### Backend Setup: Start Server

Source: https://github.com/loukie7/datacapsule/blob/main/readme_en.md

Starts the Datacapsule backend service using the main Python script.

```Bash
python main.py
```

--------------------------------

### Backend Setup and Configuration

Source: https://github.com/loukie7/datacapsule/blob/main/readme.md

This section covers the backend setup for Datacapsule, including installing Python dependencies using pip and configuring environment variables by copying an example file and editing it. It requires Python 3.11+ and pip.

```Bash
# Install dependencies
pip install -r requirements.txt

# Configure environment variables
cp .env.example .env
# Edit .env with your API keys and configuration
```

--------------------------------

### Backend Setup: Configure Environment Variables

Source: https://github.com/loukie7/datacapsule/blob/main/readme_en.md

Copies the example environment file and instructs the user to edit it with their API keys and configurations.

```Bash
cp .env.example .env
# 使用您的API密钥和配置编辑.env文件
```

--------------------------------

### Backend Setup: Install Dependencies

Source: https://github.com/loukie7/datacapsule/blob/main/readme_en.md

Installs the necessary Python dependencies for the Datacapsule backend using a requirements file.

```Bash
pip install -r requirements.txt
```

--------------------------------

### Install MarkupSafe

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the MarkupSafe library

--------------------------------

### Install loguru

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the loguru library, version 0.7.3, for logging.

```shell
pip install loguru==0.7.3
```

--------------------------------

### Install asyncer

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the asyncer library, version 0.0.8, for asynchronous utilities.

```shell
pip install asyncer==0.0.8
```

--------------------------------

### Install click

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the click library, version 8.1.8, for creating command-line interfaces.

```shell
pip install click==8.1.8
```

--------------------------------

### Install httpcore

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the httpcore library, version 1.0.7, a low-level HTTP client.

```shell
pip install httpcore==1.0.7
```

--------------------------------

### Install frozenlist

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the frozenlist library, version 1.5.0, for immutable lists.

```shell
pip install frozenlist==1.5.0
```

--------------------------------

### Install markitdown

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the markitdown library, version 0.0.1a4, for Markdown parsing.

```shell
pip install markitdown==0.0.1a4
```

--------------------------------

### Install diskcache

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the diskcache library, version 5.6.3, for disk-backed caching.

```shell
pip install diskcache==5.6.3
```

--------------------------------

### Install et_xmlfile

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the et_xmlfile library, version 2.0.0, for creating XML files.

```shell
pip install et_xmlfile==2.0.0
```

--------------------------------

### Install annotated-types

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the annotated-types library, version 0.7.0, for type annotations.

```shell
pip install annotated-types==0.7.0
```

--------------------------------

### Install huggingface-hub

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the huggingface-hub library, version 0.28.1, for interacting with the Hugging Face Hub.

```shell
pip install huggingface-hub==0.28.1
```

--------------------------------

### Install dnspython

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the dnspython library, version 2.7.0, for DNS operations.

```shell
pip install dnspython==2.7.0
```

--------------------------------

### Start Backend Service

Source: https://github.com/loukie7/datacapsule/blob/main/readme.md

This snippet shows how to start the backend service for the Datacapsule project using a Python script. It assumes the main application logic is in 'main.py'.

```bash
python main.py
```

--------------------------------

### Install colorlog

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the colorlog library, version 6.9.0, for colored output in logging.

```shell
pip install colorlog==6.9.0
```

--------------------------------

### Install ipykernel

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the ipykernel library, version 6.29.5, for the IPython kernel.

```shell
pip install ipykernel==6.29.5
```

--------------------------------

### Environment Configuration for Datacapsule

Source: https://github.com/loukie7/datacapsule/blob/main/readme_en.md

Provides an example of the .env file for configuring Datacapsule, including LLM, Embedding, and system settings.

```Env
# LLM配置
LLM_TYPE="openai"
API_KEY="your-api-key"
BASE_URL="https://api.openai.com/v1"
LLM_MODEL="gpt-3.5-turbo"

# Embedding配置
EMBEDDING_MODEL="text-embedding-ada-002"
EMBEDDING_MODEL_API_KEY="your-embedding-api-key"

# 系统配置
LOG_LEVEL="INFO"
DATABASE_URL="sqlite:///.dbs/interactions.db"
VECTOR_SEARCH_TOP_K=3
```

--------------------------------

### Install markdownify

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the markdownify library, version 1.0.0, for converting HTML to Markdown.

```shell
pip install markdownify==1.0.0
```

--------------------------------

### Install filelock

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the filelock library, version 3.17.0, for file-based locking.

```shell
pip install filelock==3.17.0
```

--------------------------------

### Install decorator

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the decorator library, version 5.1.1, for simplifying the creation of decorators.

```shell
pip install decorator==5.1.1
```

