diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0eeda7a50..b05ff4247 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,9 +1,11 @@
-## 0.10.25-dev0
+## 0.10.25-dev1
 
 ### Enhancements
 
 ### Features
 
+* **Add AWS bedrock embedding connector** `unstructured.embed.bedrock` now provides a connector to use AWS bedrock's `titan-embed-text` model to generate embeddings for elements. This features requires valid AWS bedrock setup and an internet connectionto run.
+
 ### Fixes
 
 ## 0.10.24
diff --git a/docs/requirements.txt b/docs/requirements.txt
index d2834bd86..8092f581e 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/build.in
+#    pip-compile --constraint=requirements/constraints.in requirements/build.in
 #
 alabaster==0.7.13
     # via sphinx
@@ -116,7 +116,7 @@ sphinxcontrib-serializinghtml==1.1.5
     # via
     #   -r requirements/build.in
     #   sphinx
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/docs/source/bricks/embedding.rst b/docs/source/bricks/embedding.rst
index 42a569ca5..450f6aa6e 100644
--- a/docs/source/bricks/embedding.rst
+++ b/docs/source/bricks/embedding.rst
@@ -45,14 +45,69 @@ To obtain an api key, visit: https://platform.openai.com/account/api-keys
     from unstructured.documents.elements import Text
     from unstructured.embed.openai import OpenAIEmbeddingEncoder
 
+    # Initialize the encoder with OpenAI credentials
     embedding_encoder = OpenAIEmbeddingEncoder(api_key=os.environ["OPENAI_API_KEY"])
+    
+    # Embed a list of Elements
     elements = embedding_encoder.embed_documents(
         elements=[Text("This is sentence 1"), Text("This is sentence 2")],
     )
 
+    # Embed a single query string
     query = "This is the query"
     query_embedding = embedding_encoder.embed_query(query=query)
 
+    # Print embeddings
     [print(e.embeddings, e) for e in elements]
     print(query_embedding, query)
     print(embedding_encoder.is_unit_vector(), embedding_encoder.num_of_dimensions())
+
+``BedrockEmbeddingEncoder``
+--------------------------
+
+The ``BedrockEmbeddingEncoder`` class provides an interface to obtain embeddings for text using the Bedrock embeddings via the langchain integration. It connects to the Bedrock Runtime using AWS's boto3 package.
+
+Key methods and attributes include:
+
+``embed_documents``: This function takes a list of Elements as its input and returns the same list with an updated embeddings attribute for each Element.
+
+``embed_query``: This method takes a query as a string and returns the embedding vector for the given query string.
+
+``num_of_dimensions``: A metadata property that signifies the number of dimensions in any embedding vector obtained via this class.
+
+``is_unit_vector``: A metadata property that checks if embedding vectors obtained via this class are unit vectors.
+
+Initialization:
+To create an instance of the `BedrockEmbeddingEncoder`, AWS credentials and the region name are required.
+
+.. code:: python
+
+    import os
+
+    from unstructured.documents.elements import Text
+    from unstructured.embed.bedrock import BedrockEmbeddingEncoder
+
+    # Initialize the encoder with AWS credentials
+    embedding_encoder = BedrockEmbeddingEncoder(
+        aws_access_key_id="YOUR_AWS_ACCESS_KEY_ID",
+        aws_secret_access_key="YOUR_AWS_SECRET_ACCESS_KEY",
+        region_name="us-west-2"
+    )
+
+    # Embed a list of Elements
+    elements = embedding_encoder.embed_documents(
+        elements=[Text("Sentence A"), Text("Sentence B")]
+    )
+
+    # Embed a single query string
+    query = "Example query"
+    query_embedding = embedding_encoder.embed_query(query=query)
+
+    # Print embeddings
+    [print(e.embeddings, e) for e in elements]
+    print(query_embedding, query)
+    print(embedding_encoder.is_unit_vector(), embedding_encoder.num_of_dimensions())
+
+
+Dependencies:
+This class relies on several dependencies which include boto3, numpy, and langchain. Ensure these are installed and available in the environment where this class is utilized.
