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Merge pull request #14 from JetBrains-Research/psiminer_v2
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psiminer v2
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SpirinEgor authored Aug 13, 2021
2 parents acdf099 + 72c147c commit 3487e32
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109 changes: 97 additions & 12 deletions .github/workflows/main.yml
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name: Build with lint
name: Run lint, test & build

on:
push:
branches: [ master ]
pull_request:
branches: [ master ]
on: [push, pull_request]

jobs:
setup:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2

- name: Setup Java
uses: actions/setup-java@v1
with:
java-version: 11

- name: Cache Gradle dependencies
uses: actions/cache@v2
with:
path: |
~/.gradle/caches
~/.gradle/wrapper
key: ${{ runner.os }}-gradle-${{ hashFiles('**/*.gradle*', '**/gradle-wrapper.properties') }}
restore-keys: |
${{ runner.os }}-gradle-
build:
needs: setup
runs-on: ubuntu-latest

steps:
- uses: actions/checkout@v2

- name: Run detekt
run: ./gradlew detekt
- uses: actions/checkout@v2

- name: Setup Java
uses: actions/setup-java@v1
with:
java-version: 11

- name: Cache Gradle dependencies
uses: actions/cache@v2
with:
path: |
~/.gradle/caches
~/.gradle/wrapper
key: ${{ runner.os }}-gradle-${{ hashFiles('**/*.gradle*', '**/gradle-wrapper.properties') }}
restore-keys: |
${{ runner.os }}-gradle-
- name: Build plugin
run: ./gradlew buildPlugin

test:
needs: build
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2

- name: Setup Java
uses: actions/setup-java@v1
with:
java-version: 11

- name: Run JUnit tests
run: ./gradlew test

- name: Upload Test Report
uses: actions/upload-artifact@v2
if: ${{ always() }}
with:
name: test-report
path: |
build/reports/tests/**/*
process-test-data:
needs: build
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2

- name: Setup Java
uses: actions/setup-java@v1
with:
java-version: 11

- name: Run on Java test data
run: |
./psiminer.sh psiminer-core/src/test/resources output configs/java_ast_methods.json
- name: Run on Kotlin test data
run: |
./psiminer.sh psiminer-core/src/test/resources output configs/kotlin_ast_methods.json
code-style:
needs: build
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2

- name: Setup Java
uses: actions/setup-java@v1
with:
java-version: 11

- name: Build plugin
run: ./gradlew buildPlugin
- name: Run detekt
run: ./gradlew detekt
9 changes: 7 additions & 2 deletions .gitignore
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.idea/
.idea/*.xml
.idea/*.iml
.idea/libraries/
.gradle/

.DS_Store

build/

data/
output/
error_log.txt
8 changes: 8 additions & 0 deletions .idea/.gitignore

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24 changes: 24 additions & 0 deletions .idea/runConfigurations/Run_on_test_data__java_.xml

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23 changes: 23 additions & 0 deletions .idea/runConfigurations/Run_on_test_data__kotlin_.xml

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23 changes: 23 additions & 0 deletions .idea/runConfigurations/Run_unit_tests.xml

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106 changes: 97 additions & 9 deletions README.md
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# PSIMiner
# `PSIMiner`

The tool for processing PSI trees from IntelliJ IDEA and creating labeled dataset from them.
[![JetBrains Research](https://jb.gg/badges/research.svg)](https://confluence.jetbrains.com/display/ALL/JetBrains+on+GitHub)

`PSIMiner` — a tool for processing PSI trees from the IntelliJ Platform.
PSI trees contain code syntax trees as well as functions to work with them,
and therefore can be used to enrich code representation using static analysis algorithms of modern IDEs.

`PSIMiner` is a plugin for IntelliJ IDEA that runs it in a headless mode and creates datasets for ML pipelines.

The complete documentation of different parts is stored in [docs](./docs) folder.

## Installation

`PSIMiner` requires Java 11 for correct work.
Check gradle will use the correct version.
All other dependencies will be installed automatically.

Use `./gradlew build` (or `gradlew.bat build` on Windows) to build the tool.

## Usage

To run extracting data from a dataset with source code use this command
There are already predefined configurations compatible with the IntelliJ IDEA.
Open or import project in it and run tool on test data or start tests.
You can modify these configurations to suit your needs.

However, it is possible to run the tool through CLI.
It is better to use predefined shell script (only for Unix system)
```shell
bash psiminer.sh dataset_path ouput_folder config.json 2> error_log.txt
./psiminer.sh $dataset_path $output_folder $JSON_config
```

Folder with [mock data](src/test/resources/mock_data) contains example of dataset.
[Config](config.json) shows the example of configuration.
To run this example use following command:
```shell
bash psiminer.sh src/test/resources/mock_data output config.json 2> error_log.txt
### Logs

`PSIMiner` automatically store logs in home directory of user on each run.
Check `~/psiminer.log` (or something like `C:\Users\yourusername\psiminer.log` for Windows) and share it to describe
your
problem.

## Configuration

`PSIMiner` completely configured by JSON.
Check examples in the [configs](configs) folder.

Logically `PSIMiner` consist of the following parts.
There are a full documentation for them in [docs](./docs) folder:
- [Tree transformations](./docs/tree_transormations.md)
this is an interface for enriching trees with new information and other useful manipulations,
e.g. resolve types or exclude whitespaces.
- [Filters](./docs/filters.md)
this is an interface for removing *bad* trees from the data, e.g. trees that are too big.
- [Label extractor](./docs/label_extractors.md)
this is an interface to define the correct extraction of labels from raw trees,
e.g. extract method name for each method.
- [Storage](./docs/storages.md)
this is an interface to define how tree should be saved on the disk,
e.g. code2seq format or JSONL format.

There are also a few fields to define a parser and pipeline options.
For example, setting up `Language`.

## Language support

Currently, `PSIMiner` supports `Java` and `Kotlin` datasets.
But we developed the tool with the possibility to extend it to new languages.
And since `PSI` trees supports big amount of languages,
adding new language into the tool requires only implementing few interfaces.

Be aware that multiple tree transformations can't be adopted to new languages automatically.
And therefore, require manual work to add support for the new language.

If you would like to see new languages, don't hesitate to create issues with their request.
Or even implement them yourself and create a pull request.

## Use as dependency

You can reuse different parts of the `PSIMiner` inside your one tool, e.g. plugin for model inference.
To add core part of the tool (without dependency to CLI) add following code into your gradle.kts file:
```
dependencies {
implementation("org.jetbrains.research.psiminer:psiminer-core") {
version {
branch = "main"
}
}
}
```

Remember that `PSIMiner` is *plugin* for IntelliJ IDEA and, therefore, can be integrated only in another plugin.

## Citation

The [paper](https://ieeexplore.ieee.org/document/9463105)
dedicated to the `PSIMiner` was published in MSR'21.
If you use `PSIMiner` in your academic work, please, cite it.
```
@inproceedings{spirin_psiminer,
author={Spirin, Egor and Bogomolov, Egor and Kovalenko, Vladimir and Bryksin, Timofey},
booktitle={2021 IEEE/ACM 18th International Conference on Mining Software Repositories (MSR)},
title={PSIMiner: A Tool for Mining Rich Abstract Syntax Trees from Code},
year={2021},
pages={13-17},
doi={10.1109/MSR52588.2021.00014}
}
```
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