Commit
Β·
700f9a1
1
Parent(s):
8cdde00
created app
Browse files- README.md +86 -1
- app.py +333 -0
- requirements.txt +13 -0
README.md
CHANGED
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@@ -10,4 +10,89 @@ pinned: false
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license: mit
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---
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-
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license: mit
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---
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+
# π€ Self-Documentation Agent System
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An AI-powered system that automatically analyzes, documents, and validates Python code using LangGraph workflows and Google's Gemini 2.5 Flash model.
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## π Features
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- **Intelligent Documentation Detection**: Automatically skips documentation if already present
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- **Comprehensive Code Documentation**: Generates detailed docstrings, inline comments, and warnings
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- **Automated Code Testing**: Executes code with various test scenarios and captures I/O behavior
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- **Professional Output**: Clean, business-appropriate formatting without excessive emojis
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- **Library Research**: Uses web search to understand unfamiliar libraries
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- **Issue Identification**: Flags potential syntax errors, logic problems, and security risks
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## π§ How It Works
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The system uses a simplified three-node LangGraph workflow:
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1. **Research Node**: Analyzes code structure, identifies libraries, and checks existing documentation
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2. **Document Node**: Adds comprehensive docstrings and inline comments using Google style
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3. **Analyze Node**: Executes code with various test scenarios and identifies potential issues
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## π Requirements
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To use this system, you'll need:
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- **Google API Key**: For accessing the Gemini 2.5 Flash model
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- Get it from [Google AI Studio](https://makersuite.google.com/app/apikey)
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- **Tavily API Key**: For web search functionality during library research
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- Get it from [Tavily](https://tavily.com/)
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## π― Use Cases
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- **Code Review**: Automatically document and analyze code before reviews
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- **Legacy Code**: Add documentation to undocumented codebases
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- **Learning**: Understand how code works through comprehensive analysis
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- **Quality Assurance**: Identify potential issues and improvements
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- **Documentation Standards**: Ensure consistent documentation across projects
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## π οΈ Technologies
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- **LangGraph**: Workflow orchestration and state management
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- **Google Gemini 2.5 Flash**: Advanced language model for code analysis
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- **Tavily Search**: Web search for library research
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- **Gradio**: Interactive web interface
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- **Python AST**: Code structure analysis
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## π Example Output
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### Input Code
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```python
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def divide_numbers(a, b):
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return a / b
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```
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### Documented Output
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```python
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def divide_numbers(a, b):
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"""
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Divides two numbers.
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Args:
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a (float or int): The numerator.
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b (float or int): The denominator.
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Returns:
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float: The result of the division.
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Raises:
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ZeroDivisionError: If the denominator 'b' is zero.
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"""
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# WARNING: This function will raise a ZeroDivisionError if 'b' is 0.
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# For robust applications, consider adding a try-except block or a check for b == 0.
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return a / b
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```
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### Analysis Results
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- **Issues Found**: Division by zero risk
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- **Test Results**: Execution with various inputs
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- **Recommendations**: Add error handling
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- **Usage Guidelines**: Implementation best practices
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## π Privacy & Security
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- API keys are handled securely and not stored
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- Code processing happens in isolated environments
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- No data is permanently stored or shared
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app.py
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| 1 |
+
"""
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| 2 |
+
Self-Documentation Agent System - Gradio Demo
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| 3 |
+
A Hugging Face Spaces demo for the LangGraph-based code documentation workflow
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| 4 |
+
"""
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| 5 |
+
|
| 6 |
+
import os
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| 7 |
+
import gradio as gr
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| 8 |
+
import tempfile
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| 9 |
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import zipfile
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| 10 |
+
from io import BytesIO
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| 11 |
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from typing import Dict, Tuple
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| 12 |
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import datetime
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| 13 |
+
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| 14 |
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# Import the main workflow function
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| 15 |
+
from main import run_documentation_workflow
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| 16 |
+
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| 17 |
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def process_code(code_input: str, google_api_key: str, tavily_api_key: str) -> Tuple[str, str, str]:
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| 18 |
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"""
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| 19 |
+
Process the input code through the documentation workflow
|
| 20 |
+
|
| 21 |
+
Args:
|
| 22 |
+
code_input: Python code to analyze and document
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| 23 |
+
google_api_key: Google API key for Gemini model
|
| 24 |
+
tavily_api_key: Tavily API key for web search
|
| 25 |
+
|
| 26 |
+
Returns:
|
| 27 |
+
Tuple of (documented_code, analysis_results, status_message)
|
| 28 |
+
"""
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| 29 |
+
if not code_input.strip():
|
| 30 |
+
return "", "", "β Please provide Python code to analyze"
|
| 31 |
+
|
| 32 |
+
if not google_api_key.strip():
|
| 33 |
+
return "", "", "β Please provide a Google API key. Get one from [Google AI Studio](https://makersuite.google.com/app/apikey)"
|
| 34 |
+
|
| 35 |
+
if not tavily_api_key.strip():
|
| 36 |
+
return "", "", "β Please provide a Tavily API key. Get one from [Tavily](https://tavily.com/)"
|
| 37 |
+
|
| 38 |
+
try:
|
| 39 |
+
# Set environment variables
|
| 40 |
+
os.environ["GOOGLE_API_KEY"] = google_api_key.strip()
|
| 41 |
+
os.environ["TAVILY_API_KEY"] = tavily_api_key.strip()
|
| 42 |
+
|
| 43 |
+
# Show processing status
|
| 44 |
+
status_msg = "π Processing your code through the documentation workflow..."
