From 5545de0466afe193f2921673fb1509dde1d65350 Mon Sep 17 00:00:00 2001
From: Piyush Jain <piyushjain@duck.com>
Date: Fri, 27 Oct 2023 17:02:28 -0700
Subject: [PATCH] Updated the Bedrock rag template (#12462)

Updates the bedrock rag template.
- Removes pinecone and replaces with FAISS as the vector store
- Fixes the environment variables, setting defaults
- Adds a `main.py` test file quick sanity testing
- Updates README.md with correct instructions
---
 templates/rag-aws-bedrock/README.md           |   18 +-
 templates/rag-aws-bedrock/main.py             |    6 +
 templates/rag-aws-bedrock/poetry.lock         | 1227 ++++-------------
 templates/rag-aws-bedrock/pyproject.toml      |    5 +-
 .../rag-aws-bedrock/rag_aws_bedrock/chain.py  |   68 +-
 5 files changed, 294 insertions(+), 1030 deletions(-)
 create mode 100644 templates/rag-aws-bedrock/main.py

diff --git a/templates/rag-aws-bedrock/README.md b/templates/rag-aws-bedrock/README.md
index 848a348ede9..d074a2fead9 100644
--- a/templates/rag-aws-bedrock/README.md
+++ b/templates/rag-aws-bedrock/README.md
@@ -4,26 +4,24 @@ AWS Bedrock is a managed serve that offers a set of foundation models.
 
 Here we will use `Anthropic Claude` for text generation and `Amazon Titan` for text embedding.
 
-We will use Pinecode as our vectorstore.
+We will use FAISS as our vectorstore.
 
 (See [this notebook](https://github.com/aws-samples/amazon-bedrock-workshop/blob/main/03_QuestionAnswering/01_qa_w_rag_claude.ipynb) for additional context on the RAG pipeline.)
 
-(See [this notebook](https://github.com/aws-samples/amazon-bedrock-workshop/blob/58f238a183e7e629c9ae11dd970393af4e64ec44/00_Intro/bedrock_boto3_setup.ipynb#Prerequisites) for additional context on setup.)
+Code here uses the `boto3` library to connect with the Bedrock service. See [this page](https://boto3.amazonaws.com/v1/documentation/api/latest/guide/quickstart.html#configuration) for setting up and configuring boto3 to work with an AWS account. 
 
-##  Pinecone
+##  FAISS
 
-This connects to a hosted Pinecone vectorstore.
+You need to install the `faiss-cpu` package to work with the FAISS vector store.
 
-Be sure that you have set a few env variables in `chain.py`:
+```bash
+pip install faiss-cpu
+```
 
-* `PINECONE_API_KEY`
-* `PINECONE_ENV`
-* `index_name`
 
 ##  LLM and Embeddings
 
-Be sure to set AWS enviorment variables:
+The code assumes that you are working with the `default` AWS profile and `us-east-1` region. If not, specify these environment variables to reflect the correct region and AWS profile.
 
 * `AWS_DEFAULT_REGION`
 * `AWS_PROFILE`
-* `BEDROCK_ASSUME_ROLE`
diff --git a/templates/rag-aws-bedrock/main.py b/templates/rag-aws-bedrock/main.py
new file mode 100644
index 00000000000..081f5c5d981
--- /dev/null
+++ b/templates/rag-aws-bedrock/main.py
@@ -0,0 +1,6 @@
+from rag_aws_bedrock.chain import chain
+
+if __name__ == "__main__":
+    query = "What is this data about?"
+
+    print(chain.invoke(query))
\ No newline at end of file
diff --git a/templates/rag-aws-bedrock/poetry.lock b/templates/rag-aws-bedrock/poetry.lock
index 9f0d0140142..9e5b5230821 100644
--- a/templates/rag-aws-bedrock/poetry.lock
+++ b/templates/rag-aws-bedrock/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
@@ -133,6 +133,9 @@ files = [
     {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
 ]
 
