File size: 14,995 Bytes
6ec19f4 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 |
#!/usr/bin/env python3
"""
Script to create embeddings and populate the vector store with Manim documentation.
"""
import os
import sys
import time
import json
import logging
from pathlib import Path
from typing import List, Dict, Any
from src.rag.vector_store import EnhancedRAGVectorStore as RAGVectorStore
from src.config.config import Config
# Setup logging
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
logger = logging.getLogger(__name__)
def download_manim_docs():
"""Download Manim documentation if not available locally."""
print("📥 Checking for Manim documentation...")
manim_docs_path = Config.MANIM_DOCS_PATH
os.makedirs(manim_docs_path, exist_ok=True)
# Check if we have any documentation files
doc_files = []
for ext in ['.py', '.md', '.rst', '.txt']:
doc_files.extend(list(Path(manim_docs_path).rglob(f'*{ext}')))
if len(doc_files) == 0:
print("📝 No documentation files found. Creating sample documentation...")
create_sample_manim_docs(manim_docs_path)
else:
print(f"✅ Found {len(doc_files)} documentation files")
def create_sample_manim_docs(docs_path: str):
"""Create sample Manim documentation for testing."""
# Create core documentation
core_docs = {
"circle.py": '''
"""Circle mobject in Manim.
The Circle class is one of the basic geometric shapes in Manim.
It can be used to create circular objects that can be animated.
Example:
circle = Circle(radius=1, color=BLUE)
self.add(circle)
self.play(Create(circle))
Attributes:
radius (float): The radius of the circle
color (str): The color of the circle
stroke_width (float): The width of the circle's outline
"""
from manim import *
class Circle(Arc):
\"\"\"A circle mobject.
Parameters
----------
radius : float
The radius of the circle.
color : str
The color of the circle.
\"\"\"
def __init__(self, radius=1, **kwargs):
super().__init__(start_angle=0, angle=TAU, radius=radius, **kwargs)
def animate_creation(self):
\"\"\"Animate the creation of the circle.\"\"\"
return Create(self)
def move_to_position(self, position):
\"\"\"Move circle to a specific position.\"\"\"
return self.move_to(position)
''',
"text.py": '''
"""Text mobjects in Manim.
Text and Tex classes for displaying text and mathematical expressions.
Example:
text = Text("Hello World", font_size=48)
equation = MathTex(r"E = mc^2")
self.play(Write(text))
self.play(Transform(text, equation))
"""
from manim import *
class Text(SVGMobject):
\"\"\"Text mobject for displaying regular text.
Parameters
----------
text : str
The text to display
font_size : int
Size of the font
color : str
Color of the text
\"\"\"
def __init__(self, text, font_size=48, **kwargs):
self.text = text
self.font_size = font_size
super().__init__(**kwargs)
class MathTex(SVGMobject):
\"\"\"Mathematical text using LaTeX.
Parameters
----------
tex_string : str
LaTeX string for mathematical expression
\"\"\"
def __init__(self, tex_string, **kwargs):
self.tex_string = tex_string
super().__init__(**kwargs)
''',
"animation.py": '''
"""Animation classes in Manim.
Core animation classes for creating smooth transitions and movements.
Example:
circle = Circle()
# Basic animations
self.play(Create(circle))
self.play(FadeIn(circle))
self.play(Transform(circle, square))
"""
from manim import *
class Create(Animation):
\"\"\"Animation that creates a mobject by drawing it.
Parameters
----------
mobject : Mobject
The mobject to create
run_time : float
Duration of the animation
\"\"\"
def __init__(self, mobject, run_time=1, **kwargs):
super().__init__(mobject, run_time=run_time, **kwargs)
class Transform(Animation):
\"\"\"Transform one mobject into another.
Parameters
----------
mobject : Mobject
Source mobject
target_mobject : Mobject
Target mobject to transform into
\"\"\"
def __init__(self, mobject, target_mobject, **kwargs):
self.target_mobject = target_mobject
super().__init__(mobject, **kwargs)
class FadeIn(Animation):
\"\"\"Fade in animation.\"\"\"
pass
class FadeOut(Animation):
\"\"\"Fade out animation.\"\"\"
pass
''',
"scene.py": '''
"""Scene class - the foundation of Manim animations.
