Updated embeddings for example, package requirements.

Dockerfile

@@ -1,4 +1,4 @@
-FROM public.ecr.aws/docker/library/python:3.11.11-slim-bookworm AS builder
+FROM public.ecr.aws/docker/library/python:3.12.11-slim-trixie AS builder
 
 RUN apt-get update && \
     apt-get install -y \
@@ -24,14 +24,14 @@ WORKDIR /src
 
 COPY requirements_aws.txt .
 
-RUN pip install torch==2.5.1+cpu --target=/install --index-url https://download.pytorch.org/whl/cpu \
-&& pip install --no-cache-dir --target=/install sentence-transformers==4.1.0 --no-deps \
+RUN pip install torch>=2.6.0+cpu --target=/install --index-url https://download.pytorch.org/whl/cpu \
+&& pip install --no-cache-dir --target=/install sentence-transformers==5.1.2 --no-deps \
 && pip install --no-cache-dir --target=/install span-marker==1.7.0 --no-deps \
 && pip install --no-cache-dir --target=/install keybert==0.9.0 --no-deps \
 && pip install --no-cache-dir --target=/install -r requirements_aws.txt
 
 # Stage 2: Final runtime image
-FROM public.ecr.aws/docker/library/python:3.11.11-slim-bookworm
+FROM public.ecr.aws/docker/library/python:3.12.11-slim-trixie
 
 RUN apt-get update && \
     apt-get install -y \
@@ -47,7 +47,7 @@ RUN mkdir -p /home/user/app/{output,input,tld,logs,usage,feedback,config} \
     && chown -R user:user /home/user/app
 
 # Copy installed packages from builder stage
-COPY --from=builder /install /usr/local/lib/python3.11/site-packages/
+COPY --from=builder /install /usr/local/lib/python3.12/site-packages/
 
 # Switch to the "user" user
 USER user

faiss_embedding/faiss_embedding.zip

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5e9d58ea966d7fb5bf05c6d13217ab0a4f15c18607976b3ed443b6bd163b390e
-size 293425
+oid sha256:7147329ba4dac1be93f5f5b5f261ceabab0e0bbdc4f89f40b1d56e1daf3b98b6
+size 301400

requirements.txt

@@ -1,12 +1,8 @@
 beautifulsoup4==4.13.4
 google-genai==1.50.0
-pandas==2.2.3
+pandas==2.3.3
 markdown==3.8.1
 transformers==4.57.1
-# For Windows https://github.com/abetlen/llama-cpp-python/releases/download/v0.3.2/llama_cpp_python-0.3.2-cp311-#cp311-win_amd64.whl -C cmake.args="-DGGML_BLAS=ON;-DGGML_BLAS_VENDOR=OpenBLAS" 
-# llama-cpp-python==0.3.2 --extra-index-url https://abetlen.github.io/llama-cpp-python/whl/cpu # For linux if dependencies for below build command are not available in the environment
-#llama-cpp-python==0.3.9 -C cmake.args="-DGGML_BLAS=ON;-DGGML_BLAS_VENDOR=OpenBLAS" # CPU
-#llama-cpp-python==0.3.9 -C cmake.args="-DGGML_CUDA=on" # With CUDA
 torch>=2.6.0 --extra-index-url https://download.pytorch.org/whl/cpu
 sentence_transformers==5.1.2
 faiss-cpu==1.10.0

requirements_aws.txt

@@ -1,20 +1,14 @@
+#torch, sentence_transformers, keybert, span-marker # Loaded in Dockerfile
 boto3==1.38.0
 python-dotenv==1.1.0
 beautifulsoup4==4.13.4
 google-genai==1.50.0
-pandas==2.2.3
+pandas==2.3.3
 markdown==3.8.1
 transformers==4.57.1
-# For Windows https://github.com/abetlen/llama-cpp-python/releases/download/v0.3.2/llama_cpp_python-0.3.2-cp311-#cp311-win_amd64.whl -C cmake.args="-DGGML_BLAS=ON;-DGGML_BLAS_VENDOR=OpenBLAS" 
-#llama-cpp-python==0.3.2 --extra-index-url https://abetlen.github.io/llama-cpp-python/whl/cpu # For linux if dependencies for below build command are not available in the environment
-# llama-cpp-python==0.3.16 -C cmake.args="-DGGML_BLAS=ON;-DGGML_BLAS_VENDOR=OpenBLAS"
-#torch==2.5.1 --extra-index-url https://download.pytorch.org/whl/cpu # Loaded in Dockerfile
-#sentence_transformers==4.1.0 # Loaded in Dockerfile
 faiss-cpu==1.10.0
 pypdf==5.4.0
 python-docx==1.1.2
-#keybert==0.9.0 # Loaded in Dockerfile
-#span-marker==1.7.0 # Loaded in Dockerfile
 gradio==5.49.1
 nltk==3.9.1
 bm25s==0.2.14

requirements_gpu.txt

@@ -1,11 +1,9 @@
 beautifulsoup4==4.13.4
 google-genai==1.50.0
-pandas==2.2.3
+pandas==2.3.3
 markdown==3.8.1
 transformers==4.57.1
 torch>=2.6.0 --extra-index-url https://download.pytorch.org/whl/cu126
-#llama-cpp-python==0.3.2 --extra-index-url https://abetlen.github.io/llama-cpp-python/whl/cu124
-# llama-cpp-python==0.3.16 -C cmake.args="-DGGML_CUDA=on"
 sentence_transformers==5.1.2
 faiss-cpu==1.10.0
 pypdf==5.4.0