+[package.dependencies]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
+
 [[package]]
 name = "anyio"
 version = "3.7.1"
@@ -145,6 +148,7 @@ files = [
 ]
 
 [package.dependencies]
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
 
@@ -183,49 +187,64 @@ tests = ["attrs[tests-no-zope]", "zope-interface"]
 tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 
 [[package]]
-name = "backoff"
-version = "2.2.1"
-description = "Function decoration for backoff and retry"
+name = "awscli"
+version = "1.29.73"
+description = "Universal Command Line Environment for AWS."
 optional = false
-python-versions = ">=3.7,<4.0"
+python-versions = ">= 3.7"
 files = [
-    {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
-    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
+    {file = "awscli-1.29.73-py3-none-any.whl", hash = "sha256:963cfb22cd922d7199523ac0376b1ef40ddb800e34aa904dcc6c3204c412aaba"},
+    {file = "awscli-1.29.73.tar.gz", hash = "sha256:11c340e25ccfdd3b7bc3166d1fad17a85eeceae608854a7a764d322e986e68fb"},
 ]
 
+[package.dependencies]
+botocore = "1.31.73"
+colorama = ">=0.2.5,<0.4.5"
+docutils = ">=0.10,<0.17"
+PyYAML = ">=3.10,<6.1"
+rsa = ">=3.1.2,<4.8"
+s3transfer = ">=0.7.0,<0.8.0"
+
 [[package]]
-name = "bcrypt"
-version = "4.0.1"
-description = "Modern password hashing for your software and your servers"
+name = "boto3"
+version = "1.28.73"
+description = "The AWS SDK for Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">= 3.7"
 files = [
-    {file = "bcrypt-4.0.1-cp36-abi3-macosx_10_10_universal2.whl", hash = "sha256:b1023030aec778185a6c16cf70f359cbb6e0c289fd564a7cfa29e727a1c38f8f"},
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-    {file = "bcrypt-4.0.1.tar.gz", hash = "sha256:27d375903ac8261cfe4047f6709d16f7d18d39b1ec92aaf72af989552a650ebd"},
+    {file = "boto3-1.28.73-py3-none-any.whl", hash = "sha256:bbe377a288b6b12b526fae3b3d743318c6868626cf67e1e97f104345a5194b1e"},
+    {file = "boto3-1.28.73.tar.gz", hash = "sha256:a61cf96f7e196b1450afdf4856b7ea0e58080752e687b0011157be96934489be"},
+]
+
+[package.dependencies]
+botocore = ">=1.31.73,<1.32.0"
+jmespath = ">=0.7.1,<2.0.0"
+s3transfer = ">=0.7.0,<0.8.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
+
+[[package]]
+name = "botocore"
+version = "1.31.73"
+description = "Low-level, data-driven core of boto 3."
+optional = false
+python-versions = ">= 3.7"
+files = [
+    {file = "botocore-1.31.73-py3-none-any.whl", hash = "sha256:6e9caaa7205e0c0505f4868a4053e96eaf3f4b6bce0368a46970a8efeeacb492"},
+    {file = "botocore-1.31.73.tar.gz", hash = "sha256:5334c22d5a3f4643931896137c57b2496fef005b039d87d8740e7a28eb31519d"},
+]
+
+[package.dependencies]
+jmespath = ">=0.7.1,<2.0.0"
+python-dateutil = ">=2.1,<3.0.0"
+urllib3 = [
+    {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""},
+    {version = ">=1.25.4,<2.1", markers = "python_version >= \"3.10\""},
 ]
 
 [package.extras]
-tests = ["pytest (>=3.2.1,!=3.3.0)"]
-typecheck = ["mypy"]
+crt = ["awscrt (==0.16.26)"]
 
 [[package]]
 name = "certifi"
@@ -337,116 +356,17 @@ files = [
     {file = "charset_normalizer-3.3.0-py3-none-any.whl", hash = "sha256:e46cd37076971c1040fc8c41273a8b3e2c624ce4f2be3f5dfcb7a430c1d3acc2"},
 ]
 