\ No newline at end of file
diff --git a/requirements/base.txt b/requirements/base.txt
index 6ef4347a2..4be522c96 100644
--- a/requirements/base.txt
+++ b/requirements/base.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/base.in
+#    pip-compile --constraint=requirements/constraints.in requirements/base.in
 #
 backoff==2.2.1
     # via -r requirements/base.in
@@ -66,7 +66,7 @@ typing-extensions==4.8.0
     # via typing-inspect
 typing-inspect==0.9.0
     # via dataclasses-json
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/constraints.in
     #   requests
diff --git a/requirements/build.txt b/requirements/build.txt
index d2834bd86..8092f581e 100644
--- a/requirements/build.txt
+++ b/requirements/build.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/build.in
+#    pip-compile --constraint=requirements/constraints.in requirements/build.in
 #
 alabaster==0.7.13
     # via sphinx
@@ -116,7 +116,7 @@ sphinxcontrib-serializinghtml==1.1.5
     # via
     #   -r requirements/build.in
     #   sphinx
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/constraints.in b/requirements/constraints.in
index c76c72a52..f6bf2b4aa 100644
--- a/requirements/constraints.in
+++ b/requirements/constraints.in
@@ -5,6 +5,8 @@
 ####################################################################################################
 # NOTE(alan): Pinning to avoid conflicts with downstream ingest-s3
 urllib3<1.27, >=1.25.4
+boto3<1.28.18
+botocore<1.31.18
 # consistency with local-inference-pin
 protobuf<4.24
 # NOTE(robinson) - Required pins for security scans
diff --git a/requirements/dev.txt b/requirements/dev.txt
index d7062469d..a26cf65d4 100644
--- a/requirements/dev.txt
+++ b/requirements/dev.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/dev.in
+#    pip-compile --constraint=requirements/constraints.in requirements/dev.in
 #
 anyio==3.7.1
     # via
@@ -213,7 +213,7 @@ nest-asyncio==1.5.8
     # via ipykernel
 nodeenv==1.8.0
     # via pre-commit
-notebook==7.0.5
+notebook==7.0.6
     # via jupyter
 notebook-shim==0.2.3
     # via
@@ -390,7 +390,7 @@ typing-extensions==4.8.0
     #   ipython
 uri-template==1.3.0
     # via jsonschema
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/extra-csv.txt b/requirements/extra-csv.txt
index b015ffa6f..2f3f1775a 100644
--- a/requirements/extra-csv.txt
+++ b/requirements/extra-csv.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/extra-csv.in
+#    pip-compile --constraint=requirements/constraints.in requirements/extra-csv.in
 #
 numpy==1.24.4
     # via
diff --git a/requirements/extra-docx.txt b/requirements/extra-docx.txt
index 749c48c81..cdaba2489 100644
--- a/requirements/extra-docx.txt
+++ b/requirements/extra-docx.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/extra-docx.in
+#    pip-compile --constraint=requirements/constraints.in requirements/extra-docx.in
 #
 lxml==4.9.3
     # via
diff --git a/requirements/extra-epub.txt b/requirements/extra-epub.txt
index f16a8c905..9337a7729 100644
--- a/requirements/extra-epub.txt
+++ b/requirements/extra-epub.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/extra-epub.in
+#    pip-compile --constraint=requirements/constraints.in requirements/extra-epub.in
 #
 ebooklib==0.18
     # via -r requirements/extra-epub.in
diff --git a/requirements/extra-markdown.txt b/requirements/extra-markdown.txt
index ec0989c5e..468f69916 100644
--- a/requirements/extra-markdown.txt
+++ b/requirements/extra-markdown.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/extra-markdown.in
+#    pip-compile --constraint=requirements/constraints.in requirements/extra-markdown.in
 #
 importlib-metadata==6.8.0
     # via markdown
diff --git a/requirements/extra-msg.txt b/requirements/extra-msg.txt
index 2ab29747e..e6a57a63f 100644
--- a/requirements/extra-msg.txt
+++ b/requirements/extra-msg.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/extra-msg.in
+#    pip-compile --constraint=requirements/constraints.in requirements/extra-msg.in
 #
 msg-parser==1.2.0
     # via -r requirements/extra-msg.in
diff --git a/requirements/extra-odt.txt b/requirements/extra-odt.txt