--------------------------------

### Install asyncpg

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the asyncpg library, version 0.30.0, an asynchronous PostgreSQL database interface.

```shell
pip install asyncpg==0.30.0
```

--------------------------------

### Clone Datacapsule Repository

Source: https://github.com/loukie7/datacapsule/blob/main/readme.md

This snippet demonstrates how to clone the Datacapsule repository from GitHub and navigate into the project directory. It requires Git to be installed.

```Bash
git clone https://github.com/loukie7/Datacapsule.git
cd Datacapsule
```

--------------------------------

### Install asttokens

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the asttokens library, version 3.0.0, for working with AST tokens.

```shell
pip install asttokens==3.0.0
```

--------------------------------

### Install jmespath

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the jmespath library, version 1.0.1, for querying JSON data.

```shell
pip install jmespath==1.0.1
```

--------------------------------

### Install jiter

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the jiter library, version 0.8.2, for JSON parsing.

```shell
pip install jiter==0.8.2
```

--------------------------------

### Install aiohttp

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the aiohttp library, version 3.11.12, a powerful asynchronous HTTP client/server framework.

```shell
pip install aiohttp==3.11.12
```

--------------------------------

### Install comm

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the comm library, version 0.2.2, for communication between processes.

```shell
pip install comm==0.2.2
```

--------------------------------

### Install dashscope

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the dashscope library, version 1.22.1, for interacting with the DashScope AI platform.

```shell
pip install dashscope==1.22.1
```

--------------------------------

### Install azure-identity

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the azure-identity library, version 1.20.0, for Azure identity management.

```shell
pip install azure-identity==1.20.0
```

--------------------------------

### Install jupyter_client

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the jupyter_client library, version 8.6.3, for the Jupyter client.

```shell
pip install jupyter_client==8.6.3
```

--------------------------------

### Install defusedxml

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the defusedxml library, version 0.7.1, for safely parsing XML.

```shell
pip install defusedxml==0.7.1
```

--------------------------------

### Install anyio

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the anyio library, version 4.8.0, a compatibility layer for asyncio and other asynchronous backends.

```shell
pip install anyio==4.8.0
```

--------------------------------

### Install litellm

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the litellm library, version 1.61.6, for simplifying LLM API calls.

```shell
pip install litellm==1.61.6
```

--------------------------------

### Install httpx

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the httpx library, version 0.28.1, a next generation HTTP client for Python.

```shell
pip install httpx==0.28.1
```

--------------------------------

### Install mammoth

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the mammoth library, version 1.9.0, for converting .docx documents to simple HTML.

```shell
pip install mammoth==1.9.0
```

--------------------------------

### Install importlib_metadata

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the importlib_metadata library, version 8.6.1, for accessing package metadata.

```shell
pip install importlib_metadata==8.6.1
```

--------------------------------

### Install cryptography

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the cryptography library, version 43.0.3, for cryptographic recipes and primitives.

```shell
pip install cryptography==43.0.3
```

--------------------------------

### Install idna

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the idna library, version 3.10, for Internationalized Domain Names in Applications.

```shell
pip install idna==3.10
```

--------------------------------

### Install distro

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the distro library, version 1.9.0, for retrieving Linux distribution information.

```shell
pip install distro==1.9.0
```

--------------------------------

### Install backoff

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the backoff library, version 2.2.1, for exponential backoff and retry logic.

```shell
pip install backoff==2.2.1
```

--------------------------------

### Install httptools

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the httptools library, version 0.6.4, for HTTP protocol parsing.

```shell
pip install httptools==0.6.4
```

--------------------------------

### Install aiosignal

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the aiosignal library, version 1.3.2, a simple asyncio signal handling library.

```shell
pip install aiosignal==1.3.2
```

--------------------------------

### Install fsspec

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the fsspec library, version 2024.12.0, for file system specification.

```shell
pip install fsspec==2024.12.0
```

--------------------------------

### Install lxml

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the lxml library, version 5.3.1, for processing XML and HTML.

```shell
pip install lxml==5.3.1
```

--------------------------------

### Install fastapi-sso

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the fastapi-sso library, version 0.16.0, for Single Sign-On (SSO) with FastAPI.

```shell
pip install fastapi-sso==0.16.0
```

--------------------------------

### Install jedi

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the jedi library, version 0.19.2, for code completion and analysis.

```shell
pip install jedi==0.19.2
```

--------------------------------

### Install charset-normalizer

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the charset-normalizer library, version 3.4.1, for detecting character encodings.

```shell
pip install charset-normalizer==3.4.1
```

--------------------------------

### Install json_repair

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the json_repair library, version 0.37.0, for repairing malformed JSON.

```shell
pip install json_repair==0.37.0
```

