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Signed-off-by: Adrian Cole <[email protected]>

Author: codefromthecrypt

supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/Dockerfile

@@ -0,0 +1,20 @@
+FROM ubuntu:24.04
+
+# Install necessary packages
+RUN apt update && apt install -y --no-install-recommends \
+    python3 \
+    python3-pip \
+    python3-venv \
+    g++ \
+    gcc \
+    python3.12-dev
+
+# Create and activate a virtual environment
+RUN python3 -m venv /opt/venv
+ENV PATH="/opt/venv/bin:$PATH"
+
+# Install Python packages in the virtual environment
+RUN pip install --upgrade pip
+RUN pip install torch
+RUN pip install wheel setuptools
+RUN pip install transformers xformers

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

@@ -21,6 +21,22 @@ The pipeline demonstrates how to:
 
 1. **Setup Environment**
 ```bash
+rm -rf .venv requirements.txt
+python3 -m venv .venv
+source .venv/bin/activate
+pip install pip-tools
+# Recreate requirements.txt
+pip-compile
+# Install main dependencies
+pip install -r requirements.txt
+
+
+
+python3 -m venv .venv
+source .venv/bin/activate
+pip install "python-dotenv[cli]"
+pip install -r requirements-torch.txt
+pip install -r requirements.txt
 
 # Make sure you have pytorch installed and Python 3.10+
 pip install torch torchvision torchaudio

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

@@ -0,0 +1,15 @@
+elasticsearch
+torch
+torchvision
+torchaudio
+imagebind @ git+https://github.com/hkchengrex/ImageBind.git
+openai
+python-dotenv
+numpy
+pillow
+opencv-python
+librosa
+matplotlib
+wheel
+setuptools
+xformers

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

@@ -1,13 +1,261 @@
-elasticsearch>=8.11.0
-torch>=2.1.0
-torchvision>=0.16.0
-torchaudio>=2.1.0
+#
+# This file is autogenerated by pip-compile with Python 3.12
+# by the following command:
+#
+#    pip-compile
+#
+annotated-types==0.7.0
+    # via pydantic
+anyio==4.8.0
+    # via
+    #   httpx
+    #   openai
+audioread==3.0.1
+    # via librosa
+av==14.1.0
+    # via pytorchvideo
+cartopy==0.24.1
+    # via imagebind
+certifi==2025.1.31
+    # via
+    #   elastic-transport
+    #   httpcore
+    #   httpx
+    #   pyproj
+    #   requests
+cffi==1.17.1
+    # via soundfile
+charset-normalizer==3.4.1
+    # via requests
+contourpy==1.3.1
+    # via matplotlib
+cycler==0.12.1
+    # via matplotlib
+decorator==5.2.1
+    # via librosa
+distro==1.9.0
+    # via openai
+einops==0.8.1
+    # via imagebind
+elastic-transport==8.17.0
+    # via elasticsearch
+elasticsearch==8.17.1
+    # via -r requirements.in
+filelock==3.17.0
+    # via
+    #   huggingface-hub
+    #   torch
+fonttools==4.56.0
+    # via matplotlib
+fsspec==2025.2.0
+    # via
+    #   huggingface-hub
+    #   torch
+ftfy==6.3.1
+    # via imagebind
+fvcore==0.1.5.post20221221
+    # via
+    #   imagebind
+    #   pytorchvideo
+h11==0.14.0
+    # via httpcore
+httpcore==1.0.7
+    # via httpx
+httpx==0.28.1
+    # via openai
+huggingface-hub==0.29.1
+    # via timm
+idna==3.10
+    # via
+    #   anyio
+    #   httpx
+    #   requests
 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
-xformers>=0.0.23  # Adicione esta linha
+    # via -r requirements.in
+iopath==0.1.10
+    # via
+    #   fvcore
+    #   imagebind
+    #   pytorchvideo
+jinja2==3.1.5
+    # via torch
+jiter==0.8.2
+    # via openai
+joblib==1.4.2
+    # via
