RuslanKain commited on
Commit ·
e969f9c
1
Parent(s): dd5ec97
Update Gradio version requirement and enhance theme handling in GradioApp
Browse files- app.py +10 -4
- app_oop_gradio.py +0 -914
- requirements.txt +1 -1
app.py
CHANGED
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@@ -531,12 +531,18 @@ class GradioApp:
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own responsibility. The final result is a complete interface.
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"""
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-
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theme=gr.themes.Soft(
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primary_hue="blue",
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secondary_hue="
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)
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) as demo:
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# Header
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own responsibility. The final result is a complete interface.
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"""
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+
# Create theme - handle older Gradio versions gracefully
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try:
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theme = gr.themes.Soft(
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primary_hue="blue",
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secondary_hue="gray",
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)
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except Exception:
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theme = "soft" # Fallback for older versions
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+
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with gr.Blocks(
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title="CISC 121 - OOP Sorting Visualizer",
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theme=theme
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) as demo:
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# Header
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app_oop_gradio.py
DELETED
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@@ -1,914 +0,0 @@
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"""
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╔══════════════════════════════════════════════════════════════════════════════╗
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║ ║
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║ 🎓 CISC 121 - OOP Sorting & Searching Visualizer ║
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║ ║
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║ Queen's University - Introduction to Computing Science I ║
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║ ║
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║ This application demonstrates Object-Oriented Programming concepts ║
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║ through interactive visualization of sorting and searching algorithms. ║
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║ ║
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║ HOW TO RUN: python app_oop_gradio.py ║
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║ ║
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╚══════════════════════════════════════════════════════════════════════════════╝
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📚 PHASE 5: Gradio UI
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This is the final phase - creating a user-friendly web interface that:
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1. Allows capturing/uploading gesture images
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2. Displays the image list with gesture recognition
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3. Lets users run sorting/searching algorithms
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4. Visualizes each step of the algorithm
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The UI demonstrates COMPOSITION - the GradioApp class composes:
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- ImageList (data management)
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- SortingAlgorithm / SearchAlgorithm (algorithm execution)
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- Visualizer (step-by-step display)
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"""
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# ==============================================================================
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# IMPORTS
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# ==============================================================================
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import gradio as gr
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from PIL import Image
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import os
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from typing import List, Tuple, Optional
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# Import our OOP package
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from oop_sorting_teaching import (
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# Models
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GestureRanking,
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GestureImage,
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ImageList,
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StepType,
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Step,
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# Sorting
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BubbleSort,
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MergeSort,
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QuickSort,
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PivotStrategy,
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PartitionScheme,
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# Searching
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LinearSearch,
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BinarySearch,
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# Visualization
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Visualizer,
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VisualizationConfig,
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RendererFactory,
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)
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# Try to import transformers for gesture recognition
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try:
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from transformers import pipeline
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CLASSIFIER_AVAILABLE = True
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except ImportError:
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CLASSIFIER_AVAILABLE = False
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print("⚠️ transformers not installed. Using manual gesture selection.")
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# ==============================================================================
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# CONFIGURATION
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# ==============================================================================
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MODEL_NAME = "dima806/hand_gestures_image_detection"
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HF_TOKEN = os.environ.get("HF_TOKEN", None)
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APP_TITLE = "## 🎓 CISC 121 - OOP Sorting & Searching Visualizer"
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APP_DESCRIPTION = """
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**Learn Object-Oriented Programming through Algorithm Visualization!**
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This app demonstrates key OOP concepts:
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- 📦 **Classes & Objects**: GestureImage, ImageList, Algorithms
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- 🎭 **Inheritance**: All sorting algorithms inherit from SortingAlgorithm
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- 🔄 **Polymorphism**: Swap between algorithms seamlessly
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- 🏭 **Factory Pattern**: RendererFactory creates the right visualizer
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**How to use:**
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1. **Add images** using the buttons below (capture or manual)
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2. **View your list** of gesture images
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3. **Run an algorithm** to see step-by-step visualization
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4. **Navigate steps** to understand how the algorithm works
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"""
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# ==============================================================================
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# GRADIO APP CLASS
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# ==============================================================================
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class GradioApp:
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"""
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📚 CONCEPT: Composition
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The GradioApp class COMPOSES (contains) other objects:
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- ImageList for managing captured images
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- Visualizer for displaying algorithm steps
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- Classifier for gesture recognition (if available)
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This is the Controller in MVC pattern - it coordinates
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between user interface (View) and data/logic (Model).
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"""
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def __init__(self):
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"""Initialize the application state."""
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self.image_list = ImageList()
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self.visualizer = Visualizer(VisualizationConfig(
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show_statistics=True,
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show_legend=True,
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image_size=60
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))
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self._capture_count = 0
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# Initialize classifier if available
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self.classifier = None
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if CLASSIFIER_AVAILABLE:
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try:
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self.classifier = pipeline(
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"image-classification",
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model=MODEL_NAME,
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token=HF_TOKEN
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)
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print(f"✅ Loaded model: {MODEL_NAME}")
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except Exception as e:
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print(f"⚠️ Could not load model: {e}")
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# -------------------------------------------------------------------------
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# Image Management Methods
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# -------------------------------------------------------------------------
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def add_manual_gesture(self, gesture_name: str) -> Tuple[str, str]:
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"""
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Add a gesture image manually (without camera).