index 22492ce52..25afb1a67 100644
--- a/requirements/extra-odt.txt
+++ b/requirements/extra-odt.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/extra-odt.in
+#    pip-compile --constraint=requirements/constraints.in requirements/extra-odt.in
 #
 lxml==4.9.3
     # via
diff --git a/requirements/extra-paddleocr.txt b/requirements/extra-paddleocr.txt
index 9706a826d..0286533d5 100644
--- a/requirements/extra-paddleocr.txt
+++ b/requirements/extra-paddleocr.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/extra-paddleocr.in
+#    pip-compile --constraint=requirements/constraints.in requirements/extra-paddleocr.in
 #
 attrdict==2.0.1
     # via unstructured-paddleocr
@@ -35,7 +35,7 @@ cssutils==2.9.0
     # via premailer
 cycler==0.12.1
     # via matplotlib
-cython==3.0.3
+cython==3.0.4
     # via unstructured-paddleocr
 et-xmlfile==1.1.0
     # via openpyxl
@@ -213,7 +213,7 @@ tzdata==2023.3
     # via pandas
 unstructured-paddleocr==2.6.1.3
     # via -r requirements/extra-paddleocr.in
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/extra-pandoc.txt b/requirements/extra-pandoc.txt
index aa0bc7b95..d79b36307 100644
--- a/requirements/extra-pandoc.txt
+++ b/requirements/extra-pandoc.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/extra-pandoc.in
+#    pip-compile --constraint=requirements/constraints.in requirements/extra-pandoc.in
 #
 pypandoc==1.12
     # via -r requirements/extra-pandoc.in
diff --git a/requirements/extra-pdf-image.txt b/requirements/extra-pdf-image.txt
index 9eb226303..861479336 100644
--- a/requirements/extra-pdf-image.txt
+++ b/requirements/extra-pdf-image.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/extra-pdf-image.in
+#    pip-compile --constraint=requirements/constraints.in requirements/extra-pdf-image.in
 #
 antlr4-python3-runtime==4.9.3
     # via omegaconf
@@ -223,7 +223,7 @@ tqdm==4.66.1
     #   huggingface-hub
     #   iopath
     #   transformers
-transformers==4.34.0
+transformers==4.34.1
     # via unstructured-inference
 typing-extensions==4.8.0
     # via
@@ -234,13 +234,13 @@ typing-extensions==4.8.0
     #   torch
 tzdata==2023.3
     # via pandas
-unstructured-inference==0.7.5
+unstructured-inference==0.7.7
     # via -r requirements/extra-pdf-image.in
 unstructured-pytesseract==0.3.12
     # via
     #   -c requirements/constraints.in
     #   -r requirements/extra-pdf-image.in
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/extra-pptx.txt b/requirements/extra-pptx.txt
index 2ecd1b4ce..062f11a00 100644
--- a/requirements/extra-pptx.txt
+++ b/requirements/extra-pptx.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/extra-pptx.in
+#    pip-compile --constraint=requirements/constraints.in requirements/extra-pptx.in
 #
 lxml==4.9.3
     # via python-pptx
diff --git a/requirements/extra-xlsx.txt b/requirements/extra-xlsx.txt
index 2e47d267c..5fc3cdbe5 100644
--- a/requirements/extra-xlsx.txt
+++ b/requirements/extra-xlsx.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/extra-xlsx.in
+#    pip-compile --constraint=requirements/constraints.in requirements/extra-xlsx.in
 #
 et-xmlfile==1.1.0
     # via openpyxl
diff --git a/requirements/huggingface.txt b/requirements/huggingface.txt
index af3d1dd0e..1ab233286 100644
--- a/requirements/huggingface.txt
+++ b/requirements/huggingface.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/huggingface.in
+#    pip-compile --constraint=requirements/constraints.in requirements/huggingface.in
 #
 certifi==2023.7.22
     # via
@@ -102,14 +102,14 @@ tqdm==4.66.1
     #   huggingface-hub
     #   sacremoses
     #   transformers
-transformers==4.34.0
+transformers==4.34.1
     # via -r requirements/huggingface.in
 typing-extensions==4.8.0
     # via
     #   -c requirements/base.txt
     #   huggingface-hub
     #   torch
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-airtable.txt b/requirements/ingest-airtable.txt
index 52467ffc7..122f32c4e 100644
--- a/requirements/ingest-airtable.txt
+++ b/requirements/ingest-airtable.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-airtable.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-airtable.in
