Skip to content

Conversation

@samchon
Copy link
Member

@samchon samchon commented Nov 18, 2025

This pull request introduces several improvements and refactoring to the backend agent codebase, focusing on template generation, phase handling, and benchmarking. The main changes include a refactor of the file generation pipeline to use a unified options object, enhanced README generation with dynamic benchmarking and status emojis, and consolidation of template access methods. These updates improve code clarity, flexibility, and provide better visibility into the agent's workflow and performance.

Template Generation and Phase Handling

  • Refactored getAutoBeGenerated to accept a single props object instead of multiple parameters, and to use a unified phase option for determining which files to generate. This simplifies usage and makes phase selection explicit. [1] [2]
  • Consolidated template access methods: now all compiler templates (common, interface, realize, test) are accessed via a single getTemplate method, reducing duplicated logic and improving maintainability. [1] [2] [3]

README and Benchmark Enhancements

  • Updated README template generation to inject dynamic status emojis for each phase (analyze, prisma, interface, test, realize), and to include aggregate and function-calling benchmarks. This provides instant visual feedback and performance metrics in generated documentation. [1] [2] [3] [4]
  • Added helper functions for benchmarking and status emoji calculation, making README generation more informative and automated.

Interface and Test File Generation

  • Updated interface compiler's write method to accept an exclusion list, allowing selective file generation and simplifying downstream usage in orchestrators and DTO generation. [1] [2] [3]

Build and Template Management

  • Added new build step to generate the common template in the compiler, ensuring all template variants are available and up-to-date. [1] [2]

These changes collectively improve the flexibility, maintainability, and visibility of the backend agent's code and outputs.

@samchon samchon requested a review from Copilot November 18, 2025 06:24
@samchon samchon self-assigned this Nov 18, 2025
@samchon samchon added this to WrtnLabs Nov 18, 2025
@samchon samchon added documentation Improvements or additions to documentation enhancement New feature or request labels Nov 18, 2025
Copy link
Contributor

Copilot AI left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Pull Request Overview

This pull request refactors the backend agent's file generation pipeline to use a unified approach for template management and options handling. The main purpose is to consolidate template access through a single getTemplate method on the compiler interface, enhance README generation with dynamic status emojis and benchmarking metrics, and improve code maintainability.

Key changes:

  • Renamed stage to phase in IAutoBeGetFilesOptions and refactored getAutoBeGenerated to accept a props object instead of individual parameters
  • Consolidated template access by moving getTemplate methods from individual compilers (interface, test, realize) to a unified method on IAutoBeCompiler
  • Enhanced README template with dynamic placeholder replacement for phase status emojis and benchmark metrics (aggregate and function-calling statistics)

Reviewed Changes

Copilot reviewed 24 out of 28 changed files in this pull request and generated 10 comments.