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Returns:
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Tuple of (image_list_html, status_message)
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"""
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if not gesture_name:
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return self._render_image_list(), "⚠️ Please select a gesture"
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self._capture_count += 1
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self.image_list.add_new(gesture_name)
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return (
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self._render_image_list(),
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f"✅ Added {GestureRanking.get_emoji(gesture_name)} {gesture_name} (#{self._capture_count})"
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)
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def add_from_image(self, image: Image.Image) -> Tuple[str, str]:
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"""
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Add a gesture from an uploaded/captured image.
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Uses AI classification if available, otherwise prompts for manual selection.
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"""
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if image is None:
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return self._render_image_list(), "⚠️ No image provided"
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if self.classifier:
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try:
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# Classify the image
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results = self.classifier(image)
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if results:
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top_result = results[0]
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gesture_name = top_result['label'].lower()
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confidence = top_result['score']
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self._capture_count += 1
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img = GestureImage.create_from_prediction(
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gesture_name=gesture_name,
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capture_id=self._capture_count,
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image=image,
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confidence=confidence
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)
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self.image_list._save_state() # Save before modifying
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self.image_list._images.append(img)
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return (
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self._render_image_list(),
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f"✅ Detected: {img.emoji} {gesture_name} ({confidence:.1%} confidence)"
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)
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except Exception as e:
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return self._render_image_list(), f"⚠️ Classification error: {e}"
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return self._render_image_list(), "⚠️ No classifier available. Use manual gesture selection."
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def remove_image(self, index: int) -> Tuple[str, str]:
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"""Remove an image at the given index."""
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if 0 <= index < len(self.image_list):
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removed = self.image_list[index]
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self.image_list.remove(index)
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return self._render_image_list(), f"✅ Removed {removed}"
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return self._render_image_list(), "⚠️ Invalid index"
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def shuffle_images(self) -> Tuple[str, str]:
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"""Shuffle the image list."""
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self.image_list.shuffle()
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return self._render_image_list(), "🔀 Shuffled!"
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def clear_images(self) -> Tuple[str, str]:
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"""Clear all images."""
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count = len(self.image_list)
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self.image_list.clear()
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self._capture_count = 0
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self.visualizer.reset()
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return self._render_image_list(), f"🗑️ Cleared {count} images"
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def undo_action(self) -> Tuple[str, str]:
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"""Undo the last action."""
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if self.image_list.undo():
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return self._render_image_list(), "↩️ Undone!"
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return self._render_image_list(), "⚠️ Nothing to undo"
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def add_sample_data(self) -> Tuple[str, str]:
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"""Add sample data for testing."""
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gestures = ['fist', 'peace', 'like', 'peace', 'ok', 'fist']
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for g in gestures:
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self._capture_count += 1
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self.image_list.add_new(g)
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return self._render_image_list(), f"✅ Added {len(gestures)} sample gestures"
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def add_instability_demo(self) -> Tuple[str, str]:
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"""
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Add data specifically designed to demonstrate Quick Sort instability.
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📚 EDUCATIONAL PURPOSE:
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This creates a scenario where Quick Sort will reorder equal elements,
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demonstrating that it's an UNSTABLE sorting algorithm.
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Setup: [✌️₁] [✌️₂] [✌️₃] [✊₄]
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After Quick Sort: The peace signs may be reordered (e.g., ₂,₃,₁)
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After Bubble/Merge Sort: Order preserved (₁,₂,₃)
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"""
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self.clear_images()
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# Three peace signs followed by a lower-ranked fist
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demo_gestures = ['peace', 'peace', 'peace', 'fist']
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for g in demo_gestures:
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self._capture_count += 1
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self.image_list.add_new(g)
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return (
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self._render_image_list(),
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"🎓 Instability Demo: [✌️₁][✌️₂][✌️₃][✊₄]\n"
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"Try Quick Sort vs Bubble Sort - watch the subscript order!"
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)
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def add_worst_case_demo(self) -> Tuple[str, str]:
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"""
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Add already-sorted data to demonstrate worst-case for Quick Sort.
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📚 EDUCATIONAL PURPOSE:
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When data is already sorted and we use First Pivot strategy,
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Quick Sort degrades to O(n²) - its worst case!
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"""
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self.clear_images()
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# Sorted order: fist(1) < peace(2) < like(3) < ok(4) < call(5)
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sorted_gestures = ['fist', 'peace', 'like', 'ok', 'call']
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for g in sorted_gestures:
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self._capture_count += 1
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self.image_list.add_new(g)
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-
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return (
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self._render_image_list(),
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"🎓 Worst-Case Demo: Already sorted data!\n"
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"Quick Sort with First Pivot → O(n²)\n"
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"Try Median-of-3 or Random pivot to see the difference."
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)
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-
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def add_binary_search_demo(self) -> Tuple[str, str]:
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"""
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Add sorted data for binary search demonstration.
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-
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📚 EDUCATIONAL PURPOSE:
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Binary search requires sorted data. This preset shows
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how O(log n) is much faster than O(n) linear search.
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"""
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self.clear_images()
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# Create larger sorted dataset for more dramatic comparison
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gestures = ['fist', 'fist', 'peace', 'peace', 'like', 'like',
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'ok', 'ok', 'call', 'call', 'palm', 'palm']
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for g in gestures:
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self._capture_count += 1
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self.image_list.add_new(g)
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-
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return (
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self._render_image_list(),
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"🎓 Search Demo: 12 sorted elements\n"
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"Linear Search: up to 12 comparisons\n"
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"Binary Search: at most 4 comparisons (log₂12 ≈ 3.6)"
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)
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-
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# -------------------------------------------------------------------------
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# Algorithm Execution Methods
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# -------------------------------------------------------------------------
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-
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def run_sort(self, algorithm_name: str, pivot_strategy: str = "first",
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partition_scheme: str = "2-way") -> Tuple[str, str, str]:
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"""
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Run a sorting algorithm on the image list.