-[[package]]
-name = "chroma-hnswlib"
-version = "0.7.3"
-description = "Chromas fork of hnswlib"
-optional = false
-python-versions = "*"
-files = [
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-]
-
-[package.dependencies]
-numpy = "*"
-
-[[package]]
-name = "chromadb"
-version = "0.4.14"
-description = "Chroma."
-optional = false
-python-versions = ">=3.7"
-files = [
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-
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-chroma-hnswlib = "0.7.3"
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-grpcio = ">=1.58.0"
-importlib-resources = "*"
-numpy = {version = ">=1.22.5", markers = "python_version >= \"3.8\""}
-onnxruntime = ">=1.14.1"
-overrides = ">=7.3.1"
-posthog = ">=2.4.0"
-pulsar-client = ">=3.1.0"
-pydantic = ">=1.9"
-pypika = ">=0.48.9"
-requests = ">=2.28"
-tokenizers = ">=0.13.2"
-tqdm = ">=4.65.0"
-typer = ">=0.9.0"
-typing-extensions = ">=4.5.0"
-uvicorn = {version = ">=0.18.3", extras = ["standard"]}
-
-[[package]]
-name = "click"
-version = "8.1.7"
-description = "Composable command line interface toolkit"
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.dependencies]
-colorama = {version = "*", markers = "platform_system == \"Windows\""}
-
 [[package]]
 name = "colorama"
-version = "0.4.6"
+version = "0.4.4"
 description = "Cross-platform colored terminal text."
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-files = [
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-
-[[package]]
-name = "coloredlogs"
-version = "15.0.1"
-description = "Colored terminal output for Python's logging module"
-optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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-[package.dependencies]
-humanfriendly = ">=9.1"
-
-[package.extras]
-cron = ["capturer (>=2.4)"]
-
 [[package]]
 name = "dataclasses-json"
 version = "0.6.1"
@@ -463,50 +383,62 @@ marshmallow = ">=3.18.0,<4.0.0"
 typing-inspect = ">=0.4.0,<1"
 
 [[package]]
-name = "fastapi"
-version = "0.103.2"
-description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+name = "docutils"
+version = "0.16"
+description = "Docutils -- Python Documentation Utilities"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+]
+
+[[package]]
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+version = "1.1.3"
+description = "Backport of PEP 654 (exception groups)"
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 python-versions = ">=3.7"
 files = [
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-[package.dependencies]
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-
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-typing = ["typing-extensions (>=4.7.1)"]
+test = ["pytest (>=6)"]
 
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-name = "flatbuffers"
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-description = "The FlatBuffers serialization format for Python"
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 python-versions = "*"
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 [[package]]
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 ]
 
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-[package.extras]
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-adl = ["adlfs"]
-arrow = ["pyarrow (>=1)"]
-dask = ["dask", "distributed"]
-devel = ["pytest", "pytest-cov"]
-dropbox = ["dropbox", "dropboxdrivefs", "requests"]
-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
-fuse = ["fusepy"]
-gcs = ["gcsfs"]
-git = ["pygit2"]
-github = ["requests"]
-gs = ["gcsfs"]
-gui = ["panel"]
-hdfs = ["pyarrow (>=1)"]
-http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
-libarchive = ["libarchive-c"]
-oci = ["ocifs"]
-s3 = ["s3fs"]
-sftp = ["paramiko"]
-smb = ["smbprotocol"]
-ssh = ["paramiko"]
-tqdm = ["tqdm"]
-
 [[package]]
 name = "greenlet"
 version = "3.0.0"
@@ -640,7 +537,7 @@ files = [
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@@ -650,7 +547,6 @@ files = [
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@@ -690,177 +586,6 @@ files = [
 docs = ["Sphinx"]
 test = ["objgraph", "psutil"]
 
