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Significant-Gravitas / AutoGPT-Code-Ability

🖥️ AutoGPT's Coding Ability - empowering everyone to build software using AI
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[AGPT-707] Added in failed state and an on failed called #245

Closed Swiftyos closed 4 months ago

Swiftyos commented 4 months ago

User description

Update: AI Block and Develop Module

We're releasing an update to our AI block and develop module to improve their error handling.

AI Block Update

The AI block now includes an on_failed method, which can be used to handle failed LLM calls. This allows us to fail more gracefully and log when a function fails to be implemented.

Develop Module Enhancements

The develop module has been updated to include an on_failed method in the DevelopAIBlock class. This method logs when a function fails to be implemented, providing better error reporting and debugging capabilities.

These updates aim to improve our platform's reliability and fault tolerance by enabling us to handle errors more effectively.

Type

enhancement, bug_fix

Description

Changes walkthrough

Relevant files
Error handling
ai_block.py
Add error handling for failed LLM calls in AI Block           
codex/common/ai_block.py
  • Added an on_failed async method to handle failures in LLM calls.
  • Integrated the on_failed method in the invoke method to handle failed
    validations.
    		•  +17/-0   
    develop.py
    Enhance error handling and logging in Develop Module         
    codex/develop/develop.py
  • Enhanced logging with additional context during validation errors.
  • Added an on_failed async method to log failures and update function
    state to 'FAILED'.
    		•  +36/-2   
    Configuration changes
    migration.sql
    Database Migration to Add 'FAILED' State to FunctionState
    migrations/20240425074949_add_function_failed_state/migration.sql
  • Added a new 'FAILED' state to the FunctionState enum in the database.
    		•  +2/-0     
    schema.prisma
    Update Prisma Schema to Include 'FAILED' State                     
    schema.prisma - Updated the `FunctionState` enum to include a new 'FAILED' state.
    		+1/-0     

    ✨ PR-Agent usage: Comment /help on the PR to get a list of all available PR-Agent tools and their descriptions

    linear[bot] commented 4 months ago

    AGPT-707

    Swiftyos commented 4 months ago

    /review

    Swiftyos commented 4 months ago

    LLAMA 3 70B - PR Review

    ⏱️ Estimated effort to review [1-5] 4, due to the extensive changes across multiple files involving both refactoring and feature additions. The integration of new model providers (Anthropic) and modifications to existing configurations and provider setups increase the complexity of the review.
    🧪 Relevant tests No
    🔍 Possible issues Possible Bug: The introduction of `failed_state` to the `FunctionState` enum in the schema may lead to unexpected behavior if not properly handled in the application logic, potentially causing data inconsistencies or errors. This needs verification to ensure the necessary adjustments are made to accommodate the new state.
    Logical Coupling: The addition of `on_failed` methods to `AIBlock` and `DevelopAIBlock` classes may introduce unintended coupling between the classes, potentially affecting their maintainability and scalability. This warrants careful review to ensure that the responsibilities of each class remain clearly defined and separate.
    🔒 Security concerns No
    Code feedback:
    relevant filecodex/common/ai_block.py
    suggestion       Consider adding logging or error handling mechanisms to ensure that failed requests are properly persisted or notified within the system. This will enable smoother recovery and debugging in cases where requests fail unexpectedly.
    relevant lineawait self.on_failed(ids, invoke_params)
    relevant filecodex/develop/develop.py
    suggestion       Ensure that the implementation of `on_failed` in `DevelopAIBlock` correctly updates the function state to `FAILED` and propagates the error to the proper components. This will maintain data consistency and facilitate error handling throughout the system.
    relevant lineawait
    relevant filecodex/common/ai_block.py
    suggestion       Consider refactoring the `AIBlock` class to separate concerns and decouple the `on_failed` method from the core logic. This will improve the maintainability and scalability of the class.
    relevant linepass
    ✨ Review tool usage guide:
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    Swiftyos commented 4 months ago