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-
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Returns:
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Tuple of (visualization_html, image_list_html, status_message)
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"""
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-
if len(self.image_list) < 2:
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return (
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self.visualizer.render_current(),
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self._render_image_list(),
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"⚠️ Need at least 2 images to sort"
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)
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-
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# Create the algorithm instance
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| 318 |
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if algorithm_name == "Bubble Sort":
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algo = BubbleSort()
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-
elif algorithm_name == "Merge Sort":
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algo = MergeSort()
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elif algorithm_name == "Quick Sort":
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# Map string to enum
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pivot_map = {
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"first": PivotStrategy.FIRST,
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-
"last": PivotStrategy.LAST,
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"median": PivotStrategy.MEDIAN_OF_THREE,
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"random": PivotStrategy.RANDOM,
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-
}
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partition_map = {
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-
"2-way": PartitionScheme.TWO_WAY,
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"3-way": PartitionScheme.THREE_WAY,
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}
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algo = QuickSort(
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pivot_strategy=pivot_map.get(pivot_strategy, PivotStrategy.FIRST),
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partition_scheme=partition_map.get(partition_scheme, PartitionScheme.TWO_WAY)
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)
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else:
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return (
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self.visualizer.render_current(),
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self._render_image_list(),
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f"⚠️ Unknown algorithm: {algorithm_name}"
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)
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| 344 |
-
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# Get data copy and run algorithm
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data = list(self.image_list)
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sorted_data, steps = algo.run_full(data)
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| 348 |
-
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# Load into visualizer
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self.visualizer.load_steps(steps, sorted_data, algo.name)
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-
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# Update the image list to sorted order
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| 353 |
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self.image_list._save_state() # Save before modifying
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| 354 |
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self.image_list._images = list(sorted_data)
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-
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-
return (
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self.visualizer.render_current(),
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self._render_image_list(),
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f"✅ {algo.name}: {len(steps)} steps"
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)
|
| 361 |
-
|
| 362 |
-
def run_search(self, algorithm_name: str, target_index: int) -> Tuple[str, str]:
|
| 363 |
-
"""
|
| 364 |
-
Run a search algorithm.
|
| 365 |
-
|
| 366 |
-
Args:
|
| 367 |
-
algorithm_name: "Linear Search" or "Binary Search"
|
| 368 |
-
target_index: Index of the target element to search for
|
| 369 |
-
|
| 370 |
-
Returns:
|
| 371 |
-
Tuple of (visualization_html, status_message)
|
| 372 |
-
"""
|
| 373 |
-
if len(self.image_list) < 1:
|
| 374 |
-
return self.visualizer.render_current(), "⚠️ Need at least 1 image to search"
|
| 375 |
-
|
| 376 |
-
if not (0 <= target_index < len(self.image_list)):
|
| 377 |
-
return self.visualizer.render_current(), "⚠️ Invalid target index"
|
| 378 |
-
|
| 379 |
-
data = list(self.image_list)
|
| 380 |
-
target = data[target_index]
|
| 381 |
-
|
| 382 |
-
# For binary search, we need sorted data
|
| 383 |
-
if algorithm_name == "Binary Search":
|
| 384 |
-
if not self.image_list.is_sorted():
|
| 385 |
-
return (
|
| 386 |
-
self.visualizer.render_current(),
|
| 387 |
-
"⚠️ Binary Search requires sorted data! Run a sort first."
|
| 388 |
-
)
|
| 389 |
-
algo = BinarySearch(variant="iterative")
|
| 390 |
-
else:
|
| 391 |
-
algo = LinearSearch()
|
| 392 |
-
|
| 393 |
-
# Run the search
|
| 394 |
-
result_index, steps = algo.run_full(data, target)
|
| 395 |
-
|
| 396 |
-
# Load into visualizer
|
| 397 |
-
self.visualizer.load_steps(steps, data, algo.name)
|
| 398 |
-
|
| 399 |
-
if result_index is not None:
|
| 400 |
-
status = f"✅ {algo.name}: Found {target} at index {result_index}"
|
| 401 |
-
else:
|
| 402 |
-
status = f"❌ {algo.name}: {target} not found"
|
| 403 |
-
|
| 404 |
-
return self.visualizer.render_current(), status
|
| 405 |
-
|
| 406 |
-
# -------------------------------------------------------------------------
|
| 407 |
-
# Visualization Navigation Methods
|
| 408 |
-
# -------------------------------------------------------------------------
|
| 409 |
-
|
| 410 |
-
def viz_next(self) -> str:
|
| 411 |
-
"""Go to next visualization step."""
|
| 412 |
-
return self.visualizer.next_step()
|
| 413 |
-
|
| 414 |
-
def viz_prev(self) -> str:
|
| 415 |
-
"""Go to previous visualization step."""
|
| 416 |
-
return self.visualizer.prev_step()
|
| 417 |
-
|
| 418 |
-
def viz_start(self) -> str:
|
| 419 |
-
"""Go to first step."""