Show a summary per file
File Description
packages/interface/src/facade/IAutoBeGetFilesOptions.ts Renamed stage property to phase for clarity
packages/interface/src/compiler/IAutoBeCompiler.ts Added unified getTemplate method accepting Required<IAutoBeGetFilesOptions>
packages/interface/src/compiler/IAutoBeInterfaceCompiler.ts Updated write method to accept exclude parameter; removed individual getTemplate method
packages/interface/src/compiler/IAutoBeTestCompiler.ts Removed getTemplate method (moved to parent interface)
packages/interface/src/compiler/IAutoBeRealizeCompiler.ts Removed getTemplate method (moved to parent interface)
packages/compiler/src/AutoBeCompiler.ts Implemented unified getTemplate method with phase-based template composition
packages/compiler/src/interface/AutoBeInterfaceCompiler.ts Implemented exclude filtering; removed template spreading from write method
packages/compiler/src/test/AutoBeTestCompiler.ts Removed getTemplate method implementation
packages/compiler/src/realize/AutoBeRealizeCompiler.ts Removed getTemplate method implementation
packages/compiler/build/template.ts Added build step for common template generation
packages/agent/src/factory/getAutoBeGenerated.ts Refactored to use props object; added README placeholder replacement and benchmark helper functions
packages/agent/src/factory/getAutoBeRealizeGenerated.ts Removed template spreading (now handled by caller)
packages/agent/src/factory/getCriticalCompiler.ts Updated to use new unified getTemplate method and updated write signature
packages/agent/src/AutoBeAgentBase.ts Updated getFiles call to use props object pattern
packages/agent/src/orchestrate/test/compile/getTestScenarioArtifacts.ts Updated interface.write call to include empty exclude array
packages/agent/src/orchestrate/realize/utils/getRealizeWriteDto.ts Updated interface.write call to include empty exclude array
packages/agent/src/orchestrate/realize/orchestrateRealizeAuthorizationWrite.ts Updated to use unified getTemplate method
packages/agent/src/orchestrate/realize/internal/compileRealizeFiles.ts Updated to use unified getTemplate method
test/src/features/compiler/test_compiler_interface_write.ts Updated interface.write call to include empty exclude array
test/src/features/compiler/test_compiler_interface_name.ts Updated interface.write call to include empty exclude array
test/src/features/realize/internal/validate_agent_realize_correct.ts Updated to use unified getTemplate method with phase parameter
test/src/features/realize/internal/validate_agent_realize_authorization_correct.ts Updated to use unified getTemplate method with phase parameter; added explicit type annotation
test/src/features/realize/internal/validate_agent_realize_authorization.ts Updated to use unified getTemplate method with phase parameter; added explicit type annotation
internals/template/common/README.md Enhanced with dynamic placeholder replacement for phase emojis and benchmark tables
internals/template/common/LICENSE Added MIT license file for generated projects
internals/template/common/.gitignore Added gitignore configuration for generated projects
internals/template/common/.eslintrc.cjs Added ESLint configuration for generated projects
internals/template/common/typos.toml Added typos spell checker configuration for generated projects
Comments suppressed due to low confidence (1)

internals/template/common/README.md:120

  • There's a spelling error in the column header. "Succcess" should be "Success" (three 'c's instead of two).

💡 Add Copilot custom instructions for smarter, more guided reviews. Learn how to get started.

authorizations: props.state.realize.authorizations,
functions: props.state.realize.functions,
options: {
dbms: options?.dbms ?? "postgres",
Copy link

Copilot AI Nov 18, 2025

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Inconsistent variable reference. This uses options?.dbms ?? "postgres" which refers to props.options, but the local options variable (line 25) is of type Required<IAutoBeGetFilesOptions> with a guaranteed dbms property. Change this to options.dbms to use the local variable consistently.

Suggested change
dbms: options?.dbms ?? "postgres",
dbms: options.dbms,

Copilot uses AI. Check for mistakes.
),
);
if (options?.stage === "analyze") return ret;
if (props.options?.phase === "analyze") return ret;
Copy link

Copilot AI Nov 18, 2025

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Inconsistent variable reference. This uses props.options?.phase but the local options variable (line 25) is of type Required<IAutoBeGetFilesOptions> with a guaranteed phase property. Change this to options.phase to use the local variable consistently.

Suggested change
if (props.options?.phase === "analyze") return ret;
if (options.phase === "analyze") return ret;

Copilot uses AI. Check for mistakes.
props.state.prisma.compiled.reason;
}
if (options?.stage === "prisma") return ret;
if (props.options?.phase === "prisma") return ret;
Copy link

Copilot AI Nov 18, 2025

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Inconsistent variable reference. This uses props.options?.phase but the local options variable (line 25) is of type Required<IAutoBeGetFilesOptions> with a guaranteed phase property. Change this to options.phase to use the local variable consistently.

Copilot uses AI. Check for mistakes.
);
}
if (options?.stage === "interface") return ret;
if (props.options?.phase === "interface") return ret;
Copy link

Copilot AI Nov 18, 2025

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Inconsistent variable reference. This uses props.options?.phase but the local options variable (line 25) is of type Required<IAutoBeGetFilesOptions> with a guaranteed phase property. Change this to options.phase to use the local variable consistently.