--------------------------------

### Install datasets

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the datasets library, version 3.3.0, for easily accessing and sharing datasets.

```shell
pip install datasets==3.3.0
```

--------------------------------

### Install Mako

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the Mako library, version 1.3.9, a Python templating engine.

```shell
pip install Mako==1.3.9
```

--------------------------------

### Install h11

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the h11 library, version 0.14.0, an HTTP/1.1 protocol implementation.

```shell
pip install h11==0.14.0
```

--------------------------------

### Install executing

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the executing library, version 2.2.0, for retrieving source code from AST nodes.

```shell
pip install executing==2.2.0
```

--------------------------------

### Install debugpy

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the debugpy library, version 1.8.12, for debugging Python code.

```shell
pip install debugpy==1.8.12
```

--------------------------------

### Install alembic

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the alembic library, version 1.14.1, a database migration tool for SQLAlchemy.

```shell
pip install alembic==1.14.1
```

--------------------------------

### Install cobble

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the cobble library, version 0.1.4, for building Python objects.

```shell
pip install cobble==0.1.4
```

--------------------------------

### Install aiobotocore

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the aiobotocore library, version 2.18.0, which is an asynchronous client for AWS services.

```shell
pip install aiobotocore==2.18.0
```

--------------------------------

### Install jsonschema-specifications

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the jsonschema-specifications library, version 2024.10.1, for JSON schema specifications.

```shell
pip install jsonschema-specifications==2024.10.1
```

--------------------------------

### Install jsonschema

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the jsonschema library, version 4.23.0, for validating JSON data.

```shell
pip install jsonschema==4.23.0
```

--------------------------------

### Install aiofiles

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the aiofiles library, version 24.1.0, for asynchronous file operations.

```shell
pip install aiofiles==24.1.0
```

--------------------------------

### Install email_validator

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the email_validator library, version 2.2.0, for validating email addresses.

```shell
pip install email_validator==2.2.0
```

--------------------------------

### Install Jinja2

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the Jinja2 library, version 3.1.5, a fast, expressive, extensible templating engine.

```shell
pip install Jinja2==3.1.5
```

--------------------------------

### Install aioitertools

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the aioitertools library, version 0.12.0, providing asynchronous versions of itertools.

```shell
pip install aioitertools==0.12.0
```

--------------------------------

### Install dspy

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the dspy library, version 2.6.3, a framework for programming with language models.

```shell
pip install dspy==2.6.3
```

--------------------------------

### Install joblib

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the joblib library, version 1.4.2, for parallel computing and caching.

```shell
pip install joblib==1.4.2
```

--------------------------------

### Install azure-ai-documentintelligence

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the azure-ai-documentintelligence library, version 1.0.0, for interacting with Azure Document Intelligence.

```shell
pip install azure-ai-documentintelligence==1.0.0
```

--------------------------------

### Install cloudpickle

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the cloudpickle library, version 3.1.1, for pickling Python objects.

```shell
pip install cloudpickle==3.1.1
```

--------------------------------

### Install azure-core

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the azure-core library, version 1.32.0, providing core functionalities for Azure SDKs.

```shell
pip install azure-core==1.32.0
```

--------------------------------

### Install ipython

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the ipython library, version 8.32.0, an enhanced interactive Python shell.

```shell
pip install ipython==8.32.0
```

--------------------------------

### Install aioboto3

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the aioboto3 library, version 13.4.0, which provides asynchronous access to AWS services.

```shell
pip install aioboto3==13.4.0
```

--------------------------------

### Install cachetools

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the cachetools library, version 5.5.1, for memoizing functions and caching results.

```shell
pip install cachetools==5.5.1
```

--------------------------------

### Install isodate

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the isodate library, version 0.7.2, for parsing and formatting ISO 8601 dates.

```shell
pip install isodate==0.7.2
```

--------------------------------

### Install fastapi

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the fastapi library, version 0.115.8, a modern, fast (high-performance) web framework for building APIs with Python.

```shell
pip install fastapi==0.115.8
```

--------------------------------

### Install botocore

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the botocore library, version 1.36.1, a low-level interface for AWS services.

```shell
pip install botocore==1.36.1
```

--------------------------------

### Install jupyter_core

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the jupyter_core library, version 5.7.2, for Jupyter core functionalities.

```shell
pip install jupyter_core==5.7.2
```

--------------------------------

### Install gunicorn

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the gunicorn library, version 22.0.0, a Python WSGI HTTP Server for UNIX.

```shell
pip install gunicorn==22.0.0
```

--------------------------------

### Install cffi

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the cffi library, version 1.17.1, for Foreign Function Interface for Python.

```shell
pip install cffi==1.17.1
```

--------------------------------

### Install magicattr

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the magicattr library, version 0.1.6, for accessing attributes using strings.

```shell
pip install magicattr==0.1.6
```