|
| 420 |
-
return self.visualizer.go_to_start()
|
| 421 |
-
|
| 422 |
-
def viz_end(self) -> str:
|
| 423 |
-
"""Go to last step."""
|
| 424 |
-
return self.visualizer.go_to_end()
|
| 425 |
-
|
| 426 |
-
def viz_goto(self, step: int) -> str:
|
| 427 |
-
"""Go to a specific step."""
|
| 428 |
-
return self.visualizer.go_to_step(int(step) - 1) # Convert to 0-based
|
| 429 |
-
|
| 430 |
-
# -------------------------------------------------------------------------
|
| 431 |
-
# Rendering Methods
|
| 432 |
-
# -------------------------------------------------------------------------
|
| 433 |
-
|
| 434 |
-
def _render_image_list(self) -> str:
|
| 435 |
-
"""Render the current image list as HTML."""
|
| 436 |
-
if len(self.image_list) == 0:
|
| 437 |
-
return """
|
| 438 |
-
<div style="
|
| 439 |
-
text-align: center;
|
| 440 |
-
padding: 40px;
|
| 441 |
-
color: #666;
|
| 442 |
-
background: #f8f9fa;
|
| 443 |
-
border-radius: 12px;
|
| 444 |
-
border: 2px dashed #ddd;
|
| 445 |
-
">
|
| 446 |
-
<div style="font-size: 48px; margin-bottom: 15px;">📷</div>
|
| 447 |
-
<h3 style="margin: 0 0 10px 0;">No Images Yet</h3>
|
| 448 |
-
<p style="margin: 0;">Add gestures using the buttons above!</p>
|
| 449 |
-
</div>
|
| 450 |
-
"""
|
| 451 |
-
|
| 452 |
-
# Build image cards
|
| 453 |
-
cards = []
|
| 454 |
-
for i, img in enumerate(self.image_list):
|
| 455 |
-
card = f"""
|
| 456 |
-
<div style="
|
| 457 |
-
display: inline-flex;
|
| 458 |
-
flex-direction: column;
|
| 459 |
-
align-items: center;
|
| 460 |
-
margin: 6px;
|
| 461 |
-
padding: 12px;
|
| 462 |
-
border-radius: 10px;
|
| 463 |
-
background: white;
|
| 464 |
-
border: 2px solid #ddd;
|
| 465 |
-
min-width: 70px;
|
| 466 |
-
box-shadow: 0 2px 4px rgba(0,0,0,0.1);
|
| 467 |
-
">
|
| 468 |
-
<div style="font-size: 32px; margin-bottom: 4px;">{img.emoji}</div>
|
| 469 |
-
<div style="font-size: 11px; color: #666;">₍{img.capture_id}₎</div>
|
| 470 |
-
<div style="font-size: 10px; color: #999;">rank {img.rank}</div>
|
| 471 |
-
<div style="font-size: 9px; color: #aaa; margin-top: 4px;">[{i}]</div>
|
| 472 |
-
</div>
|
| 473 |
-
"""
|
| 474 |
-
cards.append(card)
|
| 475 |
-
|
| 476 |
-
# Analysis
|
| 477 |
-
analysis = self.image_list.get_analysis()
|
| 478 |
-
is_sorted = "✅ Sorted" if self.image_list.is_sorted() else "❌ Not Sorted"
|
| 479 |
-
|
| 480 |
-
return f"""
|
| 481 |
-
<div style="
|
| 482 |
-
background: linear-gradient(135deg, #002D62 0%, #9B2335 100%);
|
| 483 |
-
color: white;
|
| 484 |
-
padding: 15px;
|
| 485 |
-
border-radius: 12px 12px 0 0;
|
| 486 |
-
">
|
| 487 |
-
<div style="display: flex; justify-content: space-between; align-items: center;">
|
| 488 |
-
<strong>Image List ({len(self.image_list)} items)</strong>
|
| 489 |
-
<span>{is_sorted}</span>
|
| 490 |
-
</div>
|
| 491 |
-
</div>
|
| 492 |
-
<div style="
|
| 493 |
-
background: #f8f9fa;
|
| 494 |
-
padding: 15px;
|
| 495 |
-
border-radius: 0 0 12px 12px;
|
| 496 |
-
border: 1px solid #ddd;
|
| 497 |
-
border-top: none;
|
| 498 |
-
">
|
| 499 |
-
<div style="
|
| 500 |
-
display: flex;
|
| 501 |
-
flex-wrap: wrap;
|
| 502 |
-
justify-content: center;
|
| 503 |
-
gap: 4px;
|
| 504 |
-
">
|
| 505 |
-
{''.join(cards)}
|
| 506 |
-
</div>
|
| 507 |
-
<div style="
|
| 508 |
-
margin-top: 15px;
|
| 509 |
-
padding-top: 10px;
|
| 510 |
-
border-top: 1px solid #ddd;
|
| 511 |
-
font-size: 12px;
|
| 512 |
-
color: #666;
|
| 513 |
-
text-align: center;
|
| 514 |
-
">
|
| 515 |
-
{analysis}
|
| 516 |
-
</div>
|
| 517 |
-
</div>
|
| 518 |
-
"""
|
| 519 |
-
|
| 520 |
-
# -------------------------------------------------------------------------
|
| 521 |
-
# Create Gradio UI
|
| 522 |
-
# -------------------------------------------------------------------------
|
| 523 |
-
|
| 524 |
-
def create_ui(self) -> gr.Blocks:
|
| 525 |
-
"""
|
| 526 |
-
Create the Gradio interface.