 #
 certifi==2023.7.22
     # via
@@ -34,7 +34,7 @@ typing-extensions==4.8.0
     #   -c requirements/base.txt
     #   pyairtable
     #   pydantic
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-azure-cognitive-search.txt b/requirements/ingest-azure-cognitive-search.txt
index ced625eda..c3be136ed 100644
--- a/requirements/ingest-azure-cognitive-search.txt
+++ b/requirements/ingest-azure-cognitive-search.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-azure-cognitive-search.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-azure-cognitive-search.in
 #
 azure-common==1.1.28
     # via azure-search-documents
@@ -50,7 +50,7 @@ typing-extensions==4.8.0
     #   -c requirements/base.txt
     #   azure-core
     #   azure-search-documents
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-azure.txt b/requirements/ingest-azure.txt
index d4e7acc4f..c621e4b12 100644
--- a/requirements/ingest-azure.txt
+++ b/requirements/ingest-azure.txt
@@ -2,9 +2,9 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-azure.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-azure.in
 #
-adlfs==2023.9.0
+adlfs==2023.10.0
     # via -r requirements/ingest-azure.in
 aiohttp==3.8.6
     # via adlfs
@@ -94,7 +94,7 @@ typing-extensions==4.8.0
     #   -c requirements/base.txt
     #   azure-core
     #   azure-storage-blob
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-bedrock.in b/requirements/ingest-bedrock.in
new file mode 100644
index 000000000..3c3d1b070
--- /dev/null
+++ b/requirements/ingest-bedrock.in
@@ -0,0 +1,5 @@
+-c constraints.in
+-c base.txt
+
+boto3
+langchain
diff --git a/requirements/ingest-bedrock.txt b/requirements/ingest-bedrock.txt
new file mode 100644
index 000000000..68bcc0eaf
--- /dev/null
+++ b/requirements/ingest-bedrock.txt
@@ -0,0 +1,132 @@
+#
+# This file is autogenerated by pip-compile with Python 3.8
+# by the following command:
+#
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-bedrock.in
+#
+aiohttp==3.8.6
+    # via langchain
+aiosignal==1.3.1
+    # via aiohttp
+anyio==3.7.1
+    # via
+    #   -c requirements/constraints.in
+    #   langchain
+async-timeout==4.0.3
+    # via
+    #   aiohttp
+    #   langchain
+attrs==23.1.0
+    # via aiohttp
+boto3==1.28.17
+    # via
+    #   -c requirements/constraints.in
+    #   -r requirements/ingest-bedrock.in
+botocore==1.31.17
+    # via
+    #   -c requirements/constraints.in
+    #   boto3
+    #   s3transfer
+certifi==2023.7.22
+    # via
+    #   -c requirements/base.txt
+    #   -c requirements/constraints.in
+    #   requests
+charset-normalizer==3.3.0
+    # via
+    #   -c requirements/base.txt
+    #   aiohttp
+    #   requests
+dataclasses-json==0.6.1
+    # via
+    #   -c requirements/base.txt
+    #   langchain
+exceptiongroup==1.1.3
+    # via anyio
+frozenlist==1.4.0
+    # via
+    #   aiohttp
+    #   aiosignal
+idna==3.4
+    # via
+    #   -c requirements/base.txt
+    #   anyio
+    #   requests
+    #   yarl
+jmespath==1.0.1
+    # via
+    #   boto3
+    #   botocore
+jsonpatch==1.33
+    # via langchain
+jsonpointer==2.4
+    # via jsonpatch
+langchain==0.0.317
+    # via -r requirements/ingest-bedrock.in
+langsmith==0.0.46
+    # via langchain
+marshmallow==3.20.1
+    # via
+    #   -c requirements/base.txt
+    #   dataclasses-json
+multidict==6.0.4
+    # via
+    #   aiohttp
+    #   yarl
+mypy-extensions==1.0.0
+    # via
+    #   -c requirements/base.txt
+    #   typing-inspect
+numpy==1.24.4
+    # via
+    #   -c requirements/base.txt
+    #   -c requirements/constraints.in
+    #   langchain
+packaging==23.2
+    # via
+    #   -c requirements/base.txt
+    #   marshmallow
+pydantic==1.10.13
+    # via
+    #   -c requirements/constraints.in
+    #   langchain
+    #   langsmith
+python-dateutil==2.8.2
+    # via botocore
+pyyaml==6.0.1
+    # via langchain
+requests==2.31.0
+    # via
+    #   -c requirements/base.txt
+    #   langchain
+    #   langsmith
+s3transfer==0.6.2
+    # via boto3
+six==1.16.0
+    # via
+    #   -c requirements/base.txt
+    #   python-dateutil
+sniffio==1.3.0
+    # via anyio
