issues fixed 1st review

supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/README.md

@@ -21,6 +21,10 @@ The pipeline demonstrates how to:
 
 1. **Setup Environment**
 ```bash
+
+# Make sure you have pytorch installed and Python 3.10+
+pip install torch torchvision torchaudio
+
 # Create and activate virtual environment
 python -m venv env_mmrag
 source env_mmrag/bin/activate  # Unix/MacOS

supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/requirements.txt

@@ -1,12 +1,13 @@
 elasticsearch>=8.11.0
-torch>=2.0.0
-torchvision>=0.15.0
-torchaudio>=2.0.0
-imagebind @ git+https://github.com/facebookresearch/ImageBind.git
+torch>=2.1.0
+torchvision>=0.16.0
+torchaudio>=2.1.0
+imagebind @ git+https://github.com/hkchengrex/ImageBind.git
 openai>=1.0.0
 python-dotenv>=1.0.0
 numpy>=1.24.0
 pillow>=10.0.0
 opencv-python>=4.8.0
 librosa>=0.10.0
-matplotlib>=3.7.0
+matplotlib>=3.7.0
+xformers>=0.0.23  # Adicione esta linha

supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/02-stage/test_embedding_generation.py

@@ -2,7 +2,7 @@
 import os
 
 # Add the src directory to Python path
-sys.path.append(os.path.join(os.path.dirname(os.path.dirname(__file__)), 'src'))
+sys.path.append(os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(__file__))), 'src'))
 
 from embedding_generator import EmbeddingGenerator
 

supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/03-stage/index_all_modalities.py

@@ -1,6 +1,6 @@
 import sys
 import os
-sys.path.append(os.path.join(os.path.dirname(os.path.dirname(__file__)), 'src'))
+sys.path.append(os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(__file__))), 'src'))
 
 from embedding_generator import EmbeddingGenerator
 from elastic_manager import ElasticsearchManager

supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/03-stage/search_by_audio.py

@@ -1,6 +1,6 @@
 import sys
 import os
-sys.path.append(os.path.join(os.path.dirname(os.path.dirname(__file__)), 'src'))
+sys.path.append(os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(__file__))), 'src'))
 
 from embedding_generator import EmbeddingGenerator
 from elastic_manager import ElasticsearchManager

supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/03-stage/search_by_depth.py

@@ -1,6 +1,6 @@
 import sys
 import os
-sys.path.append(os.path.join(os.path.dirname(os.path.dirname(__file__)), 'src'))
+sys.path.append(os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(__file__))), 'src'))
 
 from embedding_generator import EmbeddingGenerator
 from elastic_manager import ElasticsearchManager

supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/03-stage/search_by_image.py

@@ -1,6 +1,6 @@
 import sys
 import os
-sys.path.append(os.path.join(os.path.dirname(os.path.dirname(__file__)), 'src'))
+sys.path.append(os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(__file__))), 'src'))
 
 from embedding_generator import EmbeddingGenerator
 from elastic_manager import ElasticsearchManager

supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/03-stage/search_by_text.py

@@ -1,6 +1,6 @@
 import sys
 import os
-sys.path.append(os.path.join(os.path.dirname(os.path.dirname(__file__)), 'src'))
+sys.path.append(os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(__file__))), 'src'))
 
 from embedding_generator import EmbeddingGenerator
 from elastic_manager import ElasticsearchManager

supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/04-stage/rag_crime_analyze.py

@@ -1,6 +1,6 @@
 import sys
 import os
-sys.path.append(os.path.join(os.path.dirname(os.path.dirname(__file__)), 'src'))
+sys.path.append(os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(__file__))), 'src'))
 
 from embedding_generator import EmbeddingGenerator
 from elastic_manager import ElasticsearchManager