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-optional = false
-python-versions = ">=3.7"
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 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "rsa"
+version = "4.7.2"
+description = "Pure-Python RSA implementation"
+optional = false
+python-versions = ">=3.5, <4"
+files = [
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+]
+
+[package.dependencies]
+pyasn1 = ">=0.1.3"
+
+[[package]]
+name = "s3transfer"
+version = "0.7.0"
+description = "An Amazon S3 Transfer Manager"
+optional = false
+python-versions = ">= 3.7"
+files = [
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+
+[package.dependencies]
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+
+[package.extras]
+crt = ["botocore[crt] (>=1.20.29,<2.0a.0)"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -1701,16 +1271,64 @@ description = "Database Abstraction Library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""}
+greenlet = {version = "!=0.4.17", markers = "platform_machine == \"win32\" or platform_machine == \"WIN32\" or platform_machine == \"AMD64\" or platform_machine == \"amd64\" or platform_machine == \"x86_64\" or platform_machine == \"ppc64le\" or platform_machine == \"aarch64\""}
 typing-extensions = ">=4.2.0"
 
 [package.extras]
 aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
 mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
@@ -1720,7 +1338,7 @@ mssql-pyodbc = ["pyodbc"]
 mypy = ["mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx_oracle (>=7)"]
+oracle = ["cx-oracle (>=7)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
@@ -1730,38 +1348,7 @@ postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
 postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3_binary"]
-
-[[package]]
-name = "starlette"
-version = "0.27.0"
-description = "The little ASGI library that shines."
-optional = false
-python-versions = ">=3.7"
-files = [
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-[package.dependencies]
-anyio = ">=3.4.0,<5"
-
-[package.extras]
-full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"]
-
-[[package]]
-name = "sympy"
-version = "1.12"
-description = "Computer algebra system (CAS) in Python"
-optional = false
-python-versions = ">=3.8"
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-]
-
-[package.dependencies]
-mpmath = ">=0.19"
+sqlcipher = ["sqlcipher3-binary"]
 
 [[package]]
 name = "tenacity"
@@ -1822,121 +1409,6 @@ requests = ">=2.26.0"
 [package.extras]
 blobfile = ["blobfile (>=2)"]
 
-[[package]]
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 [[package]]
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 version = "4.66.1"
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 slack = ["slack-sdk"]
 telegram = ["requests"]
 
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-    {file = "websockets-11.0.3.tar.gz", hash = "sha256:88fc51d9a26b10fc331be344f1781224a375b78488fc343620184e95a4b27016"},
-]
-
 [[package]]
 name = "yarl"
 version = "1.9.2"
@@ -2292,5 +1577,5 @@ multidict = ">=4.0"
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.11"
-content-hash = "1b7477cde18e345162d5117fccf5bdab6ab2f294b3df2890ce728143b200d523"
+python-versions = ">=3.8.1,<4.0"
+content-hash = "d6fa65710b7733cde1cc8215452c856efcbfeb174481b97009239f8e6c5ed5c6"
diff --git a/templates/rag-aws-bedrock/pyproject.toml b/templates/rag-aws-bedrock/pyproject.toml
index 3dc15f6b454..a743c552da9 100644
--- a/templates/rag-aws-bedrock/pyproject.toml
+++ b/templates/rag-aws-bedrock/pyproject.toml
@@ -10,10 +10,9 @@ python = ">=3.8.1,<4.0"
 langchain = ">=0.0.313, <0.1"
 openai = ">=0.28.1"
 tiktoken = ">=0.5.1"
-pinecone-client = ">=2.2.4"
+faiss-cpu = ">=1.7.4"
 boto3 = ">=1.28.57" 
-awscli = ">=1.29.57" 
-botocore = ">=1.31.57"
+awscli = ">=1.29.57"
 