--------------------------------

### Install attrs

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the attrs library, version 25.1.0, for simplifying the creation of Python classes.

```shell
pip install attrs==25.1.0
```

--------------------------------

### Install boto3

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the boto3 library, version 1.36.1, the Amazon Web Services (AWS) SDK for Python.

```shell
pip install boto3==1.36.1
```

--------------------------------

### Install certifi

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the certifi library, version 2025.1.31, which provides Mozilla's carefully curated collection of Root Certificates.

```shell
pip install certifi==2025.1.31
```

--------------------------------

### Install beautifulsoup4

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the beautifulsoup4 library, version 4.13.3, for parsing HTML and XML documents.

```shell
pip install beautifulsoup4==4.13.3
```

--------------------------------

### Clone Datacapsule Repository

Source: https://github.com/loukie7/datacapsule/blob/main/readme_en.md

This snippet shows how to clone the Datacapsule project from GitHub and navigate into the project directory.

```Bash
git clone https://github.com/loukie7/Datacapsule.git
cd Datacapsule
```

--------------------------------

### Install dill

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the dill library, version 0.3.8, for extending Python's pickling capabilities.

```shell
pip install dill==0.3.8
```

--------------------------------

### Database Configuration

Source: https://github.com/loukie7/datacapsule/blob/main/readme.md

Database configuration settings for the Datacapsule project, including the main database URL, species database URL, and the directory for RAG data.

```env
DATABASE_URL="sqlite:///.dbs/interactions.db"
SPECIES_DB_URL="./.dbs/marine_species.db"
RAG_DIR="graph_data_new"
```

--------------------------------

### Install appnope

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the appnope library, version 0.1.4, which prevents the application from sleeping in the background.

```shell
pip install appnope==0.1.4
```

--------------------------------

### Install jsonlines

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the jsonlines library, version 4.0.0, for reading and writing JSON Lines format.

```shell
pip install jsonlines==4.0.0
```

--------------------------------

### Install APScheduler

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the APScheduler library, version 3.11.0, a flexible job scheduling library for Python.

```shell
pip install APScheduler==3.11.0
```

--------------------------------

### Vector Search Parameters Configuration

Source: https://github.com/loukie7/datacapsule/blob/main/readme.md

Configuration parameters for vector search, specifying the number of results, similarity threshold, embedding dimension, and batch size. These are environment variables.

```env
VECTOR_SEARCH_TOP_K=3           # Number of results returned
BETTER_THAN_THRESHOLD=0.7       # Similarity threshold
EMBEDDING_DIM=1024              # Vector dimension
MAX_BATCH_SIZE=100              # Processing batch size
```

--------------------------------

### Install jsonpickle

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the jsonpickle library, version 4.0.2, for serializing complex Python objects to JSON.

```shell
pip install jsonpickle==4.0.2
```

--------------------------------

### Install aiohappyeyeballs

Source: https://github.com/loukie7/datacapsule/blob/main/requirements.txt

Installs the aiohappyeyeballs library, version 2.4.6, which implements the Happy Eyeballs algorithm for network connections.

```shell
pip install aiohappyeyeballs==2.4.6
```

--------------------------------

### System Configuration

Source: https://github.com/loukie7/datacapsule/blob/main/readme.md

Configuration parameters for the Datacapsule system, including logging level, database URL, and vector search settings. These are typically set as environment variables.

```env
LOG_LEVEL="INFO"
DATABASE_URL="sqlite:///.dbs/interactions.db"
VECTOR_SEARCH_TOP_K=3
```

--------------------------------

### Vector Search Advanced Configuration

Source: https://github.com/loukie7/datacapsule/blob/main/readme_en.md

Details advanced configuration parameters for the vector search functionality, including top-k results, similarity thresholds, embedding dimensions, and batch sizes.

```Env
VECTOR_SEARCH_TOP_K=3           # 返回结果数量
BETTER_THAN_THRESHOLD=0.7       # 相似度阈值
EMBEDDING_DIM=1024              # 向量维度
MAX_BATCH_SIZE=100              # 处理批次大小
```

--------------------------------

### Environment Variables for LLM and Embedding

Source: https://github.com/loukie7/datacapsule/blob/main/readme.md

This snippet shows the configuration of environment variables for Large Language Model (LLM) and embedding models. It includes settings for LLM type, API key, base URL, model name, and embedding model details. This configuration is crucial for the AI integration of Datacapsule.

```Env
# LLM Configuration
LLM_TYPE="openai"
API_KEY="your-api-key"
BASE_URL="https://api.openai.com/v1"
LLM_MODEL="gpt-3.5-turbo"

# Embedding Configuration
EMBEDDING_MODEL="text-embedding-ada-002"
EMBEDDING_MODEL_API_KEY="your-embedding-api-key"
```

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