on implementing this new functionality!

🧰 Tools
Ruff

25-27: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


61-63: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


138-140: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/types/multiagent/fastapi/app/examples/workflow.py (1)

121-123: Verify input sanitization before publishing content

The user_input is included directly in the PublishEvent input (line 123). To prevent potential security risks, ensure that user_input is properly sanitized before being used in the published content.

Run the following script to check for input sanitization:

If the script returns no results, consider adding appropriate sanitization to handle potentially unsafe input.

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Actionable comments posted: 3

🧹 Outside diff range and nitpick comments (1)
templates/types/multiagent/fastapi/app/tools/artifact.py (1)

14-53: LGTM with suggestions for future improvements.

The HTML_FILE_TEMPLATE provides a good basic structure for generated HTML artifacts. It's functional and serves the current purpose well.

For future improvements, consider:

  1. Extracting the CSS to a separate file for easier maintenance and customization.
  2. Implementing a mechanism to allow custom CSS injection.
  3. Providing options for different themes or styles.

These enhancements would improve the flexibility of the HTML artifact generation without compromising the current functionality.

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📥 Commits

Files that changed from the base of the PR and between 3f07c17 and 34fa3fe.

📒 Files selected for processing (4)
  • templates/types/multiagent/fastapi/app/examples/publisher.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/workflow.py (8 hunks)
  • templates/types/multiagent/fastapi/app/tools/artifact.py (1 hunks)
  • templates/types/multiagent/fastapi/pyproject.toml (1 hunks)
🚧 Files skipped from review as they are similar to previous changes (3)
  • templates/types/multiagent/fastapi/app/examples/publisher.py
  • templates/types/multiagent/fastapi/app/examples/workflow.py
  • templates/types/multiagent/fastapi/pyproject.toml
🧰 Additional context used
📓 Path-based instructions (1)
templates/types/multiagent/fastapi/app/tools/artifact.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

Ruff
templates/types/multiagent/fastapi/app/tools/artifact.py

65-67: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


81-83: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


130-132: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

🔇 Additional comments not posted (6)
templates/types/multiagent/fastapi/app/tools/artifact.py (6)

1-6: LGTM: Imports and constants are appropriate.

The imports cover the necessary modules for the functionality being implemented. The OUTPUT_DIR constant is correctly defined as a fixed path, which aligns with the project's requirements as clarified in the past comments.


9-11: LGTM: ArtifactType enum is well-defined.

The ArtifactType enum clearly defines the two artifact types (PDF and HTML) mentioned in the PR objectives. It follows Python naming conventions and is appropriately placed in the file structure.


108-112: LGTM: _generate_html method is concise and clear.

The method correctly uses the HTML_FILE_TEMPLATE to generate a complete HTML document. It's simple and effective.


155-161: LGTM: _write_to_file method is concise and handles directory creation.

The method correctly creates the necessary directories and writes the content to the file. It's simple and effective.


164-175: LGTM: _validate_file_name method provides good security measures.

The method effectively prevents directory traversal and restricts file names to safe characters. This is a crucial security measure for preventing potential exploits.


1-175: Overall assessment: Well-implemented feature with minor suggestions for improvement.

This new file successfully implements the functionality for generating downloadable artifacts (PDF and HTML) as outlined in the PR objectives. Key points:

  1. The code is well-structured and includes necessary security measures (e.g., file name validation).
  2. It handles different artifact types effectively and provides a clear interface for generating artifacts.
  3. The implementation aligns well with the project requirements and addresses the need for downloadable artifacts.

The suggested improvements (mainly in exception handling) are minor and don't impact the overall functionality. Once these are addressed, this implementation will provide a robust solution for generating downloadable artifacts.

Great job on implementing this feature!

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65-67: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


81-83: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


130-132: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

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Actionable comments posted: 5

📜 Review details

Configuration used: .coderabbit.yaml
Review profile: CHILL

📥 Commits

Files that changed from the base of the PR and between 34fa3fe and f026796.

📒 Files selected for processing (1)
  • templates/types/multiagent/fastapi/app/tools/artifact.py (1 hunks)
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templates/types/multiagent/fastapi/app/tools/artifact.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

Ruff
templates/types/multiagent/fastapi/app/tools/artifact.py

65-67: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


81-83: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


130-132: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

🔇 Additional comments not posted (3)
templates/types/multiagent/fastapi/app/tools/artifact.py (3)

1-6: LGTM: Imports and constants are well-defined.

The necessary imports are present, and the OUTPUT_DIR constant is correctly defined. As per the previous discussion, keeping it as a constant is appropriate for this use case.


9-11: LGTM: ArtifactType enum is well-defined.

The ArtifactType enum clearly defines the supported artifact types (PDF and HTML), which aligns with the PR objectives. This approach provides type safety and makes it easy to extend in the future if needed.


1-178: Overall assessment: Well-implemented artifact generation with room for improvements.

The ArtifactGenerator class successfully implements the functionality for generating downloadable PDF and HTML artifacts, aligning well with the PR objectives. The code structure is clear and the main functionalities are correctly implemented.

Key strengths:

  1. Clear separation of concerns with methods for different aspects of artifact generation.
  2. Use of enums for artifact types, providing type safety.
  3. Implementation of file name validation to prevent security issues.

Areas for improvement:

  1. Enhanced error handling and exception chaining in several methods.
  2. More robust input validation, especially for file names and environment variables.
  3. Potential for increased customization of the HTML template.

These suggested improvements will further enhance the robustness, security, and flexibility of the artifact generation process. Overall, this is a solid implementation that meets the project requirements.

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Ruff

65-67: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


81-83: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


130-132: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

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Actionable comments posted: 4

🧹 Outside diff range and nitpick comments (2)
.changeset/gorgeous-penguins-shout.md (1)

1-5: Approved with suggestions for improvement.

The changeset entry is correctly formatted and appropriately marks this as a patch update. However, the description could be more informative.

Consider expanding the changelog message to better reflect the PR objectives and the impact of this change. For example:

-Add artifact generator tool
+Add artifact generator tool to support downloadable artifacts
+
+- Introduces functionality to generate downloadable artifacts
+- Enhances user experience with icons for generated artifacts
+- Enables creation of various artifact types (e.g., HTML, PDF, PPT)
+
+Resolves #295

This expanded description provides more context about the feature and its benefits, and also links it to the issue it resolves.

helpers/tools.ts (1)

113-136: LGTM! The new Artifact generator tool aligns well with the PR objectives.

The implementation of the Artifact generator tool addresses the need for generating downloadable artifacts as outlined in the PR objectives. It supports creating files for reports and posts, which aligns with the examples given in the linked issue (HTML for blog posts, PDF reports).

A few suggestions for improvement:

  1. Consider expanding framework support beyond "fastapi" to include other frameworks like "express" and "nextjs", similar to other tools in the array.
  2. The TODO comment about adding TypeScript template support is a good reminder for future enhancements. Consider creating a separate issue to track this task.
  3. The system prompt is concise but effective. You might want to expand it to provide more specific instructions on how to use the tool, especially regarding the supported file formats (e.g., PDF, HTML).

To improve framework support, consider updating the supportedFrameworks array:

-    supportedFrameworks: ["fastapi"],
+    supportedFrameworks: ["fastapi", "express", "nextjs"],

This change would make the Artifact generator tool consistent with other tools in terms of framework support.

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  • .changeset/gorgeous-penguins-shout.md (1 hunks)
  • helpers/tools.ts (1 hunks)
  • templates/components/engines/python/agent/tools/artifact.py (1 hunks)
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templates/components/engines/python/agent/tools/artifact.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

Ruff
templates/components/engines/python/agent/tools/artifact.py

67-69: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


83-85: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


132-134: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

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templates/components/engines/python/agent/tools/artifact.py (3)

153-154: Robustness: Ensure FILESERVER_URL_PREFIX environment variable is set

If FILESERVER_URL_PREFIX is not set, file_url may be incorrect, leading to issues when accessing the artifact.

Please verify that the environment variable is set before constructing file_url, and handle the case where it might be missing:

+        prefix = os.getenv('FILESERVER_URL_PREFIX')
+        if not prefix:
+            raise EnvironmentError("Environment variable FILESERVER_URL_PREFIX is not set.")
         file_url = f"{prefix}/{file_path}"

65-69: 🛠️ Refactor suggestion

Optional Dependency Imports: Consider module-level imports for efficiency

Importing modules inside functions can lead to repeated imports and slight performance overhead. If markdown is a required dependency, consider importing it at the module level.

Move the import statement to the top of the file:

+import markdown
 class ArtifactGenerator:
     @classmethod
     def _generate_html_content(cls, original_content: str) -> str:
-        try:
-            import markdown
-        except ImportError as e:
-            raise ImportError(
-                "Failed to import required modules. Please install markdown."
-            ) from e

Likely invalid or redundant comment.

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67-69: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

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81-85: 🛠️ Refactor suggestion

Optional Dependency Imports: Consider module-level imports for efficiency

Similarly, if xhtml2pdf is a required dependency for PDF generation, importing it at the module level enhances readability and performance.

Move the import statement to the top and handle the import error appropriately:

+from xhtml2pdf import pisa
 class ArtifactGenerator:
     @classmethod
     def _generate_pdf(cls, html_content: str) -> BytesIO:
-        try:
-            from xhtml2pdf import pisa
-        except ImportError as e:
-            raise ImportError(
-                "Failed to import required modules. Please install xhtml2pdf."
-            ) from e

If xhtml2pdf is optional, ensure to handle the case where it may not be installed.

Likely invalid or redundant comment.

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Actionable comments posted: 2

🧹 Outside diff range and nitpick comments (1)
templates/components/engines/python/agent/tools/duckduckgo.py (1)

35-61: LGTM with suggestions for improvement

The duckduckgo_image_search function is well-implemented and aligns with the PR objectives. It provides the functionality to search for images using DuckDuckGo, which enhances the tool's capabilities. However, there are a couple of suggestions for improvement:

  1. Improve exception handling as per best practices.

  2. Consider refactoring to reduce code duplication with duckduckgo_search.

  3. Improve the exception handling by using raise ... from err:

     try:
         from duckduckgo_search import DDGS
-    except ImportError:
-        raise ImportError(
+    except ImportError as err:
+        raise ImportError(
             "duckduckgo_search package is required to use this function."
             "Please install it by running: `poetry add duckduckgo_search` or `pip install duckduckgo_search`"
-        )
+        ) from err
  1. To reduce code duplication, consider creating a base function that both duckduckgo_search and duckduckgo_image_search can use:
def _duckduckgo_base_search(search_type: str, query: str, region: str = "wt-wt", max_results: int = 10):
    try:
        from duckduckgo_search import DDGS
    except ImportError as err:
        raise ImportError(
            "duckduckgo_search package is required to use this function."
            "Please install it by running: `poetry add duckduckgo_search` or `pip install duckduckgo_search`"
        ) from err

    params = {
        "keywords": query,
        "region": region,
        "max_results": max_results,
    }
    with DDGS() as ddg:
        if search_type == "text":
            results = list(ddg.text(**params))
        elif search_type == "images":
            results = list(ddg.images(**params))
        else:
            raise ValueError("Invalid search type. Use 'text' or 'images'.")
    return results

def duckduckgo_search(query: str, region: str = "wt-wt", max_results: int = 10):
    """
    Use this function to search for any query in DuckDuckGo.
    ...
    """
    return _duckduckgo_base_search("text", query, region, max_results)

def duckduckgo_image_search(query: str, region: str = "wt-wt", max_results: int = 10):
    """
    Use this function to search for images in DuckDuckGo.
    ...
    """
    return _duckduckgo_base_search("images", query, region, max_results)

This refactoring will reduce code duplication and make it easier to maintain and extend the search functionality in the future.

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Files that changed from the base of the PR and between 8c04bb6 and df693df.

📒 Files selected for processing (2)
  • templates/components/engines/python/agent/tools/artifact.py (1 hunks)
  • templates/components/engines/python/agent/tools/duckduckgo.py (1 hunks)
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templates/components/engines/python/agent/tools/artifact.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/python/agent/tools/duckduckgo.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

Ruff
templates/components/engines/python/agent/tools/artifact.py

110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/components/engines/python/agent/tools/duckduckgo.py

50-53: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

🔇 Additional comments not posted (5)
templates/components/engines/python/agent/tools/duckduckgo.py (2)

63-68: LGTM: Successfully added the new image search tool

The get_tools function has been correctly updated to include the new duckduckgo_image_search function. This change aligns with the PR objectives and enhances the available tools for the agent.


Line range hint 1-68: Overall assessment: Changes align with PR objectives and enhance functionality

The additions and modifications in this file successfully implement the image search functionality for DuckDuckGo, which aligns with the PR objectives of supporting the generation of downloadable artifacts. The new duckduckgo_image_search function and its integration into the get_tools function enhance the agent's capabilities.

Key points:

  1. The new image search function is well-implemented and follows the existing pattern.
  2. The get_tools function has been correctly updated to include the new tool.
  3. Suggestions for improvement focus on code quality and maintainability, including better exception handling and reducing code duplication.

These changes contribute to the overall goal of expanding the application's capabilities and providing users with more versatile ways to access and utilize generated content.

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templates/components/engines/python/agent/tools/artifact.py (3)

219-225: Duplicate Comment: Address directory traversal in file name validation

The previous review comment regarding potential directory traversal issues in _validate_file_name is still valid. The current validation does not prevent relative paths like ../, which could lead to security vulnerabilities.


103-119: Approved: HTML content generation is correctly implemented

The _generate_html_content method correctly converts markdown to HTML using the markdown library with the appropriate extensions. The implementation is sound and follows best practices.

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110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

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121-149: Approved: PDF generation logic is effective

The _generate_pdf method effectively generates a PDF from HTML content using the xhtml2pdf library. Error handling for PDF generation failures is appropriately managed.

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Actionable comments posted: 5

🧹 Outside diff range and nitpick comments (6)
templates/types/multiagent/fastapi/app/examples/researcher.py (3)

34-37: LGTM: DuckDuckGo search tools integration.

The changes successfully integrate DuckDuckGo search tools into the researcher agent's capabilities, aligning with the PR objectives. The implementation is correct and efficient.

Consider improving readability by splitting the tools list across multiple lines:

tools=[
    get_query_engine_tool(),
    *duckduckgo_search_tools
],

38-39: LGTM: Updated agent role and system prompt.

The changes to the agent's role description and system prompt accurately reflect the new capabilities added with the DuckDuckGo search tools. This ensures that the agent will utilize both the knowledge base and internet search functionality appropriately.

Consider adding a brief mention of the ability to generate downloadable artifacts in the system prompt, as this was one of the main objectives of the PR. For example:

system_prompt="You are a researcher agent. You are given a researching task. You must use tools to retrieve information from the knowledge base and search for needed images from the internet for the post. When appropriate, you can generate downloadable artifacts based on your research."

Line range hint 1-41: Overall assessment: Successful implementation of internet search capabilities.

The changes in this file successfully implement the integration of DuckDuckGo search tools into the researcher agent, significantly enhancing its capabilities. This aligns well with the PR objectives of supporting the generation of downloadable artifacts and expanding the agent's ability to retrieve information.

Key improvements:

  1. Added DuckDuckGo search tools to the agent's toolkit.
  2. Updated the agent's role description and system prompt to reflect new capabilities.

These changes lay a strong foundation for generating various types of artifacts, including those not directly produced by the language model. The implementation is clean and maintains good coding practices.

As the project evolves, consider creating a separate configuration file or environment variables for managing the list of tools and their respective weights or priorities. This would allow for easier customization and extension of the agent's capabilities in the future.

templates/types/multiagent/fastapi/app/tools/duckduckgo.py (3)

4-32: Approve implementation with minor suggestions.

The duckduckgo_search function is well-implemented with clear docstrings and proper use of the DDGS context manager. However, there are a couple of minor improvements that can be made:

  1. Improve exception handling as per the static analysis hint.
  2. Add type hinting for the return value.

Here's a suggested improvement for the function:

 def duckduckgo_search(
     query: str,
     region: str = "wt-wt",
     max_results: int = 10,
-):
+) -> list:
     """
     Use this function to search for any query in DuckDuckGo.
     Args:
         query (str): The query to search in DuckDuckGo.
         region Optional(str): The region to be used for the search in [country-language] convention, ex us-en, uk-en, ru-ru, etc...
         max_results Optional(int): The maximum number of results to be returned. Default is 10.
+    Returns:
+        list: A list of search results.
     """
     try:
         from duckduckgo_search import DDGS
     except ImportError:
-        raise ImportError(
+        raise ImportError(
             "duckduckgo_search package is required to use this function."
             "Please install it by running: `poetry add duckduckgo_search` or `pip install duckduckgo_search`"
-        )
+        ) from None

     params = {
         "keywords": query,
         "region": region,
         "max_results": max_results,
     }
     results = []
     with DDGS() as ddg:
         results = list(ddg.text(**params))
     return results

These changes will improve the function's type hinting and exception handling.

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19-22: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


35-61: Approve implementation with suggestions for improvement.

The duckduckgo_image_search function is well-implemented, but there are several improvements that can be made:

  1. Improve exception handling as per the static analysis hint.
  2. Add type hinting for the return value.
  3. Reduce code duplication with duckduckgo_search.

Here's a suggested improvement for the function:

 def duckduckgo_image_search(
     query: str,
     region: str = "wt-wt",
     max_results: int = 10,
-):
+) -> list:
     """
     Use this function to search for images in DuckDuckGo.
     Args:
         query (str): The query to search in DuckDuckGo.
         region Optional(str): The region to be used for the search in [country-language] convention, ex us-en, uk-en, ru-ru, etc...
         max_results Optional(int): The maximum number of results to be returned. Default is 10.
+    Returns:
+        list: A list of image search results.
     """
-    try:
-        from duckduckgo_search import DDGS
-    except ImportError:
-        raise ImportError(
-            "duckduckgo_search package is required to use this function."
-            "Please install it by running: `poetry add duckduckgo_search` or `pip install duckduckgo_search`"
-        )
-    params = {
-        "keywords": query,
-        "region": region,
-        "max_results": max_results,
-    }
-    with DDGS() as ddg:
-        results = list(ddg.images(**params))
-    return results
+    return _duckduckgo_search(query, region, max_results, search_type="images")

+def _duckduckgo_search(query: str, region: str, max_results: int, search_type: str = "text") -> list:
+    try:
+        from duckduckgo_search import DDGS
+    except ImportError:
+        raise ImportError(
+            "duckduckgo_search package is required to use this function. "
+            "Please install it by running: `poetry add duckduckgo_search` or `pip install duckduckgo_search`"
+        ) from None
+    
+    params = {
+        "keywords": query,
+        "region": region,
+        "max_results": max_results,
+    }
+    with DDGS() as ddg:
+        search_method = ddg.images if search_type == "images" else ddg.text
+        results = list(search_method(**params))
+    return results

+def duckduckgo_search(query: str, region: str = "wt-wt", max_results: int = 10) -> list:
+    """
+    Use this function to search for any query in DuckDuckGo.
+    Args:
+        query (str): The query to search in DuckDuckGo.
+        region Optional(str): The region to be used for the search in [country-language] convention, ex us-en, uk-en, ru-ru, etc...
+        max_results Optional(int): The maximum number of results to be returned. Default is 10.
+    Returns:
+        list: A list of search results.
+    """
+    return _duckduckgo_search(query, region, max_results)

These changes will improve type hinting, exception handling, and significantly reduce code duplication by introducing a private _duckduckgo_search function that both duckduckgo_search and duckduckgo_image_search can use.

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50-53: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

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64-68: Approve implementation with minor suggestions.

The get_tools function is concise and serves its purpose well. However, there are a couple of minor improvements that can be made:

  1. Remove the unused **kwargs parameter.
  2. Add a return type hint.

Here's a suggested improvement for the function:

-def get_tools(**kwargs):
+def get_tools() -> list[FunctionTool]:
+    """
+    Returns a list of FunctionTool instances for DuckDuckGo search functions.
+    
+    Returns:
+        list[FunctionTool]: A list containing FunctionTool instances for text and image search.
+    """
     return [
         FunctionTool.from_defaults(duckduckgo_search),
         FunctionTool.from_defaults(duckduckgo_image_search),
     ]

These changes will remove the unused parameter and improve type hinting, making the function's purpose and return value clearer.

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📒 Files selected for processing (4)
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/researcher.py (2 hunks)
  • templates/types/multiagent/fastapi/app/tools/artifact.py (1 hunks)
  • templates/types/multiagent/fastapi/app/tools/duckduckgo.py (1 hunks)
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templates/types/multiagent/fastapi/app/examples/orchestrator.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/examples/researcher.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/tools/artifact.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/tools/duckduckgo.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

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templates/types/multiagent/fastapi/app/tools/artifact.py

117-119: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


146-148: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


185-187: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/types/multiagent/fastapi/app/tools/duckduckgo.py

19-22: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


50-53: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

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🔇 Additional comments (10)
templates/types/multiagent/fastapi/app/examples/researcher.py (1)

6-6: LGTM: New import statement for DuckDuckGo tools.

The import statement is correctly formatted and necessary for the new functionality added to the create_researcher function.

templates/types/multiagent/fastapi/app/examples/orchestrator.py (5)

5-5: LGTM: New import for publisher agent added.

The import for create_publisher is correctly placed and aligns with the PR objective of adding support for generating downloadable artifacts.


14-19: LGTM: Writer agent updated to support artifact generation.

The role and system prompt for the writer agent have been appropriately updated to support the generation of blog posts with images. The changes align well with the PR objective of supporting downloadable artifacts.

Key improvements:

  1. The role now specifies the need for information and images.
  2. The system prompt includes clear instructions for requesting necessary information and images.
  3. The agent is explicitly instructed not to make up information or use dummy images.

These changes enhance the agent's capability to generate more comprehensive and accurate blog posts.


24-27: LGTM: Reviewer agent updated to support artifact validation.

The role and system prompt for the reviewer agent have been appropriately updated to support the validation of blog posts with images. These changes align well with the PR objective of supporting downloadable artifacts.

Key improvements:

  1. The role now specifies the need for a written blog post to review.
  2. The system prompt includes a clear requirement for at least one valid image in the post.
  3. The agent is instructed to request images if they are missing or invalid.

These changes ensure that the reviewer agent can effectively validate the content and structure of blog posts, including the presence of proper images.


30-30: LGTM: Publisher agent added to the AgentOrchestrator.

The publisher agent has been successfully integrated into the AgentOrchestrator. This addition aligns perfectly with the PR objective of supporting the generation of downloadable artifacts.