    OPUS PR Review

    ⏱️ Estimated effort to review [1-5] 3, the changes are focused and well-contained, but span across a few key files including the database schema. It's important to carefully review the new error handling and state management logic.
    🧪 Relevant tests No new tests were added. It would be beneficial to add some tests around the new `on_failed` method and handling of the `FAILED` function state to ensure the expected behavior.
    🔍 Possible issues The changes look solid overall. One thing to consider is if there are any other places where the `FAILED` state should be checked or handled beyond just setting it in `on_failed`.
    🔒 Security concerns No major security concerns. The changes are handling internal state and errors and don't expose any new attack vectors.
    Code feedback:
    relevant filecodex/common/ai_block.py
    suggestion       Consider also logging an error message in the `on_failed` method before re-raising the exception. This will ensure the failure is logged even if the exception is caught at a higher level.
    relevant lineawait self.on_failed(ids, invoke_params)
    relevant filecodex/develop/develop.py
    suggestion       The error logging in the validation exception handler is good. Consider also setting the function state to `FAILED` here, as this seems to be an unrecoverable error in the validation logic itself.
    relevant linelogger.exception(
    relevant filecodex/develop/develop.py
    suggestion       In the `on_failed` method, consider also updating any related entities that reference the failed function, if applicable. For example, if there are any "jobs" or "pipelines" that use this function, their status may need to be updated as well.
    relevant lineasync def on_failed(self, ids: Identifiers, invoke_params: dict):
    ✨ Review tool usage guide:
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    Swiftyos commented 4 months ago

    /review

    codiumai-pr-agent-pro[bot] commented 4 months ago

    PR Review

    (Review updated until commit https://github.com/Significant-Gravitas/codex/commit/2c929bc4fc950e6e3f8e139f4f8a435d70024d88)

    ⏱️ Estimated effort to review [1-5] 3, because the PR involves multiple components including Python code and SQL migrations. The changes are moderate in size but involve critical functionality such as error handling and database schema updates.
    🧪 Relevant tests No
     Insights from user answers The `on_failed` method is primarily for updating to a failed state but designed to be extensible for future behaviors. It's intended to be overridden in subclasses, and adding a 'FAILED' state is considered low risk as it doesn't interfere with existing loops through the enum.
    🔍 Possible issues Possible Bug: The `on_failed` method in `ai_block.py` uses a pass statement, which might not be clear for future developers on its intended use or necessity.
    🔒 Security concerns No
    Code feedback:
    relevant filecodex/common/ai_block.py
    suggestion       Consider implementing a default logging or error handling in the `on_failed` method to provide a basic failure handling mechanism which can be extended or overridden by subclasses. This would make the method immediately useful and clearer in its purpose. [important]
    relevant linepass
    relevant filecodex/develop/develop.py
    suggestion       Ensure that the `FunctionState.FAILED` update operation handles potential exceptions more comprehensively, perhaps by including a fallback or retry mechanism, given the critical nature of state management in function execution. [important]
    relevant lineawait Function.prisma().update(
    relevant filecodex/develop/develop.py
    suggestion       Add more detailed logging before attempting to update the function state to `FAILED`. This could help in debugging by providing context about the state before the failure occurred. [medium]
    relevant lineawait Function.prisma().update(
    relevant filemigrations/20240425074949_add_function_failed_state/migration.sql
    suggestion       Verify that the addition of the 'FAILED' value to the `FunctionState` enum does not disrupt any existing database queries or logic that assumes a specific number of states or specific state values. This might require a review of the database functions or stored procedures that utilize this enum. [important]
    relevant lineALTER TYPE "FunctionState" ADD VALUE 'FAILED';
    ✨ Review tool usage guide:
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    Swiftyos commented 4 months ago