Every Manim animation is built using Scene classes.
Example:
class MyScene(Scene):
def construct(self):
circle = Circle()
self.play(Create(circle))
self.wait(1)
"""
from manim import *
class Scene:
\"\"\"Base class for all Manim scenes.
The Scene class provides the foundation for creating animations.
Override the construct() method to define your animation.
\"\"\"
def __init__(self):
self.mobjects = []
def construct(self):
\"\"\"Override this method to create your animation.\"\"\"
pass
def add(self, *mobjects):
\"\"\"Add mobjects to the scene.\"\"\"
for mobject in mobjects:
self.mobjects.append(mobject)
def play(self, *animations, run_time=1):
\"\"\"Play animations.
Parameters
----------
animations : Animation
Animations to play
run_time : float
Duration to run animations
\"\"\"
for animation in animations:
animation.run_time = run_time
def wait(self, duration=1):
\"\"\"Wait for specified duration.\"\"\"
time.sleep(duration)
''',
"plotting.py": '''
"""Plotting utilities in Manim.
Classes for creating mathematical plots and graphs.
Example:
axes = Axes(x_range=[-3, 3], y_range=[-2, 2])
graph = axes.plot(lambda x: x**2, color=BLUE)
self.play(Create(axes))
self.play(Create(graph))
"""
from manim import *
class Axes(VGroup):
\"\"\"Coordinate axes for plotting.
Parameters
----------
x_range : list
Range for x-axis [min, max, step]
y_range : list
Range for y-axis [min, max, step]
\"\"\"
def __init__(self, x_range=[-1, 1, 1], y_range=[-1, 1, 1], **kwargs):
self.x_range = x_range
self.y_range = y_range
super().__init__(**kwargs)
def plot(self, function, color=WHITE, **kwargs):
\"\"\"Plot a mathematical function.
Parameters
----------
function : callable
Function to plot
color : str
Color of the plot
\"\"\"
return ParametricFunction(function, color=color, **kwargs)
def get_graph(self, function, **kwargs):
\"\"\"Get graph of function.\"\"\"
return self.plot(function, **kwargs)
class NumberPlane(Axes):
\"\"\"A coordinate plane with grid lines.\"\"\"
def __init__(self, **kwargs):
super().__init__(**kwargs)
'''
}
# Create the core documentation files
for filename, content in core_docs.items():
file_path = os.path.join(docs_path, filename)
with open(file_path, 'w', encoding='utf-8') as f:
f.write(content)
# Create a README file
readme_content = '''# Manim Documentation
This directory contains documentation for Manim (Mathematical Animation Engine).
## Core Classes
- **Circle**: Create circular shapes and animations
- **Text/MathTex**: Display text and mathematical expressions
- **Scene**: Base class for all animations
- **Animation**: Classes for creating smooth transitions
- **Axes/NumberPlane**: Plotting and coordinate systems
## Basic Usage
```python
from manim import *
class MyScene(Scene):
def construct(self):
# Create objects
circle = Circle(radius=1, color=BLUE)
text = Text("Hello Manim!")
# Animate
self.play(Create(circle))
self.play(Write(text))
self.wait(1)
```
For more information, visit: https://docs.manim.community/
'''
readme_path = os.path.join(docs_path, "README.md")
with open(readme_path, 'w', encoding='utf-8') as f:
f.write(readme_content)
print(f"✅ Created {len(core_docs) + 1} sample documentation files")
def create_vector_store_with_progress():
"""Create and populate the vector store with progress tracking."""
print("🚀 Initializing Enhanced RAG Vector Store...")
print(f"📁 ChromaDB Path: {Config.CHROMA_DB_PATH}")
print(f"📁 Manim Docs Path: {Config.MANIM_DOCS_PATH}")
print(f"🧠 Embedding Model: {Config.EMBEDDING_MODEL}")
print(f"📊 Expected Embedding Dimensions: 384")
# Ensure ChromaDB directory exists
os.makedirs(Config.CHROMA_DB_PATH, exist_ok=True)
start_time = time.time()
try:
# Create vector store - this will automatically process documents and create embeddings
vector_store = RAGVectorStore(
chroma_db_path=Config.CHROMA_DB_PATH,
manim_docs_path=Config.MANIM_DOCS_PATH,
embedding_model=Config.EMBEDDING_MODEL,
session_id="embedding_creation",
use_langfuse=False
)
print("✅ Vector store initialized successfully!")