Key points:

  1. The publisher agent is created using the create_publisher function, consistent with other agent creation methods.
  2. The publisher agent is correctly added to the list of agents in the AgentOrchestrator.

This change completes the integration of the new publisher functionality into the existing agent orchestration system.

Also applies to: 32-32


1-34: Overall assessment: Changes successfully implement support for downloadable artifacts.

The modifications to this file effectively address the PR objective of supporting the generation of downloadable artifacts. Key improvements include:

  1. Addition of a new publisher agent.
  2. Updates to the writer and reviewer agents to handle image requirements.
  3. Integration of the publisher agent into the AgentOrchestrator.

These changes collectively enhance the system's capability to generate, validate, and potentially publish blog posts with images, aligning well with the goals outlined in issue #295.

templates/types/multiagent/fastapi/app/tools/artifact.py (4)

1-9: Imports and constants look good

The imports are appropriate for the functionality being implemented, and the OUTPUT_DIR constant is correctly defined as per the project's requirements.


12-14: ArtifactType enum is well-defined

The ArtifactType enum clearly defines the supported artifact types (PDF and HTML), which aligns with the PR objectives of supporting different types of downloadable artifacts.


233-234: get_tools function is correctly implemented

The get_tools function is simple and correctly implements the requirement of exposing the ArtifactGenerator.generate_artifact method as a FunctionTool. This aligns well with the PR objectives of supporting the generation of downloadable artifacts.


1-234: Overall implementation is solid with room for improvements

The artifact.py file successfully implements the functionality for generating downloadable artifacts as PDF and HTML, aligning well with the PR objectives. The code is generally well-structured and includes necessary validations.

Key strengths:

  1. Clear separation of concerns with different methods for various aspects of artifact generation.
  2. Good use of enums for artifact types.
  3. Implementation of file name validation for security.

Suggested improvements:

  1. Externalizing CSS styles and HTML templates for better maintainability.
  2. Enhancing exception handling and error logging for easier debugging.
  3. Adding validation for environment variables.
  4. Improving specific exception handling in file operations.

These improvements will enhance the robustness and maintainability of the code. Great job on implementing this feature!

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117-119: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

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146-148: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

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185-187: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

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Actionable comments posted: 2

🧹 Outside diff range and nitpick comments (2)
templates/types/multiagent/fastapi/app/api/routers/models.py (2)

52-54: Consider adding a docstring to AgentAnnotation class

Adding a docstring to the AgentAnnotation class will enhance code readability and help other developers understand its purpose.


149-167: Ensure concatenated agent messages are properly formatted and size-limited

In get_history_messages, when including agent messages, the concatenated content might become too large if agent messages are lengthy. Consider implementing a mechanism to limit the overall size of the message content to prevent potential issues with message length exceeding allowed limits.

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📒 Files selected for processing (5)
  • templates/types/multiagent/fastapi/app/agents/planner.py (6 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/chat.py (1 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/models.py (3 hunks)
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/publisher.py (1 hunks)
🚧 Files skipped from review as they are similar to previous changes (2)
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py
  • templates/types/multiagent/fastapi/app/examples/publisher.py
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templates/types/multiagent/fastapi/app/agents/planner.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/api/routers/chat.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/api/routers/models.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🔇 Additional comments (9)
templates/types/multiagent/fastapi/app/api/routers/chat.py (2)

Line range hint 1-38: Overall code structure and practices look good.

A few additional observations about the file:

  1. The imports are well-organized and appropriate for the functionality.
  2. Error handling with proper logging is implemented, which is a good practice.
  3. The use of FastAPI's dependency injection (via the data: ChatData parameter) is commendable.
  4. The VercelStreamResponse suggests this might be deployed on Vercel. Ensure that streaming responses are properly handled in this environment.

23-23: LGTM! Consider performance monitoring and TODO items.

The change to include agent messages in the chat history is approved and aligns with the PR objectives. This modification could enhance the context available for artifact generation.

However, please consider the following points:

  1. Monitor the performance impact of including additional messages, especially for long conversations.
  2. There are TODO comments in the function that should be addressed in future updates.

To verify the impact of this change on the agent's behavior, please run the following script:

This script will help identify any existing performance monitoring, tests that might need updating, and configuration options related to including agent messages.

templates/types/multiagent/fastapi/app/api/routers/models.py (1)

59-59: Verify that methods in Annotation handle AgentAnnotation

With AgentAnnotation added as a possible type for the data field in the Annotation class, ensure that all methods interacting with data are updated to handle instances of AgentAnnotation appropriately.

templates/types/multiagent/fastapi/app/agents/planner.py (6)

14-14: Importing ChatMessage enables handling of conversation history

The addition of ChatMessage import allows the planner to utilize chat history for more context-aware planning.


28-39: Including chat_history in INITIAL_PLANNER_PROMPT enhances context awareness

By adding {chat_history} to the prompt template, the planner can generate plans that consider the entire conversation history, leading to more accurate and relevant plans.


78-84: Adding chat_history parameter to StructuredPlannerAgent improves context handling

Introducing chat_history as an optional parameter in the constructor allows the agent to maintain conversation context across planning sessions.


87-92: Passing INITIAL_PLANNER_PROMPT to Planner ensures updated prompt usage

Setting the initial_plan_prompt to INITIAL_PLANNER_PROMPT in the Planner initialization incorporates the new prompt that includes chat history, enhancing the planning process.


112-114: Forwarding chat_history to create_plan integrates conversation context

Passing self.chat_history to the create_plan method allows the planner to utilize previous conversations when generating a new plan.


238-240: Including chat_history parameter in Planner.create_plan method for context-aware planning

By accepting chat_history in the create_plan method, the planner can generate plans that are informed by prior interactions with the user.

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Actionable comments posted: 0

🧹 Outside diff range and nitpick comments (2)
templates/types/multiagent/fastapi/app/examples/researcher.py (1)

34-39: LGTM: Enhanced researcher agent with DuckDuckGo tools.

The changes effectively integrate DuckDuckGo search tools into the researcher agent, aligning with the PR objectives. The updated description and system prompt accurately reflect the agent's new capabilities.

Consider adding a brief comment explaining the purpose of the DuckDuckGo tools for better code documentation:

+    # Integrate DuckDuckGo search tools for internet-based queries
     duckduckgo_search_tools = get_duckduckgo_tools()
templates/types/multiagent/fastapi/app/examples/orchestrator.py (1)

24-27: LGTM: Reviewer agent updated with image validation, but contains a minor typo.

The changes to the reviewer agent's description and system prompt align well with the PR objectives. The agent now explicitly checks for the presence of valid images in the blog post.

There's a minor typo in the system prompt:

- A post must include at lease one valid image
+ A post must include at least one valid image
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  • templates/types/multiagent/fastapi/app/examples/publisher.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/researcher.py (2 hunks)
  • templates/types/multiagent/fastapi/app/examples/workflow.py (6 hunks)
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templates/types/multiagent/fastapi/app/examples/orchestrator.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/examples/researcher.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🔇 Additional comments (6)
templates/types/multiagent/fastapi/app/examples/researcher.py (2)

6-6: LGTM: New import for DuckDuckGo tools.

The new import statement for DuckDuckGo tools is correctly placed and aligns with the PR objectives of enhancing the researcher agent's capabilities.


33-41: Verify the impact of enhanced researcher agent.

While the function signature remains unchanged, the researcher agent now has expanded capabilities. Ensure that any code relying on this agent is updated to leverage its new features effectively.

Run the following script to identify potential areas that might need updates:

Review the output to identify any areas that might need updates to fully utilize the enhanced researcher agent.

templates/types/multiagent/fastapi/app/examples/orchestrator.py (4)

5-5: LGTM: New import for publisher agent.

The import statement for create_publisher is correctly added and follows the existing import style.


14-19: LGTM: Writer agent updated to handle information and image requirements.

The changes to the writer agent's description and system prompt align well with the PR objectives. The agent now explicitly requests information and images when needed, which should improve the quality of the generated blog posts.


30-30: LGTM: Publisher agent successfully integrated.

The publisher agent is correctly created and added to the AgentOrchestrator. This addition aligns with the PR objectives to support generating downloadable artifacts.

Also applies to: 32-32


1-34: Overall LGTM: Changes successfully implement the publisher agent and update existing agents.

The modifications in this file effectively address the PR objectives:

  1. The new publisher agent is integrated into the AgentOrchestrator.
  2. The writer and reviewer agents are updated to handle information and image requirements for blog posts.
  3. The changes support the generation of downloadable artifacts as outlined in issue Support generation of downloadable artifacts #295.

These updates enhance the functionality of the orchestrator and align well with the goal of improving user experience by supporting downloadable artifacts.

@leehuwuj leehuwuj force-pushed the lee/add-artifact-generator branch from a22ecf9 to 2131889 Compare September 27, 2024 06:50
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Actionable comments posted: 8

🧹 Outside diff range and nitpick comments (4)
templates/components/engines/python/agent/tools/duckduckgo.py (1)

Line range hint 4-33: Consider applying similar improvements to duckduckgo_search

While this function wasn't modified in this PR, for consistency with the new duckduckgo_image_search function, consider applying the following improvements:

  1. Improve the import error handling using raise ... from err.
  2. Add a return type hint to the function signature.
  3. Add input validation for max_results to ensure it's a positive integer.

Here's a suggested implementation with these improvements:

from typing import List, Dict, Any

def duckduckgo_search(
    query: str,
    region: str = "wt-wt",
    max_results: int = 10,
) -> List[Dict[str, Any]]:
    """
    Use this function to search for any query in DuckDuckGo.
    Args:
        query (str): The query to search in DuckDuckGo.
        region Optional(str): The region to be used for the search in [country-language] convention, ex us-en, uk-en, ru-ru, etc...
        max_results Optional(int): The maximum number of results to be returned. Default is 10.
    Returns:
        List[Dict[str, Any]]: A list of dictionaries containing search results.
    """
    if max_results <= 0:
        raise ValueError("max_results must be a positive integer")

    try:
        from duckduckgo_search import DDGS
    except ImportError as err:
        raise ImportError(
            "duckduckgo_search package is required to use this function. "
            "Please install it by running: `poetry add duckduckgo_search` or `pip install duckduckgo_search`"
        ) from err

    params = {
        "keywords": query,
        "region": region,
        "max_results": max_results,
    }
    with DDGS() as ddg:
        results = list(ddg.text(**params))
    return results

These changes will improve consistency between the two functions and provide better type information for users.

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50-53: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/types/multiagent/fastapi/app/tools/duckduckgo.py (2)

4-32: Approve implementation with minor suggestions

The duckduckgo_search function is well-implemented with clear documentation and proper error handling. However, there are a couple of minor improvements that can be made:

  1. Consider updating the exception handling to use raise ... from err as suggested by the static analysis tool. This helps in distinguishing between errors in exception handling and the original exception.

  2. The results list creation can be optimized slightly.

Here's a suggested refactor addressing both points:

 def duckduckgo_search(
     query: str,
     region: str = "wt-wt",
     max_results: int = 10,
 ):
     """
     Use this function to search for any query in DuckDuckGo.
     Args:
         query (str): The query to search in DuckDuckGo.
         region Optional(str): The region to be used for the search in [country-language] convention, ex us-en, uk-en, ru-ru, etc...
         max_results Optional(int): The maximum number of results to be returned. Default is 10.
     """
     try:
         from duckduckgo_search import DDGS
     except ImportError as err:
-        raise ImportError(
+        raise ImportError(
             "duckduckgo_search package is required to use this function."
             "Please install it by running: `poetry add duckduckgo_search` or `pip install duckduckgo_search`"
-        )
+        ) from err

     params = {
         "keywords": query,
         "region": region,
         "max_results": max_results,
     }
-    results = []
     with DDGS() as ddg:
         results = list(ddg.text(**params))
     return results

These changes will improve the exception handling and slightly optimize the function by removing the unnecessary initialization of the results list.

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19-22: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


64-68: Approve implementation with a minor suggestion

The get_tools function is well-implemented and correctly creates FunctionTool instances from the search functions. This approach allows for easy integration of these tools into the broader application context.

Consider removing the unused **kwargs parameter unless it's intended for future use. If it is intended for future extensibility, it would be helpful to add a comment explaining its purpose. Here's a suggested modification:

def get_tools():
    """
    Returns a list of FunctionTool instances for DuckDuckGo search capabilities.
    """
    return [
        FunctionTool.from_defaults(duckduckgo_search),
        FunctionTool.from_defaults(duckduckgo_image_search),
    ]

If **kwargs is indeed necessary for future use, consider adding a comment like this:

def get_tools(**kwargs):
    """
    Returns a list of FunctionTool instances for DuckDuckGo search capabilities.
    
    Args:
        **kwargs: Reserved for future use and extensibility.
    """
    # Implementation remains the same

This will improve code clarity and maintainability.

templates/components/engines/python/agent/tools/artifact.py (1)

144-144: Ensure logging is appropriately configured

The use of logging.error to log PDF generation failures is good practice. However, ensure that the logging system is properly configured elsewhere in the application to capture and store these logs effectively. This will aid in troubleshooting and monitoring the system's behavior in production environments.

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  • helpers/tools.ts (1 hunks)
  • templates/components/engines/python/agent/tools/artifact.py (1 hunks)
  • templates/components/engines/python/agent/tools/duckduckgo.py (1 hunks)
  • templates/types/multiagent/fastapi/app/agents/multi.py (3 hunks)
  • templates/types/multiagent/fastapi/app/agents/planner.py (6 hunks)
  • templates/types/multiagent/fastapi/app/agents/single.py (2 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/chat.py (1 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/models.py (3 hunks)
  • templates/types/multiagent/fastapi/app/examples/choreography.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/publisher.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/researcher.py (2 hunks)
  • templates/types/multiagent/fastapi/app/examples/workflow.py (6 hunks)
  • templates/types/multiagent/fastapi/app/tools/artifact.py (1 hunks)
  • templates/types/multiagent/fastapi/app/tools/duckduckgo.py (1 hunks)
  • templates/types/multiagent/fastapi/pyproject.toml (1 hunks)
  • templates/types/streaming/nextjs/app/components/ui/chat/chat-message/chat-agent-events.tsx (1 hunks)
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  • templates/types/multiagent/fastapi/app/agents/planner.py
  • templates/types/multiagent/fastapi/app/api/routers/chat.py
  • templates/types/multiagent/fastapi/app/api/routers/models.py
  • templates/types/multiagent/fastapi/app/examples/choreography.py
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py
  • templates/types/multiagent/fastapi/app/examples/publisher.py
  • templates/types/multiagent/fastapi/app/examples/researcher.py
  • templates/types/multiagent/fastapi/app/examples/workflow.py
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templates/components/engines/python/agent/tools/artifact.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/python/agent/tools/duckduckgo.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/agents/single.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/tools/artifact.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/tools/duckduckgo.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

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templates/components/engines/python/agent/tools/artifact.py

110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/components/engines/python/agent/tools/duckduckgo.py

50-53: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/types/multiagent/fastapi/app/tools/artifact.py

117-119: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


146-148: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


185-187: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/types/multiagent/fastapi/app/tools/duckduckgo.py

19-22: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


50-53: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

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🔇 Additional comments (8)
templates/components/engines/python/agent/tools/duckduckgo.py (1)

63-68: LGTM: New tool correctly added

The modification to the get_tools function correctly includes the new duckduckgo_image_search function in the list of tools returned. This change aligns with the PR objectives of supporting the generation of downloadable artifacts by providing an image search capability.

templates/types/multiagent/fastapi/app/tools/duckduckgo.py (1)

1-68: Summary: DuckDuckGo search integration aligns with PR objectives

This new file successfully introduces DuckDuckGo search functionality, which aligns well with the PR objectives of supporting the generation of downloadable artifacts. While these functions don't directly generate artifacts, they provide crucial capabilities for gathering information that can be used in artifact generation.

The implementation is solid, with clear function definitions and proper error handling. The suggested refactorings will further improve code quality by reducing duplication and enhancing maintainability.

To fully realize the PR objectives:

  1. Ensure that the search results from these functions can be effectively utilized in the artifact generation process.
  2. Consider implementing additional functions or tools that can transform the search results into various downloadable formats (e.g., HTML, PDF, PPT) as mentioned in the linked issue Support generation of downloadable artifacts #295.

Overall, this is a valuable addition to the project that lays the groundwork for enhanced artifact generation capabilities.

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19-22: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


50-53: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/types/multiagent/fastapi/app/tools/artifact.py (5)

1-9: Imports and constants look good

The imports are appropriate for the functionality implemented in the file, and the OUTPUT_DIR constant is correctly defined as per the project's requirements.


12-14: ArtifactType enum is well-defined

The ArtifactType enum clearly specifies the supported artifact types (PDF and HTML), which aligns with the PR objectives of supporting downloadable artifacts.


17-88: CSS styles are well-defined

The CSS styles (COMMON_STYLES, HTML_SPECIFIC_STYLES, and PDF_SPECIFIC_STYLES) are well-structured and provide good formatting for the generated artifacts. They are appropriately defined as constants within the file, as per the project's requirements.


90-105: HTML template is well-structured

The HTML_TEMPLATE constant provides a well-structured base for generating both HTML and PDF artifacts. It includes necessary meta tags and placeholders for styles and content.


1-234: Overall implementation aligns well with PR objectives

The artifact.py file successfully implements the artifact generation functionality, supporting both PDF and HTML formats as downloadable artifacts. The code is well-structured, with clear separation of concerns and good use of constants for styles and templates.

A few minor improvements have been suggested:

  1. Enhancing exception handling in various methods to preserve the original exception context.
  2. Adding validation for the FILESERVER_URL_PREFIX environment variable.
  3. Improving error specificity in the _write_to_file method.

These changes will further improve the robustness and maintainability of the code. Great job on implementing this feature!

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117-119: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


146-148: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


185-187: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/types/multiagent/fastapi/app/agents/single.py (1)

8-8: LGTM: Import statement consolidation

The consolidation of imports from llama_index.core.tools improves code organization without affecting functionality. Good job on keeping the imports clean and concise.

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Actionable comments posted: 14

🧹 Outside diff range and nitpick comments (4)
templates/components/engines/typescript/agent/tools/index.ts (1)

50-52: LGTM: DocumentGenerator added correctly to toolFactory.

The document_generator entry in the toolFactory object is implemented correctly. It follows the structure of other tools and properly instantiates the DocumentGenerator class.

For consistency with other tool implementations, consider adding a descriptive comment above this entry, similar to the comments present for other tools in the file. This would improve code readability and maintainability.

// Document generator tool for creating various document types
document_generator: async (config: unknown) => {
  return [new DocumentGenerator(config as DocumentGeneratorParams)];
},
helpers/tools.ts (1)

113-136: LGTM: Added Document generator tool

The new Document generator tool has been successfully added and aligns well with the PR objectives of supporting downloadable artifacts. The configuration, including supported frameworks and dependencies, appears appropriate for the tool's purpose.

A few observations:

  1. The tool name "document_generator" is consistent with the suggestion from a previous review comment.
  2. The system prompt correctly instructs to use the tool for reports or posts, which matches the PR objectives.

Regarding the TODO comment on line 116:

// TODO: add support for Typescript templates

Would you like me to create a GitHub issue to track the task of adding support for TypeScript templates?

helpers/typescript.ts (1)

331-341: Approve with suggestion: Consider using caret ranges for dependency versions

The new code block for handling the document_generator tool is well-structured and aligns with the PR objectives. It correctly adds the necessary dependencies (puppeteer and marked) when the tool is present.

However, I suggest using caret ranges (^) for the dependency versions instead of pinning them to specific versions. This allows for automatic updates to patch and minor versions, which often include important bug fixes and performance improvements.

Consider updating the dependency versions as follows:

 packageJson.dependencies = {
   ...packageJson.dependencies,
-  puppeteer: "^23.4.1",
-  marked: "^14.1.2",
+  puppeteer: "^23.4.1",
+  marked: "^14.1.2",
 };

This change will allow for automatic updates to patch and minor versions while still maintaining compatibility.

templates/components/engines/python/agent/tools/document_generator.py (1)

163-200: Add unit tests for 'DocumentGenerator.generate_document' method

Consider adding unit tests for the generate_document method to ensure it handles all document types correctly and gracefully handles invalid inputs.

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177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

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  • helpers/typescript.ts (4 hunks)
  • templates/components/engines/python/agent/tools/document_generator.py (1 hunks)
  • templates/components/engines/typescript/agent/tools/document_generator.ts (1 hunks)
  • templates/components/engines/typescript/agent/tools/duckduckgo.ts (4 hunks)
  • templates/components/engines/typescript/agent/tools/index.ts (2 hunks)
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templates/components/engines/python/agent/tools/document_generator.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/typescript/agent/tools/document_generator.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/typescript/agent/tools/duckduckgo.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/typescript/agent/tools/index.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

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templates/components/engines/python/agent/tools/document_generator.py

110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

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templates/components/engines/typescript/agent/tools/document_generator.ts

[error] 176-176: The catch clause that only rethrows the original error is redundant.

These unnecessary catch clauses can be confusing. It is recommended to remove them.

(lint/complexity/noUselessCatch)

🔇 Additional comments (13)
templates/components/engines/typescript/agent/tools/index.ts (2)

3-6: LGTM: Import statement for DocumentGenerator is correct.

The import statement for DocumentGenerator and DocumentGeneratorParams is well-structured and follows TypeScript best practices. It correctly imports from a local file, which is expected for a custom tool implementation.


Line range hint 1-52: Overall changes align well with PR objectives.

The addition of the DocumentGenerator tool to this file is well-implemented and aligns perfectly with the PR objective of supporting the generation of downloadable artifacts (issue #295). The integration is seamless and follows the established patterns for tool management in this file.

A few points to note:

  1. The import statement is correctly placed and structured.
  2. The toolFactory object is appropriately updated to include the new tool.
  3. The implementation is consistent with other tools in the file.

These changes lay the groundwork for generating various types of artifacts as mentioned in the linked issue, such as HTML files for blog posts or PDF reports. The DocumentGenerator tool will enable the system to create downloadable content, enhancing the application's capabilities and user experience.

helpers/tools.ts (2)

75-75: LGTM: Updated DuckDuckGo search tool description

The description has been appropriately updated to include the ability to retrieve images, which accurately reflects the enhanced functionality of the tool.


Line range hint 1-386: Summary: Successfully implemented Document generator tool

This PR successfully adds the new Document generator tool and updates the DuckDuckGo search tool description, aligning well with the objectives of supporting downloadable artifacts and enhancing existing tool capabilities. The changes are well-structured and consistent with the existing codebase.