    /review auto_approve

    codiumai-pr-agent-pro[bot] commented 4 months ago

    Auto-approved PR

    Swiftyos commented 4 months ago

    /improve

    codiumai-pr-agent-pro[bot] commented 4 months ago

    PR Code Suggestions

    CategorySuggestions                                                                                                                                                       
    Enhancement
    Add error handling in the on_failed method to improve robustness. ___ **Consider adding error handling in the on_failed method to ensure that any exceptions
    raised during the failure handling are logged and managed appropriately. This will help in
    maintaining robustness and reliability of the failure handling mechanism.** [codex/common/ai_block.py [498-507]](https://github.com/Significant-Gravitas/codex/pull/245/files#diff-176e9cd54f97782f19c7b907ddbd35d54c475e4f708296cb0d8cf422c6669532R498-R507) ```diff async def on_failed(self, ids: Identifiers, invoke_params: dict): """ Called when the LLM call fails Args: ids (Identifiers): The identifiers for the call invoke_params (dict): The invoke parameters """ - # We just pass here as we want implementing this to be optional - pass + try: + # Implement failure handling logic here + pass + except Exception as e: + logger.exception("Failed during on_failed execution", e) ```
    Add a condition to check max_retries before calling on_failed. ___ **To ensure that the on_failed method is only called when necessary, add a condition to
    check if the max_retries has been reached before invoking on_failed. This prevents
    unnecessary invocation of the failure handler.** [codex/common/ai_block.py [470-471]](https://github.com/Significant-Gravitas/codex/pull/245/files#diff-176e9cd54f97782f19c7b907ddbd35d54c475e4f708296cb0d8cf422c6669532R470-R471) ```diff if not validated_response: - await self.on_failed(ids, invoke_params) + if retry_attempt >= max_retries: + await self.on_failed(ids, invoke_params) raise LLMFailure(f"Error validating response: {validation_error}") ```
    Enhance the on_failed method with specific error messages or status updates. ___ **Consider adding a specific error message or status update in the on_failed method to
    provide more context about the failure, which can be useful for debugging and user
    feedback.** [codex/develop/develop.py [229-239]](https://github.com/Significant-Gravitas/codex/pull/245/files#diff-17742223e4a90975a2bebeb1bf2f14e64f43fab852664e5dd64a79159e069f1bR229-R239) ```diff async def on_failed(self, ids: Identifiers, invoke_params: dict): try: await Function.prisma().update( where={"id": ids.function_id}, - data={"state": FunctionState.FAILED}, + data={"state": FunctionState.FAILED, "last_error": "Specific error message or reason for failure"} ) except Exception as e: logger.exception( f"Error updating function state to FAILED. function_id: {ids.function_id}" ) raise e ```
    Best practice
    Use specific exceptions in the on_failed method for more precise error handling. ___ **It's recommended to handle the specific exceptions that could occur during the update
    operation in on_failed method, rather than catching all exceptions. This will make the
    error handling more precise and informative.** [codex/develop/develop.py [229-239]](https://github.com/Significant-Gravitas/codex/pull/245/files#diff-17742223e4a90975a2bebeb1bf2f14e64f43fab852664e5dd64a79159e069f1bR229-R239) ```diff async def on_failed(self, ids: Identifiers, invoke_params: dict): try: await Function.prisma().update( where={"id": ids.function_id}, data={"state": FunctionState.FAILED}, ) - except Exception as e: + except PrismaError as e: logger.exception( - f"Error updating function state to FAILED. function_id: {ids.function_id}" + f"Prisma error updating function state to FAILED. function_id: {ids.function_id}", e ) raise e + except ValidationError as ve: + logger.exception( + f"Validation error during updating function state to FAILED. function_id: {ids.function_id}", ve + ) + raise ve ```
    Use structured logging for better log management. ___ **To improve the clarity and maintainability of the logging statement, consider using
    structured logging instead of formatting strings directly. This will help in better log
    management and analysis.** [codex/develop/develop.py [131-133]](https://github.com/Significant-Gravitas/codex/pull/245/files#diff-17742223e4a90975a2bebeb1bf2f14e64f43fab852664e5dd64a79159e069f1bR131-R133) ```diff logger.exception( - f"Unexpected error during validation for function id: {invoke_params['function_id']}" + "Unexpected error during validation", + extra={"function_id": invoke_params['function_id']} ) ```
    ✨ Improve tool usage guide:
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    Swiftyos commented 4 months ago

    /review -i

    codiumai-pr-agent-pro[bot] commented 4 months ago

    Incremental PR Review

    ⏮️ Review for commits since previous PR-Agent review Starting from commit https://github.com/Significant-Gravitas/codex/pull/245/commits/a2d40b429a9a8078c3787f2ead635461effee916.