|
| 45 |
+
|
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+
# Run the workflow
|
| 47 |
+
result = run_documentation_workflow(code_input)
|
| 48 |
+
|
| 49 |
+
# Read the generated files
|
| 50 |
+
documented_code = ""
|
| 51 |
+
analysis_results = ""
|
| 52 |
+
|
| 53 |
+
try:
|
| 54 |
+
with open("code.py", "r", encoding="utf-8") as f:
|
| 55 |
+
documented_code = f.read()
|
| 56 |
+
except FileNotFoundError:
|
| 57 |
+
documented_code = "# No documented code generated\n# The workflow may have encountered an issue"
|
| 58 |
+
|
| 59 |
+
try:
|
| 60 |
+
with open("analysis.txt", "r", encoding="utf-8") as f:
|
| 61 |
+
analysis_results = f.read()
|
| 62 |
+
except FileNotFoundError:
|
| 63 |
+
analysis_results = "No analysis results generated. The workflow may have encountered an issue."
|
| 64 |
+
|
| 65 |
+
# Create status message
|
| 66 |
+
libraries_count = len(result.get('libraries_used', []))
|
| 67 |
+
issues_count = len(result.get('issues_found', []))
|
| 68 |
+
tests_count = len(result.get('test_results', []))
|
| 69 |
+
|
| 70 |
+
status = f"""β
**Workflow completed successfully!**
|
| 71 |
+
|
| 72 |
+
π **Summary:**
|
| 73 |
+
- π Libraries found: {libraries_count}
|
| 74 |
+
- β οΈ Issues identified: {issues_count}
|
| 75 |
+
- π§ͺ Test results: {tests_count}
|
| 76 |
+
- π Status: {result.get('current_step', 'completed')}
|
| 77 |
+
|
| 78 |
+
π‘ **Next Steps:**
|
| 79 |
+
1. Review the documented code on the left
|
| 80 |
+
2. Check the analysis results on the right
|
| 81 |
+
3. Address any issues or recommendations
|
| 82 |
+
4. Test your code with the suggested improvements
|
| 83 |
+
"""
|
| 84 |
+
|
| 85 |
+
return documented_code, analysis_results, status
|
| 86 |
+
|
| 87 |
+
except Exception as e:
|
| 88 |
+
error_details = str(e)
|
| 89 |
+
if "API key" in error_details.lower():
|
| 90 |
+
error_msg = f"β **API Key Error**: {error_details}\n\nPlease check that your API keys are valid and have the necessary permissions."
|
| 91 |
+
elif "quota" in error_details.lower() or "limit" in error_details.lower():
|
| 92 |
+
error_msg = f"β **Rate Limit Error**: {error_details}\n\nYou may have exceeded your API quota. Please try again later."
|
| 93 |
+
else:
|
| 94 |
+
error_msg = f"β **Processing Error**: {error_details}\n\nPlease check your code syntax and try again. If the issue persists, it may be a temporary service problem."
