diff --git a/server/intelligence-service/tests/__init__.py b/server/__init__.py similarity index 100% rename from server/intelligence-service/tests/__init__.py rename to server/__init__.py diff --git a/server/intelligence-service/.env.example b/server/intelligence-service/.env.example new file mode 100644 index 00000000..f908651a --- /dev/null +++ b/server/intelligence-service/.env.example @@ -0,0 +1,7 @@ +# For Non-Azure OpenAI +OPENAI_API_KEY=your-openai-secret-key + +# For Azure OpenAI +AZURE_OPENAI_API_KEY=your-azure-api-key +AZURE_OPENAI_ENDPOINT=your-azure-base-url +AZURE_OPENAI_API_VERSION=your-api-version diff --git a/server/intelligence-service/Dockerfile b/server/intelligence-service/Dockerfile new file mode 100644 index 00000000..8efb9af6 --- /dev/null +++ b/server/intelligence-service/Dockerfile @@ -0,0 +1,17 @@ +FROM python:3.12 as requirements-stage + +WORKDIR /tmp + +RUN pip install poetry +COPY ./pyproject.toml ./poetry.lock* /tmp/ +RUN poetry export -f requirements.txt --output requirements.txt --without-hashes + +FROM python:3.12 + +WORKDIR /code + +COPY --from=requirements-stage /tmp/requirements.txt /code/requirements.txt +RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt +COPY ./app /code/app + +CMD ["fastapi", "run", "app/main.py", "--port", "5000"] diff --git a/server/intelligence-service/README.md b/server/intelligence-service/README.md index 38de8fe7..33a967da 100644 --- a/server/intelligence-service/README.md +++ b/server/intelligence-service/README.md @@ -1,60 +1,41 @@ # Intelligence Service -This is a FastAPI service for interfacing with LangChain and other machine learning services. +## Overview -## Table of Contents +A FastAPI service for interfacing with machine learning models. -- [Installation](#installation) -- [Usage](#usage) -- [Project Structure](#project-structure) -- [Testing](#testing) +## Setup -## Installation +### Prerequisites -To set up the project locally, follow these steps: +- **Python 3.12** +- **Poetry** for dependency management +- **Docker** for containerization -1. **Install dependencies:** - The project uses `poetry` for dependency management. Install the dependencies by running: - ```bash - poetry install - ``` +### Installation -2. **Run the application:** - You can start the FastAPI application with Uvicorn: - ```bash - poetry run uvicorn src.main:app --reload - ``` +Install dependencies using Poetry: -## Usage +```bash +pip install poetry +poetry install +``` -After running the application, you can access the FastAPI API documentation at `http://127.0.0.1:8000/docs` or `http://127.0.0.1:8000/redoc`. +## Running the Service -## Project Structure +### Development -The project is organized as follows: -``` -intelligence-service/ -├── pyproject.toml -├── README.md -├── poetry.lock -├── .pytest_cache/ -├── tests/ -│ ├── __init__.py -│ └── test_hello.py -├── src/ -│ ├── config.py -│ ├── main.py -│ └── auth/ -│ └── router.py -└── ... +```bash +fastapi dev ``` -## Testing -The project includes a set of unit tests to ensure that the core functionalities work as expected. These tests are located in the `tests/` directory. +### Production -### Running Tests +```bash +fastapi run +``` + +## Usage -To run all tests, use the following command: +After running the application, you can access the FastAPI API documentation at `http://127.0.0.1:8000/docs` or `http://127.0.0.1:8000/redoc`. -```bash -poetry run pytest \ No newline at end of file diff --git a/server/intelligence-service/__init__.py b/server/intelligence-service/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/server/intelligence-service/app/__init__.py b/server/intelligence-service/app/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/server/intelligence-service/app/config.py b/server/intelligence-service/app/config.py new file mode 100644 index 00000000..f153b6d8 --- /dev/null +++ b/server/intelligence-service/app/config.py @@ -0,0 +1,19 @@ +from pydantic_settings import BaseSettings + + +class Settings(BaseSettings): + OPENAI_API_KEY: str = "" + + AZURE_OPENAI_API_KEY: str = "" + AZURE_OPENAI_ENDPOINT: str = "" + AZURE_OPENAI_API_VERSION: str = "" + + @property + def is_openai_available(self): + return bool(self.OPENAI_API_KEY) + + @property + def is_azure_openai_available(self): + return