    ⏱️ Estimated effort to review [1-5] 3, because the PR involves updates to error handling and logging mechanisms, which are critical for the application's robustness and require careful review to ensure they are implemented correctly. The changes are moderate in size but high in importance.
    🧪 Relevant tests No
    🔍 Possible issues Possible Bug: The exception handling in the new code uses two different exception types (`PrismaError` and `Exception`). This is generally good, but the message for the generic `Exception` is misspelled as "Unkwon error" instead of "Unknown error". This could lead to confusion when diagnosing issues from logs.
    🔒 Security concerns No
    Code feedback:
    relevant filecodex/develop/develop.py
    suggestion       Consider using structured logging consistently for all exceptions. The new `PrismaError` logging is structured, but the generic `Exception` logging is not. This inconsistency can make log parsing and monitoring more difficult. [important]
    relevant linef"Unkwon error during updating function state to FAILED. function_id: {ids.function_id}",
    relevant filecodex/develop/develop.py
    suggestion       Correct the typo in the exception message from "Unkwon" to "Unknown" to maintain professionalism and clarity in log messages. [important]
    relevant linef"Unkwon error during updating function state to FAILED. function_id: {ids.function_id}",
    relevant filecodex/develop/develop.py
    suggestion       Add more specific error handling for known issues that might occur during the update process, rather than catching a generic `Exception`. This can improve the robustness of the error handling by allowing more tailored responses to different error conditions. [medium]
    relevant lineexcept Exception as ve:
    ✨ Review tool usage guide:
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    Swiftyos commented 4 months ago

    /review -i

    codiumai-pr-agent-pro[bot] commented 4 months ago

    Incremental PR Review

    ⏮️ Review for commits since previous PR-Agent review Starting from commit https://github.com/Significant-Gravitas/codex/pull/245/commits/2c929bc4fc950e6e3f8e139f4f8a435d70024d88.

    ⏱️ Estimated effort to review [1-5] 2, because the changes are straightforward and localized to specific methods, but require attention to detail in the logging and exception handling.
    🧪 Relevant tests No
    🔍 Possible issues Possible Bug: The `extra` dictionary in the `logger.info` call within the `on_failed` method uses `invoke_params["function_id"]` which might not exist or could cause a KeyError if `invoke_params` does not contain `function_id`.
    🔒 Security concerns No
    Code feedback:
    relevant filecodex/develop/develop.py
    suggestion       Consider adding a check or try-except block to handle the case where `invoke_params` might not contain the key `function_id`. This will prevent a potential KeyError and ensure more robust error handling. [important]
    relevant lineextra={"function_id": invoke_params["function_id"]},
    relevant filecodex/develop/develop.py
    suggestion       To maintain consistency and clarity in logs, consider using structured logging consistently by adding `extra` with `function_id` in all log statements related to function updates. This will help in better tracking and debugging. [medium]
    relevant linef"✅ Updated Function: {func.functionName} - {func.id}",
    relevant filecodex/develop/develop.py
    suggestion       It's a good practice to log the exception details when catching specific exceptions like `PrismaError`. Consider adding the exception `pe` in the `extra` dictionary for better error diagnostics. [medium]
    relevant line"Prisma error updating function state to FAILED.",
    relevant filecodex/develop/develop.py
    suggestion       Ensure that the `function_id` is logged in all error scenarios to aid in debugging. You might want to add similar logging details in other exception blocks if they are added in the future. [medium]
    relevant lineextra={"function_id": invoke_params["function_id"]},
    ✨ Review tool usage guide:
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    Torantulino commented 4 months ago

