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Browse files- README.md +67 -5
- app.py +226 -0
- requirements.txt +3 -0
README.md
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---
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title: Code Explainer
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sdk: gradio
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sdk_version:
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app_file: app.py
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pinned: false
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---
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-
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---
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title: Code Explainer
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emoji: 💻
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colorFrom: green
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colorTo: blue
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sdk: gradio
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sdk_version: 5.9.1
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python_version: "3.10"
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app_file: app.py
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pinned: false
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license: mit
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short_description: AI-powered code explanation and documentation
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---
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# Code Explainer
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An AI-powered tool that explains code snippets in plain English. Paste any code and get a clear, educational explanation of what it does, how it works, and key concepts involved.
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## Features
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### Multi-Language Support
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Supports Python, JavaScript, TypeScript, Java, C++, Go, Rust, and more.
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### Explanation Levels
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Choose your expertise level:
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- **Beginner** - Simple explanations with analogies
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- **Intermediate** - Technical details with context
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- **Advanced** - In-depth analysis with edge cases
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### Structured Output
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Each explanation includes:
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- **Overview** - What the code does at a high level
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- **Line-by-Line Breakdown** - Detailed explanation of each part
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- **Key Concepts** - Important programming concepts used
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- **Potential Issues** - Common pitfalls or improvements
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### Syntax Highlighting
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Code is displayed with proper syntax highlighting for readability.
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## How to Use
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1. **Paste your code** into the input area
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2. **Select the language** (or let it auto-detect)
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3. **Choose explanation level** based on your experience
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4. **Click Explain** to get your explanation
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## Technical Details
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| Component | Technology |
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|-----------|------------|
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| Web Framework | Gradio 5.9.1 |
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| AI Model | Mistral-7B via HuggingFace Inference API |
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| Code Formatting | Pygments |
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## Example Use Cases
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- **Learning** - Understand unfamiliar code you encounter
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- **Code Review** - Get a second opinion on complex logic
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- **Documentation** - Generate explanations for your codebase
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- **Debugging** - Understand what code is supposed to do
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## Limitations
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- Works best with code snippets under 500 lines
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- Complex multi-file projects may need to be explained piece by piece
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- AI explanations should be verified for critical code
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## License
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MIT
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## Author
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Built by [Lorenzo Scaturchio](https://huggingface.co/gr8monk3ys)
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app.py
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"""
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Code Explainer - AI-powered code explanation using HuggingFace Inference API.
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"""
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import gradio as gr
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from huggingface_hub import InferenceClient
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from pygments import highlight
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from pygments.lexers import get_lexer_by_name, guess_lexer
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from pygments.formatters import HtmlFormatter
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# ---------------------------------------------------------------------------
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# Configuration
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# ---------------------------------------------------------------------------
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MODEL_ID = "mistralai/Mistral-7B-Instruct-v0.3"
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LANGUAGES = [
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"Auto-detect",
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"Python",
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"JavaScript",
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"TypeScript",
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"Java",
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"C++",
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"C",
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"Go",
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"Rust",
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"Ruby",
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"PHP",
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"Swift",
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"Kotlin",
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"SQL",
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"Bash",
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"HTML/CSS",
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]
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EXPLANATION_LEVELS = {
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"Beginner": "Explain this code in simple terms that a programming beginner would understand. Use analogies and avoid jargon. Focus on the 'what' rather than technical details.",
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"Intermediate": "Explain this code for someone with basic programming knowledge. Include technical details but explain any advanced concepts. Discuss both what the code does and how it works.",
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"Advanced": "Provide a thorough technical analysis of this code. Discuss implementation details, time/space complexity, potential edge cases, and possible improvements or alternatives.",
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}
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# ---------------------------------------------------------------------------
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# Initialize client
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# ---------------------------------------------------------------------------
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client = InferenceClient(MODEL_ID)
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# ---------------------------------------------------------------------------
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# Utility functions
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# ---------------------------------------------------------------------------
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def detect_language(code: str) -> str:
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"""Attempt to detect the programming language."""
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try:
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lexer = guess_lexer(code)
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return lexer.name
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+
except Exception:
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return "Unknown"
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def format_code_html(code: str, language: str) -> str:
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"""Apply syntax highlighting to code."""
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try:
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if language == "Auto-detect" or language == "Unknown":
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lexer = guess_lexer(code)
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else:
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lang_map = {
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"JavaScript": "javascript",
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"TypeScript": "typescript",
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"C++": "cpp",
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"HTML/CSS": "html",
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"Bash": "bash",
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}
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lang_key = lang_map.get(language, language.lower())
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lexer = get_lexer_by_name(lang_key)
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formatter = HtmlFormatter(style="monokai", noclasses=True)
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return highlight(code, lexer, formatter)
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except Exception:
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return f"<pre><code>{code}</code></pre>"
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# ---------------------------------------------------------------------------
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# Main explanation function
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# ---------------------------------------------------------------------------
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def explain_code(code: str, language: str, level: str) -> tuple[str, str]:
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"""Generate an explanation for the provided code."""