+    #   librosa
+    #   scikit-learn
+kiwisolver==1.4.8
+    # via matplotlib
+lazy-loader==0.4
+    # via librosa
+librosa==0.10.2.post1
+    # via -r requirements.in
+llvmlite==0.44.0
+    # via numba
+markupsafe==3.0.2
+    # via jinja2
+matplotlib==3.10.0
+    # via
+    #   -r requirements.in
+    #   cartopy
+    #   imagebind
+mpmath==1.3.0
+    # via sympy
+msgpack==1.1.0
+    # via librosa
+networkx==3.4.2
+    # via
+    #   pytorchvideo
+    #   torch
+numba==0.61.0
+    # via librosa
+numpy==2.1.3
+    # via
+    #   -r requirements.in
+    #   cartopy
+    #   contourpy
+    #   fvcore
+    #   imagebind
+    #   librosa
+    #   matplotlib
+    #   numba
+    #   opencv-python
+    #   scikit-learn
+    #   scipy
+    #   shapely
+    #   soundfile
+    #   soxr
+    #   torchvision
+openai==1.64.0
+    # via -r requirements.in
+opencv-python==4.11.0.86
+    # via -r requirements.in
+packaging==24.2
+    # via
+    #   cartopy
+    #   huggingface-hub
+    #   lazy-loader
+    #   matplotlib
+    #   pooch
+parameterized==0.9.0
+    # via pytorchvideo
+pillow==11.1.0
+    # via
+    #   -r requirements.in
+    #   fvcore
+    #   matplotlib
+    #   torchvision
+platformdirs==4.3.6
+    # via pooch
+pooch==1.8.2
+    # via librosa
+portalocker==3.1.1
+    # via iopath
+pycparser==2.22
+    # via cffi
+pydantic==2.10.6
+    # via openai
+pydantic-core==2.27.2
+    # via pydantic
+pyparsing==3.2.1
+    # via matplotlib
+pyproj==3.7.1
+    # via cartopy
+pyshp==2.3.1
+    # via cartopy
+python-dateutil==2.9.0.post0
+    # via matplotlib
+python-dotenv==1.0.1
+    # via -r requirements.in
+pytorchvideo @ git+https://github.com/facebookresearch/pytorchvideo.git@ae9cfc6e62ca49eb9721a7a56e1e13e348ad21dc
+    # via imagebind
+pyyaml==6.0.2
+    # via
+    #   fvcore
+    #   huggingface-hub
+    #   timm
+    #   yacs
+regex==2024.11.6
+    # via imagebind
+requests==2.32.3
+    # via
+    #   huggingface-hub
+    #   pooch
+safetensors==0.5.2
+    # via timm
+scikit-learn==1.6.1
+    # via librosa
+scipy==1.15.2
+    # via
+    #   librosa
+    #   scikit-learn
+shapely==2.0.7
+    # via cartopy
+six==1.17.0
+    # via python-dateutil
+sniffio==1.3.1
+    # via
+    #   anyio
+    #   openai
+soundfile==0.13.1
+    # via librosa
+soxr==0.5.0.post1
+    # via librosa
+sympy==1.13.1
+    # via torch
+tabulate==0.9.0
+    # via fvcore
+termcolor==2.5.0
+    # via fvcore
+threadpoolctl==3.5.0
+    # via scikit-learn
+timm==1.0.15
+    # via imagebind
+torch==2.6.0
+    # via
+    #   -r requirements.in
+    #   imagebind
+    #   timm
+    #   torchaudio
+    #   torchvision
+torchaudio==2.6.0
+    # via
+    #   -r requirements.in
+    #   imagebind
+torchvision==0.21.0
+    # via
+    #   -r requirements.in
+    #   imagebind
+    #   timm
+tqdm==4.67.1
+    # via
+    #   fvcore
+    #   huggingface-hub
+    #   iopath
+    #   openai
+types-regex==2024.11.6.20241221
+    # via imagebind
+typing-extensions==4.12.2
+    # via
+    #   anyio
+    #   huggingface-hub
+    #   iopath
+    #   librosa
+    #   openai
+    #   pydantic
+    #   pydantic-core
+    #   torch
+urllib3==2.3.0
+    # via
+    #   elastic-transport
+    #   requests
+wcwidth==0.2.13
+    # via ftfy
+wheel==0.45.1
+    # via -r requirements.in
+yacs==0.1.8
+    # via fvcore
+
+# The following packages are considered to be unsafe in a requirements file:
+# setuptools