Key points:

  1. The Document generator tool is properly configured with necessary dependencies and supported frameworks.
  2. The DuckDuckGo search tool description now accurately reflects its ability to retrieve images.
  3. A TODO item for adding TypeScript template support has been noted.

Overall, these changes effectively address the requirements outlined in issue #295.

helpers/typescript.ts (3)

212-212: LGTM: Addition of tools parameter

The addition of the tools parameter to the installTSTemplate function signature is consistent with the PR objectives and aligns with the changes described in the AI-generated summary. This change will allow the function to handle tool-specific installations, which is necessary for supporting the generation of downloadable artifacts.


Line range hint 234-244: LGTM: tools parameter added to updatePackageJson

The addition of the tools parameter to the updatePackageJson function signature and its inclusion in the Pick type is consistent with the changes made to the installTSTemplate function. These modifications enable the function to handle tool-specific package updates, which is in line with the PR objectives.


Line range hint 1-374: Summary: Changes successfully implement support for downloadable artifacts

The modifications to helpers/typescript.ts effectively implement support for generating downloadable artifacts, aligning well with the PR objectives. The changes include:

  1. Adding a tools parameter to both installTSTemplate and updatePackageJson functions.
  2. Implementing logic to handle the document_generator tool and add necessary dependencies.

These changes are well-structured and logically sound. A minor suggestion was made regarding the use of caret ranges for dependency versions to allow for automatic updates to patch and minor versions.

Overall, the implementation successfully addresses the requirements outlined in issue #295.

templates/components/engines/typescript/agent/tools/duckduckgo.ts (2)

111-138: 'DuckDuckGoImageSearchTool' class is well-implemented.

The DuckDuckGoImageSearchTool class correctly implements the image search functionality and adheres to the BaseTool interface.


140-142: New tools are correctly instantiated in 'getTools' function.

The getTools function appropriately returns instances of both DuckDuckGoSearchTool and DuckDuckGoImageSearchTool.

templates/components/engines/python/agent/tools/document_generator.py (4)

103-119: LGTM: _generate_html_content method

The _generate_html_content method correctly converts markdown content to HTML with the appropriate extensions for fenced code blocks and tables.

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110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


121-149: LGTM: _generate_pdf method

The _generate_pdf method effectively generates a PDF from the provided HTML content using xhtml2pdf and handles errors appropriately.

🧰 Tools
🪛 Ruff

128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


151-160: LGTM: _generate_html method

The _generate_html method successfully creates a complete HTML document by embedding the content within the predefined template.


228-229: LGTM: get_tools function

The get_tools function properly exposes the generate_document method as a tool for external use.

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Actionable comments posted: 3

🧹 Outside diff range and nitpick comments (1)
questions.ts (1)

Refactor questions.ts to Improve Modularity and Maintainability

The questions.ts file contains multiple template-specific imports and conditional logic blocks based on the template property. This structure increases complexity and can hinder future maintenance and scalability.

Issues Identified:

  • Template-Specific Imports:

    • import { templatesDir } from "./helpers/dir"; indicates coupling with template logic.
  • Conditional Logic Blocks:

    • Numerous if and switch statements handling different templates (e.g., multiagent, community, llamapack, extractor).
    • Extensive modification of the program object based on template conditions.

Recommendation:
Refactor the questions.ts file by extracting template-specific logic into separate modules. This will enhance the code's modularity, readability, and maintainability.

Category:

🔗 Analysis chain

Line range hint 1-828: Consider refactoring for improved modularity and maintainability

The questions.ts file has grown quite large and handles many different aspects of project configuration. With the addition of the multiagent tool selection, it might be beneficial to consider some structural improvements.

Consider the following refactoring suggestions:

  1. Extract template-specific logic into separate modules:
    Create a new directory, e.g., src/templates, and move template-specific configurations into separate files like streaming.ts, multiagent.ts, extractor.ts, etc.

  2. Use a strategy pattern for template configuration:
    Create a common interface for template configurations and implement it for each template type. This would allow for easier addition of new templates in the future.

  3. Separate concerns:
    Split the askQuestions function into smaller, more focused functions. For example, separate data source selection, tool selection, and post-install action selection into their own functions.

  4. Use dependency injection:
    Instead of directly accessing program and preferences objects, consider passing them as parameters to functions. This would make the code more testable and easier to reason about.

Here's a high-level example of how this could look:

// src/templates/base.ts
export interface TemplateConfig {
  configureTools(): Promise<Tool[]>;
  configureDataSources(): Promise<DataSource[]>;
  // ... other template-specific configurations
}

// src/templates/multiagent.ts
export class MultiagentConfig implements TemplateConfig {
  async configureTools(): Promise<Tool[]> {
    // Multiagent-specific tool configuration
  }
  
  async configureDataSources(): Promise<DataSource[]> {
    // Multiagent-specific data source configuration
  }
}

// questions.ts
import { TemplateConfig } from './templates/base';
import { MultiagentConfig } from './templates/multiagent';
import { StreamingConfig } from './templates/streaming';

async function askQuestions(program: QuestionArgs, preferences: QuestionArgs, openAiKey?: string) {
  // ... existing code ...

  const templateConfig: TemplateConfig = getTemplateConfig(program.template);
  
  program.tools = await templateConfig.configureTools();
  program.dataSources = await templateConfig.configureDataSources();
  
  // ... rest of the configuration ...
}

function getTemplateConfig(template: string): TemplateConfig {
  switch (template) {
    case 'multiagent':
      return new MultiagentConfig();
    case 'streaming':
      return new StreamingConfig();
    // ... other templates ...
    default:
      throw new Error(`Unsupported template: ${template}`);
  }
}

This refactoring would:

  1. Improve modularity by separating template-specific logic.
  2. Enhance maintainability by reducing the size and complexity of the main file.
  3. Make it easier to add new templates or modify existing ones without affecting the main logic.
  4. Improve testability by allowing for easier mocking of template configurations.

To assess the potential impact of this refactoring, run the following script:

This script will help identify the current coupling between template-specific logic and the main configuration flow, guiding the refactoring process.

🏁 Scripts executed

The following scripts were executed for the analysis:

Script:

#!/bin/bash
# Analyze the current structure and usage of template-specific logic
echo "Template-specific imports:"
rg --type typescript 'import.*template' questions.ts

echo "\nTemplate-specific logic:"
rg --type typescript -e 'if.*template.*==' -e 'switch.*template' questions.ts

echo "\nUsage of 'program' object:"
rg --type typescript 'program\.' questions.ts

Length of output: 581


Script:

#!/bin/bash
# Analyze the current structure and usage of template-specific logic
echo "Template-specific imports:"
rg 'import.*template' questions.ts

echo "\nTemplate-specific logic:"
rg -e 'if.*template.*==' -e 'switch.*template' questions.ts

echo "\nUsage of 'program' object:"
rg 'program\.' questions.ts

Length of output: 4467

📜 Review details

Configuration used: .coderabbit.yaml
Review profile: CHILL

📥 Commits

Files that changed from the base of the PR and between 6182b5a and f51c8d3.

📒 Files selected for processing (5)
  • helpers/python.ts (1 hunks)
  • questions.ts (2 hunks)
  • templates/components/engines/python/agent/tools/document_generator.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/choreography.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/publisher.py (1 hunks)
🚧 Files skipped from review as they are similar to previous changes (2)
  • templates/types/multiagent/fastapi/app/examples/choreography.py
  • templates/types/multiagent/fastapi/app/examples/publisher.py
🧰 Additional context used
📓 Path-based instructions (1)
templates/components/engines/python/agent/tools/document_generator.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🪛 Ruff
templates/components/engines/python/agent/tools/document_generator.py

110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

🔇 Additional comments (11)
questions.ts (1)

369-383: Align implementation with PR objectives

The current changes introduce support for a "Document Generator" tool in the multiagent template, which appears to be a step towards supporting the generation of downloadable artifacts as mentioned in the PR objectives. However, the implementation might not fully address all aspects of the feature request.

To fully align with the PR objectives:

  1. Extend the "Document Generator" tool:

    • Implement the actual functionality for generating various types of artifacts (HTML, PDF, PPT, etc.).
    • Add options for users to specify the desired output format.
  2. Integrate with the frontend:

    • Implement UI components for users to initiate the document generation process.
    • Add functionality to handle the download of generated artifacts.
  3. Consider scalability:

    • Implement asynchronous processing for large document generation tasks.
    • Add a queueing system if necessary to handle multiple generation requests.
  4. Error handling and logging:

    • Implement robust error handling for the document generation process.
    • Add logging to track the generation process and any issues that arise.
  5. Testing:

    • Develop unit tests for the document generation functionality.
    • Implement integration tests to ensure proper interaction between the frontend, backend, and document generation tool.

Next steps:

  1. Flesh out the "Document Generator" tool implementation.
  2. Update the frontend to support interaction with the document generation feature.
  3. Implement the suggested refactoring to improve overall code structure.
  4. Add comprehensive tests for the new functionality.

To assess the current state of the document generation implementation, run the following script:

This script will help identify existing code related to document generation and highlight areas that may need further implementation to fully support the PR objectives.

templates/components/engines/python/agent/tools/document_generator.py (10)

107-112: Use exception chaining to preserve original exception context

This issue has been previously noted and the past review comment is still applicable.

🧰 Tools
🪛 Ruff

110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


126-130: Use exception chaining to preserve original exception context

This issue has been previously noted and the past review comment is still applicable.

🧰 Tools
🪛 Ruff

128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


175-179: Use exception chaining to preserve original exception context

This issue has been previously noted and the past review comment is still applicable.

🧰 Tools
🪛 Ruff

177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


198-201: Ensure 'FILESERVER_URL_PREFIX' is set to prevent invalid URLs

This concern has been raised previously and the past review comment remains valid.


207-212: Remove redundant exception handling in _write_to_file

This issue has been previously identified and the past review comment still applies.


218-225: Strengthen file name validation to prevent directory traversal

This concern was addressed in a past review comment and is still relevant.


101-149: Well-structured methods for document generation

The methods _generate_html_content, _generate_pdf, and _generate_html are well-implemented with clear logic and effective use of external libraries. The inclusion of detailed docstrings enhances readability and maintainability.

🧰 Tools
🪛 Ruff

110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


151-160: Efficient HTML generation with proper styling

The _generate_html method correctly integrates common and specific styles into the HTML template, ensuring consistency in the generated documents.


163-200: Comprehensive generate_document method

The generate_document method effectively orchestrates the document generation process, including input validation, content generation, and file writing. Error handling is appropriately used to manage unexpected document types.

🧰 Tools
🪛 Ruff

177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


228-229: Proper tool exposure through get_tools

The get_tools function correctly exposes the generate_document method as a tool for external use, facilitating integration with other components.

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Actionable comments posted: 3

🧹 Outside diff range and nitpick comments (3)
templates/types/multiagent/fastapi/app/examples/publisher.py (1)

13-13: Optimize dictionary key check.

Consider using the in operator directly on the dictionary instead of calling .keys().

- if "document_generator" in configured_tools.keys():
+ if "document_generator" in configured_tools:

This change slightly improves performance and readability.

🧰 Tools
🪛 Ruff

13-13: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

templates/types/multiagent/fastapi/app/examples/researcher.py (1)

33-46: Approve with suggestions: Enhanced research capabilities with room for improvement.

The new _get_research_tools function significantly improves the researcher's capabilities by incorporating additional research tools. However, consider the following suggestions:

  1. Remove or replace the print statement on line 42 with proper logging for production code.
  2. Consider adding error handling for tool initialization to gracefully handle potential exceptions.

Consider applying these changes:

 def _get_research_tools() -> QueryEngineTool:
     """
     Researcher take responsibility for retrieving information.
     Try init wikipedia or duckduckgo tool if available.
     """
     researcher_tool_names = ["duckduckgo", "wikipedia.WikipediaToolSpec"]
     # Always include the query engine tool
     tools = [_create_query_engine_tool()]
     configured_tools = ToolFactory.from_env(map_result=True)
-    print(configured_tools)
+    # Use proper logging instead of print
+    import logging
+    logging.debug(f"Configured tools: {configured_tools}")
     for tool_name, tool in configured_tools.items():
-        if tool_name in researcher_tool_names:
-            tools.extend(tool)
+        try:
+            if tool_name in researcher_tool_names:
+                tools.extend(tool)
+        except Exception as e:
+            logging.error(f"Error initializing tool {tool_name}: {str(e)}")
     return tools
templates/components/engines/python/agent/tools/__init__.py (1)

52-55: Simplify tools initialization using a ternary operator

You can make the code more concise by initializing tools with a ternary operator.

Apply this diff:

-        if map_result:
-            tools = {}
-        else:
-            tools = []
+        tools = {} if map_result else []
🧰 Tools
🪛 Ruff

52-55: Use ternary operator tools = {} if map_result else [] instead of if-else-block

Replace if-else-block with tools = {} if map_result else []

(SIM108)

📜 Review details

Configuration used: .coderabbit.yaml
Review profile: CHILL

📥 Commits

Files that changed from the base of the PR and between f51c8d3 and bae2ddb.

📒 Files selected for processing (13)
  • helpers/python.ts (1 hunks)
  • helpers/tools.ts (2 hunks)
  • questions.ts (2 hunks)
  • templates/components/engines/python/agent/tools/init.py (2 hunks)
  • templates/components/engines/typescript/agent/tools/document_generator.ts (1 hunks)
  • templates/types/multiagent/fastapi/app/agents/multi.py (3 hunks)
  • templates/types/multiagent/fastapi/app/agents/single.py (2 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/models.py (3 hunks)
  • templates/types/multiagent/fastapi/app/examples/choreography.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/publisher.py (1 hunks)
  • templates/types/multiagent/fastapi/app/examples/researcher.py (2 hunks)
  • templates/types/multiagent/fastapi/app/examples/workflow.py (6 hunks)
🚧 Files skipped from review as they are similar to previous changes (10)
  • helpers/python.ts
  • helpers/tools.ts
  • questions.ts
  • templates/components/engines/typescript/agent/tools/document_generator.ts
  • templates/types/multiagent/fastapi/app/agents/multi.py
  • templates/types/multiagent/fastapi/app/agents/single.py
  • templates/types/multiagent/fastapi/app/api/routers/models.py
  • templates/types/multiagent/fastapi/app/examples/choreography.py
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py
  • templates/types/multiagent/fastapi/app/examples/workflow.py
🧰 Additional context used
📓 Path-based instructions (3)
templates/components/engines/python/agent/tools/__init__.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/examples/publisher.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/multiagent/fastapi/app/examples/researcher.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🪛 Ruff
templates/components/engines/python/agent/tools/__init__.py

52-55: Use ternary operator tools = {} if map_result else [] instead of if-else-block

Replace if-else-block with tools = {} if map_result else []

(SIM108)

templates/types/multiagent/fastapi/app/examples/publisher.py

13-13: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

🔇 Additional comments (7)
templates/types/multiagent/fastapi/app/examples/publisher.py (3)

1-6: Import statements look good.

The import statements are well-organized and relevant to the functionality being implemented in this file.


9-20: Well-implemented function for tool retrieval and configuration.

The get_publisher_tools function effectively retrieves and configures the necessary tools, instructions, and descriptions based on the availability of the document generator. This implementation aligns well with the PR objectives of supporting downloadable artifact generation.

🧰 Tools
🪛 Ruff

13-13: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)


23-33: Well-implemented publisher creation function.

The create_publisher function effectively creates a FunctionCallingAgent with the necessary tools, instructions, and system prompt. This implementation aligns well with the PR objectives of supporting downloadable artifact generation.

templates/types/multiagent/fastapi/app/examples/researcher.py (3)

3-3: LGTM: Import statements are appropriate for the new functionality.

The new imports (ToolFactory, QueryEngineTool, and ToolMetadata) align with the enhanced functionality of the researcher agent. The added empty line improves code readability.

Also applies to: 6-6, 8-8


50-67: LGTM: Improved researcher agent with clear instructions.

The changes to the create_researcher function significantly enhance the agent's capabilities:

  1. The use of _get_research_tools() provides the agent with a broader set of research tools.
  2. The updated description accurately reflects the agent's new abilities, including image search.
  3. The detailed system prompt provides clear guidelines for handling tasks, including dealing with ambiguity.

These improvements align well with the PR objectives to support the generation of downloadable artifacts and enhance the agent's functionality.


Line range hint 1-67: Partial implementation of PR objectives with room for improvement.

The changes in this file partially address the PR objectives:

  1. The researcher agent's capabilities have been enhanced with additional research tools and the ability to search for images, which aligns with the goal of supporting various types of artifacts.
  2. The system prompt now includes instructions for handling ambiguous tasks, improving the agent's ability to understand and process complex requests.

However, there are areas for further improvement:

  1. The direct implementation of downloadable artifact generation is not present in this file. Consider adding functionality to support the creation of downloadable files like PDFs or HTML.
  2. The ability to generate specific file types mentioned in the PR objectives (e.g., PowerPoint presentations) is not explicitly implemented.

To ensure that the downloadable artifact functionality is implemented elsewhere in the codebase, you can run the following script:

If these searches don't yield results, consider implementing the downloadable artifact functionality to fully meet the PR objectives.

templates/components/engines/python/agent/tools/__init__.py (1)

62-65: Ensure consistent handling of tool when map_result is True

When map_result is True, tool (which is a list of FunctionTool instances) is assigned directly to tools[tool_name]. This means that tools becomes a dictionary mapping tool names to lists of tools. Confirm if this is the intended behavior.

If the intention is to map tool names to individual FunctionTool instances, and tool contains only one item, consider extracting the single tool before assignment.

Alternatively, if mapping to lists is intended, ensure that the return type annotation and any dependent code reflect this.

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Actionable comments posted: 9

🧹 Outside diff range and nitpick comments (15)
templates/components/multiagent/python/app/examples/publisher.py (1)

13-13: Optimize dict key check.

For better performance and readability, it's recommended to check for key existence directly in the dict.

Apply this change:

-    if "document_generator" in configured_tools.keys():
+    if "document_generator" in configured_tools:
🧰 Tools
🪛 Ruff

13-13: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

templates/components/multiagent/python/app/agents/multi.py (2)

28-32: LGTM: Agent description update improves flexibility.

The change from agent.role to agent.description enhances the flexibility in describing agents. The conditional inclusion of the description is a good practice to avoid empty descriptions.

Consider using a ternary operator for a more concise expression:

f"Use this tool to delegate a sub task to the {agent.name} agent."
+ (f" The agent is an {agent.description}." if agent.description else "")

42-43: Improved event handling, but consider logging StopEvents.

The addition of the conditional check to filter out StopEvent instances is a good improvement in event handling. However, completely ignoring StopEvents might lead to loss of important information.

Consider logging StopEvents or handling them explicitly:

if isinstance(ev, StopEvent):
    logging.debug(f"StopEvent received: {ev}")
else:
    ctx.write_event_to_stream(ev)

This approach ensures that StopEvents are not silently ignored while maintaining the desired behavior of not writing them to the context stream.

templates/components/multiagent/python/app/agents/single.py (2)

65-65: Update the docstring to reflect the new parameter.

The role parameter has been replaced with description: str | None = None. This change provides more flexibility in describing the agent.

Consider updating the method's docstring to reflect this change and explain the purpose of the description parameter.


72-72: LGTM: New attribute added for description.

The new self.description attribute correctly stores the description parameter passed to the __init__ method.

Consider utilizing this new description attribute in other methods of the class, such as in generating responses or logging, to provide more context about the agent's purpose or capabilities.

templates/components/multiagent/python/app/examples/orchestrator.py (2)

14-14: Refine the writer agent's description for clarity

The description for the writer agent can be improved for clarity and grammar:

-description="expert in writing blog posts, need information and images to write a post",
+description="Expert in writing blog posts; needs information and images to write a post.",

24-24: Refine the reviewer agent's description for clarity

The description for the reviewer agent can be improved for clarity and grammar:

-description="expert in reviewing blog posts, needs a written blog post to review",
+description="Expert in reviewing blog posts; needs a written blog post to review.",
templates/components/multiagent/python/app/examples/researcher.py (2)

42-42: Use logging instead of print statements for better practice.

Using print statements is not recommended for production code. Consider using the logging module for more flexible and configurable logging.

Apply this diff to replace the print statement with a logging call:

+import logging  # Add this at the top of the file

...

-    print(configured_tools)
+    logging.debug(configured_tools)

49-52: Add return type annotation to create_researcher function.

The function create_researcher lacks a return type annotation. Adding the return type improves code readability and type checking.

Apply this diff to add the return type annotation:

-def create_researcher(chat_history: List[ChatMessage]):
+def create_researcher(chat_history: List[ChatMessage]) -> FunctionCallingAgent:
templates/components/multiagent/python/app/examples/workflow.py (5)

28-35: Correct grammatical errors in the writer agent's system prompt

The system_prompt for the writer agent contains grammatical errors that could impact clarity. Please consider the following corrections:

  • Line 28~: Change "so you must be define what is the starter request of the user to write the post correctly." to "so you must define what the user's initial request is to write the post correctly."
  • Line 31~: Capitalize "I" in "Here is the information i found..." to "Here is the information I found..."
  • Line 32~: Add a comma after "internet" for better readability.

42-51: Correct grammatical errors in the reviewer agent's system prompt

The system_prompt for the reviewer agent contains grammatical errors that could affect understanding. Please consider the following corrections:

  • Line 46~: Change "so you must be define what is the starter request of the user to review the post correctly." to "so you must define what the user's initial request is to review the post correctly."
  • Line 49~: Rephrase "Review is the main content of the post is about the history of the internet, is it written in English." to "Review whether the main content of the post is about the history of the internet and if it is written in English."

Line range hint 104-116: Simplify the conditional logic in the write method

The write method checks too_many_attempts twice, which can be streamlined for clarity. Consider restructuring the conditional statements to eliminate redundancy.

You can refactor the logic as follows:

if ev.is_good or too_many_attempts:
    if too_many_attempts:
        ctx.write_event_to_stream(
            AgentRunEvent(
                name=writer.name,
                msg=f"Too many attempts ({MAX_ATTEMPTS}) to write the blog post. Proceeding with the current version.",
            )
        )
    return PublishEvent(
        input=f"Please publish this content: ```{ev.input}```. The user request was: ```{ctx.data['user_input']}```",
    )

result: AgentRunResult = await self.run_agent(ctx, writer, ev.input)
ctx.data["result"] = result
return ReviewEvent(input=result.response.message.content)

164-174: Specify exception types in the publish method

Catching all exceptions with except Exception can make debugging harder and may mask unexpected errors. Consider catching specific exceptions that are likely to occur during the publishing process to improve error handling.