|
| 527 |
-
|
| 528 |
-
📚 CONCEPT: Builder Pattern (light version)
|
| 529 |
-
|
| 530 |
-
We build up the UI component by component, each with its
|
| 531 |
-
own responsibility. The final result is a complete interface.
|
| 532 |
-
"""
|
| 533 |
-
|
| 534 |
-
with gr.Blocks(
|
| 535 |
-
title="CISC 121 - OOP Sorting Visualizer",
|
| 536 |
-
theme=gr.themes.Soft(
|
| 537 |
-
primary_hue="blue",
|
| 538 |
-
secondary_hue="red",
|
| 539 |
-
)
|
| 540 |
-
) as demo:
|
| 541 |
-
|
| 542 |
-
# Header
|
| 543 |
-
gr.Markdown(APP_TITLE)
|
| 544 |
-
gr.Markdown(APP_DESCRIPTION)
|
| 545 |
-
|
| 546 |
-
with gr.Tabs():
|
| 547 |
-
# ============================================================
|
| 548 |
-
# TAB 1: Image Management
|
| 549 |
-
# ============================================================
|
| 550 |
-
with gr.TabItem("📷 Capture & Manage"):
|
| 551 |
-
with gr.Row():
|
| 552 |
-
# Left column: Add images
|
| 553 |
-
with gr.Column(scale=1):
|
| 554 |
-
gr.Markdown("### Add Gestures")
|
| 555 |
-
|
| 556 |
-
# Manual gesture selection
|
| 557 |
-
gesture_dropdown = gr.Dropdown(
|
| 558 |
-
choices=GestureRanking.get_all_gestures(),
|
| 559 |
-
label="Select Gesture",
|
| 560 |
-
info="Choose a gesture to add"
|
| 561 |
-
)
|
| 562 |
-
add_btn = gr.Button("➕ Add Gesture", variant="primary")
|
| 563 |
-
|
| 564 |
-
gr.Markdown("---")
|
| 565 |
-
|
| 566 |
-
# Image upload
|
| 567 |
-
image_input = gr.Image(
|
| 568 |
-
label="Upload Image",
|
| 569 |
-
type="pil",
|
| 570 |
-
sources=["upload", "webcam"]
|
| 571 |
-
)
|
| 572 |
-
classify_btn = gr.Button("🔍 Classify & Add")
|
| 573 |
-
|
| 574 |
-
gr.Markdown("---")
|
| 575 |
-
|
| 576 |
-
# Quick actions
|
| 577 |
-
with gr.Row():
|
| 578 |
-
sample_btn = gr.Button("📝 Add Samples")
|
| 579 |
-
shuffle_btn = gr.Button("🔀 Shuffle")
|
| 580 |
-
with gr.Row():
|
| 581 |
-
undo_btn = gr.Button("↩️ Undo")
|
| 582 |
-
clear_btn = gr.Button("🗑️ Clear", variant="stop")
|
| 583 |
-
|
| 584 |
-
gr.Markdown("---")
|
| 585 |
-
|
| 586 |
-
# Educational demos
|
| 587 |
-
gr.Markdown("### 🎓 Educational Demos")
|
| 588 |
-
instability_btn = gr.Button(
|
| 589 |
-
"⚠️ Instability Demo",
|
| 590 |
-
variant="secondary"
|
| 591 |
-
)
|
| 592 |
-
worst_case_btn = gr.Button(
|
| 593 |
-
"📉 Worst-Case Demo",
|
| 594 |
-
variant="secondary"
|
| 595 |
-
)
|
| 596 |
-
search_demo_btn = gr.Button(
|
| 597 |
-
"🔍 Search Demo",
|
| 598 |
-
variant="secondary"
|
| 599 |
-
)
|
| 600 |
-
|
| 601 |
-
# Right column: Image list display
|
| 602 |
-
with gr.Column(scale=2):
|
| 603 |
-
gr.Markdown("### Current Image List")
|
| 604 |
-
image_list_display = gr.HTML(
|
| 605 |
-
value=self._render_image_list()
|
| 606 |
-
)
|
| 607 |
-
status_msg = gr.Textbox(
|
| 608 |
-
label="Status",
|
| 609 |
-
interactive=False
|
| 610 |
-
)
|
| 611 |
-
|
| 612 |
-
# Wire up events for Tab 1
|
| 613 |
-
add_btn.click(
|
| 614 |
-
fn=self.add_manual_gesture,
|
| 615 |
-
inputs=[gesture_dropdown],
|
| 616 |
-
outputs=[image_list_display, status_msg]
|
| 617 |
-
)
|
| 618 |
-
classify_btn.click(
|
| 619 |
-
fn=self.add_from_image,
|
| 620 |
-
inputs=[image_input],
|
| 621 |
-
outputs=[image_list_display, status_msg]
|
| 622 |
-
)
|
| 623 |
-
sample_btn.click(
|
| 624 |
-
fn=self.add_sample_data,
|
| 625 |
-
outputs=[image_list_display, status_msg]
|
| 626 |
-
)
|
| 627 |
-
shuffle_btn.click(
|
| 628 |
-
fn=self.shuffle_images,
|
| 629 |
-
outputs=[image_list_display, status_msg]
|
| 630 |
-
)
|
| 631 |
-
undo_btn.click(
|
| 632 |
-
fn=self.undo_action,
|
| 633 |
-
outputs=[image_list_display, status_msg]
|
| 634 |
-
)
|
| 635 |
-
clear_btn.click(
|
| 636 |
-
fn=self.clear_images,
|
| 637 |
-
outputs=[image_list_display, status_msg]
|
| 638 |
-
)
|
| 639 |
-
instability_btn.click(
|
| 640 |
-
fn=self.add_instability_demo,
|
| 641 |
-
outputs=[image_list_display, status_msg]
|
| 642 |
-
)
|
| 643 |
-
worst_case_btn.click(
|
| 644 |
-
fn=self.add_worst_case_demo,
|
| 645 |
-
outputs=[image_list_display, status_msg]