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if not code.strip():
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return "Please paste some code to explain.", ""
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+
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# Detect language if auto
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detected_lang = language
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if language == "Auto-detect":
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detected_lang = detect_language(code)
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# Build prompt
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level_instruction = EXPLANATION_LEVELS.get(level, EXPLANATION_LEVELS["Intermediate"])
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prompt = f"""You are an expert programming tutor. {level_instruction}
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Here is the code to explain:
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```{detected_lang.lower()}
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{code}
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```
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Provide a structured explanation with the following sections:
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## Overview
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A brief summary of what this code does (2-3 sentences).
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| 112 |
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## Step-by-Step Breakdown
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| 114 |
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Explain the code section by section, describing what each part does.
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| 115 |
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## Key Concepts
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| 117 |
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List and briefly explain the important programming concepts used in this code.
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| 118 |
+
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| 119 |
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## Potential Improvements
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| 120 |
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Suggest any improvements, best practices, or potential issues to be aware of.
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| 121 |
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Keep your explanation clear, accurate, and educational."""
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try:
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# Call the inference API
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response = client.text_generation(
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prompt,
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max_new_tokens=1500,
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temperature=0.7,
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top_p=0.95,
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do_sample=True,
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)
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explanation = response.strip()
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# Add language badge
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explanation = f"**Detected Language:** `{detected_lang}`\n\n---\n\n{explanation}"
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| 138 |
+
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| 139 |
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# Format the code with syntax highlighting
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| 140 |
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formatted_code = format_code_html(code, detected_lang)
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| 141 |
+
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return explanation, formatted_code
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+
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| 144 |
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except Exception as e:
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| 145 |
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error_msg = f"Error generating explanation: {str(e)}"
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| 146 |
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return error_msg, format_code_html(code, detected_lang)
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| 147 |
+
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+
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| 149 |
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# ---------------------------------------------------------------------------
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| 150 |
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# Gradio Interface
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| 151 |
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# ---------------------------------------------------------------------------
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| 152 |
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| 153 |
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EXAMPLE_CODE = '''def fibonacci(n):
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| 154 |
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"""Generate Fibonacci sequence up to n terms."""
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| 155 |
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if n <= 0:
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| 156 |
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return []
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| 157 |
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elif n == 1:
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| 158 |
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return [0]
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| 159 |
+
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| 160 |
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sequence = [0, 1]
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| 161 |
+
while len(sequence) < n:
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| 162 |
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next_num = sequence[-1] + sequence[-2]
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| 163 |
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sequence.append(next_num)
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| 164 |
+
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return sequence
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| 166 |
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| 167 |
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# Example usage
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| 168 |
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result = fibonacci(10)
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print(result)'''
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| 170 |
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with gr.Blocks(title="Code Explainer", theme=gr.themes.Soft()) as demo:
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gr.Markdown("""
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| 173 |
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# Code Explainer
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| 174 |
+
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| 175 |
+
Paste any code snippet and get a clear, educational explanation.
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| 176 |
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Choose your experience level for tailored explanations.
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""")
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| 178 |
+
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| 179 |
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with gr.Row():
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| 180 |
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with gr.Column(scale=1):
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| 181 |
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code_input = gr.Code(
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| 182 |
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label="Paste Your Code",
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| 183 |
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language="python",
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| 184 |
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lines=15,
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| 185 |
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value=EXAMPLE_CODE,
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)
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with gr.Row():
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language_dropdown = gr.Dropdown(
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| 190 |
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choices=LANGUAGES,
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value="Auto-detect",
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label="Language",
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scale=1,
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)
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level_dropdown = gr.Dropdown(
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choices=list(EXPLANATION_LEVELS.keys()),
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value="Intermediate",
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| 198 |
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label="Explanation Level",
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| 199 |
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scale=1,
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)
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| 201 |
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| 202 |
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explain_btn = gr.Button("Explain Code", variant="primary")
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| 203 |
+
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| 204 |
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with gr.Column(scale=1):
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| 205 |
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formatted_code_output = gr.HTML(label="Formatted Code")
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| 206 |
+
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| 207 |
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explanation_output = gr.Markdown(label="Explanation")
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| 208 |
+
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| 209 |
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explain_btn.click(
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| 210 |
+
fn=explain_code,
|
| 211 |
+
inputs=[code_input, language_dropdown, level_dropdown],
|
| 212 |
+
outputs=[explanation_output, formatted_code_output],
|
| 213 |
+
)
|
| 214 |
+
|
| 215 |
+
gr.Markdown("""
|
| 216 |
+
---
|
| 217 |
+
|
| 218 |
+
**Model:** Mistral-7B-Instruct via HuggingFace Inference API
|
| 219 |
+
|
| 220 |
+
**Tip:** For best results, include complete functions or logical code blocks.
|
| 221 |
+
|
| 222 |
+
Built by [Lorenzo Scaturchio](https://huggingface.co/gr8monk3ys)
|
| 223 |
+
""")
|
| 224 |
+
|
| 225 |
+
if __name__ == "__main__":
|
| 226 |
+
demo.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio==5.9.1
|
| 2 |
+
huggingface_hub>=0.25.0
|
| 3 |
+
pygments>=2.17.0
|