88-88: Consolidate redundant data assignments

In the start method, both ctx.data["task"] and ctx.data["user_input"] are assigned the value ev.input. If they serve the same purpose, consider using a single variable to reduce redundancy.

templates/components/multiagent/python/app/agents/planner.py (1)

28-38: Suggested rephrasing in INITIAL_PLANNER_PROMPT for clarity

To improve clarity and grammatical correctness in the prompt template, consider the following changes:

  • Line 30: Change "The plan must adapt with the user request and the conversation." to "The plan must adapt to the user request and the conversation."
  • Line 30: Change "It's fine to just start with needed tasks first and asking user for the next step approval." to "It's fine to start with the necessary tasks first and ask the user for approval for the next steps."

Apply this diff to implement the suggested changes:

 INITIAL_PLANNER_PROMPT = """\
-Think step-by-step. Given a conversation, set of tools and a user request. Your responsibility is to create a plan to complete the task.
-The plan must adapt with the user request and the conversation. It's fine to just start with needed tasks first and asking user for the next step approval.
+Think step-by-step. Given a conversation, a set of tools, and a user request, your responsibility is to create a plan to complete the task.
+The plan must adapt to the user request and the conversation. It's fine to start with the necessary tasks first and ask the user for approval for the next steps.
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📥 Commits

Files that changed from the base of the PR and between bae2ddb and 560dad9.

📒 Files selected for processing (20)
  • helpers/python.ts (3 hunks)
  • templates/components/multiagent/python/app/agents/multi.py (3 hunks)
  • templates/components/multiagent/python/app/agents/planner.py (6 hunks)
  • templates/components/multiagent/python/app/agents/single.py (2 hunks)
  • templates/components/multiagent/python/app/examples/choreography.py (1 hunks)
  • templates/components/multiagent/python/app/examples/orchestrator.py (1 hunks)
  • templates/components/multiagent/python/app/examples/publisher.py (1 hunks)
  • templates/components/multiagent/python/app/examples/researcher.py (1 hunks)
  • templates/components/multiagent/python/app/examples/workflow.py (6 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/chat.py (0 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/chat_config.py (0 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/models.py (0 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/upload.py (0 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/vercel_response.py (0 hunks)
  • templates/types/multiagent/fastapi/app/config.py (0 hunks)
  • templates/types/multiagent/fastapi/app/observability.py (0 hunks)
  • templates/types/multiagent/fastapi/app/utils.py (0 hunks)
  • templates/types/multiagent/fastapi/gitignore (0 hunks)
  • templates/types/multiagent/fastapi/main.py (0 hunks)
  • templates/types/multiagent/fastapi/pyproject.toml (0 hunks)
💤 Files not reviewed due to no reviewable changes (11)
  • templates/types/multiagent/fastapi/app/api/routers/chat.py
  • templates/types/multiagent/fastapi/app/api/routers/chat_config.py
  • templates/types/multiagent/fastapi/app/api/routers/models.py
  • templates/types/multiagent/fastapi/app/api/routers/upload.py
  • templates/types/multiagent/fastapi/app/api/routers/vercel_response.py
  • templates/types/multiagent/fastapi/app/config.py
  • templates/types/multiagent/fastapi/app/observability.py
  • templates/types/multiagent/fastapi/app/utils.py
  • templates/types/multiagent/fastapi/gitignore
  • templates/types/multiagent/fastapi/main.py
  • templates/types/multiagent/fastapi/pyproject.toml
🚧 Files skipped from review as they are similar to previous changes (1)
  • helpers/python.ts
🧰 Additional context used
📓 Path-based instructions (8)
templates/components/multiagent/python/app/agents/multi.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/agents/planner.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/agents/single.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/examples/choreography.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/examples/orchestrator.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/examples/publisher.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/examples/researcher.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/examples/workflow.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🪛 Ruff
templates/components/multiagent/python/app/examples/publisher.py

13-13: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

🔇 Additional comments (14)
templates/components/multiagent/python/app/examples/publisher.py (4)

1-6: LGTM: Import statements are appropriate and well-organized.

The import statements are relevant to the functionality of the file and are organized logically. No unused imports are present.


9-20: LGTM: get_publisher_tools function is well-implemented.

The function effectively retrieves configured tools and sets appropriate instructions and descriptions based on the availability of the document generator. This aligns well with the PR objectives of supporting downloadable artifacts.

🧰 Tools
🪛 Ruff

13-13: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)


23-33: LGTM: create_publisher function is well-implemented.

The function effectively creates a publisher agent with the necessary tools and instructions. It aligns well with the PR objectives by setting up an agent capable of generating documents. The use of f-strings for the system prompt and proper typing of parameters and return value are commendable.


1-33: Great implementation aligning with PR objectives.

The publisher.py file successfully introduces functionality for a publishing agent within a multi-agent system. It aligns well with the PR objectives and linked issue #295 by supporting the generation of downloadable artifacts. The implementation is flexible, handling scenarios with or without a document generator tool. The code is well-structured, follows good practices, and effectively enhances the multi-agent system's capabilities.

🧰 Tools
🪛 Ruff

13-13: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

templates/components/multiagent/python/app/examples/choreography.py (5)

5-5: LGTM: Import statement for publisher added correctly.

The import statement for create_publisher is properly placed and aligns with the new publisher agent functionality.


12-12: LGTM: Publisher agent added as per PR objectives.

The addition of the publisher agent aligns well with the PR objective to support generating downloadable artifacts. The implementation is consistent with other agent creations in the function.


15-15: LGTM: Agent descriptions updated for clarity.

The descriptions for the reviewer and writer agents have been updated to provide more specific information about their roles and requirements. This improves the overall clarity of the multi-agent system's workflow.

Also applies to: 22-22


21-21: LGTM: Writer agent updated to incorporate publisher functionality.

The changes to the writer agent are well-aligned with the PR objectives:

  1. The publisher has been added to the list of agents available to the writer.
  2. The system prompt has been updated to instruct the writer to always request the publisher to create a document (pdf, html) and publish the blog post.

These updates ensure that the new downloadable artifact functionality will be utilized in the workflow.

Also applies to: 25-26


Line range hint 1-30: Overall implementation aligns well with PR objectives.

The changes in this file successfully implement the addition of a publisher agent to support the generation of downloadable artifacts. Key points:

  1. The publisher agent is properly imported and instantiated.
  2. The writer agent's configuration is updated to include the publisher in its workflow.
  3. The system prompt for the writer agent now includes instructions to use the publisher for creating documents and publishing blog posts.

These changes directly address the objectives outlined in the linked issue #295, enhancing the application's capability to generate downloadable artifacts instead of displaying all content inline.

templates/components/multiagent/python/app/agents/multi.py (1)

11-11: LGTM: Import statement updated appropriately.

The addition of StopEvent to the import statement is consistent with its usage later in the code. This change supports the enhanced event handling in the agent execution process.

templates/components/multiagent/python/app/agents/planner.py (4)

14-14: Importing ChatMessage for conversation context

The import of ChatMessage is appropriate to handle the conversation history for enhancing the planning process.


78-78: Adding chat_history parameter to __init__ method

The optional chat_history parameter is correctly added to maintain conversation context in the planner.


84-84: Assigning chat_history to instance variable

Storing chat_history in self.chat_history ensures it can be accessed throughout the instance as needed.


112-114: Passing chat_history to create_plan method

Including chat_history when creating the plan allows the planner to consider previous conversation context.

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Actionable comments posted: 2

🧹 Outside diff range and nitpick comments (4)
templates/components/multiagent/python/app/engine/engine.py (1)

Line range hint 17-29: LGTM: Function logic improved with configurable agent type.

The use of an environment variable EXAMPLE_TYPE to determine the agent type allows for easy configuration. The match statement provides a clean way to handle different agent types, with a sensible default.

Consider addressing the TODO comment in a future update:

# TODO: the EXAMPLE_TYPE could be passed as a chat config parameter?

This could provide more flexibility in how the agent type is determined, potentially allowing it to be set on a per-request basis rather than globally via an environment variable.

templates/types/streaming/fastapi/app/api/routers/chat.py (1)

54-56: Simplify isinstance checks into a single call

You can merge the multiple isinstance calls into a single call by passing a tuple of types. This makes the code more concise and readable.

Apply this diff to simplify the code:

-if isinstance(chat_engine, CondensePlusContextChatEngine) or isinstance(
-    chat_engine, AgentRunner
-):
+if isinstance(chat_engine, (CondensePlusContextChatEngine, AgentRunner)):
🧰 Tools
🪛 Ruff

54-56: Multiple isinstance calls for chat_engine, merge into a single call

Merge isinstance calls for chat_engine

(SIM101)

templates/types/streaming/fastapi/app/api/routers/vercel_response.py (2)

27-33: Avoid shadowing the imported module 'stream' with the variable 'stream'.

In the __init__ method of BaseVercelStreamResponse, the variable stream assigned at line 30 shadows the imported module stream from aiostream. This can lead to confusion and potential bugs. It's advisable to rename the variable to prevent shadowing and improve code clarity.

Apply this diff to rename the variable:

def __init__(self, request: Request, chat_data: ChatData, *args, **kwargs):
    self.request = request

-   stream = self._create_stream(request, chat_data, *args, **kwargs)
-   content = self.content_generator(stream)
+   merged_stream = self._create_stream(request, chat_data, *args, **kwargs)
+   content = self.content_generator(merged_stream)

    super().__init__(content=content)

Also, update the parameter name in the content_generator method and its references:

- async def content_generator(self, stream):
+ async def content_generator(self, merged_stream):

-     async with stream.stream() as streamer:
+     async with merged_stream.stream() as streamer:

147-150: Clarify parameter naming by renaming 'event_handler' to 'agent_run'.

In the _create_stream method of WorkflowVercelStreamResponse, the parameter event_handler is of type AgentRunResult | AsyncGenerator, which represents an agent run result rather than an event handler. This can be confusing, especially since EventCallbackHandler is used elsewhere in the codebase. Renaming event_handler to agent_run or run_result will make the code more understandable and maintainable.

Apply this diff to rename the parameter and update its usages:

def _create_stream(
    self,
    request: Request,
    chat_data: ChatData,
-   event_handler: AgentRunResult | AsyncGenerator,
+   agent_run: AgentRunResult | AsyncGenerator,
    events: AsyncGenerator[AgentRunEvent, None],
    verbose: bool = True,
):
    # Update all references from 'event_handler' to 'agent_run' within this method
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📒 Files selected for processing (3)
  • templates/components/multiagent/python/app/engine/engine.py (1 hunks)
  • templates/types/streaming/fastapi/app/api/routers/chat.py (3 hunks)
  • templates/types/streaming/fastapi/app/api/routers/vercel_response.py (2 hunks)
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templates/components/multiagent/python/app/engine/engine.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/streaming/fastapi/app/api/routers/chat.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/streaming/fastapi/app/api/routers/vercel_response.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🪛 Ruff
templates/types/streaming/fastapi/app/api/routers/chat.py

54-56: Multiple isinstance calls for chat_engine, merge into a single call

Merge isinstance calls for chat_engine

(SIM101)

🔇 Additional comments (3)
templates/components/multiagent/python/app/engine/engine.py (2)

2-9: LGTM: Import statements reorganized.

The reorganization of import statements improves readability by grouping related imports together. The changes don't affect functionality and adhere to good coding practices.


14-16: Function signature updated: Verify usage across codebase.

The function renaming from create_agent to get_chat_engine better reflects its purpose. The addition of **kwargs allows for more flexible argument passing, which is good for future extensibility.

Please ensure that all calls to this function have been updated accordingly. Run the following script to verify the function usage:

✅ Verification successful

Function signature update verified: No remaining calls to create_agent found.

The renaming from create_agent to get_chat_engine has been successfully propagated across the codebase. All calls are now using get_chat_engine, and no instances of create_agent were found.

🏁 Scripts executed

The following scripts were executed for the analysis:

Script:

#!/bin/bash
# Description: Verify all function calls to `get_chat_engine` (previously `create_agent`)

# Test: Search for both old and new function names
echo "Searching for 'create_agent':"
rg --type python 'create_agent'

echo "Searching for 'get_chat_engine':"
rg --type python 'get_chat_engine'

Length of output: 284


Script:

#!/bin/bash
# Description: Verify all function calls to `get_chat_engine` (previously `create_agent`) in Python files

# Search for 'create_agent' in .py files
echo "Searching for 'create_agent' in Python files:"
rg 'create_agent' --type py

# Search for 'get_chat_engine' in .py files
echo "Searching for 'get_chat_engine' in Python files:"
rg 'get_chat_engine' --type py

Length of output: 1024

templates/types/streaming/fastapi/app/api/routers/chat.py (1)

70-70: ⚠️ Potential issue

Potential incorrect assignment to event_handler

In line 70, event_handler is assigned the result of chat_engine.run(...). This may lead to confusion since event_handler is expected to be an instance of EventCallbackHandler, but chat_engine.run(...) may return a different type. Ensuring consistent use of event_handler is important for code clarity and correctness.

Consider instantiating a new EventCallbackHandler as done in the if block and updating the code as follows:

+            event_handler = EventCallbackHandler()
             chat_engine.run(input=last_message_content, streaming=True)

Ensure that event_handler is properly initialized and used consistently throughout the code.

Likely invalid or redundant comment.

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Actionable comments posted: 3

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Files that changed from the base of the PR and between ed97d77 and 614ca86.

📒 Files selected for processing (1)
  • templates/components/multiagent/typescript/workflow/agents.ts (3 hunks)
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templates/components/multiagent/typescript/workflow/agents.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🔇 Additional comments (2)
templates/components/multiagent/typescript/workflow/agents.ts (2)

1-2: Imports are appropriate and necessary.

The added import statements are required for the new functionality.

Also applies to: 5-5


83-98: Ensure the publisher agent handles an empty publisherTools array.

If no tools with metadata.name === "document_generator" are available, publisherTools will be empty. This may affect the agent's ability to function as intended.

Verify that the FunctionCallingAgent can operate without tools or handle this case appropriately.

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Actionable comments posted: 4

🧹 Outside diff range and nitpick comments (3)
templates/components/multiagent/typescript/workflow/agents.ts (3)

8-11: Improved error handling in getQueryEngineTool.

The change to return null instead of throwing an error when the data source is empty is a good improvement. It allows for more flexible handling of this case in the calling code.

Consider adding a comment explaining why null is returned when the index is empty, to improve code readability:

 const getQueryEngineTool = async (): Promise<QueryEngineTool | null> => {
   const index = await getDataSource();
   if (!index) {
+    // Return null if the data source is empty, allowing the caller to handle this case
     return null;
   }

43-69: LGTM: Enhanced createResearcher function with dynamic tool selection.

The changes to the createResearcher function are well-implemented:

  1. Dynamic tool inclusion using getAvailableTools increases flexibility.
  2. Specific selection of Wikipedia and DuckDuckGo search tools is appropriate for a researcher agent.
  3. The updated system prompt provides clearer instructions and examples.

Consider extracting the tool names into constants for better maintainability:

const WIKIPEDIA_TOOL = "wikipedia.WikipediaToolSpec";
const DUCKDUCKGO_TOOL = "duckduckgo_search";

// In the for loop:
if (tool.metadata.name === WIKIPEDIA_TOOL || tool.metadata.name === DUCKDUCKGO_TOOL) {
  tools.push(tool);
}

This change would make it easier to update tool names in the future if needed.


106-121: LGTM: Well-implemented createPublisher function.

The new createPublisher function is a valuable addition to the system:

  1. It uses getAvailableTools for dynamic tool inclusion, maintaining consistency with other agent creation functions.
  2. The specific focus on the "document_generator" tool is appropriate for a publisher agent.
  3. The dynamic system prompt update based on available tools is a clever approach to provide context-aware instructions.

Consider extracting the "document_generator" tool name into a constant for better maintainability:

const DOCUMENT_GENERATOR_TOOL = "document_generator";

// In the for loop:
if (tool.metadata.name === DOCUMENT_GENERATOR_TOOL) {
  publisherTools.push(tool);
  systemPrompt = `${systemPrompt}. If user request for a file, use the document_generator tool to generate the file and reply the link to the file.`;
}

This change would make it easier to update the tool name in the future if needed.

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📒 Files selected for processing (4)
  • templates/components/engines/typescript/agent/tools/duckduckgo.ts (4 hunks)
  • templates/components/engines/typescript/agent/tools/index.ts (2 hunks)
  • templates/components/multiagent/typescript/workflow/agents.ts (2 hunks)
  • templates/components/multiagent/typescript/workflow/factory.ts (4 hunks)
🚧 Files skipped from review as they are similar to previous changes (1)
  • templates/components/engines/typescript/agent/tools/duckduckgo.ts
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templates/components/engines/typescript/agent/tools/index.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/typescript/workflow/agents.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/typescript/workflow/factory.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🔇 Additional comments (11)
templates/components/engines/typescript/agent/tools/index.ts (5)

3-6: LGTM: New import for DocumentGenerator.

The import statement for DocumentGenerator and DocumentGeneratorParams is correctly structured and aligns with the PR objective of adding support for generating downloadable artifacts.


7-11: LGTM: Updated import for DuckDuckGo tools.

The import statement has been expanded to include both DuckDuckGoSearchTool and DuckDuckGoImageSearchTool, which enhances the functionality related to DuckDuckGo tools. This change is well-structured and appropriate.


49-52: LGTM: Enhanced DuckDuckGo tool creation.

The duckduckgo entry in toolFactory has been updated to return instances of both DuckDuckGoSearchTool and DuckDuckGoImageSearchTool. This change aligns with the updated import statement and enhances the functionality related to DuckDuckGo tools.


57-59: LGTM: Added DocumentGenerator tool.

A new entry document_generator has been added to the toolFactory object. This change aligns with the PR objective of adding support for generating downloadable artifacts. The implementation correctly creates and returns a new DocumentGenerator instance.


Line range hint 1-59: Summary: Changes align well with PR objectives.

The modifications to this file successfully introduce the DocumentGenerator tool and enhance the DuckDuckGo tool functionality. These changes align perfectly with the PR objective of supporting the generation of downloadable artifacts. The code is well-structured, consistent with the existing codebase, and implements the new features without introducing any apparent issues.

Great job on implementing these features!

templates/components/multiagent/typescript/workflow/agents.ts (3)

1-5: LGTM: Import changes are appropriate.

The new imports (fs from "fs/promises" and BaseToolWithCall from "llamaindex") are consistent with the new functionality being added to the file. The reorganization of existing imports is also appropriate.


77-84: LGTM: Improved createWriter function with clearer instructions.

The updates to the createWriter function's system prompt are well-done:

  1. The instructions are more detailed and specific.
  2. The included example clearly illustrates the expected behavior and task interpretation.
  3. The prompt now explicitly states what is not part of the writer's task, which helps prevent misunderstandings.

These changes should lead to more accurate and focused output from the writer agent.


92-103: LGTM: Enhanced createReviewer function with detailed instructions.

The updates to the createReviewer function's system prompt are excellent:

  1. The instructions are more comprehensive, covering logical inconsistencies, critical questions, and proofreading.
  2. The specific approval criteria ("The post is good.") provides a clear signal for when a post is ready for publishing.
  3. The included example clearly illustrates how to interpret the task and what is not part of the reviewer's responsibility.

These changes should result in more thorough and consistent reviews from the reviewer agent.

templates/components/multiagent/typescript/workflow/factory.ts (3)

9-14: Imported createPublisher correctly.

The createPublisher function is properly imported from ./agents, ensuring that the publisher agent is available for use.


26-26: Definition of PublishEvent added successfully.

The PublishEvent class is correctly defined, extending WorkflowEvent with the appropriate type parameter.


140-140: Workflow updated to include publishing step correctly.

The workflow steps have been updated to incorporate the new PublishEvent and the corresponding publish function, effectively integrating the publishing functionality into the workflow.

Also applies to: 142-142

@leehuwuj leehuwuj force-pushed the lee/add-artifact-generator branch from 79c6519 to a8ad039 Compare September 30, 2024 05:01
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Actionable comments posted: 11

🧹 Outside diff range and nitpick comments (16)
templates/components/engines/python/agent/engine.py (1)

11-11: Approved: Function signature update improves flexibility.

The addition of **kwargs to the function signature is a good change as it allows for more flexibility in function calls and maintains backward compatibility. This change aligns well with the PR objective of supporting the generation of downloadable artifacts, as it provides a mechanism for passing additional parameters that might be needed for this feature in the future.

However, to improve code clarity and maintainability, consider the following suggestions:

  1. Add a docstring to the function explaining the purpose of **kwargs and any expected keys that might be used in the future. This will help other developers understand how to use this parameter.

  2. Consider potential use cases for **kwargs related to the PR objective. For example, you might want to pass options for artifact generation or download settings. If you have specific use cases in mind, it might be beneficial to add comments or TODO markers indicating where these kwargs might be used in the future.

Here's an example of how you could improve the function documentation:

def get_chat_engine(filters=None, params=None, event_handlers=None, **kwargs):
    """
    Get a chat engine with configured tools and settings.

    Args:
        filters (Optional[Dict]): Filters to apply to the index query.
        params (Optional[Dict]): Additional parameters for index configuration.
        event_handlers (Optional[List]): List of event handlers for the callback manager.
        **kwargs: Additional keyword arguments for future extensions.
                  Potential uses include artifact generation and download settings.

    Returns:
        AgentRunner: Configured chat engine.
    """
    # Existing function body...

This documentation provides clarity on the purpose of **kwargs and hints at its potential future uses related to the PR objective.

templates/components/multiagent/python/app/examples/publisher.py (1)

13-13: Optimize dictionary key check.

Consider simplifying the dictionary key check for better performance and readability.

Apply this change:

-    if "document_generator" in configured_tools.keys():
+    if "document_generator" in configured_tools:

This change removes the unnecessary .keys() call, as Python can check for key existence directly in the dictionary.

🧰 Tools
🪛 Ruff

13-13: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

templates/components/engines/python/chat/engine.py (2)

Line range hint 27-33: Clarify exception message

The current error message might not be clear to all users, especially those who are not familiar with the project setup or the 'poetry run generate' command.

Consider updating the error message to be more informative and actionable:

if index is None:
    raise HTTPException(
        status_code=500,
        detail="The storage index is empty. Please ensure that you have generated the necessary data by running the appropriate setup command. If you're unsure about this process, please refer to the project documentation or contact the system administrator."
    )

This message provides more context and guidance without relying on specific command knowledge.