+sqlalchemy==2.0.22
+    # via langchain
+tenacity==8.2.3
+    # via langchain
+typing-extensions==4.8.0
+    # via
+    #   -c requirements/base.txt
+    #   pydantic
+    #   sqlalchemy
+    #   typing-inspect
+typing-inspect==0.9.0
+    # via
+    #   -c requirements/base.txt
+    #   dataclasses-json
+urllib3==1.26.18
+    # via
+    #   -c requirements/base.txt
+    #   -c requirements/constraints.in
+    #   botocore
+    #   requests
+yarl==1.9.2
+    # via aiohttp
diff --git a/requirements/ingest-biomed.txt b/requirements/ingest-biomed.txt
index 069b11a6a..c287d597c 100644
--- a/requirements/ingest-biomed.txt
+++ b/requirements/ingest-biomed.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-biomed.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-biomed.in
 #
 beautifulsoup4==4.12.2
     # via
diff --git a/requirements/ingest-box.txt b/requirements/ingest-box.txt
index ee21de809..5fa92bb39 100644
--- a/requirements/ingest-box.txt
+++ b/requirements/ingest-box.txt
@@ -2,13 +2,13 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-box.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-box.in
 #
 attrs==23.1.0
     # via boxsdk
 boxfs==0.2.1
     # via -r requirements/ingest-box.in
-boxsdk[jwt]==3.9.1
+boxsdk[jwt]==3.9.2
     # via boxfs
 certifi==2023.7.22
     # via
@@ -49,7 +49,7 @@ six==1.16.0
     # via
     #   -c requirements/base.txt
     #   python-dateutil
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-confluence.txt b/requirements/ingest-confluence.txt
index 64218b189..197504d4d 100644
--- a/requirements/ingest-confluence.txt
+++ b/requirements/ingest-confluence.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-confluence.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-confluence.in
 #
 atlassian-python-api==3.41.2
     # via -r requirements/ingest-confluence.in
@@ -36,7 +36,7 @@ six==1.16.0
     # via
     #   -c requirements/base.txt
     #   atlassian-python-api
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-delta-table.txt b/requirements/ingest-delta-table.txt
index d3c45a04d..ae74deb76 100644
--- a/requirements/ingest-delta-table.txt
+++ b/requirements/ingest-delta-table.txt
@@ -2,9 +2,9 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-delta-table.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-delta-table.in
 #
-deltalake==0.11.0
+deltalake==0.12.0
     # via -r requirements/ingest-delta-table.in
 fsspec==2023.9.1
     # via
diff --git a/requirements/ingest-discord.txt b/requirements/ingest-discord.txt
index 922afb131..852cfeb9d 100644
--- a/requirements/ingest-discord.txt
+++ b/requirements/ingest-discord.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-discord.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-discord.in
 #
 aiohttp==3.8.6
     # via discord-py
diff --git a/requirements/ingest-dropbox.txt b/requirements/ingest-dropbox.txt
index e3ad8ce8a..6e69a9076 100644
--- a/requirements/ingest-dropbox.txt
+++ b/requirements/ingest-dropbox.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-dropbox.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-dropbox.in
 #
 certifi==2023.7.22
     # via
@@ -40,7 +40,7 @@ six==1.16.0
     #   stone
 stone==3.3.1
     # via dropbox
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-elasticsearch.txt b/requirements/ingest-elasticsearch.txt
index 7d3cb79d4..84bb4d090 100644
--- a/requirements/ingest-elasticsearch.txt
+++ b/requirements/ingest-elasticsearch.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-elasticsearch.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-elasticsearch.in
 #
 certifi==2023.7.22
     # via
@@ -15,7 +15,7 @@ elasticsearch==8.10.1
     # via -r requirements/ingest-elasticsearch.in
 jq==1.6.0
     # via -r requirements/ingest-elasticsearch.in
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-gcs.txt b/requirements/ingest-gcs.txt
index 76344f6c3..5814d7296 100644
--- a/requirements/ingest-gcs.txt
+++ b/requirements/ingest-gcs.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-gcs.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-gcs.in
 #
 aiohttp==3.8.6
     # via gcsfs