|
| 95 |
+
|
| 96 |
+
return "", "", error_msg
|
| 97 |
+
|
| 98 |
+
def create_download_file() -> str:
|
| 99 |
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"""Create a zip file with the generated outputs for download"""
|
| 100 |
+
try:
|
| 101 |
+
# Create a temporary zip file
|
| 102 |
+
zip_buffer = BytesIO()
|
| 103 |
+
|
| 104 |
+
with zipfile.ZipFile(zip_buffer, 'w', zipfile.ZIP_DEFLATED) as zip_file:
|
| 105 |
+
# Add code.py if it exists
|
| 106 |
+
if os.path.exists("code.py"):
|
| 107 |
+
zip_file.write("code.py", "documented_code.py")
|
| 108 |
+
|
| 109 |
+
# Add analysis.txt if it exists
|
| 110 |
+
if os.path.exists("analysis.txt"):
|
| 111 |
+
zip_file.write("analysis.txt", "analysis_results.txt")
|
| 112 |
+
|
| 113 |
+
# Add workflow diagram if it exists
|
| 114 |
+
if os.path.exists("workflow_diagram.png"):
|
| 115 |
+
zip_file.write("workflow_diagram.png", "workflow_diagram.png")
|
| 116 |
+
|
| 117 |
+
# Save to temporary file
|
| 118 |
+
temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.zip')
|
| 119 |
+
temp_file.write(zip_buffer.getvalue())
|
| 120 |
+
temp_file.close()
|
| 121 |
+
|
| 122 |
+
return temp_file.name
|
| 123 |
+
|
| 124 |
+
except Exception as e:
|
| 125 |
+
print(f"Error creating download file: {e}")
|
| 126 |
+
return None
|
| 127 |
+
|
| 128 |
+
# Sample code for demonstration
|
| 129 |
+
SAMPLE_CODE = '''import math
|
| 130 |
+
import random
|
| 131 |
+
|
| 132 |
+
def calculate_area(shape, **kwargs):
|
| 133 |
+
if shape == "circle":
|
| 134 |
+
return math.pi * kwargs["radius"] ** 2
|
| 135 |
+
elif shape == "rectangle":
|
| 136 |
+
return kwargs["width"] * kwargs["height"]
|
| 137 |
+
else:
|
| 138 |
+
return 0
|
| 139 |
+
|
| 140 |
+
def divide_numbers(a, b):
|
| 141 |
+
return a / b
|
| 142 |
+
|
| 143 |
+
def process_list(items):
|
| 144 |
+
total = 0
|
| 145 |
+
for i in range(len(items)):
|
| 146 |
+
total += items[i] * 2
|
| 147 |
+
return total
|
| 148 |
+
|
| 149 |
+
class Calculator:
|
| 150 |
+
def __init__(self):
|
| 151 |
+
self.history = []
|
| 152 |
+
|
| 153 |
+
def add(self, a, b):
|
| 154 |
+
result = a + b
|
| 155 |
+
self.history.append(f"{a} + {b} = {result}")
|
| 156 |
+
return result
|
| 157 |
+
|
| 158 |
+
def divide(self, a, b):
|
| 159 |
+
return divide_numbers(a, b)
|
| 160 |
+
|
| 161 |
+
# Example usage
|
| 162 |
+
calc = Calculator()
|
| 163 |
+
result = calc.add(5, 3)
|
| 164 |
+
area = calculate_area("circle", radius=5)
|
| 165 |
+
division = calc.divide(10, 2)
|
| 166 |
+
items = [1, 2, 3, 4]
|
| 167 |
+
processed = process_list(items)
|
| 168 |
+
print(f"Results: {result}, {area:.2f}, {division}, {processed}")'''
|
| 169 |
+
|
| 170 |
+
# Create the Gradio interface
|
| 171 |
+
def create_interface():
|
| 172 |
+
"""Create the Gradio interface for the documentation system"""
|
| 173 |
+
|
| 174 |
+
with gr.Blocks(
|
| 175 |
+
title="Self-Documentation Agent System",
|
| 176 |
+
theme=gr.themes.Soft(),
|
| 177 |
+
css="""
|
| 178 |
+
.gradio-container {
|
| 179 |
+
max-width: 1200px !important;
|
| 180 |
+
}
|
| 181 |
+
.code-output {
|
| 182 |
+
font-family: 'Courier New', monospace;
|
| 183 |
+
font-size: 12px;
|
| 184 |
+
}
|
| 185 |
+
"""
|
| 186 |
+
) as demo:
|
| 187 |
+
|
| 188 |
+
gr.Markdown("""
|
| 189 |
+
# π€ Self-Documentation Agent System
|
| 190 |
+
|
| 191 |
+
An AI-powered system that automatically analyzes, documents, and validates Python code using LangGraph workflows and Google's Gemini 2.5 Flash model.
