From ac109c6c8d71fd6c041a2dc3769662d4e8b4f6e3 Mon Sep 17 00:00:00 2001 From: Cezar Sas Date: Sun, 6 Oct 2024 14:50:47 +0200 Subject: [PATCH] Updated dependencies and fixed interface changes in tree-sitter --- README.md | 181 ++++++++------------ config/{local => environment}/docker.yaml | 0 config/{local => environment}/local.yaml | 0 config/main.yaml | 2 +- config/runs.yaml | 2 +- config/test.yaml | 2 +- data/grammars/languages.so | Bin 11320568 -> 0 bytes docs/index.md | 179 ++++++++++--------- pyproject.toml | 30 ++-- scripts/python/build_tree_sitter_library.py | 22 --- src/parser/languages/c.py | 10 +- src/parser/languages/cpp.py | 8 +- src/parser/languages/csharp.py | 8 +- src/parser/languages/java.py | 9 +- src/parser/languages/python.py | 8 +- src/parser/parser.py | 9 +- test/test_parser/test_c_parser.py | 3 +- test/test_parser/test_cpp_parser.py | 7 +- test/test_parser/test_csharp_parser.py | 7 +- test/test_parser/test_java_parser.py | 4 +- test/test_parser/test_python_parser.py | 3 +- 21 files changed, 229 insertions(+), 265 deletions(-) rename config/{local => environment}/docker.yaml (100%) rename config/{local => environment}/local.yaml (100%) delete mode 100755 data/grammars/languages.so delete mode 100644 scripts/python/build_tree_sitter_library.py diff --git a/README.md b/README.md index 86259a6..99d1414 100644 --- a/README.md +++ b/README.md @@ -1,30 +1,31 @@ + # AutoFL [![License: GPL v3](https://img.shields.io/badge/License-GPLv3-blue.svg)](https://www.gnu.org/licenses/gpl-3.0) [![DOI](https://zenodo.org/badge/644095707.svg)](https://zenodo.org/doi/10.5281/zenodo.10255367) -[![Docker](https://img.shields.io/badge/Docker-blue.svg)](https://img.shields.io/badge/Docker-blue) +[![Docker](https://img.shields.io/badge/Docker-blue.svg)](https://hub.docker.com/r/cezarsas/autofl/) + +Automatic source code file annotation using weak labeling. -Automatic source code file annotation using weak labelling. +## Overview + +AutoFL is a tool designed for automatic annotation of source code files through weak labeling techniques. It provides both an API and a web-based UI for easy analysis of projects across different languages. ## Setup -Clone the repository and the UI submodule [autofl-ui](https://github.com/SasCezar/autofl-ui) by running the following -command: +To set up the repository along with its UI submodule, clone it using: ```bash git clone --recursive git@github.com:SasCezar/AutoFL.git AutoFL ``` -### Optional Setup +### Optional Model Setup -To make use of certain feature like semantic based labelling functions, you need to download the model. -For example, for **w2v-so**, you can download the model from [here](https://github.com/vefstathiou/SO_word2vec), and -place it in the [data/models/w2v-so](data/models/w2v-so) folder, or a custom -path that you can use in the configs. +For advanced features like semantic-based labeling, download models as required. For example, to use **w2v-so**, download the model from [here](https://github.com/vefstathiou/SO_word2vec) and place it in the `data/models/w2v-so` folder. Alternatively, you can provide a custom path in the configuration files. ## Usage -Run docker compose in the project folder (where the [docker-compose.yaml](docker-compose.yaml) is located) by executing: +To run the tool using Docker, navigate to the project directory (where the `docker-compose.yaml` file is located) and execute: ```shell docker compose up @@ -32,57 +33,45 @@ docker compose up ### API Endpoint -You can analyze the files of project by making a request to the endpoint: +To analyze the files of a project, make a POST request to the following endpoint: ```shell -curl -X POST -d '{"name": "", "remote": "", "languages": [""]}' localhost:8000/label/files -H "content-type: application/json" +curl -X POST -d '{"name": "", "remote": "", "languages": [""]}' localhost:8000/label/files -H "content-type: application/json" ``` -For example, to analyze the files -of [https://github.com/mickleness/pumpernickel](https://github.com/mickleness/pumpernickel), you can make the following -request: +For instance, to analyze the project at [https://github.com/mickleness/pumpernickel](https://github.com/mickleness/pumpernickel), use: ```shell -curl -X POST -d '{"name": "pumpernickel", "remote": "https://github.com/mickleness/pumpernickel", "languages": ["java"]}' localhost:8000/label/files -H "content-type: application/json" +curl -X POST -d '{"name": "pumpernickel", "remote": "https://github.com/mickleness/pumpernickel", "languages": ["java"]}' localhost:8000/label/files -H "content-type: application/json" ``` -### UI +### Web UI -The tool also offers a web UI that is available at the following page (when running locally): -[http://localhost:8501](http://localhost:8501) +AutoFL provides a web-based UI accessible locally at [http://localhost:8501](http://localhost:8501): ![UI](resources/ui-screenshots/landing-page.png) -For more details, check the [UI repo](https://github.com/SasCezar/autofl-ui). - -[//]: # (For more details, check the [UI repo](https://github.com/SasCezar/autofl-ui)) +For more details, check the [UI repository](https://github.com/SasCezar/autofl-ui). ## Configuration -AutoFL uses [Hydra](https://hydra.cc/) to manage the configuration. The configuration files are located in -the [config](config) folder. -The main configuration file is [main.yaml](./config/main.yaml), which contains the following options: +AutoFL uses [Hydra](https://hydra.cc/) to manage configurations. The configuration files can be found in the `config` folder. The main configuration file, `main.yaml`, allows you to customize various options: -- **local**: which environment to use, either local or docker. [Docker](./config/local/docker.yaml) is default. -- **taxonomy**: which taxonomy to use. Currently only [gitranking](./config/taxonomy/gitranking.yaml) is supported, but - custom taxonomies can be added. -- **annotator**: which annotators to use. Default is [simple](./config/annotator/simple.yaml), which allows good results - without extra dependencies on language models. -- **version_strategy**: which version strategy to use. Default is [latest](./config/version_strategy/latest.yaml), which - will only analyze the latest version of the project. -- **dataloader**: which dataloader to use. Default is [postgres](./config/dataloader/postgres.yaml) which allows the API - to fetch already analysed projects. -- **writer**: which writer to use. Default is [postgres](./config/writer/postgres.yaml) which allows the API to store - the results in a database. +- **local**: Choose between local or Docker environments. [Docker](config/environment/docker.yaml) is the default. +- **taxonomy**: Set the taxonomy for labeling. Currently supports [gitranking](./config/taxonomy/gitranking.yaml). You can add custom taxonomies. +- **annotator**: Specify the annotators to use. The default is [simple](./config/annotator/simple.yaml), offering good results without dependencies on language models. +- **version_strategy**: Select the versioning strategy. The default is [latest](./config/version_strategy/latest.yaml). +- **dataloader**: Choose the dataloader. The default is [postgres](./config/dataloader/postgres.yaml). +- **writer**: Set the writer for storing results. The default is [postgres](./config/writer/postgres.yaml). -Other configuration can be defined by creating a new file in the folder of the specific component. +Additional configurations can be added by creating new files in the corresponding component folders. ## Functionalities - Annotation (UI/API/Script) - - File - - Package - - Project + - File-Level + - Package-Level + - Project-Level - Batch Analysis (Script Only) - Temporal Analysis (**TODO**) - Classification (**TODO**) @@ -97,26 +86,23 @@ Other configuration can be defined by creating a new file in the folder of the s ## Development -The tool is composed of multiple components, their interaction is shown in the following diagram: +AutoFL is composed of multiple components, as shown in the architecture diagram below: ![Architecture](resources/architecture/architecture.png) -### Add New Languages +### Adding Support for New Languages -In order to support more languages, a new language specific parser is needed. -We can