    /reflect_and_review

    Torantulino commented 4 months ago

    /help

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    Questions to better understand the PR: 1) Does the on_failed method in the DevelopAIBlock class also handle logging specific error details, or is it primarily focused on updating the function state to 'FAILED'? 2) Is the implementation of the on_failed method in the ai_block.py intended to be overridden in subclasses since it currently only contains a pass statement? 3) How are you ensuring that the addition of the 'FAILED' state in the FunctionState enum does not affect existing functionality that depends on this enum?

    Please respond to the questions above in the following format:

    /answer 1) ... 2) ... ...

    Swiftyos commented 4 months ago

    /answer

    1. It is primarily for updating to failed state, though there maybe scenarios where this is useful for other behaviour in the future
    2. It is intended to be overwritten. I use pass to not cause issues with other sub classes that have not implemented this function
    3. Adding an additional value is seen as low risk as we are not relying on looping through the values anywhere in the code
    codiumai-pr-agent-pro[bot] commented 4 months ago

    Persistent review updated to latest commit https://github.com/Significant-Gravitas/codex/commit/2c929bc4fc950e6e3f8e139f4f8a435d70024d88

    Torantulino commented 4 months ago

    /reflect_and_review auto_approve

    codiumai-pr-agent-pro[bot] commented 4 months ago

    PR-Agent was enabled for this repository. To continue using it, please link your git user with your CodiumAI identity here.

    Questions to better understand the PR: 1) Does the on_failed method in the DevelopAIBlock class log the failure details before updating the function state to 'FAILED'? 2) Is the on_failed method intended to be overridden in subclasses of AIBlock, given that it is implemented with a pass statement? 3) How are you handling potential exceptions that might be raised during the execution of the on_failed method itself, especially in the DevelopAIBlock class?

    Please respond to the questions above in the following format:

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    Swiftyos commented 4 months ago

    /review -i

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    Incremental PR Review

    ⏮️ Review for commits since previous PR-Agent review Starting from commit https://github.com/Significant-Gravitas/codex/pull/245/commits/d08708d85d3e7f97bb5e8518bab00a5e1cfa95d6.

    ⏱️ Estimated effort to review [1-5] 3, because the PR involves changes to error handling and logging mechanisms across multiple modules, which requires careful review to ensure that the error handling is implemented correctly and that the logs provide sufficient information without exposing sensitive data.
    🧪 Relevant tests No
    🔍 Possible issues Possible Bug: The `on_failed` method in `develop.py` might log sensitive data if `invoke_params` contains sensitive information since it logs parts of `invoke_params` directly.
    Error Handling: The use of a generic Exception catch in `develop.py` might obscure the source of errors, making debugging more difficult.
    🔒 Security concerns No
    Code feedback:
    relevant filecodex/common/ai_block.py
    suggestion       Consider adding more context to the error log in `ai_block.py` to help with debugging. For instance, including `ids` or other relevant parameters might make it easier to trace which specific call failed. [important]
    relevant linelogger.error(f"Failed to generate response for {self.prompt_template_name}")
    relevant filecodex/develop/develop.py
    suggestion       In `develop.py`, refactor the repeated pattern of checking keys in `invoke_params` and assigning default values. This can be streamlined with a helper function or using `dict.get()` method to improve code readability and reduce redundancy. [medium]
    relevant linefunction_name = (
    relevant filecodex/develop/develop.py
    suggestion       In `develop.py`, consider handling specific exceptions that are more likely to occur rather than a generic Exception. This can provide more precise error handling and make the system more robust. [important]
    relevant lineexcept Exception as e:
    relevant filecodex/develop/develop.py
    suggestion       In `develop.py`, ensure that sensitive information is not logged. If `invoke_params` can contain sensitive data, consider sanitizing the data before logging or using structured logging to safely log necessary information. [important]
    relevant linelogger.error(
    ✨ Review tool usage guide:
    **Overview:** The `review` tool scans the PR code changes, and generates a PR review which includes several types of feedbacks, such as possible PR issues, security threats and relevant test in the PR. More feedbacks can be [added](https://pr-agent-docs.codium.ai/tools/review/#general-configurations) by configuring the tool. The tool can be triggered [automatically](https://pr-agent-docs.codium.ai/usage-guide/automations_and_usage/#github-app-automatic-tools-when-a-new-pr-is-opened) every time a new PR is opened, or can be invoked manually by commenting on any PR. - When commenting, to edit [configurations](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L23) related to the review tool (`pr_reviewer` section), use the following template: ``` /review --pr_reviewer.some_config1=... --pr_reviewer.some_config2=... ``` - With a [configuration file](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/), use the following template: ``` [pr_reviewer] some_config1=... some_config2=... ``` See the review [usage page](https://pr-agent-docs.codium.ai/tools/review/) for a comprehensive guide on using this tool.
    Swiftyos commented 4 months ago