|
| 192 |
+
|
| 193 |
+
## β¨ Features
|
| 194 |
+
- **π§ Intelligent Documentation**: Adds comprehensive docstrings and comments
|
| 195 |
+
- **π Code Analysis**: Identifies issues and provides recommendations
|
| 196 |
+
- **π§ͺ Automated Testing**: Executes code with various test scenarios
|
| 197 |
+
- **π Professional Output**: Clean, business-appropriate formatting
|
| 198 |
+
- **π Library Research**: Uses web search to understand unfamiliar libraries
|
| 199 |
+
|
| 200 |
+
## π How to Use
|
| 201 |
+
1. **π Enter API Keys**: Get your free keys from the links below
|
| 202 |
+
2. **π Add Your Code**: Paste Python code or use the sample
|
| 203 |
+
3. **β‘ Process**: Click "Analyze & Document Code"
|
| 204 |
+
4. **π Review Results**: Check documented code and analysis
|
| 205 |
+
|
| 206 |
+
> **π‘ Tip**: The system works best with functions, classes, and complete code snippets!
|
| 207 |
+
""")
|
| 208 |
+
|
| 209 |
+
with gr.Row():
|
| 210 |
+
with gr.Column(scale=1):
|
| 211 |
+
gr.Markdown("### π API Configuration")
|
| 212 |
+
google_key = gr.Textbox(
|
| 213 |
+
label="π Google API Key",
|
| 214 |
+
placeholder="Enter your Google API key for Gemini access",
|
| 215 |
+
type="password",
|
| 216 |
+
info="π Get your free key: https://makersuite.google.com/app/apikey"
|
| 217 |
+
)
|
| 218 |
+
tavily_key = gr.Textbox(
|
| 219 |
+
label="π Tavily API Key",
|
| 220 |
+
placeholder="Enter your Tavily API key for web search",
|
| 221 |
+
type="password",
|
| 222 |
+
info="π Get your free key: https://tavily.com/"
|
| 223 |
+
)
|
| 224 |
+
|
| 225 |
+
gr.Markdown("### π Input Code")
|
| 226 |
+
code_input = gr.Code(
|
| 227 |
+
label="Python Code to Analyze",
|
| 228 |
+
language="python",
|
| 229 |
+
value=SAMPLE_CODE,
|
| 230 |
+
lines=20,
|
| 231 |
+
info="Paste your Python code here for analysis and documentation"
|
| 232 |
+
)
|
| 233 |
+
|
| 234 |
+
analyze_btn = gr.Button(
|
| 235 |
+
"π Analyze & Document Code",
|
| 236 |
+
variant="primary",
|
| 237 |
+
size="lg"
|
| 238 |
+
)
|
| 239 |
+
|
| 240 |
+
# Add sample code button
|
| 241 |
+
sample_btn = gr.Button(
|
| 242 |
+
"π Load Sample Code",
|
| 243 |
+
variant="secondary"
|
| 244 |
+
)
|
| 245 |
+
|
| 246 |
+
with gr.Row():
|
| 247 |
+
status_output = gr.Markdown(
|
| 248 |
+
label="Status",
|
| 249 |
+
value="Ready to analyze code. Please provide your API keys and code."