bool(self.AZURE_OPENAI_API_KEY) and bool(self.AZURE_OPENAI_ENDPOINT) and bool(self.AZURE_OPENAI_API_VERSION) + +settings = Settings() diff --git a/server/intelligence-service/app/main.py b/server/intelligence-service/app/main.py new file mode 100644 index 00000000..22560ae7 --- /dev/null +++ b/server/intelligence-service/app/main.py @@ -0,0 +1,18 @@ +from fastapi import FastAPI, HTTPException +from pydantic import BaseModel +from .model import model + +app = FastAPI() + + +class ChatRequest(BaseModel): + message: str + + +@app.post("/chat", response_model=dict, summary="Chat with LLM") +async def chat(request: ChatRequest): + try: + response = model.invoke(request.message) + return { "response": response.content } + except Exception as e: + raise HTTPException(status_code=500, detail=str(e)) diff --git a/server/intelligence-service/app/model.py b/server/intelligence-service/app/model.py new file mode 100644 index 00000000..e890fed0 --- /dev/null +++ b/server/intelligence-service/app/model.py @@ -0,0 +1,13 @@ +from langchain.chat_models.base import BaseChatModel +from langchain_openai import ChatOpenAI, AzureChatOpenAI +from .config import settings + + +model: BaseChatModel + +if settings.is_openai_available: + model = ChatOpenAI() +elif settings.is_azure_openai_available: + model = AzureChatOpenAI() +else: + raise EnvironmentError("No LLM available") diff --git a/server/intelligence-service/poetry.lock b/server/intelligence-service/poetry.lock index 4ae60d66..71289747 100644 --- a/server/intelligence-service/poetry.lock +++ b/server/intelligence-service/poetry.lock @@ -1,5 +1,141 @@ # This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +[[package]] +name = "aiohappyeyeballs" +version = 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interfacing with machine learning models." +authors = ["Felix T.J. Dietrich ", "milenasrb "] readme = "README.md" package-mode = false + [tool.poetry.dependencies] python = "^3.12" -fastapi = "^0.112.0" -uvicorn = "^0.30.5" - +fastapi = {extras = ["standard"], version = "0.112.1"} +pydantic-settings = "2.4.0" +langchain = "0.2.15" +langchain-openai = "0.1.23" -[tool.poetry.group.dev.dependencies] -httpx = "^0.27.0" -pytest = "^8.3.2" +[virtualenvs] +create = true +in-project = true +path = "./.venv" [build-system] requires = ["poetry-core"] diff --git a/server/intelligence-service/src/auth/router.py b/server/intelligence-service/src/auth/router.py deleted file mode 100644 index 6789d4d3..00000000 --- a/server/intelligence-service/src/auth/router.py +++ /dev/null @@ -1,8 +0,0 @@ -from fastapi import APIRouter - -router = APIRouter() - - -@router.get("/", response_model=dict, summary="Hello World Endpoint") -async def hello_world(): - return {"message": "Hello, World!"} diff --git a/server/intelligence-service/src/config.py b/server/intelligence-service/src/config.py deleted file mode 100644 index 032079d3..00000000 --- a/server/intelligence-service/src/config.py +++ /dev/null @@ -1,5 +0,0 @@ -class Settings: - APP_NAME: str = "Intelligence Service" - - -settings = Settings() diff --git a/server/intelligence-service/src/main.py b/server/intelligence-service/src/main.py deleted file mode 100644 index 82d24cec..00000000 --- a/server/intelligence-service/src/main.py +++ /dev/null @@ -1,8 +0,0 @@ -from fastapi import FastAPI - -from .auth.router import router -from .config import settings - -app = FastAPI(title=settings.APP_NAME) - -app.include_router(router) diff --git a/server/intelligence-service/tests/test_main.py b/server/intelligence-service/tests/test_main.py deleted file mode 100644 index 8c8405ba..00000000 --- a/server/intelligence-service/tests/test_main.py +++ /dev/null @@ -1,10 +0,0 @@ -from fastapi.testclient import TestClient -from src.main import app - -client = TestClient(app) - - -def test_hello_world(): - response = client.get("/") - assert response.status_code == 200 - assert response.json() == {"message": "Hello, World!"} diff --git a/server/webhook-ingest/pyproject.toml b/server/webhook-ingest/pyproject.toml index 2944edf1..5826184d 100644 --- a/server/webhook-ingest/pyproject.toml +++ b/server/webhook-ingest/pyproject.toml @@ -17,6 +17,7 @@ pydantic-settings = "2.4.0" [virtualenvs] create = true in-project = true +path = "./.venv" [build-system] requires = ["poetry-core"]