Copilot uses AI. Check for mistakes.
Comment on lines +16 to +20
import { AutoBeCompilerCommonTemplate } from "./raw/AutoBeCompilerCommonTemplate";
import { AutoBeCompilerInterfaceTemplate } from "./raw/AutoBeCompilerInterfaceTemplate";
import { AutoBeCompilerRealizeTemplateOfPostgres } from "./raw/AutoBeCompilerRealizeTemplateOfPostgres";
import { AutoBeCompilerRealizeTemplateOfSQLite } from "./raw/AutoBeCompilerRealizeTemplateOfSQLite";
import { AutoBeCompilerTestTemplate } from "./raw/AutoBeCompilerTestTemplate";
Copy link

Copilot AI Nov 18, 2025

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

AutoBeCompilerRealizeTemplate is not imported but is needed in the getTemplate method (lines 71-76) to include the base realize template files. The import statement should be added: import { AutoBeCompilerRealizeTemplate } from "./raw/AutoBeCompilerRealizeTemplate";

Copilot uses AI. Check for mistakes.
Comment on lines +71 to +77
if (options.phase === "realize")
Object.assign(
result,
options.dbms === "postgres"
? AutoBeCompilerRealizeTemplateOfPostgres
: AutoBeCompilerRealizeTemplateOfSQLite,
);
Copy link

Copilot AI Nov 18, 2025

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Missing base realize template. Before adding the dbms-specific templates, the base AutoBeCompilerRealizeTemplate should be included. Add Object.assign(result, AutoBeCompilerRealizeTemplate); before the conditional dbms-specific template assignment.

Copilot uses AI. Check for mistakes.
}),
);
if (options?.stage === "test") return ret;
if (props.options?.phase === "test") return ret;
Copy link

Copilot AI Nov 18, 2025

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Inconsistent variable reference. This uses props.options?.phase but the local options variable (line 25) is of type Required<IAutoBeGetFilesOptions> with a guaranteed phase property. Change this to options.phase to use the local variable consistently.

Copilot uses AI. Check for mistakes.
value.metric.validationFailure.toLocaleString(),
value.metric.invalidJson.toLocaleString(),
value.metric.success.toLocaleString(),
((value.metric.success / value.metric.attempt) * 100).toFixed(2) + " %",
Copy link

Copilot AI Nov 18, 2025

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Potential division by zero. If value.metric.attempt is 0, this will produce NaN. Consider adding a check: value.metric.attempt > 0 ? ((value.metric.success / value.metric.attempt) * 100).toFixed(2) + " %" : "0.00 %".

Suggested change
((value.metric.success / value.metric.attempt) * 100).toFixed(2) + " %",
value.metric.attempt > 0
? ((value.metric.success / value.metric.attempt) * 100).toFixed(2) + " %"
: "0.00 %",

Copilot uses AI. Check for mistakes.
Comment on lines 34 to +60
const schemaFiles: Record<string, string> =
(options?.dbms ?? "postgres") === "postgres"
? state.prisma.schemas
: await compiler.prisma.write(state.prisma.result.data, options!.dbms!);
? props.state.prisma.schemas
: await props.compiler.prisma.write(
props.state.prisma.result.data,
options!.dbms!,
);
Copy link

Copilot AI Nov 18, 2025

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Variable shadowing issue. This code uses options?.dbms ?? "postgres" and options!.dbms! which refer to props.options, but a local options variable of type Required<IAutoBeGetFilesOptions> is defined at line 25 with a guaranteed dbms property. This code should use the local options.dbms instead to avoid the optional chaining and non-null assertions.

Copilot uses AI. Check for mistakes.
authorizations: props.state.realize.authorizations,
functions: props.state.realize.functions,
options: {
dbms: options?.dbms ?? "postgres",
Copy link

Copilot AI Nov 18, 2025

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

The variable reference is inconsistent with the local options that was created at the top of the function. This line uses options?.dbms ?? "postgres" when it should just use options.dbms since options is already guaranteed to have a dbms property (defined as Required<IAutoBeGetFilesOptions>).

Suggested change
dbms: options?.dbms ?? "postgres",
dbms: options.dbms,

Copilot uses AI. Check for mistakes.
@samchon samchon marked this pull request as ready for review November 18, 2025 06:58
@samchon samchon merged commit 67321da into main Nov 18, 2025
4 checks passed
@samchon samchon deleted the feat/readme branch November 18, 2025 07:06
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

documentation Improvements or additions to documentation enhancement New feature or request

Projects

Status: No status

Development

Successfully merging this pull request may close these issues.

2 participants