|
| 250 |
+
)
|
| 251 |
+
|
| 252 |
+
with gr.Row():
|
| 253 |
+
with gr.Column(scale=1):
|
| 254 |
+
gr.Markdown("### π Documented Code")
|
| 255 |
+
documented_output = gr.Code(
|
| 256 |
+
label="Generated Documentation",
|
| 257 |
+
language="python",
|
| 258 |
+
lines=25,
|
| 259 |
+
elem_classes=["code-output"],
|
| 260 |
+
info="Your code enhanced with comprehensive documentation"
|
| 261 |
+
)
|
| 262 |
+
|
| 263 |
+
with gr.Column(scale=1):
|
| 264 |
+
gr.Markdown("### π Analysis Results")
|
| 265 |
+
analysis_output = gr.Textbox(
|
| 266 |
+
label="Code Analysis & Test Results",
|
| 267 |
+
lines=25,
|
| 268 |
+
elem_classes=["code-output"],
|
| 269 |
+
info="Detailed analysis, issues, and test results"
|
| 270 |
+
)
|
| 271 |
+
|
| 272 |
+
# Event handlers
|
| 273 |
+
analyze_btn.click(
|
| 274 |
+
fn=process_code,
|
| 275 |
+
inputs=[code_input, google_key, tavily_key],
|
| 276 |
+
outputs=[documented_output, analysis_output, status_output]
|
| 277 |
+
)
|
| 278 |
+
|
| 279 |
+
sample_btn.click(
|
| 280 |
+
fn=lambda: SAMPLE_CODE,
|
| 281 |
+
outputs=code_input
|
| 282 |
+
)
|
| 283 |
+
|
| 284 |
+
# Add information section
|
| 285 |
+
with gr.Accordion("βΉοΈ About the Workflow", open=False):
|
| 286 |
+
gr.Markdown("""
|
| 287 |
+
### Workflow Steps
|
| 288 |
+
|
| 289 |
+
1. **Research Node**: Analyzes code structure, identifies libraries, and checks existing documentation
|
| 290 |
+
2. **Document Node**: Adds comprehensive docstrings and inline comments using Google style
|
| 291 |
+
3. **Analyze Node**: Executes code with various test scenarios and identifies potential issues
|
| 292 |
+
4. **Final Node**: Saves results and provides summary
|
| 293 |
+
|
| 294 |
+
### What You Get
|
| 295 |
+
|
| 296 |
+
- **Enhanced Code**: Your original code with professional documentation
|
| 297 |
+
- **Detailed Analysis**: Comprehensive testing results and recommendations
|
| 298 |
+
- **Issue Identification**: Potential problems and improvement suggestions
|
| 299 |
+
- **Usage Guidelines**: Instructions for implementation and testing
|
| 300 |
+
|
| 301 |
+
### API Keys Required
|
| 302 |
+
|
| 303 |
+
- **Google API Key**: Get it from [Google AI Studio](https://makersuite.google.com/app/apikey)
|
| 304 |
+
- **Tavily API Key**: Get it from [Tavily](https://tavily.com/) for web search functionality
|
| 305 |
+
""")
|
| 306 |
+
|
| 307 |
+
with gr.Accordion("π§ Technical Details", open=False):
|
| 308 |
+
gr.Markdown("""
|
| 309 |
+
### Technologies Used
|
| 310 |
+
|
| 311 |
+
- **LangGraph**: Workflow orchestration and state management
|
| 312 |
+
- **Google Gemini 2.5 Flash**: Advanced language model for analysis
|
| 313 |
+
- **Tavily Search**: Web search for library research
|
| 314 |
+
- **Python AST**: Code structure analysis
|
| 315 |
+
- **Code Execution Tools**: Safe code testing environment
|
| 316 |
+
|
| 317 |
+
### Supported Features
|
| 318 |
+
|
| 319 |
+
- Function and class documentation
|
| 320 |
+
- Inline code comments
|
| 321 |
+
- Error handling analysis
|
| 322 |
+
- Performance recommendations
|
| 323 |
+
- Security issue identification
|
| 324 |
+
- Test case generation
|
| 325 |
+
- I/O behavior documentation
|
| 326 |
+
""")
|
| 327 |
+
|
| 328 |
+
return demo
|
| 329 |
+
|
| 330 |
+
# Create and launch the interface
|
| 331 |
+
if __name__ == "__main__":
|
| 332 |
+
demo = create_interface()
|
| 333 |
+
demo.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio
|
| 2 |
+
langgraph
|
| 3 |
+
langchain
|
| 4 |
+
langchain-google-genai
|
| 5 |
+
langchain-community
|
| 6 |
+
langchain-experimental
|
| 7 |
+
tavily-python
|
| 8 |
+
python-dotenv
|
| 9 |
+
pyppeteer
|
| 10 |
+
pydantic
|
| 11 |
+
PyYAML
|
| 12 |
+
graphviz
|
| 13 |
+
requests
|