Line range hint 12-46: Consider refactoring for improved readability and maintainability

The get_chat_engine function is quite long and handles multiple responsibilities. Consider breaking it down into smaller, more focused functions to improve readability and maintainability.

Here's a potential refactoring approach:

def get_chat_memory(llm):
    return ChatMemoryBuffer.from_defaults(
        token_limit=llm.metadata.context_window - 256
    )

def get_node_postprocessors(citation_prompt):
    if citation_prompt:
        return [NodeCitationProcessor()]
    return []

def get_retriever(index, filters, top_k):
    return index.as_retriever(
        filters=filters, **({"similarity_top_k": top_k} if top_k != 0 else {})
    )

def get_chat_engine(filters=None, params=None, event_handlers=None, **kwargs):
    system_prompt = get_env_var("SYSTEM_PROMPT", required=True)
    citation_prompt = get_env_var("SYSTEM_CITATION_PROMPT")
    top_k = int(get_env_var("TOP_K", default="0"))
    llm = Settings.llm
    
    memory = get_chat_memory(llm)
    callback_manager = CallbackManager(handlers=event_handlers or [])
    
    node_postprocessors = get_node_postprocessors(citation_prompt)
    if citation_prompt:
        system_prompt = f"{system_prompt}\n{citation_prompt}"
    
    index = get_index(IndexConfig(callback_manager=callback_manager, **(params or {})))
    if index is None:
        raise HTTPException(
            status_code=500,
            detail="The storage index is empty. Please ensure that you have generated the necessary data."
        )
    
    retriever = get_retriever(index, filters, top_k)
    
    return CondensePlusContextChatEngine(
        llm=llm,
        memory=memory,
        system_prompt=system_prompt,
        retriever=retriever,
        node_postprocessors=node_postprocessors,
        callback_manager=callback_manager,
    )

This refactoring breaks down the function into smaller, more focused parts, which can make the code easier to understand, test, and maintain.

templates/components/engines/python/agent/tools/duckduckgo.py (1)

Line range hint 3-32: Consider improving the existing duckduckgo_search function

While the duckduckgo_search function wasn't modified in this PR, it could benefit from the same improvements we're making to duckduckgo_image_search. This would ensure consistency and robustness across both functions. Consider applying the following changes:

  1. Add a return type hint to the function signature.
  2. Improve the import error handling to use raise ... from err.
  3. Add input validation for max_results.
  4. Update the docstring to include information about the return value.

Here's a suggested implementation:

from typing import List, Dict, Any

def duckduckgo_search(
    query: str,
    region: str = "wt-wt",
    max_results: int = 10,
) -> List[Dict[str, Any]]:
    """
    Use this function to search for any query in DuckDuckGo.
    Args:
        query (str): The query to search in DuckDuckGo.
        region Optional(str): The region to be used for the search in [country-language] convention, ex us-en, uk-en, ru-ru, etc...
        max_results Optional(int): The maximum number of results to be returned. Default is 10.
    Returns:
        List[Dict[str, Any]]: A list of dictionaries containing search results.
    """
    if max_results <= 0:
        raise ValueError("max_results must be a positive integer")

    try:
        from duckduckgo_search import DDGS
    except ImportError as err:
        raise ImportError(
            "duckduckgo_search package is required to use this function. "
            "Please install it by running: `poetry add duckduckgo_search` or `pip install duckduckgo_search`"
        ) from err

    params = {
        "keywords": query,
        "region": region,
        "max_results": max_results,
    }
    with DDGS() as ddg:
        results = list(ddg.text(**params))
    return results

These changes will make duckduckgo_search more consistent with duckduckgo_image_search and improve its overall robustness.

🧰 Tools
🪛 Ruff

50-53: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/components/engines/python/agent/tools/__init__.py (1)

52-55: Consider using a ternary operator for conciseness

The current implementation correctly handles the map_result parameter. However, we can make it more concise by using a ternary operator.

Consider applying the following change:

-        if map_result:
-            tools = {}
-        else:
-            tools = []
+        tools = {} if map_result else []

This change reduces the number of lines while maintaining readability.

🧰 Tools
🪛 Ruff

52-55: Use ternary operator tools = {} if map_result else [] instead of if-else-block

Replace if-else-block with tools = {} if map_result else []

(SIM108)

templates/types/streaming/fastapi/app/api/routers/chat.py (1)

54-56: Merge isinstance calls for improved readability

The conditional logic to check the chat engine type is good. However, we can improve readability by merging the isinstance calls.

Consider refactoring the condition as follows:

if isinstance(chat_engine, (CondensePlusContextChatEngine, AgentRunner)):

This change will make the code more concise and easier to read.

🧰 Tools
🪛 Ruff

54-56: Multiple isinstance calls for chat_engine, merge into a single call

Merge isinstance calls for chat_engine

(SIM101)

templates/components/multiagent/typescript/workflow/agents.ts (2)

43-69: Improved createResearcher with dynamic tool loading and clearer instructions

The changes to createResearcher are good improvements:

  1. Dynamic tool loading enhances flexibility.
  2. The updated system prompt provides clearer guidance on handling ambiguity.

Consider refactoring the tool selection for better maintainability:

const RESEARCHER_TOOL_NAMES = ['wikipedia.WikipediaToolSpec', 'duckduckgo_search'];

const researcherTools = availableTools.filter(tool => 
  RESEARCHER_TOOL_NAMES.includes(tool.metadata.name)
);
tools.push(...researcherTools);

This approach makes it easier to add or remove specific tools for the researcher in the future.


106-121: Well-implemented createPublisher function with dynamic tool loading

The new createPublisher function is a great addition that aligns well with the PR objectives of supporting downloadable artifacts. It demonstrates good practices such as:

  1. Dynamic tool loading for flexibility.
  2. Adaptive system prompt generation based on available tools.

To further improve the function, consider adding error handling for cases where no suitable tools are found:

export const createPublisher = async (chatHistory: ChatMessage[]) => {
  const tools = await getAvailableTools();
  const publisherTools: BaseToolWithCall[] = [];
  let systemPrompt =
    "You are an expert in publishing blog posts. You are given a task to publish a blog post.";
  for (const tool of tools) {
    if (tool.metadata.name === "document_generator") {
      publisherTools.push(tool);
      systemPrompt = `${systemPrompt} If user request for a file, use the document_generator tool to generate the file and reply the link to the file.`;
    }
  }
  if (publisherTools.length === 0) {
    console.warn("No suitable tools found for the publisher agent. Some functionality may be limited.");
  }
  return new FunctionCallingAgent({
    name: "publisher",
    tools: publisherTools,
    systemPrompt: systemPrompt,
    chatHistory,
  });
};

This addition will help in identifying potential issues if the expected tools are not available.

templates/components/engines/python/agent/tools/document_generator.py (2)

12-98: LGTM: Well-organized enum and style constants

The DocumentType enum and style constants are well-defined and organized. Using constants for styles and templates improves maintainability.

Consider moving the style constants and HTML template to separate files to improve code organization and readability, especially if these styles might be reused in other parts of the application.


1-229: Overall assessment: Well-implemented DocumentGenerator with room for minor improvements

The DocumentGenerator class is generally well-implemented and achieves its purpose of generating PDF and HTML documents from markdown content. Here's a summary of the main points for improvement:

  1. Enhance exception handling by using exception chaining in import error cases and document type validation.
  2. Strengthen file name validation to prevent directory traversal attacks.
  3. Add a check for the FILESERVER_URL_PREFIX environment variable to prevent invalid URLs.
  4. Remove redundant exception handling in the _write_to_file method.
  5. Consider moving style constants and HTML templates to separate files for better code organization.

Implementing these suggestions will improve the overall robustness, security, and maintainability of the code.

To further enhance the modularity and testability of the code, consider:

  1. Implementing dependency injection for external dependencies like the markdown and xhtml2pdf libraries.
  2. Creating separate classes for PDF and HTML generation, following the Single Responsibility Principle.
  3. Adding unit tests for each method, especially focusing on edge cases and error handling.

These architectural improvements would make the code more flexible and easier to maintain in the long run.

🧰 Tools
🪛 Ruff

110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/components/multiagent/python/app/agents/single.py (3)

65-72: LGTM: Constructor updated with improved flexibility.

The __init__ method has been updated to replace the role parameter with a more flexible description parameter. This change enhances the agent's configurability.

Consider using Optional[str] instead of str | None for better compatibility with older Python versions:

-        description: str | None = None,
+        description: Optional[str] = None,

Line range hint 114-170: LGTM: Improved handling of streaming responses.

The handle_llm_input method has been updated to support streaming responses, with a new handle_llm_input_stream method for handling these cases. This enhancement allows for more efficient processing of immediate tool calls and improves the agent's flexibility.

Consider extracting the handle_llm_input_stream method into a separate private method for better code organization:

async def handle_llm_input(self, ctx: Context, ev: InputEvent) -> ToolCallEvent | StopEvent:
    if ctx.data["streaming"]:
        return await self._handle_llm_input_stream(ctx, ev)
    # ... rest of the existing non-streaming logic ...

async def _handle_llm_input_stream(self, ctx: Context, ev: InputEvent) -> ToolCallEvent | StopEvent:
    # ... existing streaming logic ...

This change would improve readability and maintain a clear separation of concerns between streaming and non-streaming logic.


Line range hint 172-224: LGTM: Improved error handling and tool support.

The handle_tool_calls method has been enhanced with better error handling and support for ContextAwareTool instances. These changes improve the robustness and flexibility of the agent when working with various tools.

Consider adding more specific error handling to provide more detailed error messages:

try:
    if isinstance(tool, ContextAwareTool):
        tool_output = await tool.acall(ctx=ctx, **tool_call.tool_kwargs)
    else:
        tool_output = await tool.acall(**tool_call.tool_kwargs)
    self.sources.append(tool_output)
    tool_msgs.append(
        ChatMessage(
            role="tool",
            content=tool_output.content,
            additional_kwargs=additional_kwargs,
        )
    )
except ValueError as ve:
    error_msg = f"Invalid input for tool {tool_call.tool_name}: {str(ve)}"
    tool_msgs.append(
        ChatMessage(
            role="tool",
            content=error_msg,
            additional_kwargs=additional_kwargs,
        )
    )
except Exception as e:
    error_msg = f"Unexpected error in tool {tool_call.tool_name}: {str(e)}"
    tool_msgs.append(
        ChatMessage(
            role="tool",
            content=error_msg,
            additional_kwargs=additional_kwargs,
        )
    )

This change would provide more specific error messages, helping with debugging and improving the agent's ability to handle different types of errors.

helpers/typescript.ts (2)

Line range hint 234-268: Implement missing logic for handling tools in updatePackageJson.

The tools parameter is added to the updatePackageJson function signature, but it is not utilized within the function body. To ensure that the necessary dependencies for the selected tools are added to packageJson, you should implement logic to handle tools. For example, if the document_generator tool is selected, you might need to include puppeteer and marked as dependencies.

Apply this diff to add the missing logic:

 async function updatePackageJson({
   root,
   appName,
   dataSources,
   relativeEngineDestPath,
   framework,
   ui,
   observability,
   vectorDb,
   tools,
 }: Pick<
   InstallTemplateArgs,
   | "root"
   | "appName"
   | "dataSources"
   | "framework"
   | "ui"
   | "observability"
   | "vectorDb"
   | "tools"
 > & {
   relativeEngineDestPath: string;
 }): Promise<any> {
   const packageJsonFile = path.join(root, "package.json");
   const packageJson: any = JSON.parse(
     await fs.readFile(packageJsonFile, "utf8"),
   );
   packageJson.name = appName;
   packageJson.version = "0.1.0";

+  if (tools && tools.length > 0) {
+    for (const tool of tools) {
+      if (tool.name === "document_generator") {
+        packageJson.dependencies = {
+          ...packageJson.dependencies,
+          puppeteer: "^19.11.1",
+          marked: "^9.0.7",
+        };
+      }
+    }
+  }

   if (relativeEngineDestPath) {
     // TODO: move script to {root}/scripts for all frameworks
     // add generate script if using context engine
     packageJson.scripts = {
       ...packageJson.scripts,
       generate: `tsx ${path.join(
         relativeEngineDestPath,
         "engine",
         "generate.ts",
       )}`,
     };
   }

   // ... existing code ...

   await fs.writeFile(
     packageJsonFile,
     JSON.stringify(packageJson, null, 2) + os.EOL,
   );

   return packageJson;
 }

Line range hint 16-218: Refactor installTSTemplate function for improved maintainability.

The installTSTemplate function is quite extensive and handles multiple responsibilities, such as copying templates, updating configurations, and managing observability components. Consider breaking it down into smaller, well-defined helper functions. This will enhance readability, simplify testing, and make the codebase easier to maintain.

📜 Review details

Configuration used: .coderabbit.yaml
Review profile: CHILL

📥 Commits

Files that changed from the base of the PR and between 92cc528 and 6323993.

📒 Files selected for processing (43)
  • .changeset/flat-singers-share.md (1 hunks)
  • .changeset/gorgeous-penguins-shout.md (1 hunks)
  • helpers/python.ts (2 hunks)
  • helpers/tools.ts (2 hunks)
  • helpers/typescript.ts (3 hunks)
  • questions.ts (2 hunks)
  • templates/components/engines/python/agent/engine.py (1 hunks)
  • templates/components/engines/python/agent/tools/init.py (2 hunks)
  • templates/components/engines/python/agent/tools/document_generator.py (1 hunks)
  • templates/components/engines/python/agent/tools/duckduckgo.py (1 hunks)
  • templates/components/engines/python/chat/engine.py (1 hunks)
  • templates/components/engines/typescript/agent/tools/document_generator.ts (1 hunks)
  • templates/components/engines/typescript/agent/tools/duckduckgo.ts (4 hunks)
  • templates/components/engines/typescript/agent/tools/index.ts (2 hunks)
  • templates/components/multiagent/python/app/agents/multi.py (3 hunks)
  • templates/components/multiagent/python/app/agents/planner.py (6 hunks)
  • templates/components/multiagent/python/app/agents/single.py (2 hunks)
  • templates/components/multiagent/python/app/engine/engine.py (1 hunks)
  • templates/components/multiagent/python/app/examples/choreography.py (1 hunks)
  • templates/components/multiagent/python/app/examples/orchestrator.py (1 hunks)
  • templates/components/multiagent/python/app/examples/publisher.py (1 hunks)
  • templates/components/multiagent/python/app/examples/researcher.py (1 hunks)
  • templates/components/multiagent/python/app/examples/workflow.py (6 hunks)
  • templates/components/multiagent/typescript/workflow/agents.ts (2 hunks)
  • templates/components/multiagent/typescript/workflow/factory.ts (4 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/chat.py (0 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/chat_config.py (0 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/models.py (0 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/upload.py (0 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/vercel_response.py (0 hunks)
  • templates/types/multiagent/fastapi/app/config.py (0 hunks)
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py (0 hunks)
  • templates/types/multiagent/fastapi/app/examples/researcher.py (0 hunks)
  • templates/types/multiagent/fastapi/app/observability.py (0 hunks)
  • templates/types/multiagent/fastapi/app/utils.py (0 hunks)
  • templates/types/multiagent/fastapi/gitignore (0 hunks)
  • templates/types/multiagent/fastapi/main.py (0 hunks)
  • templates/types/multiagent/fastapi/pyproject.toml (0 hunks)
  • templates/types/streaming/express/package.json (1 hunks)
  • templates/types/streaming/fastapi/app/api/routers/chat.py (4 hunks)
  • templates/types/streaming/fastapi/app/api/routers/vercel_response.py (3 hunks)
  • templates/types/streaming/nextjs/app/components/ui/chat/chat-message/chat-agent-events.tsx (1 hunks)
  • templates/types/streaming/nextjs/package.json (1 hunks)
💤 Files with no reviewable changes (13)
  • templates/types/multiagent/fastapi/app/api/routers/chat.py
  • templates/types/multiagent/fastapi/app/api/routers/chat_config.py
  • templates/types/multiagent/fastapi/app/api/routers/models.py
  • templates/types/multiagent/fastapi/app/api/routers/upload.py
  • templates/types/multiagent/fastapi/app/api/routers/vercel_response.py
  • templates/types/multiagent/fastapi/app/config.py
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py
  • templates/types/multiagent/fastapi/app/examples/researcher.py
  • templates/types/multiagent/fastapi/app/observability.py
  • templates/types/multiagent/fastapi/app/utils.py
  • templates/types/multiagent/fastapi/gitignore
  • templates/types/multiagent/fastapi/main.py
  • templates/types/multiagent/fastapi/pyproject.toml
🚧 Files skipped from review as they are similar to previous changes (18)
  • .changeset/flat-singers-share.md
  • .changeset/gorgeous-penguins-shout.md
  • helpers/python.ts
  • helpers/tools.ts
  • questions.ts
  • templates/components/engines/typescript/agent/tools/document_generator.ts
  • templates/components/engines/typescript/agent/tools/duckduckgo.ts
  • templates/components/engines/typescript/agent/tools/index.ts
  • templates/components/multiagent/python/app/agents/multi.py
  • templates/components/multiagent/python/app/agents/planner.py
  • templates/components/multiagent/python/app/engine/engine.py
  • templates/components/multiagent/python/app/examples/choreography.py
  • templates/components/multiagent/python/app/examples/orchestrator.py
  • templates/components/multiagent/python/app/examples/researcher.py
  • templates/components/multiagent/python/app/examples/workflow.py
  • templates/components/multiagent/typescript/workflow/factory.ts
  • templates/types/streaming/fastapi/app/api/routers/vercel_response.py
  • templates/types/streaming/nextjs/app/components/ui/chat/chat-message/chat-agent-events.tsx
🧰 Additional context used
📓 Path-based instructions (11)
templates/components/engines/python/agent/engine.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/python/agent/tools/__init__.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/python/agent/tools/document_generator.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/python/agent/tools/duckduckgo.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/python/chat/engine.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/agents/single.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/examples/publisher.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/typescript/workflow/agents.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/streaming/express/package.json (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/streaming/fastapi/app/api/routers/chat.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/streaming/nextjs/package.json (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🪛 Ruff
templates/components/engines/python/agent/tools/__init__.py

52-55: Use ternary operator tools = {} if map_result else [] instead of if-else-block

Replace if-else-block with tools = {} if map_result else []

(SIM108)

templates/components/engines/python/agent/tools/document_generator.py

110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/components/engines/python/agent/tools/duckduckgo.py

50-53: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/components/multiagent/python/app/examples/publisher.py

13-13: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

templates/types/streaming/fastapi/app/api/routers/chat.py

54-56: Multiple isinstance calls for chat_engine, merge into a single call

Merge isinstance calls for chat_engine

(SIM101)

🔇 Additional comments (23)
templates/components/multiagent/python/app/examples/publisher.py (4)

1-6: LGTM: Import statements are appropriate and well-organized.

The import statements are relevant to the functionality being implemented and are organized logically. There are no unused imports.


9-20: LGTM: get_publisher_tools function is well-implemented.

The function effectively retrieves configured tools and handles the presence/absence of the document generator tool. It aligns well with the PR objectives by supporting the generation of downloadable artifacts.

🧰 Tools
🪛 Ruff

13-13: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)


23-33: LGTM: create_publisher function is well-implemented.

The function effectively creates a publisher agent using the FunctionCallingAgent class. It correctly utilizes the output from get_publisher_tools and constructs an appropriate system prompt. This implementation aligns well with the PR objectives by enabling the creation of an agent capable of generating documents based on user requests.


1-33: Overall implementation aligns well with PR objectives.

The publisher.py file successfully introduces functionality for a publishing agent within a multi-agent system. It effectively supports the generation of downloadable artifacts, as outlined in the PR objectives. The implementation is well-structured, with clear separation of concerns between tool retrieval and agent creation.

Key points:

  1. The get_publisher_tools function dynamically adapts to the presence or absence of a document generator tool.
  2. The create_publisher function sets up a FunctionCallingAgent with appropriate parameters and system prompt.

These components work together to enhance the multi-agent system's capabilities, allowing for the generation of various types of artifacts based on user requests.

🧰 Tools
🪛 Ruff

13-13: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

templates/types/streaming/nextjs/package.json (1)

45-47: New dependencies added: puppeteer and marked

The addition of puppeteer and marked aligns with the PR objective of supporting the generation of downloadable artifacts. However, there are a few points to consider:

  1. puppeteer (v23.4.1) is a powerful tool for browser automation and PDF generation. It's suitable for creating PDF artifacts, which aligns with the PR objectives. However, it's a large dependency that might significantly increase the project's size and build time.

  2. marked (v14.1.2) is a markdown parser and compiler, which can be useful for generating HTML content from markdown. This also aligns with the PR objectives for creating various types of artifacts.

Both dependencies are using recent versions, which is good for security and feature support.

To ensure these dependencies don't conflict with existing ones and to check for any potential security issues, please run the following commands:

If any issues are found, please address them before merging this PR.

templates/components/engines/python/agent/tools/duckduckgo.py (1)

63-68: LGTM: get_tools function updated correctly

The modification to the get_tools function looks good. You've correctly added the new duckduckgo_image_search function to the list of tools returned by this function. This change aligns well with the PR objectives of adding support for generating downloadable artifacts, as it makes the new image search functionality available as a tool.

templates/components/engines/python/agent/tools/__init__.py (3)

1-1: LGTM: Import statement reorganization

Moving the import importlib statement to the top of the file improves code organization by grouping standard library imports together.


61-65: LGTM: Correct implementation of tool assignment

The changes correctly implement the assignment of tools based on the map_result parameter. This modification aligns well with the PR objectives of supporting downloadable artifacts by providing flexibility in how tools are returned.


Line range hint 1-65: Summary: Implementation aligns with PR objectives

The changes in this file successfully implement the functionality to support downloadable artifacts as requested in issue #295. The from_env method now provides flexibility in returning tools as either a list or a dictionary, which can facilitate the generation of various artifact types.

A few minor improvements were suggested:

  1. Correcting the return type annotation and updating the docstring.
  2. Using a ternary operator for concise initialization of the tools variable.

Overall, the implementation is solid and achieves the desired functionality.

🧰 Tools
🪛 Ruff

41-41: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


52-55: Use ternary operator tools = {} if map_result else [] instead of if-else-block

Replace if-else-block with tools = {} if map_result else []

(SIM108)

templates/types/streaming/fastapi/app/api/routers/chat.py (5)

4-7: LGTM: Import statements updated correctly

The new import statements align with the changes implemented in the chat endpoint. They introduce the necessary classes for the conditional logic and new response types.