@@ -105,7 +105,7 @@ soupsieve==2.5
     # via
     #   -c requirements/base.txt
     #   beautifulsoup4
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-github.txt b/requirements/ingest-github.txt
index e0eae5b2a..dd6fece5b 100644
--- a/requirements/ingest-github.txt
+++ b/requirements/ingest-github.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-github.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-github.in
 #
 certifi==2023.7.22
     # via
@@ -47,7 +47,7 @@ typing-extensions==4.8.0
     # via
     #   -c requirements/base.txt
     #   pygithub
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-gitlab.txt b/requirements/ingest-gitlab.txt
index 02c9f868c..66f0799bc 100644
--- a/requirements/ingest-gitlab.txt
+++ b/requirements/ingest-gitlab.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-gitlab.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-gitlab.in
 #
 certifi==2023.7.22
     # via
@@ -26,7 +26,7 @@ requests==2.31.0
     #   requests-toolbelt
 requests-toolbelt==1.0.0
     # via python-gitlab
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-google-drive.txt b/requirements/ingest-google-drive.txt
index b11ae5729..bd36a74b3 100644
--- a/requirements/ingest-google-drive.txt
+++ b/requirements/ingest-google-drive.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-google-drive.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-google-drive.in
 #
 cachetools==5.3.1
     # via google-auth
@@ -17,7 +17,7 @@ charset-normalizer==3.3.0
     #   requests
 google-api-core==2.12.0
     # via google-api-python-client
-google-api-python-client==2.103.0
+google-api-python-client==2.104.0
     # via -r requirements/ingest-google-drive.in
 google-auth==2.23.3
     # via
@@ -59,7 +59,7 @@ rsa==4.9
     # via google-auth
 uritemplate==4.1.1
     # via google-api-python-client
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-jira.txt b/requirements/ingest-jira.txt
index 3681c6b68..c56b7f624 100644
--- a/requirements/ingest-jira.txt
+++ b/requirements/ingest-jira.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-jira.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-jira.in
 #
 atlassian-python-api==3.41.2
     # via -r requirements/ingest-jira.in
@@ -36,7 +36,7 @@ six==1.16.0
     # via
     #   -c requirements/base.txt
     #   atlassian-python-api
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-notion.txt b/requirements/ingest-notion.txt
index b200c2562..f12076057 100644
--- a/requirements/ingest-notion.txt
+++ b/requirements/ingest-notion.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-notion.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-notion.in
 #
 anyio==3.7.1
     # via
diff --git a/requirements/ingest-onedrive.txt b/requirements/ingest-onedrive.txt
index 7dd0eaa8f..bd0baa86f 100644
--- a/requirements/ingest-onedrive.txt
+++ b/requirements/ingest-onedrive.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-onedrive.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-onedrive.in
 #
 beautifulsoup4==4.12.2
     # via
@@ -52,7 +52,7 @@ soupsieve==2.5
     # via
     #   -c requirements/base.txt
     #   beautifulsoup4
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-openai.txt b/requirements/ingest-openai.txt
index 84b0f9e0f..90b1df16c 100644
--- a/requirements/ingest-openai.txt
+++ b/requirements/ingest-openai.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-openai.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-openai.in
 #
 aiohttp==3.8.6
     # via
@@ -50,9 +50,9 @@ jsonpatch==1.33
     # via langchain
 jsonpointer==2.4
     # via jsonpatch
-langchain==0.0.315
+langchain==0.0.317
     # via -r requirements/ingest-openai.in
-langsmith==0.0.44
+langsmith==0.0.46
     # via langchain
 marshmallow==3.20.1
     # via
@@ -117,7 +117,7 @@ typing-inspect==0.9.0
     # via
     #   -c requirements/base.txt
     #   dataclasses-json
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-outlook.txt b/requirements/ingest-outlook.txt
index 225004c7b..b8a8aa5b1 100644
--- a/requirements/ingest-outlook.txt