create one quickly by using [tree-sitter](https://tree-sitter.github.io/tree-sitter/), -and a custom parser. +To add support for additional languages, a language-specific parser is required. You can use [tree-sitter](https://tree-sitter.github.io/tree-sitter/) to develop a parser quickly. -#### Parser +#### Parser Details -The parser needs to be in the [parser/languages](./src/parser/languages) folder. -It has to extend the ```BaseParser``` class, which has the following interface. +The parser needs to be located in the `parser/languages` folder. It should extend the `BaseParser` class, which follows this structure: ```python class ParserBase(ABC): - """ - Abstract class for a programming language parser. - """ +""" +Abstract class for a programming language parser. +""" def __init__(self, library_path: Path | str): """ @@ -126,92 +112,73 @@ class ParserBase(ABC): ... ``` -And the language specific class has to contain the logic to parse the language to get the identifiers. -For example for Python, the class will look like this: +To implement the parsing logic, create a class that handles extracting identifiers. For Python, the parser might look like: ```python -class PythonParser(ParserBase, - lang=Extension.python.name): # The lang argument is used to register the parser in the ParserFactory class. +class PythonParser(ParserBase, lang=Extension.python.name): """ - Python specific parser. Uses a generic grammar for multiple versions of python. Uses tree_sitter to get the AST + Python-specific parser using a generic grammar for multiple versions. Utilizes tree-sitter for AST extraction. """ def __init__(self, library_path: Path | str): - super().__init__(library_path) - self.language: Language = Language(library_path, - Extension.python.name) # Creates the tree-sitter language for python - self.parser.set_language(self.language) # Sets tree-sitter parser to parse the language - - # Pattern used to match the identifiers, it depends on the Lanugage. Check tree-sitter - self.identifiers_pattern: str = """ - ((identifier) @identifier) - """ - - # Creates the query used to find the identifiers in the AST produced by tree-sitter - self.identifiers_query = self.language.query(self.identifiers_pattern) - - # Keyword that will be ignored, in this case, the language specific keywords as the query extracts them as well. - self.keywords = set(keyword.kwlist) # Use python's built in keyword list - self.keywords.update(['self', 'cls']) + ... ``` -A custom class that does not rely on [tree-sitter](https://github.com/tree-sitter/tree-sitter) can be also used, -however, there are more methods from ParserBase that need to be -changed. Check the implementation of [ParserBase](src/parser/parser.py). +A custom parser independent of tree-sitter can also be developed. For more details, refer to the implementation of [ParserBase](src/parser/parser.py). -## Know Issues +## Known Issues + +- **Dependency Installation**: The setup process may take significant time (~10 minutes), and dependency installations might fail due to timeouts. This appears to be a network-related issue, and retrying often resolves it. Future updates will aim to simplify dependencies. +- **~~Indefinite Analysis Loops~~**: ~~In some projects, the analysis may loop indefinitely. This issue is currently under investigation.~~ Seems solved in the latest version. Will monitor for further occurrences. + +## Docker Image Availability + +AutoFL is also available as a Docker image. You can pull the image from Docker Hub using: + +```shell +docker pull cezarsas/autofl +``` -- The installation of the dependencies requires quite some time (~10 minutes), and might fail due to timout. - Unfortunately, this issue is hard to reproduce, as it - seems to be related to the network connection. If you encounter this issue, please try again. Future versions will try - to fix this issue by - cleaning up the dependencies and reducing the number of dependencies. -- For some projects, the analysis might loop indefinitely. We are still investigating the cause of this issue. +Find more details and updates at the [Docker Hub