|
| 646 |
-
)
|
| 647 |
-
search_demo_btn.click(
|
| 648 |
-
fn=self.add_binary_search_demo,
|
| 649 |
-
outputs=[image_list_display, status_msg]
|
| 650 |
-
)
|
| 651 |
-
|
| 652 |
-
# ============================================================
|
| 653 |
-
# TAB 2: Sorting Algorithms
|
| 654 |
-
# ============================================================
|
| 655 |
-
with gr.TabItem("📊 Sorting"):
|
| 656 |
-
with gr.Row():
|
| 657 |
-
# Left: Algorithm selection
|
| 658 |
-
with gr.Column(scale=1):
|
| 659 |
-
gr.Markdown("### Select Algorithm")
|
| 660 |
-
|
| 661 |
-
sort_algo = gr.Radio(
|
| 662 |
-
choices=["Bubble Sort", "Merge Sort", "Quick Sort"],
|
| 663 |
-
value="Bubble Sort",
|
| 664 |
-
label="Algorithm",
|
| 665 |
-
info="Each has different time complexity and stability"
|
| 666 |
-
)
|
| 667 |
-
|
| 668 |
-
# Educational info accordion
|
| 669 |
-
with gr.Accordion("📚 Algorithm Info", open=False):
|
| 670 |
-
gr.Markdown("""
|
| 671 |
-
**Bubble Sort** - O(n²) average, O(n) best
|
| 672 |
-
- ✅ Stable (preserves order of equal elements)
|
| 673 |
-
- Simple but slow for large lists
|
| 674 |
-
- Best when: Nearly sorted data
|
| 675 |
-
|
| 676 |
-
**Merge Sort** - O(n log n) always
|
| 677 |
-
- ✅ Stable
|
| 678 |
-
- Consistent performance
|
| 679 |
-
- Uses extra memory for merging
|
| 680 |
-
|
| 681 |
-
**Quick Sort** - O(n log n) average, O(n²) worst
|
| 682 |
-
- ❌ Unstable (may reorder equal elements)
|
| 683 |
-
- Fast in practice, in-place
|
| 684 |
-
- Best when: Random data, good pivot
|
| 685 |
-
""")
|
| 686 |
-
|
| 687 |
-
# Quick Sort options (only shown when Quick Sort selected)
|
| 688 |
-
with gr.Group() as quicksort_options:
|
| 689 |
-
gr.Markdown("**Quick Sort Options**")
|
| 690 |
-
pivot_strategy = gr.Radio(
|
| 691 |
-
choices=["first", "last", "median", "random"],
|
| 692 |
-
value="first",
|
| 693 |
-
label="Pivot Strategy",
|
| 694 |
-
info="Median/Random avoid worst-case O(n²)"
|
| 695 |
-
)
|
| 696 |
-
partition_scheme = gr.Radio(
|
| 697 |
-
choices=["2-way", "3-way"],
|
| 698 |
-
value="2-way",
|
| 699 |
-
label="Partition Scheme",
|
| 700 |
-
info="3-way handles duplicates better"
|
| 701 |
-
)
|
| 702 |
-
|
| 703 |
-
run_sort_btn = gr.Button("▶️ Run Sort", variant="primary", size="lg")
|
| 704 |
-
|
| 705 |
-
gr.Markdown("---")
|
| 706 |
-
gr.Markdown("### Current List")
|
| 707 |
-
sort_list_display = gr.HTML(value=self._render_image_list())
|
| 708 |
-
|
| 709 |
-
# Right: Visualization
|
| 710 |
-
with gr.Column(scale=2):
|
| 711 |
-
gr.Markdown("### Visualization")
|
| 712 |
-
sort_viz_display = gr.HTML(
|
| 713 |
-
value=self.visualizer.render_current()
|
| 714 |
-
)
|
| 715 |
-
|
| 716 |
-
# Navigation controls
|
| 717 |
-
with gr.Row():
|
| 718 |
-
viz_start_btn = gr.Button("⏮️ Start")
|
| 719 |
-
viz_prev_btn = gr.Button("◀️ Prev")
|
| 720 |
-
step_slider = gr.Slider(
|
| 721 |
-
minimum=1,
|
| 722 |
-
maximum=100,
|
| 723 |
-
step=1,
|
| 724 |
-
value=1,
|
| 725 |
-
label="Step"
|
| 726 |
-
)
|
| 727 |
-
viz_next_btn = gr.Button("Next ▶️")
|
| 728 |
-
viz_end_btn = gr.Button("End ⏭️")
|
| 729 |
-
|
| 730 |
-
sort_status = gr.Textbox(label="Status", interactive=False)
|
| 731 |
-
|
| 732 |
-
# Wire up sorting events
|
| 733 |
-
run_sort_btn.click(
|
| 734 |
-
fn=self.run_sort,
|
| 735 |
-
inputs=[sort_algo, pivot_strategy, partition_scheme],
|
| 736 |
-
outputs=[sort_viz_display, sort_list_display, sort_status]
|
| 737 |
-
)
|
| 738 |
-
viz_next_btn.click(fn=self.viz_next, outputs=[sort_viz_display])
|
| 739 |
-
viz_prev_btn.click(fn=self.viz_prev, outputs=[sort_viz_display])
|
| 740 |
-
viz_start_btn.click(fn=self.viz_start, outputs=[sort_viz_display])
|
| 741 |
-
viz_end_btn.click(fn=self.viz_end, outputs=[sort_viz_display])
|
| 742 |
-
step_slider.change(fn=self.viz_goto, inputs=[step_slider], outputs=[sort_viz_display])
|
| 743 |
-
|
| 744 |
-
# ============================================================
|
| 745 |
-