 [tool.langserve]
 export_module = "rag_aws_bedrock"
diff --git a/templates/rag-aws-bedrock/rag_aws_bedrock/chain.py b/templates/rag-aws-bedrock/rag_aws_bedrock/chain.py
index 8de56ca3017..eb5f7e051e7 100644
--- a/templates/rag-aws-bedrock/rag_aws_bedrock/chain.py
+++ b/templates/rag-aws-bedrock/rag_aws_bedrock/chain.py
@@ -5,56 +5,31 @@ from langchain.llms.bedrock import Bedrock
 from langchain.prompts import ChatPromptTemplate
 from langchain.schema.output_parser import StrOutputParser
 from langchain.schema.runnable import RunnableParallel, RunnablePassthrough
-from langchain.vectorstores import Pinecone
-from utils import bedrock
+from langchain.vectorstores import FAISS
 
-if os.environ.get("PINECONE_API_KEY", None) is None:
-    raise Exception("Missing `PINECONE_API_KEY` environment variable.")
-
-if os.environ.get("PINECONE_ENVIRONMENT", None) is None:
-    raise Exception("Missing `PINECONE_ENVIRONMENT` environment variable.")
-
-if os.environ.get("AWS_DEFAULT_REGION", None) is None:
-    raise Exception("Missing `AWS_DEFAULT_REGION` environment variable.")
-
-if os.environ.get("AWS_PROFILE", None) is None:
-    raise Exception("Missing `AWS_PROFILE` environment variable.")
-
-if os.environ.get("BEDROCK_ASSUME_ROLE", None) is None:
-    raise Exception("Missing `BEDROCK_ASSUME_ROLE` environment variable.")
-
-PINECONE_INDEX_NAME = os.environ.get("PINECONE_INDEX", "langchain-test")
-
-### Ingest code - you may need to run this the first time
-# Load
-# from langchain.document_loaders import WebBaseLoader
-# loader = WebBaseLoader("https://lilianweng.github.io/posts/2023-06-23-agent/")
-# data = loader.load()
-
-# # Split
-# from langchain.text_splitter import RecursiveCharacterTextSplitter
-# text_splitter = RecursiveCharacterTextSplitter(chunk_size=500, chunk_overlap=0)
-# all_splits = text_splitter.split_documents(data)
-
-# # Add to vectorDB
-# vectorstore = Pinecone.from_documents(
-#     documents=all_splits, embedding=OpenAIEmbeddings(), index_name=PINECONE_INDEX_NAME
-# )
-# retriever = vectorstore.as_retriever()
+# Get region and profile from env
+region = os.environ.get("AWS_DEFAULT_REGION", "us-east-1")
+profile = os.environ.get("AWS_PROFILE", "default")
 
 # Set LLM and embeddings
-boto3_bedrock = bedrock.get_bedrock_client(
-    assumed_role=os.environ.get("BEDROCK_ASSUME_ROLE", None),
-    region=os.environ.get("AWS_DEFAULT_REGION", None)
+model = Bedrock(
+    model_id="anthropic.claude-v2",
+    region_name=region,
+    credentials_profile_name=profile,
+    model_kwargs={'max_tokens_to_sample':200}
+)
+bedrock_embeddings = BedrockEmbeddings(
+    model_id="amazon.titan-embed-text-v1"
 )
-model = Bedrock(model_id="anthropic.claude-v2", 
-                client=boto3_bedrock, 
-                model_kwargs={'max_tokens_to_sample':200})
-bedrock_embeddings = BedrockEmbeddings(model_id="amazon.titan-embed-text-v1", 
-                                       client=boto3_bedrock)
 
-# Set vectostore
-vectorstore = Pinecone.from_existing_index(PINECONE_INDEX_NAME, bedrock_embeddings)
+# Add to vectorDB
+vectorstore = FAISS.from_texts(
+    ["harrison worked at kensho"],
+    embedding=bedrock_embeddings
+)
+retriever = vectorstore.as_retriever()
+
+# Get retriever from vectorstore
 retriever = vectorstore.as_retriever()
 
 # RAG prompt
@@ -64,10 +39,11 @@ Question: {question}
 """
 prompt = ChatPromptTemplate.from_template(template)
 
+
 # RAG
 chain = (
     RunnableParallel({"context": retriever, "question": RunnablePassthrough()})
     | prompt
     | model
     | StrOutputParser()
-)
+)
\ No newline at end of file