    /review -i

    codiumai-pr-agent-pro[bot] commented 4 months ago

    Incremental PR Review

    ⏮️ Review for commits since previous PR-Agent review Starting from commit https://github.com/Significant-Gravitas/codex/pull/245/commits/b4d0dc1d1ff82e6b79ff1505ede85920b73cb7b4.

    ⏱️ Estimated effort to review [1-5] 3, because the PR involves changes to error handling and logging mechanisms across multiple modules, which requires careful review to ensure that the changes are correctly implemented and do not introduce new issues.
    🧪 Relevant tests No
    🔍 Possible issues Possible Bug: The use of `ids.model_dump()` in the `extra` parameter of logging might not be appropriate if `model_dump` is not a method of `ids` or does not return a dictionary. This could lead to runtime errors.
    🔒 Security concerns No
    Code feedback:
    relevant filecodex/common/ai_block.py
    suggestion       Ensure that `ids.model_dump()` is a valid method and returns a dictionary suitable for logging. If `model_dump` is not implemented or does not return a dictionary, this will cause runtime errors. [important]
    relevant lineextra=ids.model_dump(),
    relevant filecodex/develop/develop.py
    suggestion       Consider validating `invoke_params` before accessing it to ensure all expected keys are present and prevent potential KeyError or incorrect function behavior. [important]
    relevant linefunction_name = invoke_params.get("function_name", "Unknown")
    relevant filecodex/develop/develop.py
    suggestion       Review the exception handling in `on_failed` method to ensure that the specific exceptions are logged and handled correctly. This is crucial for maintaining robust error handling in the system. [important]
    relevant lineexcept PrismaError as pe:
    ✨ Review tool usage guide:
    **Overview:** The `review` tool scans the PR code changes, and generates a PR review which includes several types of feedbacks, such as possible PR issues, security threats and relevant test in the PR. More feedbacks can be [added](https://pr-agent-docs.codium.ai/tools/review/#general-configurations) by configuring the tool. The tool can be triggered [automatically](https://pr-agent-docs.codium.ai/usage-guide/automations_and_usage/#github-app-automatic-tools-when-a-new-pr-is-opened) every time a new PR is opened, or can be invoked manually by commenting on any PR. - When commenting, to edit [configurations](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L23) related to the review tool (`pr_reviewer` section), use the following template: ``` /review --pr_reviewer.some_config1=... --pr_reviewer.some_config2=... ``` - With a [configuration file](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/), use the following template: ``` [pr_reviewer] some_config1=... some_config2=... ``` See the review [usage page](https://pr-agent-docs.codium.ai/tools/review/) for a comprehensive guide on using this tool.
    Swiftyos commented 4 months ago

    /describe

    codiumai-pr-agent-pro[bot] commented 4 months ago

    PR Description updated to latest commit (https://github.com/Significant-Gravitas/codex/commit/b4d0dc1d1ff82e6b79ff1505ede85920b73cb7b4)