# TAB 3: Searching Algorithms
|
| 746 |
-
# ============================================================
|
| 747 |
-
with gr.TabItem("🔍 Searching"):
|
| 748 |
-
with gr.Row():
|
| 749 |
-
# Left: Search controls
|
| 750 |
-
with gr.Column(scale=1):
|
| 751 |
-
gr.Markdown("### Search Settings")
|
| 752 |
-
|
| 753 |
-
search_algo = gr.Radio(
|
| 754 |
-
choices=["Linear Search", "Binary Search"],
|
| 755 |
-
value="Linear Search",
|
| 756 |
-
label="Algorithm",
|
| 757 |
-
info="Binary Search is O(log n) but requires sorted data"
|
| 758 |
-
)
|
| 759 |
-
|
| 760 |
-
# Educational info accordion
|
| 761 |
-
with gr.Accordion("📚 Algorithm Info", open=False):
|
| 762 |
-
gr.Markdown("""
|
| 763 |
-
**Linear Search** - O(n)
|
| 764 |
-
- Works on ANY list (sorted or unsorted)
|
| 765 |
-
- Checks each element one by one
|
| 766 |
-
- Simple but slow for large lists
|
| 767 |
-
|
| 768 |
-
**Binary Search** - O(log n)
|
| 769 |
-
- ⚠️ REQUIRES SORTED DATA!
|
| 770 |
-
- Halves the search space each step
|
| 771 |
-
- Much faster: 1000 elements → only 10 comparisons!
|
| 772 |
-
|
| 773 |
-
**Example (searching 1000 elements):**
|
| 774 |
-
- Linear: up to 1000 checks
|
| 775 |
-
- Binary: at most 10 checks (log₂1000 ≈ 10)
|
| 776 |
-
""")
|
| 777 |
-
|
| 778 |
-
target_index = gr.Number(
|
| 779 |
-
label="Target Index",
|
| 780 |
-
value=0,
|
| 781 |
-
precision=0,
|
| 782 |
-
info="Which element to search for (by index)"
|
| 783 |
-
)
|
| 784 |
-
|
| 785 |
-
run_search_btn = gr.Button("🔍 Run Search", variant="primary", size="lg")
|
| 786 |
-
|
| 787 |
-
gr.Markdown("---")
|
| 788 |
-
gr.Markdown("### Current List")
|
| 789 |
-
search_list_display = gr.HTML(value=self._render_image_list())
|
| 790 |
-
|
| 791 |
-
# Right: Visualization
|
| 792 |
-
with gr.Column(scale=2):
|
| 793 |
-
gr.Markdown("### Visualization")
|
| 794 |
-
search_viz_display = gr.HTML(
|
| 795 |
-
value=self.visualizer.render_current()
|
| 796 |
-
)
|
| 797 |
-
|
| 798 |
-
# Navigation controls
|
| 799 |
-
with gr.Row():
|
| 800 |
-
search_start_btn = gr.Button("⏮️ Start")
|
| 801 |
-
search_prev_btn = gr.Button("◀️ Prev")
|
| 802 |
-
search_next_btn = gr.Button("Next ▶️")
|
| 803 |
-
search_end_btn = gr.Button("End ⏭️")
|
| 804 |
-
|
| 805 |
-
search_status = gr.Textbox(label="Status", interactive=False)
|
| 806 |
-
|
| 807 |
-
# Wire up search events
|
| 808 |
-
run_search_btn.click(
|
| 809 |
-
fn=self.run_search,
|
| 810 |
-
inputs=[search_algo, target_index],
|
| 811 |
-
outputs=[search_viz_display, search_status]
|
| 812 |
-
)
|
| 813 |
-
search_next_btn.click(fn=self.viz_next, outputs=[search_viz_display])
|
| 814 |
-
search_prev_btn.click(fn=self.viz_prev, outputs=[search_viz_display])
|
| 815 |
-
search_start_btn.click(fn=self.viz_start, outputs=[search_viz_display])
|
| 816 |
-
search_end_btn.click(fn=self.viz_end, outputs=[search_viz_display])
|
| 817 |
-
|
| 818 |
-
# ============================================================
|
| 819 |
-
# TAB 4: Learn OOP
|
| 820 |
-
# ============================================================
|
| 821 |
-
with gr.TabItem("📚 Learn OOP"):
|
| 822 |
-
gr.Markdown("""
|
| 823 |
-
# Object-Oriented Programming Concepts
|
| 824 |
-
|
| 825 |
-
This application demonstrates several key OOP concepts:
|
| 826 |
-
|
| 827 |
-
## 📦 Classes & Objects
|
| 828 |
-
|
| 829 |
-
**Classes** are blueprints for creating objects. In this app:
|
| 830 |
-
- `GestureImage` - represents a single captured gesture
|
| 831 |
-
- `ImageList` - manages a collection of gestures
|
| 832 |
-
- `BubbleSort`, `MergeSort`, `QuickSort` - sorting algorithms
|
| 833 |
-
- `Visualizer` - handles step-by-step display
|
| 834 |
-
|
| 835 |
-
## 🎭 Inheritance
|
| 836 |
-
|
| 837 |
-
**Inheritance** lets classes share code. All sorting algorithms inherit from `SortingAlgorithm`:
|
| 838 |
-
|
| 839 |
-
```python
|
| 840 |
-
class SortingAlgorithm(ABC): # Abstract Base Class
|
| 841 |
-
@abstractmethod
|
| 842 |
-
def sort(self, data): ...
