From 1cccba201d56f2082913676be9725370b822ef77 Mon Sep 17 00:00:00 2001 From: John Rofrano Date: Tue, 8 Oct 2024 20:52:15 -0400 Subject: [PATCH 1/5] Update README.md for PyPi install Signed-off-by: John Rofrano --- README.md | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index 258aac0..5367459 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,9 @@ # CodeLLM-Devkit: A Python library for seamless interaction with CodeLLMs -![image](./docs/assets/cldk.png) +![image](https://github.com/IBM/codellm-devkit/docs/assets/cldk.png) + [![Python 3.11](https://img.shields.io/badge/python-3.11-blue.svg)](https://www.python.org/downloads/release/python-3110/) +[![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) Codellm-devkit (CLDK) is a multilingual program analysis framework that bridges the gap between traditional static analysis tools and Large Language Models (LLMs) specialized for code (CodeLLMs). Codellm-devkit allows developers to streamline the process of transforming raw code into actionable insights by providing a unified interface for integrating outputs from various analysis tools and preparing them for effective use by CodeLLMs. @@ -43,6 +45,7 @@ For any questions, feedback, or suggestions, please contact the authors: - [Pull the latest version of Granite 8b instruct model from ollama](#pull-the-latest-version-of-granite-8b-instruct-model-from-ollama) - [Step 2: Install CLDK](#step-2--install-cldk) - [Step 3: Build a code summarization pipeline](#step-3--build-a-code-summarization-pipeline) + - [Publication (papers and blogs related to CLDK)](#publication-papers-and-blogs-related-to-cldk) ## Architectural and Design Overview @@ -80,14 +83,12 @@ Each language comprises of two key components: data models and backends. 1. **Data Models:** These are high level abstractions that represent the various language constructs and componentes in a structured format using pydantic. This confers a high degree of flexibility and extensibility to the models as well as allowing for easy accees of various data components via a simple dot notation. In addition, the data models are designed to be easily serializable and deserializable, making it easy to store and retrieve data from various sources. - 2. **Analysis Backends:** These are the components that are responsible for interfacing with the various program analysis tools. The core backends are Treesitter, Javaparse, WALA, LLVM, and CodeQL. The backends are responsible for handling the user requests and delegating them to the appropriate analysis tools. The analysis tools perfrom the requisite analysis and return the results to the user. The user merely calls one of several high-level API functions such as `get_method_body`, `get_method_signature`, `get_call_graph`, etc. and the backend takes care of the rest. Some langugages may have multiple backends. For example, Java has WALA, Javaparser, Treesitter, and CodeQL backends. The user has freedom to choose the backend that best suits their needs. We are currently working on implementing the retrieval and prompting components. The retrieval component will be responsible for retrieving the relevant code snippets from the codebase for RAG usecases. The prompting component will be responsible for generating the prompts for the CodeLLMs using popular prompting frameworks such as `PDL`, `Guidance`, or `LMQL`. - ## Quick Start: Example Walkthrough In this section, we will walk through a simple example to demonstrate how to use CLDK. We will: @@ -102,7 +103,6 @@ Before we begin, make sure you have the following prerequisites installed: * Python 3.11 or later * Ollama v0.3.4 or later - ### Step 1: Set up an Ollama server If don't already have ollama, please download and install it from here: [Ollama](https://ollama.com/download). @@ -161,10 +161,10 @@ def say_hello(): ### Step 2: Install CLDK -You may install the latest version of CLDK from our GitHub repository: +You may install the latest version of CLDK from [PyPi](https://pypi.org/project/cldk/): ```python -pip install git+https://github.com/IBM/codellm-devkit.git +pip install cldk ``` Once CLDK is installed, you can import it into your Python code: @@ -188,7 +188,6 @@ Now that we have set up the ollama server and installed CLDK, we can build a sim export JAVA_APP_PATH=/path/to/commons-cli-1.7.0 ``` - Below is a simple code summarization pipeline for a Java application using CLDK. It does the following things: * Creates a new instance of the CLDK class (see comment `# (1)`) From d2fb7e4fcc0c39d62ff41bcf80fef97871a834ba Mon Sep 17 00:00:00 2001 From: John Rofrano Date: Tue, 8 Oct 2024 20:53:02 -0400 Subject: [PATCH 2/5] Changed Apache badge to green Signed-off-by: John Rofrano --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 5367459..b47ec9f 100644 --- a/README.md +++ b/README.md @@ -3,7 +3,7 @@ ![image](https://github.com/IBM/codellm-devkit/docs/assets/cldk.png) [![Python 3.11](https://img.shields.io/badge/python-3.11-blue.svg)](https://www.python.org/downloads/release/python-3110/) -[![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) +[![License](https://img.shields.io/badge/License-Apache%202.0-green.svg)](https://opensource.org/licenses/Apache-2.0) Codellm-devkit (CLDK) is a multilingual program analysis framework that bridges the gap between traditional static analysis tools and Large Language Models (LLMs) specialized for code (CodeLLMs). Codellm-devkit allows developers to streamline the process of transforming raw code into actionable insights by providing a unified interface for integrating outputs from various analysis tools and preparing them for effective use by CodeLLMs. From c23ff2de4d82509639867a4e34ccbd0b56d764a9 Mon Sep 17 00:00:00 2001 From: John Rofrano Date: Tue, 8 Oct 2024 20:58:44 -0400 Subject: [PATCH 3/5] Updated image link to fully qualified Signed-off-by: John Rofrano --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b47ec9f..52fa4e8 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # CodeLLM-Devkit: A Python library for seamless interaction with CodeLLMs -![image](https://github.com/IBM/codellm-devkit/docs/assets/cldk.png) +![codellm-devkit logo](https://github.com/IBM/codellm-devkit/blob/main/docs/assets/cldk.png?raw=true) [![Python 3.11](https://img.shields.io/badge/python-3.11-blue.svg)](https://www.python.org/downloads/release/python-3110/) [![License](https://img.shields.io/badge/License-Apache%202.0-green.svg)](https://opensource.org/licenses/Apache-2.0) From b9a3e6efb7481a61b7312d7a3fc8490ee4c26111 Mon Sep 17 00:00:00 2001 From: John Rofrano Date: Wed, 9 Oct 2024 10:47:01 -0400 Subject: [PATCH 4/5] Removed -dev from version --- poetry.lock | 197 ++++++++++++++++++++++++++----------------------- pyproject.toml | 2 +- 2 files changed, 107 insertions(+), 92 deletions(-) diff --git a/poetry.lock b/poetry.lock index dd59bd9..28bc97d 100644 --- a/poetry.lock +++ b/poetry.lock @@ -311,101 +311,116 @@ pycparser = "*" [[package]] name = "charset-normalizer" -version = "3.3.2" +version = "3.4.0" description = "The Real First Universal Charset Detector. 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[tool.poetry] name = "cldk" -version = "0.1.0-dev" +version = "0.1.0" description = "codellm-devkit: A python library for seamless integration with LLMs." authors = ["Rahul Krishna ", "Rangeet Pan ", "Saurabh Sinhas ", "Raju Pavuluri "] From dd7c743e7c696aa232ceef2145b6a0b74f91c36a Mon Sep 17 00:00:00 2001 From: John Rofrano Date: Wed, 9 Oct 2024 10:47:27 -0400 Subject: [PATCH 5/5] Exclude dist build files --- .gitignore | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 1f6b882..73b46c2 100644 --- a/.gitignore +++ b/.gitignore @@ -44,4 +44,7 @@ scratch* __pycache__/ *.py[cod] .python-version -.venv/ \ No newline at end of file +.venv/ + +# Build files +dist/