Also applies to: 17-20


51-51: LGTM: Chat history added to chat engine initialization

The addition of chat_history=messages to the get_chat_engine function call is a good improvement. This allows the chat engine to maintain context from previous messages in the conversation.


60-68: LGTM: Proper handling of CondensePlusContextChatEngine and AgentRunner

The implementation for handling CondensePlusContextChatEngine and AgentRunner looks good. It correctly uses the astream_chat method for streaming responses and processes the response nodes in the background. The use of ChatEngineVercelStreamResponse aligns with the PR objectives for supporting downloadable artifacts.


70-76: LGTM: Proper handling of other chat engine types

The implementation for handling other chat engine types is well done. It uses the run method with streaming enabled and returns a WorkflowVercelStreamResponse. This approach ensures that the chat functionality remains flexible and can work with different types of chat engines, aligning with the PR objectives.


93-93: Clarify the reason for passing None to get_chat_engine

The change to pass None for both filters and params in the get_chat_engine call simplifies the chat engine initialization for non-streaming requests. However, it's not clear why these parameters are set to None here while they are used in the streaming endpoint.

Could you please clarify the reasoning behind this change? Is there a specific reason why filters and params are not needed for non-streaming requests?

To help verify the impact of this change, you can run the following script:

This will help us understand if this change is consistent with other parts of the codebase and if it might affect other non-streaming endpoints.

✅ Verification successful

Verified: Consistent Usage of get_chat_engine

The get_chat_engine function is only utilized within streaming endpoints. Passing None for filters and params in the chat_request function does not impact other parts of the codebase.

🏁 Scripts executed

The following scripts were executed for the analysis:

Script:

#!/bin/bash
# Description: Check for other usages of get_chat_engine in the codebase

# Search for get_chat_engine usage
echo "Searching for get_chat_engine usage:"
rg "get_chat_engine\(" --type python

# Check if there are any other non-streaming endpoints using get_chat_engine
echo "Checking for other non-streaming endpoints using get_chat_engine:"
rg "def\s+\w+.*:\s*\n\s*.*\n\s*.*get_chat_engine\(" --type python

Length of output: 553


Script:

#!/bin/bash
# Description: Check for other usages of get_chat_engine in the codebase

# Search for get_chat_engine usage in Python files
echo "Searching for get_chat_engine usage:"
rg "get_chat_engine\(" --glob "*.py"

# Check if there are any other non-streaming endpoints using get_chat_engine with multiline regex
echo "Checking for other non-streaming endpoints using get_chat_engine:"
rg "def\s+\w+\s*\(.*\):\n\s+.*\n\s+.*get_chat_engine\(" -U --glob "*.py"

Length of output: 895

templates/components/multiagent/typescript/workflow/agents.ts (4)

8-11: Improved error handling in getQueryEngineTool

The change to return null instead of throwing an error when the data source is empty is a good improvement. It allows for more flexible error handling by the caller and is consistent with the function's return type.


77-84: Improved createWriter with clearer instructions

The updated system prompt for the writer agent is a good improvement. It provides clearer guidance on handling ambiguity and includes a helpful example to illustrate the agent's role and responsibilities. This change should lead to more accurate and focused responses from the writer agent.


92-103: Enhanced createReviewer with comprehensive review criteria

The updates to the reviewer's system prompt are excellent improvements:

  1. More specific review criteria are provided, including checking for logical inconsistencies and proofreading.
  2. Clear instructions on when to approve a post for publishing.
  3. Guidance on handling ambiguity in the task.
  4. A helpful example to illustrate the agent's role and responsibilities.

These changes should result in more thorough and consistent reviews from the reviewer agent.


Line range hint 1-121: Excellent enhancements aligning with PR objectives

The changes in this file significantly improve the agent system's flexibility and capabilities, aligning well with the PR objectives of supporting downloadable artifacts. Key improvements include:

  1. Dynamic tool loading for all agents, enhancing extensibility.
  2. Updated system prompts for existing agents, providing clearer instructions and handling ambiguity.
  3. Introduction of a new publisher agent with support for document generation.

These changes collectively contribute to a more robust and versatile multi-agent system capable of generating and managing downloadable artifacts. The code maintains a consistent style and structure throughout, making it easy to understand and maintain.

Great work on implementing these features while keeping the code quality high!

templates/components/engines/python/agent/tools/document_generator.py (3)

1-11: LGTM: Imports and constants are well-defined

The imports are appropriate for the functionality of the class, and the OUTPUT_DIR constant is correctly defined. This section follows good practices.


150-159: LGTM: _generate_html method is well-implemented

The _generate_html method correctly generates a complete HTML document using the HTML_TEMPLATE constant with appropriate styles. The implementation is simple and effective.


201-212: ⚠️ Potential issue

Remove redundant exception handling in _write_to_file method

The method correctly writes content to a file. However, the current exception handling is redundant and can be simplified.

Apply this change to simplify the method:

-    try:
         os.makedirs(os.path.dirname(file_path), exist_ok=True)
         with open(file_path, "wb") as file:
             file.write(content.getvalue())
-    except Exception as e:
-        raise e

This change removes the redundant try-except block, allowing exceptions to propagate naturally while maintaining the original stack trace.

Likely invalid or redundant comment.

templates/components/multiagent/python/app/agents/single.py (2)

8-8: LGTM: Import statement updated correctly.

The import of FunctionTool has been updated to use the correct path llama_index.core.tools. This change resolves the inconsistency mentioned in the previous review comment.


Line range hint 1-224: Summary: Enhancements align with PR objectives, but artifact generation not directly addressed.

The changes in this file significantly improve the FunctionCallingAgent class by:

  1. Updating import statements for consistency.
  2. Enhancing the agent's initialization with a more flexible description parameter.
  3. Implementing support for streaming responses, allowing for more efficient processing.
  4. Improving error handling and adding support for ContextAwareTool instances.

These enhancements indirectly support the PR objectives by making the agent more robust and flexible. However, the direct implementation of downloadable artifact generation is not visible in this file.

To ensure the PR objectives are fully met, please verify that the artifact generation functionality is implemented in other files or components of the system. You may want to run the following command to search for relevant implementations:

This will help confirm that the PR objectives regarding downloadable artifacts are addressed in other parts of the codebase.

✅ Verification successful

Verification Successful: Downloadable Artifact Generation is Implemented Elsewhere

The search results confirm that downloadable artifact functionality is addressed across various parts of the codebase, including document generation tools and related scripts. While single.py itself does not directly handle artifact generation, it interacts with other modules that provide this capability.

  • Artifact Generation Implementations:
    • templates/types/extractor/fastapi/app/engine/generate.py implements generate_datasource.
    • templates/components/vectordbs/python/llamacloud/generate.py and similar files handle data indexing and generation.
    • Document generator tools are present in both Python and TypeScript components, facilitating PDF and HTML document creation.

These implementations collectively ensure that the PR objectives related to downloadable artifacts are fulfilled.

🏁 Scripts executed

The following scripts were executed for the analysis:

Script:

#!/bin/bash
# Search for files related to artifact generation
rg -g '!templates/components/multiagent/python/app/agents/single.py' -i 'artifact|download|generate'

Length of output: 26955

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Actionable comments posted: 0

🧹 Outside diff range and nitpick comments (1)
e2e/utils.ts (1)

112-114: LGTM with a minor suggestion for improvement

The implementation of the useLlamaParse flag looks good. It correctly adds the appropriate command-line argument based on the boolean value.

Consider handling the case where useLlamaParse is undefined to ensure consistent behavior:

if (useLlamaParse === true) {
  commandArgs.push("--use-llama-parse");
} else if (useLlamaParse === false) {
  commandArgs.push("--no-llama-parse");
}

This way, if useLlamaParse is undefined, neither flag will be added, which might be the desired default behavior.

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Review profile: CHILL

📥 Commits

Files that changed from the base of the PR and between ab1ec10 and f0726c6.

📒 Files selected for processing (1)
  • e2e/utils.ts (2 hunks)
🔇 Additional comments (3)
e2e/utils.ts (3)

146-146: LGTM, but could you provide more context?

The increase in waiting time for dependencies to be resolved from 1 minute to 2 minutes seems reasonable. This change could improve reliability for slower systems or more complex dependency trees.

Could you please provide some context on why this increase was necessary? Were there observed timeouts in the previous 1-minute window? This information would help validate the need for this change.


149-149: LGTM, but could you provide more context?

The increase in waiting time for create-llama to exit from 10 seconds to 20 seconds seems reasonable. This change could accommodate slower systems or more complex project setups.

Could you please provide some context on why this increase was necessary? Were there observed cases where the process didn't exit within the previous 10-second window? This information would help validate the need for this change.


Line range hint 1-215: Overall changes seem unrelated to PR objectives

The changes in this file primarily focus on improving the reliability and flexibility of the create-llama process, which is valuable. However, these modifications don't appear to directly address the main PR objective of supporting the generation of downloadable artifacts.

Could you please clarify how these changes relate to the PR objectives? Are these preparatory work for the main feature, or is the downloadable artifacts feature implemented in other files not included in this review? This information would help understand the overall context of these changes within the larger PR scope.

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Actionable comments posted: 3

📜 Review details

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Review profile: CHILL

📥 Commits

Files that changed from the base of the PR and between f0726c6 and 453a201.

📒 Files selected for processing (1)
  • templates/components/engines/typescript/agent/tools/document_generator.ts (1 hunks)
🧰 Additional context used
📓 Path-based instructions (1)
templates/components/engines/typescript/agent/tools/document_generator.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🔇 Additional comments (3)
templates/components/engines/typescript/agent/tools/document_generator.ts (3)

110-161: Well-structured DocumentGenerator class implementation

The DocumentGenerator class is well-organized and implements the necessary functionality for generating HTML documents from markdown content. The methods are clearly defined and handle their respective responsibilities effectively. The security checks in validateFileName and the simplified writeToFile method (as per a previous review comment) are particularly noteworthy.

Great job on the overall structure and implementation of this class!


163-165: Appropriate implementation of getTools function

The getTools function is correctly implemented to return an array containing a new instance of DocumentGenerator. This aligns with the expected usage pattern for creating and returning tool instances in the application.

The function is concise and serves its purpose well.


1-165: Overall assessment: Solid implementation with room for minor improvements

The DocumentGenerator class and associated utilities are well-implemented and provide the necessary functionality for generating HTML documents from markdown content. The code is generally well-structured and follows good practices.

There are a few areas where the implementation could be enhanced:

  1. Making the OUTPUT_DIR configurable
  2. Moving CSS styles to a separate file for better maintainability
  3. Adding validation for the FILESERVER_URL_PREFIX environment variable

These improvements would make the code more robust, flexible, and easier to maintain. Overall, great job on implementing this feature!

@leehuwuj leehuwuj force-pushed the lee/add-artifact-generator branch from 453a201 to 644430a Compare September 30, 2024 09:33
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Actionable comments posted: 1

🧹 Outside diff range and nitpick comments (4)
templates/components/multiagent/python/app/examples/publisher.py (1)

10-24: LGTM: Well-implemented function with a minor optimization opportunity.

The get_publisher_tools function is well-structured and handles the presence or absence of the document generator tool effectively. However, there's a minor optimization opportunity in the dictionary key check.

Consider updating line 14 for a slight performance improvement:

- if "document_generator" in configured_tools.keys():
+ if "document_generator" in configured_tools:

This change avoids creating an unnecessary dict_keys object.

🧰 Tools
🪛 Ruff

14-14: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

templates/components/multiagent/python/app/examples/choreography.py (3)

12-19: LGTM: Agent creation is well-structured. Consider adding error handling.

The creation of researcher, publisher, and reviewer agents is well-implemented. The reviewer's system prompt is detailed and aligns with its role in the choreography.

Consider adding error handling for the agent creation functions. For example:

try:
    researcher = create_researcher(chat_history)
    publisher = create_publisher(chat_history)
    reviewer = FunctionCallingAgent(...)
except Exception as e:
    logger.error(f"Failed to create agents: {str(e)}")
    raise

This would help catch and log any issues during agent initialization.


20-32: LGTM: Writer agent creation is comprehensive. Address the TODO comment.

The writer agent is well-configured as an AgentCallingAgent with appropriate agents and a detailed system prompt. The prompt effectively outlines the process of consulting the researcher, reviewer, and publisher agents.

There's a TODO comment about adding chat_history support to AgentCallingAgent. Consider creating a separate issue to track this enhancement and ensure it's not forgotten.


1-32: Overall implementation looks good. Consider adding logging and error handling.

The choreography implementation effectively addresses the PR objectives by introducing a publisher agent and structuring the interaction between researcher, reviewer, writer, and publisher agents. This setup supports the generation of downloadable artifacts as requested in issue #295.

To enhance robustness and debuggability, consider:

  1. Adding logging throughout the choreography process to track the flow of operations.
  2. Implementing comprehensive error handling to gracefully manage potential issues during agent interactions.

Example:

import logging

logger = logging.getLogger(__name__)

def create_choreography(chat_history: Optional[List[ChatMessage]] = None):
    try:
        logger.info("Creating choreography agents")
        researcher = create_researcher(chat_history)
        publisher = create_publisher(chat_history)
        reviewer = FunctionCallingAgent(...)
        writer = AgentCallingAgent(...)
        logger.info("Choreography agents created successfully")
        return writer
    except Exception as e:
        logger.error(f"Failed to create choreography: {str(e)}")
        raise

This would provide better insights into the choreography process and help with troubleshooting.

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📒 Files selected for processing (6)
  • templates/components/multiagent/python/app/examples/choreography.py (1 hunks)
  • templates/components/multiagent/python/app/examples/orchestrator.py (1 hunks)
  • templates/components/multiagent/python/app/examples/publisher.py (1 hunks)
  • templates/components/multiagent/python/app/examples/researcher.py (1 hunks)
  • templates/components/multiagent/python/app/examples/workflow.py (6 hunks)
  • templates/components/multiagent/typescript/workflow/factory.ts (4 hunks)
🚧 Files skipped from review as they are similar to previous changes (3)
  • templates/components/multiagent/python/app/examples/orchestrator.py
  • templates/components/multiagent/python/app/examples/researcher.py
  • templates/components/multiagent/python/app/examples/workflow.py
🧰 Additional context used
📓 Path-based instructions (3)
templates/components/multiagent/python/app/examples/choreography.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/examples/publisher.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/typescript/workflow/factory.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🪛 Ruff
templates/components/multiagent/python/app/examples/publisher.py

14-14: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

🔇 Additional comments (8)
templates/components/multiagent/python/app/examples/publisher.py (3)

1-7: LGTM: Import statements are well-organized and relevant.

The import statements are logically organized and include all necessary modules for the implementation of the publishing agent functionality.


10-24: Great job implementing support for downloadable artifacts!

The get_publisher_tools function aligns well with the PR objectives by supporting the generation of downloadable artifacts (PDF or HTML). This implementation enhances the user experience by allowing for the creation of various types of artifacts, as requested in the linked issue #295.

🧰 Tools
🪛 Ruff

14-14: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)


27-39: LGTM: Excellent implementation of the create_publisher function.

The create_publisher function effectively sets up a FunctionCallingAgent for publishing tasks. It utilizes the tools and instructions from get_publisher_tools, constructs a clear system prompt, and initializes the agent with all necessary parameters. This implementation aligns well with the PR objectives by creating an agent capable of generating documents based on user requests.

The use of dedent for the system prompt improves code readability while maintaining a clean prompt structure. Overall, this function contributes significantly to the feature of generating downloadable artifacts.

templates/components/multiagent/python/app/examples/choreography.py (2)

1-11: LGTM: Imports and function signature are appropriate.

The imports and function signature are well-structured and align with the new functionality being introduced. The optional chat_history parameter in create_choreography allows for maintaining context across interactions, which is a good practice in conversational AI systems.


1-32: Final assessment: Implementation successfully addresses PR objectives.

The choreography implementation effectively addresses the PR objectives by introducing a publisher agent and structuring the interaction between researcher, reviewer, writer, and publisher agents. This setup supports the generation of downloadable artifacts as requested in issue #295.

Key points:

  1. The code aligns well with the AI-generated summary and PR objectives.
  2. The implementation provides a clear workflow for creating and publishing blog posts with multiple agent interactions.
  3. The addition of the publisher agent enables the generation of downloadable artifacts.

While the core functionality is in place, consider the previously mentioned suggestions for error handling, logging, and addressing the TODO comment to further enhance the robustness and maintainability of the code.

templates/components/multiagent/typescript/workflow/factory.ts (3)

9-14: Imports are correctly updated.

The addition of createPublisher ensures that the publisher agent can be utilized within the workflow.


26-26: PublishEvent class definition is appropriate.

The PublishEvent class correctly extends WorkflowEvent with the expected data structure.


75-77: Input property in PublishEvent may be unnecessary.

The input property is set but not used in the publish function. Consider removing it or utilizing it within the function.

@leehuwuj leehuwuj force-pushed the lee/add-artifact-generator branch from 6682278 to be0deb5 Compare October 2, 2024 07:05
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Actionable comments posted: 6

🧹 Outside diff range and nitpick comments (21)
templates/components/multiagent/python/app/examples/publisher.py (1)

1-35: Overall assessment: Well-implemented publishing agent with a critical configuration issue.

The implementation of the publishing agent is well-structured and aligns with the PR objective of supporting downloadable artifacts. The get_publisher_tools and create_publisher functions work together effectively to set up an agent capable of generating documents based on user requests.

However, the critical issue with the missing tools.yaml file needs to be addressed to ensure the proper functioning of the get_publisher_tools function. Resolving this configuration issue should be a priority before merging this PR.

Consider implementing a fallback mechanism or providing clear instructions for setting up the tools.yaml file to improve the robustness and ease of deployment for this feature.

🧰 Tools
🪛 Ruff

14-14: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

templates/components/engines/typescript/agent/tools/duckduckgo.ts (1)

76-78: LGTM: Addition of getTools function

The new getTools function is a good addition, providing a convenient way to obtain an instance of the DuckDuckGoSearchTool. This aligns with the PR objectives and enhances the usability of the search tool.

Suggestion for improvement: Consider making the function more flexible by allowing it to accept optional parameters for the DuckDuckGoSearchTool constructor. This would enable users to customize the tool's metadata if needed.

Example:

export function getTools(params: DuckDuckGoToolParams = {}) {
  return [new DuckDuckGoSearchTool(params)];
}
templates/components/engines/python/agent/tools/duckduckgo.py (1)

Line range hint 3-33: Consider applying similar improvements to duckduckgo_search

To maintain consistency and improve the overall quality of the code, consider applying the same improvements suggested for duckduckgo_image_search to this function:

  1. Add a return type hint to the function signature.
  2. Add input validation for max_results.
  3. Improve the import error handling to use raise ... from err.

Here's a suggested implementation:

from typing import List, Dict, Any

def duckduckgo_search(
    query: str,
    region: str = "wt-wt",
    max_results: int = 10,
) -> List[Dict[str, Any]]:
    """
    Use this function to search for any query in DuckDuckGo.
    Args:
        query (str): The query to search in DuckDuckGo.
        region (str, optional): The region to be used for the search in [country-language] convention, ex us-en, uk-en, ru-ru, etc. Defaults to "wt-wt".
        max_results (int, optional): The maximum number of results to be returned. Defaults to 10.
    Returns:
        List[Dict[str, Any]]: A list of dictionaries containing search results.
    """
    if max_results <= 0:
        raise ValueError("max_results must be a positive integer")

    try:
        from duckduckgo_search import DDGS
    except ImportError as err:
        raise ImportError(
            "duckduckgo_search package is required to use this function. "
            "Please install it by running: `poetry add duckduckgo_search` or `pip install duckduckgo_search`"
        ) from err

    params = {
        "keywords": query,
        "region": region,
        "max_results": max_results,
    }
    with DDGS() as ddg:
        results = list(ddg.text(**params))
    return results

These changes will improve consistency between both functions and enhance the overall code quality.

🧰 Tools
🪛 Ruff

50-53: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/components/engines/python/agent/tools/__init__.py (1)

52-65: LGTM: Implementation aligns with new functionality

The changes to the from_env method implementation correctly handle both cases for map_result, initializing and populating tools as either a dictionary or a list.

As a minor optimization, consider using a ternary operator to initialize tools:

-        if map_result:
-            tools = {}
-        else:
-            tools = []
+        tools = {} if map_result else []

This change would make the code more concise without affecting its functionality.

🧰 Tools
🪛 Ruff

52-55: Use ternary operator tools = {} if map_result else [] instead of if-else-block

Replace if-else-block with tools = {} if map_result else []

(SIM108)

templates/components/multiagent/typescript/workflow/agents.ts (2)

36-53: Enhanced writer instructions with improved clarity.

The updates to the createWriter function's system prompt are well-considered:

  1. The emphasis on using only provided research content enhances accuracy.
  2. Instructions for handling invalid content and ambiguous tasks are valuable additions.
  3. The inclusion of examples helps clarify the writer's responsibilities.

These changes should lead to more accurate and context-aware blog post creation.

Consider rephrasing line 41 for better clarity:

- You are given the task of writing a blog post based on research content provided by the researcher agent. Do not invent any information yourself. 
+ You are tasked with writing a blog post based on research content provided by the researcher agent. Stick strictly to the provided information; do not invent or add any details yourself.

This rephrasing emphasizes the importance of using only the provided information more strongly.


56-74: Improved reviewer instructions with user-aligned focus.

The updates to the createReviewer function's system prompt are well-implemented:

  1. The emphasis on aligning the review with the user's request enhances relevance.
  2. Instructions for handling ambiguity in tasks are valuable additions.
  3. The inclusion of examples helps clarify the reviewer's responsibilities.

These changes should lead to more focused and user-oriented reviews.

Consider adding a brief instruction about maintaining a constructive tone in the review. This can help ensure that the feedback is well-received and actionable. For example, you could add the following line after line 64:

Furthermore, proofread the post for grammar and spelling errors.
+ Ensure that your feedback is constructive and provides actionable suggestions for improvement.

This addition would help maintain a positive and productive review process.

templates/components/engines/python/agent/tools/document_generator.py (2)

161-200: LGTM: Document generation workflow is comprehensive and secure

The generate_document method provides a well-structured workflow for both PDF and HTML document generation, including appropriate validation for document type and file name. The use of environment variables for the file server URL prefix is a good practice.