|
| 843 |
-
|
| 844 |
-
class BubbleSort(SortingAlgorithm): # Inherits from SortingAlgorithm
|
| 845 |
-
def sort(self, data):
|
| 846 |
-
# Bubble sort implementation
|
| 847 |
-
```
|
| 848 |
-
|
| 849 |
-
## 🔄 Polymorphism
|
| 850 |
-
|
| 851 |
-
**Polymorphism** means "same interface, different behavior":
|
| 852 |
-
|
| 853 |
-
```python
|
| 854 |
-
# All these work the same way!
|
| 855 |
-
algo = BubbleSort()
|
| 856 |
-
algo = MergeSort()
|
| 857 |
-
algo = QuickSort()
|
| 858 |
-
|
| 859 |
-
# Same method call, different algorithms
|
| 860 |
-
result, steps = algo.run_full(data)
|
| 861 |
-
```
|
| 862 |
-
|
| 863 |
-
## 🏭 Factory Pattern
|
| 864 |
-
|
| 865 |
-
**Factory Pattern** creates objects without exposing creation logic:
|
| 866 |
-
|
| 867 |
-
```python
|
| 868 |
-
# Factory creates the right renderer automatically
|
| 869 |
-
renderer = RendererFactory.create("Bubble Sort")
|
| 870 |
-
```
|
| 871 |
-
|
| 872 |
-
## 📊 Algorithm Comparison
|
| 873 |
-
|
| 874 |
-
| Algorithm | Time (Best) | Time (Worst) | Stable? | In-Place? |
|
| 875 |
-
|-----------|-------------|--------------|---------|-----------|
|
| 876 |
-
| Bubble Sort | O(n) | O(n²) | ✅ Yes | ✅ Yes |
|
| 877 |
-
| Merge Sort | O(n log n) | O(n log n) | ✅ Yes | ❌ No |
|
| 878 |
-
| Quick Sort | O(n log n) | O(n²) | ❌ No | ✅ Yes |
|
| 879 |
-
| Linear Search | O(1) | O(n) | - | - |
|
| 880 |
-
| Binary Search | O(1) | O(log n) | - | - |
|
| 881 |
-
|
| 882 |
-
## 🔍 Stability
|
| 883 |
-
|
| 884 |
-
A **stable** sort preserves the relative order of equal elements.
|
| 885 |
-
|
| 886 |
-
Example with two peace signs ✌️₁ and ✌️₂:
|
| 887 |
-
- **Stable**: Always produces [✌️₁, ✌️₂] (original order kept)
|
| 888 |
-
- **Unstable**: Might produce [✌️₂, ✌️₁] (order can change)
|
| 889 |
-
|
| 890 |
-
Try Quick Sort with duplicate gestures to see instability!
|
| 891 |
-
""")
|
| 892 |
-
|
| 893 |
-
# Footer
|
| 894 |
-
gr.Markdown("""
|
| 895 |
-
---
|
| 896 |
-
*Built for CISC 121 - Queen's University*
|
| 897 |
-
""")
|
| 898 |
-
|
| 899 |
-
return demo
|
| 900 |
-
|
| 901 |
-
|
| 902 |
-
# ==============================================================================
|
| 903 |
-
# MAIN ENTRY POINT
|
| 904 |
-
# ==============================================================================
|
| 905 |
-
|
| 906 |
-
def main():
|
| 907 |
-
"""Create and launch the Gradio app."""
|
| 908 |
-
app = GradioApp()
|
| 909 |
-
demo = app.create_ui()
|
| 910 |
-
demo.launch(share=False)
|
| 911 |
-
|
| 912 |
-
|
| 913 |
-
if __name__ == "__main__":
|
| 914 |
-
main()
|
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|
requirements.txt
CHANGED
|
@@ -24,7 +24,7 @@
|
|
| 24 |
# Gradio - Creates web interfaces for Python apps
|
| 25 |
# Website: https://gradio.app
|
| 26 |
# We use it to build the camera input and results display
|
| 27 |
-
gradio>=4.
|
| 28 |
|
| 29 |
# Transformers - Hugging Face's AI/ML library
|
| 30 |
# Website: https://huggingface.co/transformers
|
|
|
|
| 24 |
# Gradio - Creates web interfaces for Python apps
|
| 25 |
# Website: https://gradio.app
|
| 26 |
# We use it to build the camera input and results display
|
| 27 |
+
gradio>=4.0.0
|
| 28 |
|
| 29 |
# Transformers - Hugging Face's AI/ML library
|
| 30 |
# Website: https://huggingface.co/transformers
|