page](https://hub.docker.com/r/cezarsas/autofl/). ## Disclaimer -The project is offered as is, it still in development, and it might not work as expected in some cases. -It has been developed and tested on Docker 24.0.7 and 25.0.0 for ```Ubuntu 22.04```. While minor testing has been done -on ```Windows``` and ```MacOS```, not all functionalities might work due to differences in Docker for these OSs (e.g. -Windows uses WSL 2). +This tool is in active development and may not function as expected in some cases. It has been tested primarily on Docker versions `24.0.7` and `25.0.0` for `Ubuntu 22.04`. Limited testing has been performed on `Windows` and `MacOS`, where functionality may vary. -In case of any problems, please open an issue, make a pull request, or contact me at ```c.a.sas@rug.nl```. +If you encounter any issues, please open an issue on GitHub, make a pull request, or contact me at `c.a.sas@rug.nl`. -## Cite +## Citation -If you use this work please cite us: +If you find this tool useful, please cite our work: ### Paper -```text +```bibtex @article{sas2024multigranular, - title = {Multi-granular Software Annotation using File-level Weak Labelling}, - author = {Cezar Sas and Andrea Capiluppi}, - journal = {Empirical Software Engineering}, - volume = {29}, - number = {1}, - pages = {12}, - year = {2024}, - url = {https://doi.org/10.1007/s10664-023-10423-7}, - doi = {10.1007/s10664-023-10423-7} +title = {Multi-granular Software Annotation using File-level Weak Labelling}, +author = {Cezar Sas and Andrea Capiluppi}, +journal = {Empirical Software Engineering}, +volume = {29}, +number = {1}, +pages = {12}, +year = {2024}, +url = {https://doi.org/10.1007/s10664-023-10423-7}, +doi = {10.1007/s10664-023-10423-7} } ``` -**Note**: The code used in the paper is available in -the [https://github.com/SasCezar/CodeGraphClassification](https://github.com/SasCezar/CodeGraphClassification) -repository. -However, this tool is more up to date, easier to use, more configurable, and also offers a UI. +**Note**: The code used in this paper is available at [CodeGraphClassification](https://github.com/SasCezar/CodeGraphClassification). However, AutoFL provides enhanced features, is more user-friendly, and includes a UI. ### Tool -```text +```bibtex @software{sas2023autofl, author = {Sas, Cezar and Capiluppi, Andrea}, - month = dec, + month = oct, title = {{AutoFL}}, url = {https://github.com/SasCezar/AutoFL}, - version = {0.4.1}, - year = {2023}, + version = {0.5.0}, + year = {2024}, url = {https://doi.org/10.5281/zenodo.10255368}, doi = {10.5281/zenodo.10255368} } diff --git a/config/local/docker.yaml b/config/environment/docker.yaml similarity index 100% rename from config/local/docker.yaml rename to config/environment/docker.yaml diff --git a/config/local/local.yaml b/config/environment/local.yaml similarity index 100% rename from config/local/local.yaml rename to config/environment/local.yaml diff --git a/config/main.yaml b/config/main.yaml index 9103a43..6222e42 100644 --- a/config/main.yaml +++ b/config/main.yaml @@ -1,7 +1,7 @@ # @package _global_ defaults: - _self_ - - local: docker + - environment: docker - taxonomy: gitranking - annotator: default - version_strategy: latest diff --git a/config/runs.yaml b/config/runs.yaml index cd518e2..92e3bb2 100644 --- a/config/runs.yaml +++ b/config/runs.yaml @@ -1,7 +1,7 @@ # @package _global_ defaults: - _self_ - - local: local + - environment: docker - run: batch_annotation package_annotation: True diff --git a/config/test.yaml b/config/test.yaml index af6aae8..9ad573a 100644 --- a/config/test.yaml +++ b/config/test.yaml @@ -1,7 +1,7 @@ # @package _global_ defaults: - _self_ - - local: local + - environment: docker - taxonomy: small - annotator: default - version_strategy: latest diff --git a/data/grammars/languages.so b/data/grammars/languages.so deleted file mode 100755 index 50ff2de49fda1ad89c431ede602e59f19cf90bb2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 11320568 zcmeF)d6W}X{x|-BqEXRA6pb4MH{yn2a0#vvx2OnlkBW2<(V#4mMdJb;glJUg4zAHr zh$xy-8H39h9hbPrJ??QOZevkiPY*&%IT5 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