+++ b/requirements/ingest-outlook.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-outlook.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-outlook.in
 #
 certifi==2023.7.22
     # via
@@ -42,7 +42,7 @@ requests==2.31.0
     #   -c requirements/base.txt
     #   msal
     #   office365-rest-python-client
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-reddit.txt b/requirements/ingest-reddit.txt
index 6b34c0770..c895ab4d2 100644
--- a/requirements/ingest-reddit.txt
+++ b/requirements/ingest-reddit.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-reddit.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-reddit.in
 #
 certifi==2023.7.22
     # via
@@ -28,7 +28,7 @@ requests==2.31.0
     #   update-checker
 update-checker==0.18.0
     # via praw
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-s3.txt b/requirements/ingest-s3.txt
index f99195606..cb66d70fc 100644
--- a/requirements/ingest-s3.txt
+++ b/requirements/ingest-s3.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-s3.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-s3.in
 #
 aiobotocore==2.5.4
     # via s3fs
@@ -19,7 +19,9 @@ async-timeout==4.0.3
 attrs==23.1.0
     # via aiohttp
 botocore==1.31.17
-    # via aiobotocore
+    # via
+    #   -c requirements/constraints.in
+    #   aiobotocore
 charset-normalizer==3.3.0
     # via
     #   -c requirements/base.txt
@@ -55,7 +57,7 @@ typing-extensions==4.8.0
     # via
     #   -c requirements/base.txt
     #   aioitertools
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-salesforce.txt b/requirements/ingest-salesforce.txt
index 55ded68d6..724141ba5 100644
--- a/requirements/ingest-salesforce.txt
+++ b/requirements/ingest-salesforce.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-salesforce.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-salesforce.in
 #
 attrs==23.1.0
     # via zeep
@@ -66,7 +66,7 @@ six==1.16.0
     #   isodate
     #   python-dateutil
     #   requests-file
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-sharepoint.txt b/requirements/ingest-sharepoint.txt
index 1c2c7f5f6..6388f4610 100644
--- a/requirements/ingest-sharepoint.txt
+++ b/requirements/ingest-sharepoint.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-sharepoint.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-sharepoint.in
 #
 certifi==2023.7.22
     # via
@@ -42,7 +42,7 @@ requests==2.31.0
     #   -c requirements/base.txt
     #   msal
     #   office365-rest-python-client
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/ingest-slack.txt b/requirements/ingest-slack.txt
index 43cb8f756..28ddf0f9a 100644
--- a/requirements/ingest-slack.txt
+++ b/requirements/ingest-slack.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-slack.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-slack.in
 #
 slack-sdk==3.23.0
     # via -r requirements/ingest-slack.in
diff --git a/requirements/ingest-wikipedia.txt b/requirements/ingest-wikipedia.txt
index bfefd071b..25d83aa41 100644
--- a/requirements/ingest-wikipedia.txt
+++ b/requirements/ingest-wikipedia.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/ingest-wikipedia.in
+#    pip-compile --constraint=requirements/constraints.in requirements/ingest-wikipedia.in
 #
 beautifulsoup4==4.12.2
     # via
@@ -29,7 +29,7 @@ soupsieve==2.5
     # via
     #   -c requirements/base.txt
     #   beautifulsoup4
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/requirements/test.txt b/requirements/test.txt
index 403c35e47..10ac13c3f 100644
--- a/requirements/test.txt
+++ b/requirements/test.txt
@@ -2,13 +2,13 @@
 # This file is autogenerated by pip-compile with Python 3.8
 # by the following command:
 #
-#    pip-compile requirements/test.in
+#    pip-compile --constraint=requirements/constraints.in requirements/test.in
 #
 appdirs==1.4.4
     # via label-studio-tools
 autoflake==2.2.1
     # via -r requirements/test.in
-black==23.9.1
+black==23.10.0
     # via -r requirements/test.in
 certifi==2023.7.22
     # via
@@ -56,7 +56,7 @@ mccabe==0.7.0
     # via flake8
 multidict==6.0.4
     # via yarl
-mypy==1.6.0
+mypy==1.6.1
     # via -r requirements/test.in
 mypy-extensions==1.0.0
     # via
@@ -132,7 +132,7 @@ typing-extensions==4.8.0