# Check document count
if hasattr(vector_store, 'core_vector_store') and vector_store.core_vector_store:
try:
collection = vector_store.core_vector_store._collection
doc_count = collection.count()
print(f"📊 Total documents in vector store: {doc_count}")
if doc_count > 0:
# Test the embedding dimensions
embedding_function = vector_store._get_embedding_function()
test_embedding = embedding_function.embed_query("test query")
print(f"🧠 Embedding dimensions: {len(test_embedding)}")
# Get sample documents
sample_docs = collection.peek(limit=3)
print(f"📋 Sample document IDs: {sample_docs.get('ids', [])[:3]}")
# Test search functionality
print("\n🔍 Testing search functionality...")
results = vector_store.core_vector_store.similarity_search_with_relevance_scores(
query="How to create a circle?",
k=3,
score_threshold=0.0
)
print(f"🎯 Search results: {len(results)} documents found")
for i, (doc, score) in enumerate(results):
print(f" [{i+1}] Score: {score:.4f} | Source: {doc.metadata.get('source', 'unknown')}")
print(f" Content: {doc.page_content[:100]}...")
else:
print("⚠️ Warning: No documents found in vector store")
except Exception as e:
print(f"❌ Error checking document count: {e}")
elapsed_time = time.time() - start_time
print(f"\n⏱️ Vector store creation completed in {elapsed_time:.2f} seconds")
return vector_store
except Exception as e:
print(f"❌ Error creating vector store: {e}")
import traceback
traceback.print_exc()
return None
def verify_embeddings():
"""Verify that embeddings were created successfully."""
print("\n🔬 Verifying embeddings...")
try:
# Load the vector store
vector_store = RAGVectorStore(
chroma_db_path=Config.CHROMA_DB_PATH,
manim_docs_path=Config.MANIM_DOCS_PATH,
embedding_model=Config.EMBEDDING_MODEL,
session_id="verification",
use_langfuse=False
)
# Test queries
test_queries = [
"How to create a circle in Manim?",
"Text animation examples",
"Mathematical plotting with axes",
"Scene construction basics"
]
print("🎯 Testing search with various queries:")
for query in test_queries:
results = vector_store.core_vector_store.similarity_search_with_relevance_scores(
query=query,
k=2,
score_threshold=0.0
)
print(f"\nQuery: '{query}'")
print(f"Results: {len(results)} documents")
for i, (doc, score) in enumerate(results):
print(f" [{i+1}] Score: {score:.4f}")
print(f" Source: {doc.metadata.get('source', 'unknown')}")
print(f" Content: {doc.page_content[:80]}...")
print("\n✅ Embedding verification completed successfully!")
return True
except Exception as e:
print(f"❌ Embedding verification failed: {e}")
return False
def main():
"""Main function to create embeddings."""
print("🎬 MANIM RAG EMBEDDING CREATION")
print("="*50)
# Step 1: Download/create documentation
download_manim_docs()
# Step 2: Create vector store and embeddings
vector_store = create_vector_store_with_progress()
if vector_store is None:
print("❌ Failed to create vector store. Exiting.")
return False
# Step 3: Verify embeddings
success = verify_embeddings()
if success:
print("\n🎉 SUCCESS! Embeddings created and verified.")
print(f"📁 ChromaDB location: {Config.CHROMA_DB_PATH}")
print("🔍 You can now run the RAG system tests.")
print("\nNext steps:")
print(" 1. Run: python test_rag_system.py")
print(" 2. Run: python debug_retrieval.py")
else:
print("\n❌ FAILED! Something went wrong during verification.")
return success
if __name__ == "__main__":
success = main()
sys.exit(0 if success else 1)
|