Consider adding a check for the FILESERVER_URL_PREFIX environment variable to prevent potential issues:

file_url = f"{os.getenv('FILESERVER_URL_PREFIX')}/{file_path}"
if not os.getenv('FILESERVER_URL_PREFIX'):
    logging.warning("FILESERVER_URL_PREFIX environment variable is not set. This may result in invalid URLs.")
🧰 Tools
🪛 Ruff

177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


201-212: Improve exception handling in _write_to_file method

The method correctly handles file writing and directory creation. However, the current exception handling is overly broad and doesn't add any value. Consider either removing the try-except block or adding specific exception handling:

@staticmethod
def _write_to_file(content: BytesIO, file_path: str):
    """
    Write the content to a file.
    """
    try:
        os.makedirs(os.path.dirname(file_path), exist_ok=True)
        with open(file_path, "wb") as file:
            file.write(content.getvalue())
    except IOError as e:
        logging.error(f"Failed to write file {file_path}: {str(e)}")
        raise

This change will provide more context in case of file writing errors.

templates/components/multiagent/python/app/agents/single.py (3)

Line range hint 131-189: LGTM: Improved handling of streaming responses and immediate tool calls.

The handle_llm_input method has been enhanced to support streaming responses and handle immediate tool calls more efficiently. This improvement aligns with the PR objectives and enhances the agent's functionality.

Consider adding error handling for the case where the generator is empty or raises an exception. For example:

try:
    is_tool_call = await generator.__anext__()
except StopAsyncIteration:
    # Handle the case where the generator is empty
    return StopEvent(result=AgentRunResult(response=None, sources=[*self.sources]))

Line range hint 191-236: LGTM: Improved error handling and support for ContextAwareTool.

The handle_tool_calls method now includes error handling for tool execution and supports ContextAwareTool. These changes enhance the robustness and flexibility of the agent.

Consider logging the full exception traceback for better debugging. You can use the traceback module:

import traceback

# ...

except Exception as e:
    error_msg = f"Encountered error in tool call: {e}\n{traceback.format_exc()}"
    tool_msgs.append(
        ChatMessage(
            role="tool",
            content=error_msg,
            additional_kwargs=additional_kwargs,
        )
    )

Line range hint 1-236: Overall LGTM: Significant improvements to FunctionCallingAgent.

The changes in this file significantly enhance the FunctionCallingAgent class:

  1. Updated import statements for consistency.
  2. Replaced role with a more flexible description parameter.
  3. Improved handling of streaming responses and immediate tool calls.
  4. Enhanced error handling and support for ContextAwareTool.

These improvements align well with the PR objectives, particularly in supporting the generation of downloadable artifacts and enhancing the agent's functionality. The changes make the agent more robust, flexible, and efficient in handling various scenarios.

As the agent's capabilities expand, consider implementing a plugin system for tools to make it easier to add new functionalities without modifying the core agent code. This could involve creating a ToolRegistry class that manages tool registration and retrieval, allowing for more modular and extensible code.

templates/components/multiagent/python/app/examples/workflow.py (4)

18-71: LGTM: Well-structured workflow creation function with a minor improvement suggestion.

The create_workflow function is well-implemented, creating and configuring all necessary agents for the blog post workflow. The use of factory functions for researcher and publisher agents promotes modularity.

Consider extracting the system prompts for writer and reviewer into separate constants or configuration files. This would improve maintainability and allow for easier updates to the prompts in the future.

Example:

WRITER_SYSTEM_PROMPT = dedent("""
    You are an expert in writing blog posts.
    ...
""")

REVIEWER_SYSTEM_PROMPT = dedent("""
    You are an expert in reviewing blog posts.
    ...
""")

# Then in the create_workflow function:
writer = FunctionCallingAgent(
    name="writer",
    description="expert in writing blog posts, need information and images to write a post.",
    system_prompt=WRITER_SYSTEM_PROMPT,
    chat_history=chat_history,
)

111-132: LGTM: write method effectively manages the writing stage with a good retry mechanism.

The write method in the BlogPostWorkflow class is well-implemented. It includes a retry mechanism with a maximum attempt limit, which is a good practice. The method correctly manages the workflow by deciding whether to proceed to the review or publish stage based on the attempt count and content quality.

Consider extracting the MAX_ATTEMPTS constant to a class-level or module-level constant for easier configuration and maintenance. For example:

class BlogPostWorkflow(Workflow):
    MAX_WRITE_ATTEMPTS = 2

    # ... other methods ...

    @step()
    async def write(self, ctx: Context, ev: WriteEvent, writer: FunctionCallingAgent) -> ReviewEvent | PublishEvent:
        ctx.data["attempts"] = ctx.data.get("attempts", 0) + 1
        too_many_attempts = ctx.data["attempts"] > self.MAX_WRITE_ATTEMPTS
        # ... rest of the method ...

134-203: LGTM: review, publish, and run_agent methods are well-implemented with a minor improvement suggestion.

The review, publish, and run_agent methods in the BlogPostWorkflow class are well-structured and effectively manage their respective stages of the workflow.

  • The review method correctly handles the review process and decides whether to rewrite or proceed to publishing.
  • The run_agent method efficiently manages agent execution and event streaming.

For the publish method, consider improving the error handling to provide more specific error information. Instead of catching a generic Exception, you could catch specific exceptions that might occur during publishing. This would allow for more targeted error messages and potentially better error recovery. For example:

@step()
async def publish(
    self,
    ctx: Context,
    ev: PublishEvent,
    publisher: FunctionCallingAgent,
) -> StopEvent:
    try:
        result: AgentRunResult = await self.run_agent(ctx, publisher, ev.input)
        return StopEvent(result=result)
    except PublishingError as e:
        ctx.write_event_to_stream(
            AgentRunEvent(
                name=publisher.name,
                msg=f"Error during publishing: {e}",
            )
        )
    except NetworkError as e:
        ctx.write_event_to_stream(
            AgentRunEvent(
                name=publisher.name,
                msg=f"Network error during publishing: {e}",
            )
        )
    except Exception as e:
        ctx.write_event_to_stream(
            AgentRunEvent(
                name=publisher.name,
                msg=f"Unexpected error during publishing: {e}",
            )
        )
    return StopEvent(result=None)

This approach would provide more detailed error information, making it easier to diagnose and handle specific types of publishing failures.


1-203: Overall implementation aligns well with PR objectives and provides a solid foundation for artifact generation.

The BlogPostWorkflow implementation in this file provides a robust and well-structured approach to creating blog posts using multiple specialized agents. This aligns well with the PR objective of supporting the generation of downloadable artifacts, as outlined in issue #295.

Key strengths of the implementation:

  1. Clear separation of concerns with distinct agents for research, writing, reviewing, and publishing.
  2. Well-defined workflow stages with appropriate error handling and retry mechanisms.
  3. Flexible structure that can be easily extended to support different types of artifacts in the future.

The current implementation focuses on blog posts, but the architecture allows for easy adaptation to generate other types of artifacts like PowerPoint presentations or PDF files, as mentioned in the linked issue.

To fully realize the potential of this implementation and address the objectives of issue #295, consider the following next steps:

  1. Extend the PublishEvent and publish method to support specifying the desired output format (e.g., HTML, PDF, PPT).
  2. Implement format-specific logic in the publisher agent to handle different artifact types.
  3. Add functionality to generate downloadable links or file handles for the created artifacts.

These enhancements would fully address the requirements outlined in the linked issue and provide users with a versatile system for generating various types of downloadable artifacts.

helpers/tools.ts (1)

113-135: LGTM! Consider enhancing the system prompt.

The addition of the "Document generator" tool aligns well with the PR objectives to support generating downloadable artifacts. The tool configuration, including dependencies and supported frameworks, appears appropriate for the task.

Consider enhancing the system prompt to be more specific about the types of documents that can be generated. For example:

- value: `If user request for a report or a post, use document generator tool to create a file and reply with the link to the file.`,
+ value: `If the user requests a report, post, or any downloadable document (e.g., PDF, HTML), use the document generator tool to create the file and reply with the link to the generated file.`,

This change would make it clearer that the tool can handle various document types, not just reports and posts.

helpers/python.ts (3)

367-372: LGTM with a suggestion for improvement

The new logic for determining the templatePath based on the template parameter is clear and aligns with the PR objective of supporting new artifact types. However, consider adding error handling for invalid template types to improve robustness.

Consider adding a default case or error handling for unsupported template types:

let templatePath;
if (template === "extractor") {
  templatePath = path.join(templatesDir, "types", "extractor", framework);
} else if (template === "streaming" || template === "multiagent") {
  templatePath = path.join(templatesDir, "types", "streaming", framework);
} else {
  throw new Error(`Unsupported template type: ${template}`);
}

409-429: LGTM with a minor suggestion

The updated engine selection logic effectively supports the new "multiagent" template and provides clear rules for engine selection based on the template type and data sources. This aligns well with the PR objectives.

Consider adding a null check for dataSources to handle potential undefined values:

if (template === "multiagent") {
  engine = "agent";
} else {
  if (dataSources && dataSources.length > 0 && (!tools || tools.length === 0)) {
    console.log("\nNo tools selected - use optimized context chat engine\n");
    engine = "chat";
  } else {
    engine = "agent";
  }
}

436-443: LGTM with a suggestion for error handling

The addition of multi-agent code copying for the "multiagent" template aligns well with the PR objective of merging code with the streaming template. The implementation is clear and concise.

Consider adding error handling for the file copy operation:

if (template === "multiagent") {
  try {
    await copy("**", path.join(root), {
      parents: true,
      cwd: path.join(compPath, "multiagent", "python"),
      rename: assetRelocator,
    });
    console.log("Multi-agent code copied successfully");
  } catch (error) {
    console.error("Error copying multi-agent code:", error);
    // Consider how to handle this error (e.g., throw, return early, etc.)
  }
}
templates/types/streaming/fastapi/app/api/routers/models.py (2)

53-56: Consider adding docstrings to AgentAnnotation class and its fields

To enhance code readability and maintainability, it's recommended to add a class docstring explaining the purpose of AgentAnnotation, and include field descriptions for the agent and text fields.


127-147: Enhance docstring for _get_agent_messages method

Consider improving the docstring by providing detailed explanations of the method's parameters (max_messages) and return value to enhance code readability and maintainability.

📜 Review details

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Review profile: CHILL

📥 Commits

Files that changed from the base of the PR and between 6682278 and 7c687ac.

📒 Files selected for processing (53)
  • .changeset/flat-singers-share.md (1 hunks)
  • .changeset/gorgeous-penguins-shout.md (1 hunks)
  • e2e/python/resolve_dependencies.spec.ts (1 hunks)
  • e2e/utils.ts (1 hunks)
  • helpers/python.ts (2 hunks)
  • helpers/tools.ts (1 hunks)
  • helpers/typescript.ts (1 hunks)
  • questions.ts (2 hunks)
  • templates/components/engines/python/agent/engine.py (1 hunks)
  • templates/components/engines/python/agent/tools/init.py (2 hunks)
  • templates/components/engines/python/agent/tools/document_generator.py (1 hunks)
  • templates/components/engines/python/agent/tools/duckduckgo.py (1 hunks)
  • templates/components/engines/python/agent/tools/img_gen.py (2 hunks)
  • templates/components/engines/python/agent/tools/interpreter.py (2 hunks)
  • templates/components/engines/python/chat/engine.py (1 hunks)
  • templates/components/engines/typescript/agent/tools/document-generator.ts (1 hunks)
  • templates/components/engines/typescript/agent/tools/duckduckgo.ts (4 hunks)
  • templates/components/engines/typescript/agent/tools/img-gen.ts (1 hunks)
  • templates/components/engines/typescript/agent/tools/index.ts (2 hunks)
  • templates/components/engines/typescript/agent/tools/interpreter.ts (1 hunks)
  • templates/components/multiagent/python/app/agents/multi.py (3 hunks)
  • templates/components/multiagent/python/app/agents/planner.py (6 hunks)
  • templates/components/multiagent/python/app/agents/single.py (2 hunks)
  • templates/components/multiagent/python/app/api/routers/chat.py (1 hunks)
  • templates/components/multiagent/python/app/api/routers/vercel_response.py (3 hunks)
  • templates/components/multiagent/python/app/engine/engine.py (1 hunks)
  • templates/components/multiagent/python/app/examples/choreography.py (1 hunks)
  • templates/components/multiagent/python/app/examples/orchestrator.py (1 hunks)
  • templates/components/multiagent/python/app/examples/publisher.py (1 hunks)
  • templates/components/multiagent/python/app/examples/researcher.py (1 hunks)
  • templates/components/multiagent/python/app/examples/workflow.py (1 hunks)
  • templates/components/multiagent/typescript/workflow/agents.ts (1 hunks)
  • templates/components/multiagent/typescript/workflow/factory.ts (6 hunks)
  • templates/components/multiagent/typescript/workflow/tools.ts (1 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/chat.py (0 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/chat_config.py (0 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/models.py (0 hunks)
  • templates/types/multiagent/fastapi/app/api/routers/upload.py (0 hunks)
  • templates/types/multiagent/fastapi/app/config.py (0 hunks)
  • templates/types/multiagent/fastapi/app/examples/choreography.py (0 hunks)
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py (0 hunks)
  • templates/types/multiagent/fastapi/app/examples/researcher.py (0 hunks)
  • templates/types/multiagent/fastapi/app/examples/workflow.py (0 hunks)
  • templates/types/multiagent/fastapi/app/observability.py (0 hunks)
  • templates/types/multiagent/fastapi/app/utils.py (0 hunks)
  • templates/types/multiagent/fastapi/gitignore (0 hunks)
  • templates/types/multiagent/fastapi/main.py (0 hunks)
  • templates/types/multiagent/fastapi/pyproject.toml (0 hunks)
  • templates/types/streaming/express/package.json (1 hunks)
  • templates/types/streaming/fastapi/app/api/routers/chat.py (2 hunks)
  • templates/types/streaming/fastapi/app/api/routers/models.py (2 hunks)
  • templates/types/streaming/nextjs/app/components/ui/chat/chat-message/chat-agent-events.tsx (1 hunks)
  • templates/types/streaming/nextjs/package.json (1 hunks)
💤 Files with no reviewable changes (14)
  • templates/types/multiagent/fastapi/app/api/routers/chat.py
  • templates/types/multiagent/fastapi/app/api/routers/chat_config.py
  • templates/types/multiagent/fastapi/app/api/routers/models.py
  • templates/types/multiagent/fastapi/app/api/routers/upload.py
  • templates/types/multiagent/fastapi/app/config.py
  • templates/types/multiagent/fastapi/app/examples/choreography.py
  • templates/types/multiagent/fastapi/app/examples/orchestrator.py
  • templates/types/multiagent/fastapi/app/examples/researcher.py
  • templates/types/multiagent/fastapi/app/examples/workflow.py
  • templates/types/multiagent/fastapi/app/observability.py
  • templates/types/multiagent/fastapi/app/utils.py
  • templates/types/multiagent/fastapi/gitignore
  • templates/types/multiagent/fastapi/main.py
  • templates/types/multiagent/fastapi/pyproject.toml
🚧 Files skipped from review as they are similar to previous changes (26)
  • .changeset/flat-singers-share.md
  • .changeset/gorgeous-penguins-shout.md
  • e2e/python/resolve_dependencies.spec.ts
  • e2e/utils.ts
  • helpers/typescript.ts
  • questions.ts
  • templates/components/engines/python/agent/engine.py
  • templates/components/engines/python/agent/tools/img_gen.py
  • templates/components/engines/python/agent/tools/interpreter.py
  • templates/components/engines/python/chat/engine.py
  • templates/components/engines/typescript/agent/tools/document-generator.ts
  • templates/components/engines/typescript/agent/tools/img-gen.ts
  • templates/components/engines/typescript/agent/tools/index.ts
  • templates/components/engines/typescript/agent/tools/interpreter.ts
  • templates/components/multiagent/python/app/agents/planner.py
  • templates/components/multiagent/python/app/api/routers/chat.py
  • templates/components/multiagent/python/app/api/routers/vercel_response.py
  • templates/components/multiagent/python/app/engine/engine.py
  • templates/components/multiagent/python/app/examples/choreography.py
  • templates/components/multiagent/python/app/examples/orchestrator.py
  • templates/components/multiagent/python/app/examples/researcher.py
  • templates/components/multiagent/typescript/workflow/tools.ts
  • templates/types/streaming/express/package.json
  • templates/types/streaming/fastapi/app/api/routers/chat.py
  • templates/types/streaming/nextjs/app/components/ui/chat/chat-message/chat-agent-events.tsx
  • templates/types/streaming/nextjs/package.json
🧰 Additional context used
📓 Path-based instructions (11)
templates/components/engines/python/agent/tools/__init__.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/python/agent/tools/document_generator.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/python/agent/tools/duckduckgo.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/engines/typescript/agent/tools/duckduckgo.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/agents/multi.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/agents/single.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/examples/publisher.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/python/app/examples/workflow.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/typescript/workflow/agents.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/multiagent/typescript/workflow/factory.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/types/streaming/fastapi/app/api/routers/models.py (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🪛 Ruff
templates/components/engines/python/agent/tools/__init__.py

52-55: Use ternary operator tools = {} if map_result else [] instead of if-else-block

Replace if-else-block with tools = {} if map_result else []

(SIM108)

templates/components/engines/python/agent/tools/document_generator.py

110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/components/engines/python/agent/tools/duckduckgo.py

50-53: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/components/multiagent/python/app/examples/publisher.py

14-14: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

🔇 Additional comments (49)
templates/components/multiagent/python/app/examples/publisher.py (2)

1-7: LGTM: Well-organized import statements.

The import statements are logically organized and all seem relevant to the file's functionality. Good job on keeping the imports clean and purposeful.


27-35: LGTM: Well-implemented create_publisher function.

The create_publisher function effectively sets up the publishing agent using the tools and instructions from get_publisher_tools. It aligns well with the PR objective of supporting downloadable artifacts by creating an agent capable of generating documents based on user requests.

templates/components/engines/typescript/agent/tools/duckduckgo.ts (6)

8-8: LGTM: Addition of maxResults parameter

The addition of the optional maxResults parameter to the DuckDuckGoParameter type is a good enhancement. It allows users to specify the maximum number of search results, which aligns with the PR objectives and improves the flexibility of the search functionality.


Line range hint 15-39: LGTM: Updated DEFAULT_SEARCH_METADATA

The changes to the DEFAULT_SEARCH_METADATA constant are well-implemented:

  1. The tool name has been updated to "duckduckgo_search", which is more descriptive.
  2. The maxResults parameter has been added to the metadata, consistent with its addition to the DuckDuckGoParameter type.
  3. The description for maxResults now correctly states a default of 10, which matches the implementation in the call method.

It's worth noting that the previously reported inconsistency between the default value in the code and the metadata description has been resolved.


55-55: LGTM: Updated default metadata in constructor

The constructor now correctly uses DEFAULT_SEARCH_METADATA as the default value for the metadata. This change ensures that the updated metadata, including the new maxResults parameter, is used by default when creating a new DuckDuckGoSearchTool instance.


59-59: LGTM: Implementation of maxResults in call method

The call method has been successfully updated to use the maxResults parameter:

  1. It's correctly destructured from the input with a default value of 10.
  2. The search results are sliced using maxResults, ensuring that only the specified number of results is returned.

These changes are consistent with the type updates and metadata changes, providing the desired control over the number of search results.

Also applies to: 66-66


61-62: 🛠️ Refactor suggestion

Consider implementing a more robust rate limiting solution

While the addition of a fixed delay helps to reduce the load on DuckDuckGo, it may not be the most effective solution for rate limiting. As suggested in a previous review, implementing a dynamic rate limiting mechanism would be more robust and adaptable to varying usage patterns.

Consider exploring libraries like bottleneck or implementing a token bucket algorithm for more sophisticated rate limiting.


63-65: ⚠️ Potential issue

Add error handling for the search function call

As mentioned in a previous review, the search function call lacks error handling. To improve the robustness of the call method, consider wrapping the search call in a try-catch block. This will allow you to handle potential exceptions and provide meaningful feedback to the user.

Example implementation:

try {
  const searchResults = await search(query, options);
  return searchResults.results.slice(0, maxResults).map((result) => ({
    title: result.title,
    description: result.description,
    url: result.url,
  }));
} catch (error) {
  throw new Error(`DuckDuckGo search failed: ${error.message}`);
}
templates/components/engines/python/agent/tools/duckduckgo.py (1)

63-68: LGTM: get_tools function updated correctly

The get_tools function has been properly updated to include both duckduckgo_search and duckduckgo_image_search as FunctionTool objects. This change aligns with the PR objective of adding support for image search functionality.

templates/components/engines/python/agent/tools/__init__.py (3)

1-1: LGTM: Import reorganization

The reorganization of the import statement is acceptable and doesn't affect the functionality of the code.


Line range hint 1-65: Summary: Changes align with PR objectives, minor improvements suggested

The modifications to the ToolFactory class, particularly the from_env method, align well with the PR objectives of supporting the generation of downloadable artifacts. The new map_result parameter allows for flexible handling of tool results, which can be adapted for various artifact types.

Overall, the implementation is sound. The suggested improvements are minor and focus on consistency and code optimization:

  1. Updating the docstring to match the new parameter name.
  2. Correcting the return type annotation for accuracy.
  3. Using a ternary operator for concise initialization of the tools variable.

These changes will enhance the code's clarity and maintainability without affecting its core functionality.

🧰 Tools
🪛 Ruff

41-41: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


52-55: Use ternary operator tools = {} if map_result else [] instead of if-else-block

Replace if-else-block with tools = {} if map_result else []

(SIM108)


44-51: ⚠️ Potential issue

Address remaining inconsistencies in method signature and docstring

While the from_env method has been updated with the new map_result parameter, there are still some inconsistencies that need to be addressed:

  1. The docstring still refers to the parameter as use_map instead of map_result.
  2. The return type annotation needs to be corrected to accurately reflect the return value when map_result is True.

Please apply the following changes:

 @staticmethod
 def from_env(
     map_result: bool = False,
-) -> list[FunctionTool] | dict[str, FunctionTool]:
+) -> list[FunctionTool] | dict[str, list[FunctionTool]]:
     """
     Load tools from the configured file.
     Params:
-        - use_map: if True, return map of tool name and the tool itself
+        - map_result: if True, return map of tool name and the tool itself
     """

This will ensure consistency between the method signature, return type, and docstring.

templates/components/multiagent/python/app/agents/multi.py (4)

11-11: LGTM: Import statement updated correctly.

The addition of StopEvent to the import statement is appropriate and aligns with its usage in the acall method.


28-32: LGTM: Improved agent description handling.

The use of agent.description with a conditional check provides more flexibility and prevents errors when the description is not set.