     #   black
     #   mypy
     #   pydantic
-urllib3==1.26.17
+urllib3==1.26.18
     # via
     #   -c requirements/base.txt
     #   -c requirements/constraints.in
diff --git a/scripts/pip-compile.sh b/scripts/pip-compile.sh
index 0bc23e11d..4891e121f 100755
--- a/scripts/pip-compile.sh
+++ b/scripts/pip-compile.sh
@@ -13,6 +13,6 @@ for file in requirements/*.in; do
     continue;
   fi;
   echo "running: pip-compile --upgrade $file"
-  pip-compile --upgrade "$file"
+  pip-compile --upgrade "$file" -c requirements/constraints.in
 done
 cp requirements/build.txt docs/requirements.txt
diff --git a/setup.py b/setup.py
index cbde874f6..ad98eb693 100644
--- a/setup.py
+++ b/setup.py
@@ -158,6 +158,7 @@ setup(
         "local-inference": all_doc_reqs,
         "paddleocr": load_requirements("requirements/extra-paddleocr.in"),
         "openai": load_requirements("requirements/ingest-openai.in"),
+        "bedrock": load_requirements("requirements/ingest-bedrock.in"),
     },
     package_dir={"unstructured": "unstructured"},
     package_data={"unstructured": ["nlp/*.txt"]},
diff --git a/unstructured/__version__.py b/unstructured/__version__.py
index b1a5c77b4..b252958c0 100644
--- a/unstructured/__version__.py
+++ b/unstructured/__version__.py
@@ -1 +1 @@
-__version__ = "0.10.25-dev0"  # pragma: no cover
+__version__ = "0.10.25-dev1"  # pragma: no cover
diff --git a/unstructured/embed/bedrock.py b/unstructured/embed/bedrock.py
new file mode 100644
index 000000000..e46e1d4d4
--- /dev/null
+++ b/unstructured/embed/bedrock.py
@@ -0,0 +1,72 @@
+from typing import List
+
+import numpy as np
+
+from unstructured.documents.elements import (
+    Element,
+)
+from unstructured.embed.interfaces import BaseEmbeddingEncoder
+from unstructured.ingest.error import EmbeddingEncoderConnectionError
+from unstructured.utils import requires_dependencies
+
+
+class BedrockEmbeddingEncoder(BaseEmbeddingEncoder):
+    def __init__(
+        self,
+        aws_access_key_id: str,
+        aws_secret_access_key: str,
+        region_name: str = "us-west-2",
+    ):
+        self.aws_access_key_id = aws_access_key_id
+        self.aws_secret_access_key = aws_secret_access_key
+        self.region_name = region_name
+        self.initialize()
+
+    def initialize(self):
+        self.bedrock_client = self.get_bedrock_client()
+
+    def num_of_dimensions(self):
+        return np.shape(self.examplary_embedding)
+
+    def is_unit_vector(self):
+        return np.isclose(np.linalg.norm(self.examplary_embedding), 1.0)
+
+    def embed_query(self, query):
+        return np.array(self.bedrock_client.embed_query(query))
+
+    def embed_documents(self, elements: List[Element]) -> List[Element]:
+        embeddings = self.bedrock_client.embed_documents([str(e) for e in elements])
+        elements_with_embeddings = self._add_embeddings_to_elements(elements, embeddings)
+        return elements_with_embeddings
+
+    def _add_embeddings_to_elements(self, elements, embeddings) -> List[Element]:
+        assert len(elements) == len(embeddings)
+        elements_w_embedding = []
+        for i, element in enumerate(elements):
+            element.embeddings = embeddings[i]
+            elements_w_embedding.append(element)
+        return elements
+
+    @EmbeddingEncoderConnectionError.wrap
+    @requires_dependencies(
+        ["boto3", "numpy", "langchain"],
+        extras="bedrock",
+    )
+    def get_bedrock_client(self):
+        if getattr(self, "bedrock_client", None):
+            return self.bedrock_client
+
+        # delay import only when needed
+        import boto3
+        from langchain.embeddings import BedrockEmbeddings
+
+        bedrock_runtime = boto3.client(
+            service_name="bedrock-runtime",
+            aws_access_key_id=self.aws_access_key_id,
+            aws_secret_access_key=self.aws_secret_access_key,
+            region_name=self.region_name,
+        )
+
+        bedrock_client = BedrockEmbeddings(client=bedrock_runtime)
+        self.examplary_embedding = np.array(bedrock_client.embed_query("Q"))
+        return bedrock_client