DeepSeek R1 AI Assistant
Project description
DeepSeek R1 🐋
Overview
This repository contains a powerful coding assistant application that integrates with the DeepSeek API to process user conversations and generate structured JSON responses. Through an intuitive command-line interface, it can read local file contents, create new files, and apply diff edits to existing files in real time.
Key Features
-
DeepSeek Client Configuration
- Automatically configures an API client to use the DeepSeek service with a valid DEEPSEEK_API_KEY
- Connects to the DeepSeek endpoint specified in the environment variable to stream GPT-like completions
-
Data Models
- Leverages Pydantic for type-safe handling of file operations:
- FileToCreate: Defines structure for new files to be created
- FileToEdit: Specifies changes to be made to existing files
- AssistantResponse: Structures chat responses and file operations
- Leverages Pydantic for type-safe handling of file operations:
-
System Prompt
- Implements a comprehensive system prompt that guides conversation flow
- Ensures all responses follow strict JSON formatting
- Supports both file creation and editing operations
-
File Operations
- read_local_file(): Reads and returns file contents as string
- create_file(): Creates or updates files with provided content
- show_diff_table(): Displays proposed changes in a rich format
- apply_diff_edit(): Implements precise file modifications
-
File Integration Commands
- "/add path/to/file": Reads and includes single file content
- "/add path/to/folder": Adds all non-binary, non-hidden files from directory
- Enables context-aware assistance based on your codebase
-
Conversation Management
- Maintains conversation history for context awareness
- Streams responses via DeepSeek API in real-time
- Parses responses as JSON for structured operations
-
Interactive CLI
- Simple command-line interface
- Real-time file modification previews
- Easy confirmation of suggested changes
- Exit with "exit" or "quit" commands
Installation
-
Configure Environment:
# Create .env file with API key echo "DEEPSEEK_API_KEY=your_api_key_here" > .env
-
Install & Run:
Using pip:
pip install -r requirements.txt python3 src/deepseek_r1/main.py
Using uv (recommended for speed):
uv venv uv run src/deepseek_r1/main.py
Advanced Features: Reasoning Model
The src/deepseek_r1/r1.py
script provides enhanced capabilities using DeepSeek's Reasoning Model:
- Chain of Thought (CoT) reasoning visualization
- Transparent decision-making process
- Full compatibility with base features
- Dedicated reasoning display panel
- Clean conversation history
Usage:
python3 src/deepseek_r1/r1.py
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