Skip to main content

Get recommendations

io.moderne.ai.research.GetRecommendations

This recipe calls an AI model to get recommendations for modernizing the code base by looking at a sample of method declarations.

Recipe source

This recipe is only available to users of Moderne.

Options

TypeNameDescriptionExample
BooleanrandomSamplingDo random sampling or use clusters based on embeddings to sample.
intnumberOfCentersOptional. Number of diverse centers to sample if you don't do random sampling per repository.3

License

This recipe is available under the Moderne Proprietary License.

Usage

This recipe has required configuration parameters and can only be run by users of Moderne. To run this recipe, you will need to provide the Moderne CLI run command with the required options. Or, if you'd like to create a declarative recipe, please see the below example of a rewrite.yml file:

rewrite.yml
---
type: specs.openrewrite.org/v1beta/recipe
name: com.yourorg.GetRecommendationsExample
displayName: Get recommendations example
recipeList:
- io.moderne.ai.research.GetRecommendations:
randomSampling: null
numberOfCenters: 3

You will need to have configured the Moderne CLI on your machine before you can run the following command.

shell
mod run . --recipe GetRecommendations --recipe-option "randomSampling=null" --recipe-option "numberOfCenters=3"

If the recipe is not available locally, then you can install it using:

mod config recipes jar install org.openrewrite.recipe:rewrite-ai-search:0.21.0

See how this recipe works across multiple open-source repositories

Run this recipe on OSS repos at scale with the Moderne SaaS.

The community edition of the Moderne platform enables you to easily run recipes across thousands of open-source repositories.

Please contact Moderne for more information about safely running the recipes on your own codebase in a private SaaS.

Data Tables

Recommendations

io.moderne.ai.table.Recommendations

Collects the recommendations based on sampled methods.

Column NameDescription
NameName of the class or method
LantencyLatency in seconds to get recommendations
Token sizeEstimated token size for input and output
RecommendationThe recommendations based on the method

Source files that had results

org.openrewrite.table.SourcesFileResults

Source files that were modified by the recipe run.

Column NameDescription
Source path before the runThe source path of the file before the run. null when a source file was created during the run.
Source path after the runA recipe may modify the source path. This is the path after the run. null when a source file was deleted during the run.
Parent of the recipe that made changesIn a hierarchical recipe, the parent of the recipe that made a change. Empty if this is the root of a hierarchy or if the recipe is not hierarchical at all.
Recipe that made changesThe specific recipe that made a change.
Estimated time savingAn estimated effort that a developer to fix manually instead of using this recipe, in unit of seconds.
CycleThe recipe cycle in which the change was made.

Source files that errored on a recipe

org.openrewrite.table.SourcesFileErrors

The details of all errors produced by a recipe run.

Column NameDescription
Source pathThe file that failed to parse.
Recipe that made changesThe specific recipe that made a change.
Stack traceThe stack trace of the failure.

Recipe performance

org.openrewrite.table.RecipeRunStats

Statistics used in analyzing the performance of recipes.

Column NameDescription
The recipeThe recipe whose stats are being measured both individually and cumulatively.
Source file countThe number of source files the recipe ran over.
Source file changed countThe number of source files which were changed in the recipe run. Includes files created, deleted, and edited.
Cumulative scanning timeThe total time spent across the scanning phase of this recipe.
99th percentile scanning time99 out of 100 scans completed in this amount of time.
Max scanning timeThe max time scanning any one source file.
Cumulative edit timeThe total time spent across the editing phase of this recipe.
99th percentile edit time99 out of 100 edits completed in this amount of time.
Max edit timeThe max time editing any one source file.