Line range hint 19-20: Verify the purpose of the empty schema_call function.

The schema_call function is defined but contains only a pass statement. This might be intentional for schema generation, but it's worth verifying if any implementation is needed.

Could you please confirm if the empty implementation of schema_call is intentional? If not, consider adding the necessary logic or removing the function if it's not required.


42-43: LGTM: Improved event handling in acall method.

The addition of the conditional check to exclude StopEvent instances from being written to the context stream is a good improvement. It ensures that only relevant events are processed and passed to the calling agent, which aligns well with the workflow management.

templates/components/multiagent/typescript/workflow/agents.ts (2)

1-32: Improved tool management and researcher instructions.

The changes to the createResearcher function and its system prompt are well-implemented:

  1. The use of lookupTools enhances flexibility in tool management.
  2. The expanded system prompt provides clearer instructions for the researcher agent.
  3. The inclusion of examples helps clarify the agent's role and responsibilities.

These improvements should lead to more accurate and context-aware responses from the researcher agent.


1-89: Comprehensive enhancements to agent functionality and flexibility.

The changes in this file significantly improve the multi-agent system:

  1. The addition of the createPublisher function addresses the PR objective of supporting downloadable artifacts.
  2. Updates to the createResearcher, createWriter, and createReviewer functions provide clearer instructions and better align with user requests.
  3. The use of lookupTools across functions enhances flexibility in tool management.

These improvements should result in a more versatile, accurate, and user-friendly application. The changes are well-implemented and align with the PR objectives and coding guidelines.

templates/components/engines/python/agent/tools/document_generator.py (10)

1-14: LGTM: Imports and global constants are well-defined

The imports are appropriate for the functionality, and the DocumentType enum provides a clear way to specify document types. The OUTPUT_DIR constant is also well-defined.


17-55: LGTM: Well-defined common styles

The COMMON_STYLES constant provides a comprehensive set of styles for both HTML and PDF outputs. It covers all necessary elements and ensures consistency across different document types.


57-63: LGTM: HTML-specific styles enhance readability

The HTML_SPECIFIC_STYLES constant appropriately sets a max-width and centers the content, improving readability for HTML output.


65-81: LGTM: PDF-specific styles ensure proper formatting

The PDF_SPECIFIC_STYLES constant appropriately sets page size, margins, and font sizes for different elements, ensuring proper formatting for PDF output.


83-98: LGTM: HTML template provides a flexible structure

The HTML_TEMPLATE constant defines a clean and flexible structure for generating HTML documents, with appropriate placeholders for styles and content.


101-118: LGTM: Markdown to HTML conversion is well-implemented

The _generate_html_content method correctly handles the conversion from markdown to HTML, including appropriate error handling and the use of useful extensions (fenced_code and tables).

🧰 Tools
🪛 Ruff

110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


120-148: LGTM: PDF generation is well-implemented

The _generate_pdf method correctly handles the conversion from HTML to PDF, including appropriate error handling for both import and generation failures. The use of PDF-specific styles ensures proper formatting.

🧰 Tools
🪛 Ruff

128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


150-159: LGTM: HTML generation is well-implemented

The _generate_html method correctly generates a complete HTML document, incorporating both common and HTML-specific styles to ensure proper formatting.


228-229: LGTM: Tool creation is correctly implemented

The get_tools function correctly creates a FunctionTool for the DocumentGenerator.generate_document method, allowing for easy integration with other parts of the system.


1-229: Overall: Well-implemented document generation system

This implementation provides a comprehensive and flexible solution for generating both PDF and HTML documents, aligning well with the PR objectives of supporting downloadable artifacts. The code is well-structured, follows good practices, and includes appropriate error handling and validation.

A few minor improvements were suggested:

  1. Adding a check for the FILESERVER_URL_PREFIX environment variable.
  2. Enhancing exception handling in the _write_to_file method.
  3. Strengthening file name validation for better security.

These changes will further improve the robustness and security of the implementation.

🧰 Tools
🪛 Ruff

110-112: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


128-130: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


177-179: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

templates/components/multiagent/python/app/agents/single.py (2)

8-8: LGTM: FunctionTool import updated correctly.

The import of FunctionTool has been updated to use llama_index.core.tools as recommended in the previous review. This change ensures consistency with the rest of the codebase.


65-72: LGTM: Agent initialization updated with description parameter.

The role parameter has been replaced with a more flexible description parameter, which can be a string or None. This change allows for better customization of the agent's purpose.

Please verify that this change doesn't break any existing code that uses the FunctionCallingAgent. Run the following script to check for any remaining usage of the role parameter:

templates/components/multiagent/python/app/examples/workflow.py (4)

1-15: LGTM: Import statements are well-organized and relevant.

The import statements are logically organized and include all necessary modules for the implemented functionality. There are no unused imports, which is good for code cleanliness.


74-89: LGTM: Event classes are well-defined and focused.

The Event classes (ResearchEvent, WriteEvent, ReviewEvent, PublishEvent) are appropriately implemented, each extending the Event base class. The attributes for each class are relevant to their respective stages in the workflow, promoting a clear and maintainable structure.


91-99: LGTM: start method effectively initializes the workflow.

The start method in the BlogPostWorkflow class is well-implemented. It correctly sets up the initial context for the workflow, including the streaming flag and the user's task. The method is concise and focused on its purpose of starting the workflow with a research event.


101-109: LGTM: research method effectively handles the research stage.

The research method in the BlogPostWorkflow class is well-implemented. It correctly uses the run_agent method to execute the researcher agent and properly formats the research results as input for the writing stage. The method maintains a clear flow of data through the workflow.

helpers/tools.ts (2)

Line range hint 1-135: Summary of changes and suggestions

  1. The addition of the "Document generator" tool is well-implemented and aligns with the PR objectives to support generating downloadable artifacts.
  2. Consider enhancing the system prompt for the "Document generator" tool to be more specific about the types of documents it can generate.
  3. Verify the changes to the DuckDuckGo search tool description regarding image search capability, as mentioned in the AI-generated summary but not visible in the provided code.

Overall, the changes contribute positively to the project's goals of supporting downloadable artifacts. Once the suggestions are addressed and the DuckDuckGo tool description is verified, this PR will significantly enhance the functionality of the application.


Line range hint 1-135: Verify changes to DuckDuckGo search tool.

The AI-generated summary mentions that the DuckDuckGo search tool description has been updated to include image search capability. However, this change is not visible in the provided code snippet.

Could you please confirm if the DuckDuckGo search tool description has been updated to include image search? If so, please ensure that the change is reflected in the code. If not, please update the tool description to accurately represent its capabilities.

To verify this, you can run the following command:

If the change has been made, we should see "or images" in the tool's description.

helpers/python.ts (2)

444-444: LGTM: Improved readability

The addition of an empty line improves code readability and follows good coding practices.


Line range hint 367-444: Overall changes align well with PR objectives

The modifications to the installPythonTemplate function effectively support the PR objectives:

  1. Addition of the publisher agent: The new "multiagent" template support and corresponding engine selection logic facilitate this.
  2. Merging code with streaming template: The changes maintain compatibility with the existing "streaming" template while introducing new functionality.
  3. Support for generating downloadable artifacts (Issue Support generation of downloadable artifacts #295): The new "extractor" template path and updated engine selection process lay the groundwork for this feature.

The implementation maintains good code structure and readability while introducing significant new functionality. These changes provide a solid foundation for expanding the application's capabilities in line with the project's goals.

templates/components/multiagent/typescript/workflow/factory.ts (9)

9-14: Imports are appropriately added for new agents.

The added imports for createPublisher, createResearcher, createReviewer, and createWriter are necessary for the implementation of the workflow steps.


26-27: Addition of PublishEvent class is appropriate.

The PublishEvent class extends WorkflowEvent and is correctly defined to handle publishing events in the workflow.


28-65: prepareChatHistory function effectively enhances chat context.

The function processes the chat history to include agent messages, ensuring that the language model has access to the necessary context from previous agent interactions.


68-68: Integration of prepareChatHistory into workflow is correct.

The chat history is modified using prepareChatHistory and stored in chatHistoryWithAgentMessages, which is then used throughout the workflow.


91-91: Usage of enhanced chat history in research function is appropriate.

The researcher agent is created with chatHistoryWithAgentMessages, providing it with the necessary context for generating research content.


120-120: Usage of enhanced chat history in write function is appropriate.

The writer agent is now created with chatHistoryWithAgentMessages, which improves the writing process by providing additional context.


130-130: Usage of enhanced chat history in review function is appropriate.

The reviewer agent benefits from the additional context provided by chatHistoryWithAgentMessages, aiding in more accurate reviews.


174-176: Simplify type casting in the publish function's return statement.

The double type casting can be streamlined for better readability by removing the unnecessary as unknown.


182-184: Workflow steps are correctly updated to include publishing.

The addition of PublishEvent to the workflow steps ensures that publishing occurs after writing and reviewing, aligning with the intended workflow process.

templates/types/streaming/fastapi/app/api/routers/models.py (2)

60-60: Inclusion of AgentAnnotation in data field is appropriate

The modification correctly extends the data field to include AgentAnnotation, enhancing the flexibility of the Annotation class to support agent-specific annotations.


149-168: Modification of get_history_messages to include agent messages is appropriate

The updates to the get_history_messages method correctly implement the optional inclusion of agent messages into the chat history when include_agent_messages is set to True.

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Actionable comments posted: 1

🧹 Outside diff range and nitpick comments (1)
helpers/env-variables.ts (1)

449-449: Unnecessary escape characters in template strings.

In constructing the systemPrompt, you've added escape characters:

const systemPrompt = toolSystemPrompt
  ? `\"${toolSystemPrompt}\"`
  : defaultSystemPrompt;

The backslashes before the double quotes may be unnecessary within template literals. This could result in unintended characters in the generated environment variables.

Consider removing the escape characters for clarity:

 const systemPrompt = toolSystemPrompt
-  ? `\"${toolSystemPrompt}\"`
+  ? `"${toolSystemPrompt}"`
   : defaultSystemPrompt;
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helpers/env-variables.ts (2)

437-457: Verify the exclusion of SYSTEM_PROMPT for the 'multiagent' template.

You've added a condition to skip generating the SYSTEM_PROMPT when template === "multiagent":

if (template !== "multiagent") {
  // Build system prompt
  // ...
  systemPromptEnv.push({
    name: "SYSTEM_PROMPT",
    description: "The system prompt for the AI model.",
    value: systemPrompt,
  });
}

Please confirm that omitting the SYSTEM_PROMPT for the 'multiagent' template is intentional and does not impact the functionality of agents that may rely on system prompts.

Ensure that agents in the 'multiagent' template are designed to operate without a system prompt, or that they handle prompts differently.


429-429: Potential issue with framework removal from function parameters.

You've changed the parameter in getSystemPromptEnv from framework?: TemplateFramework to template?: TemplateType. While this aligns with handling different templates, please verify that all calls to getSystemPromptEnv have been updated accordingly and that any internal logic depending on framework has been appropriately adjusted.

Additionally, ensure that removing framework does not impact other functions that rely on it.

Run the following script to check for any remaining references to framework in getSystemPromptEnv and its calls:

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Actionable comments posted: 1

🧹 Outside diff range and nitpick comments (5)
templates/components/multiagent/python/app/agents/planner.py (5)

28-38: LGTM: New prompt template for initial planning

The new INITIAL_PLANNER_PROMPT is well-structured and includes all necessary components for creating an adaptive plan. It encourages step-by-step thinking and considers the conversation history, which aligns with the PR objectives.

Consider adding a brief explanation of how the plan will be used, e.g., "This plan will guide the execution of tasks to fulfill the user's request." This could help the model generate more focused and actionable plans.


78-92: LGTM: Updated initialization with chat history support

The changes to the StructuredPlannerAgent class initialization appropriately incorporate the new chat_history parameter and update the Planner initialization to use the new prompt template. These modifications align with the PR objectives of supporting conversation context in planning.

Consider adding a type annotation for the self.chat_history attribute in the class body for better code readability and type checking:

class StructuredPlannerAgent(Workflow):
    chat_history: Optional[List[ChatMessage]]
    # ... other attributes ...

131-136: LGTM: Simplified execute_plan method

The changes to the execute_plan method improve the control flow by executing only the first sub-task. This modification prevents overlapping messages in the executor, which is a good optimization.

For improved clarity, consider adding a brief comment explaining why only the first sub-task is executed:

# Execute only the first sub-task to prevent overlapping messages
# and maintain better control over the execution flow
next_sub_task = upcoming_sub_tasks[0]

146-146: LGTM: Improved last task detection

The updated condition for checking if it's the last task is more precise and ensures that streaming is only enabled when appropriate. This change improves the accuracy of the task execution flow.

For improved readability, consider extracting the condition into a descriptive variable:

is_last_task = self.get_remaining_subtasks(ctx) == 1
streaming = is_last_task and ctx.data["streaming"] and not self.refine_plan

This makes the code more self-explanatory and easier to understand at a glance.


168-173: LGTM: Updated gather_results method

The changes to the gather_results method improve the clarity of the condition for checking remaining tasks. The modifications to the refine plan logic are minor and maintain the existing functionality.

For consistency with the execute_sub_task method, consider using a descriptive variable for the condition:

no_more_tasks = self.get_upcoming_sub_tasks(ctx) == 0
if no_more_tasks:
    return StopEvent(result=result.result)

This change would make the code more consistent and self-explanatory across different methods.

Also applies to: 176-178

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templates/components/multiagent/python/app/agents/planner.py (2)

14-14: LGTM: New import for chat history functionality

The addition of ChatMessage import is appropriate for the new chat history feature being implemented.


Line range hint 1-353: Overall assessment: Changes align well with PR objectives

The modifications to the StructuredPlannerAgent and related classes successfully implement chat history support and enhance the planning and execution flow. These changes align well with the PR objectives of supporting downloadable artifacts and improving the planning process.

Key improvements include:

  1. Integration of chat history into the planning process
  2. Updated prompt template for more adaptive planning
  3. Refined execution flow to prevent overlapping messages
  4. Improved task completion detection

The suggested minor improvements for clarity and consistency will further enhance the code quality. Great job on implementing these features!

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Actionable comments posted: 0

🧹 Outside diff range and nitpick comments (3)
templates/components/multiagent/python/app/examples/workflow.py (3)

20-79: LGTM: Well-structured workflow creation function.

The create_workflow function effectively sets up the blog post creation workflow with appropriate agents and configurations. It aligns well with the PR objectives of supporting the generation of downloadable artifacts.

Consider extracting the long system prompts for the writer and reviewer agents into separate constants or a configuration file. This would improve code readability and make it easier to maintain these prompts in the future.

For example:

WRITER_SYSTEM_PROMPT = dedent("""
    You are an expert in writing blog posts.
    ...
""")

REVIEWER_SYSTEM_PROMPT = dedent("""
    You are an expert in reviewing blog posts.
    ...
""")

# Then in the create_workflow function:
writer = FunctionCallingAgent(
    name="writer",
    description="expert in writing blog posts, need information and images to write a post.",
    system_prompt=WRITER_SYSTEM_PROMPT,
    chat_history=chat_history,
)

106-145: Good implementation of the start method with decision-making process.

The start method effectively initializes the workflow and includes a decision-making process to determine whether to start with research or publishing. This aligns well with the PR objectives of creating a flexible workflow.

Consider adding a comment explaining the purpose and expected return values of the _decide_workflow method for better code documentation.


157-179: Write method implements good logic for handling multiple attempts.

The write method correctly implements a maximum attempt limit and handles both successful and unsuccessful writing scenarios.

Consider extracting the MAX_ATTEMPTS constant to the class level or a configuration file for easier maintenance.

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templates/components/multiagent/python/app/examples/workflow.py (8)

1-17: LGTM: Imports are appropriate and well-organized.

The import statements are correctly structured and include all necessary modules for the implemented functionality.


82-97: LGTM: Event classes are well-defined and appropriate.

The event classes (ResearchEvent, WriteEvent, ReviewEvent, PublishEvent) are correctly structured to represent the different stages of the blog post creation process. The inclusion of the is_good attribute in WriteEvent is a good way to track the quality status of the written content.


99-105: LGTM: Constructor is well-implemented.

The __init__ method correctly initializes the BlogPostWorkflow class with a timeout and chat history.


147-155: LGTM: Research step is correctly implemented.

The research method appropriately handles the research step of the workflow.


181-217: LGTM: Review step is well-implemented.

The review method effectively handles the review process, including the logic for determining if the post is good enough for publishing.


218-235: Publish method includes proper error handling.

The publish method correctly implements the publishing step and includes error handling to catch and report any exceptions during the publishing process.


237-250: LGTM: run_agent method handles both streaming and non-streaming scenarios.

The run_agent method is well-implemented to handle both streaming and non-streaming scenarios, and it correctly bubbles up events to the planner.


1-250: Overall, excellent implementation of the blog post creation workflow.

The code successfully implements a comprehensive blog post creation workflow using multiple agents, aligning well with the PR objectives. Key points:

  1. The workflow supports the generation of downloadable artifacts as requested.
  2. The implementation is flexible, handling various scenarios including research, writing, reviewing, and publishing.
  3. The code is well-structured and follows good practices.
  4. Error handling and maximum attempt limits are implemented where necessary.

Great job on this implementation! The minor suggestions provided in the previous comments (e.g., extracting long prompts and constants) can be considered for further improvement, but they don't detract from the overall quality of the code.

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Actionable comments posted: 1

🧹 Outside diff range and nitpick comments (1)
templates/components/multiagent/typescript/workflow/agents.ts (1)

6-35: LGTM: Enhanced researcher agent with improved instructions

The changes to the createResearcher function are well-implemented:

  1. The use of lookupTools for dynamic tool retrieval enhances flexibility.
  2. The expanded system prompt provides clearer guidance on handling user requests, emphasizing context and clarity in responses.

These improvements align well with the PR objectives by enhancing the agent's ability to handle various types of requests, including those related to downloadable artifacts.

Consider adding a newline character at the end of line 34 to improve readability:

- If the request doesn't need any new information because it was in the conversation history, please return "The task doesn't need any new information. Please reuse the existing content in the conversation history.
+ If the request doesn't need any new information because it was in the conversation history, please return "The task doesn't need any new information. Please reuse the existing content in the conversation history."
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templates/components/multiagent/typescript/workflow/agents.ts (3)

1-3: LGTM: Improved tool management approach

The changes in the import statements, particularly the addition of lookupTools and removal of getQueryEngineTool, indicate a shift towards a more dynamic and flexible tool management approach. This aligns well with the PR objectives of supporting the generation of downloadable artifacts.


43-56: LGTM: Improved writer agent with enhanced instructions

The changes to the createWriter function's system prompt are well-implemented:

  1. The updated instructions provide clearer guidance on using research content and responding to user requests.
  2. The additions about handling invalid content and ambiguous tasks improve the agent's ability to produce accurate and relevant blog posts.

These enhancements align with the PR objectives by improving the writer's ability to handle various types of content, including potentially downloadable artifacts.


64-77: LGTM: Enhanced reviewer agent with improved instructions

The changes to the createReviewer function's system prompt are well-implemented:

  1. The updated instructions provide clearer guidance on aligning the review with the user's request.
  2. The additions about handling ambiguous tasks and invalid links improve the reviewer's ability to provide accurate and relevant feedback.

These enhancements align with the PR objectives by improving the reviewer's ability to assess various types of content, including potentially downloadable artifacts.

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Actionable comments posted: 0

🧹 Outside diff range and nitpick comments (3)
templates/components/multiagent/typescript/workflow/agents.ts (3)

5-37: LGTM: Enhanced researcher agent with improved instructions

The changes to the createResearcher function significantly improve its functionality:

  1. The dynamic tool lookup enhances flexibility.
  2. The expanded system prompt provides clearer instructions, addressing potential ambiguities in user requests.

These improvements align well with the PR objectives by enhancing the agent's ability to handle various scenarios and produce more accurate research content.

Consider improving the readability of the system prompt by using template literals for multi-line strings:

systemPrompt: `You are a researcher agent. You are given a research task.

If the conversation already includes the information and there is no new request for additional information from the user, you should return the appropriate content to the writer.
Otherwise, you must use tools to retrieve information or images needed for the task.

// ... rest of the prompt ...
`,

This change would make the prompt easier to read and maintain.


39-57: LGTM: Improved writer agent with clearer instructions

The updates to the createWriter function's system prompt significantly enhance its capabilities:

  1. It provides clearer guidance on handling research content and reviewer feedback.
  2. It addresses potential ambiguities in user requests.
  3. It includes instructions on handling invalid content.

These improvements align well with the PR objectives by enhancing the agent's ability to produce more accurate and relevant blog posts.

Consider adding a specific error message for cases where the research content is invalid:

systemPrompt: `
// ... existing prompt ...
If the content is not valid (e.g., broken link, broken image, etc.), respond with: "The provided research content is invalid. Please provide valid content to proceed with writing the blog post."
// ... rest of the prompt ...
`,

This addition would provide more specific feedback to the user when invalid content is encountered.


79-93: LGTM: New publisher agent with flexible tool integration

The addition of the createPublisher function is a valuable enhancement that directly addresses the PR objectives:

  1. It supports the generation of downloadable artifacts when the appropriate tool is available.
  2. The conditional extension of the system prompt based on tool availability provides flexibility in handling different scenarios.

These changes significantly improve the versatility of the application in handling various types of output.

Consider adding error handling for cases where the document generation fails:

systemPrompt: `
// ... existing prompt ...
If the document generation fails, respond with: "An error occurred while generating the document. Please try again or contact support if the issue persists."
// ... rest of the prompt ...
`,

This addition would provide more robust error handling and improve the user experience in case of document generation failures.

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templates/components/multiagent/typescript/workflow/agents.ts (1)

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templates/components/multiagent/typescript/workflow/agents.ts (2)

1-4: LGTM: Improved tool management with dynamic lookup

The changes in the imports and the introduction of lookupTools function align with the goal of making the tool management more dynamic and flexible. This approach enhances the modularity of the code and allows for easier addition or removal of tools in the future.


59-77: LGTM: Enhanced reviewer agent with improved focus

The updates to the createReviewer function's system prompt significantly improve its effectiveness:

  1. It emphasizes aligning the review with the user's request.
  2. It provides clear instructions on what aspects to review (logical inconsistencies, grammar, spelling).
  3. It addresses potential ambiguities in user requests.

These improvements align well with the PR objectives by enhancing the agent's ability to provide more relevant and thorough reviews of blog posts.

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Support generation of downloadable artifacts
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