diff --git a/.env.example b/.env.example new file mode 100644 index 0000000..e9fd2aa --- /dev/null +++ b/.env.example @@ -0,0 +1,5 @@ +PINECONE_API_KEY= +PINECONE_ENVIRONMENT= +PINECONE_INDEX_NAME= +COHERE_API_KEY= +OPENAI_API_KEY= \ No newline at end of file diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..dc12cb7 --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +.env +__pycache__ \ No newline at end of file diff --git a/app/chain.py b/app/chain.py index 9dfaf10..556b929 100644 --- a/app/chain.py +++ b/app/chain.py @@ -1,26 +1,41 @@ import os -import pinecone -from langchain_core.pydantic_v1 import BaseModel + +from dotenv import load_dotenv from langchain_community.chat_models import ChatOpenAI +from langchain_community.embeddings import CohereEmbeddings from langchain_community.vectorstores import Pinecone from langchain_core.output_parsers import StrOutputParser from langchain_core.prompts import ChatPromptTemplate -from langchain_community.embeddings import CohereEmbeddings -from langchain_core.runnables import RunnableParallel, RunnablePassthrough +from langchain_core.runnables import RunnableParallel, RunnablePassthrough, RunnableLambda +from pinecone import Pinecone as PineconeClient +import requests +load_dotenv() # Keys PINECONE_API_KEY = os.environ["PINECONE_API_KEY"] PINECONE_ENVIRONMENT = os.environ["PINECONE_ENVIRONMENT"] PINECONE_INDEX_NAME = os.environ["PINECONE_INDEX_NAME"] -# Vectorstore -pinecone.init(api_key=PINECONE_API_KEY, - environment=PINECONE_ENVIRONMENT) +pinecone = PineconeClient(api_key=PINECONE_API_KEY) embeddings = CohereEmbeddings(model="multilingual-22-12") -vectorstore = Pinecone.from_existing_index(PINECONE_INDEX_NAME, - embeddings) +vectorstore = Pinecone.from_existing_index(index_name=PINECONE_INDEX_NAME,embedding=embeddings, use_pod_based=False) + retriever = vectorstore.as_retriever() +def fetch_wikipedia_page(id): + url = f"https://en.wikipedia.org/w/api.php?action=query&prop=extracts&format=json&pageids={id}" + response = requests.get(url) + data = response.json() + page_content = list(data['query']['pages'].values())[0]['extract'] + return page_content + +def fetch_url(x): + urls = [doc.metadata['url'] for doc in x['context']] + ids = [url.split('=')[-1] for url in urls] + contents = [fetch_wikipedia_page(id)[:32000] for id in ids] + return {"context": contents, "question": x["question"]} + + # RAG prompt template = """Answer the question based only on the following context: {context} @@ -29,10 +44,14 @@ Question: {question} prompt = ChatPromptTemplate.from_template(template) # RAG -model = ChatOpenAI() +model = ChatOpenAI(model="gpt-4-32k") + chain = ( RunnableParallel({"context": retriever, "question": RunnablePassthrough()}) + | RunnableLambda(fetch_url) # Add this line | prompt | model | StrOutputParser() -) \ No newline at end of file +) + + diff --git a/poetry.lock b/poetry.lock index 24b8121..5fa881b 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. 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[[package]] name = "langchain-core" -version = "0.1.8" +version = "0.1.10" description = "Building applications with LLMs through composability" optional = false python-versions = ">=3.8.1,<4.0" files = [ - {file = "langchain_core-0.1.8-py3-none-any.whl", hash = "sha256:f4d1837d6d814ed36528b642211933d1f0bd84e1eff361f4630a8c750acc27d0"}, - {file = "langchain_core-0.1.8.tar.gz", hash = "sha256:93ab72f5ab202526310fad389a45626501fd76ecf56d451111c0d4abe8183407"}, + {file = "langchain_core-0.1.10-py3-none-any.whl", hash = "sha256:d89952f6d0766cfc88d9f1e25b84d56f8d7bd63a45ad8ec1a9a038c9b49df16d"}, + {file = "langchain_core-0.1.10.tar.gz", hash = "sha256:3c9e1383264c102fcc6f865700dbb9416c4931a25d0ac2195f6311c6b867aa17"}, ] [package.dependencies] @@ -1611,13 +1611,13 @@ extended-testing = ["jinja2 (>=3,<4)"] [[package]] name = "langserve" -version = "0.0.38" +version = "0.0.39" description = "" optional = false python-versions = ">=3.8.1,<4.0.0" files = [ - {file = "langserve-0.0.38-py3-none-any.whl", hash = "sha256:c43019fb74dd50a95561cba5bdc9f6ac43e28ea08fba01a7f5910815fca60550"}, - {file = "langserve-0.0.38.tar.gz", hash = "sha256:384c56d0aabbc0af8f49edc1409a9ac0ba8fbab5d15e9f2312071dbdb053d47e"}, + {file = "langserve-0.0.39-py3-none-any.whl", hash = "sha256:3a8dc3af3c4a18b6867f1a32b75968035ea5ecf5481862fd9d4b51bb06f43e65"}, + {file = "langserve-0.0.39.tar.gz", hash = "sha256:c5ab2a539e7a008ca017cbe93dd6210aca9f382989906eda307464eac7182a41"}, ] [package.dependencies] @@ -1636,13 +1636,13 @@ server = ["fastapi (>=0.90.1,<1)", "sse-starlette (>=1.3.0,<2.0.0)"] [[package]] name = "langsmith" -version = "0.0.78" +version = "0.0.80" description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform." optional = false python-versions = ">=3.8.1,<4.0" files = [ - {file = "langsmith-0.0.78-py3-none-any.whl", hash = "sha256:d7c8300700dde0cea87388177c2552187e87fb4ae789510712e7654db72b5c04"}, - {file = "langsmith-0.0.78.tar.gz", hash = "sha256:a7d7f1639072aeb12115a931eb6d4c53810a480a1fec90bc8744f232765f3c81"}, + {file = "langsmith-0.0.80-py3-none-any.whl", hash = "sha256:dee1c6ef9e8241b82a8851926624269954d0ff8e22d82e32e73455f387f4e245"}, + {file = "langsmith-0.0.80.tar.gz", hash = "sha256:6d22ee07eb41c65b3f5166b20041a026714952497d9e80d5be6879d3a5c14d84"}, ] [package.dependencies] @@ -1734,22 +1734,22 @@ files = [ [[package]] name = "marshmallow" -version = "3.20.1" +version = "3.20.2" description = "A lightweight library for converting complex datatypes to and from native Python datatypes." optional = false python-versions = ">=3.8" files = [ - {file = "marshmallow-3.20.1-py3-none-any.whl", hash = "sha256:684939db93e80ad3561392f47be0230743131560a41c5110684c16e21ade0a5c"}, - {file = "marshmallow-3.20.1.tar.gz", hash = "sha256:5d2371bbe42000f2b3fb5eaa065224df7d8f8597bc19a1bbfa5bfe7fba8da889"}, + {file = "marshmallow-3.20.2-py3-none-any.whl", hash = "sha256:c21d4b98fee747c130e6bc8f45c4b3199ea66bc00c12ee1f639f0aeca034d5e9"}, + {file = "marshmallow-3.20.2.tar.gz", hash = "sha256:4c1daff273513dc5eb24b219a8035559dc573c8f322558ef85f5438ddd1236dd"}, ] [package.dependencies] packaging = ">=17.0" [package.extras] -dev = ["flake8 (==6.0.0)", "flake8-bugbear (==23.7.10)", "mypy (==1.4.1)", "pre-commit (>=2.4,<4.0)", "pytest", "pytz", "simplejson", "tox"] -docs = ["alabaster (==0.7.13)", "autodocsumm (==0.2.11)", "sphinx (==7.0.1)", "sphinx-issues (==3.0.1)", "sphinx-version-warning (==1.1.2)"] -lint = ["flake8 (==6.0.0)", "flake8-bugbear (==23.7.10)", "mypy (==1.4.1)", "pre-commit (>=2.4,<4.0)"] +dev = ["pre-commit (>=2.4,<4.0)", "pytest", "pytz", "simplejson", "tox"] +docs = ["alabaster (==0.7.15)", "autodocsumm (==0.2.12)", "sphinx (==7.2.6)", "sphinx-issues (==3.0.1)", "sphinx-version-warning (==1.1.2)"] +lint = ["pre-commit (>=2.4,<4.0)"] tests = ["pytest", "pytz", "simplejson"] [[package]] @@ -2205,20 +2205,26 @@ ptyprocess = ">=0.5" [[package]] name = "pinecone-client" version = "3.0.0.dev6" +version = "3.0.0.dev6" description = "Pinecone client and SDK" optional = false python-versions = ">=3.9,<3.13" +python-versions = ">=3.9,<3.13" files = [ {file = "pinecone_client-3.0.0.dev6-py3-none-any.whl", hash = "sha256:1b536272a1d205580c42d4f5284121c834679dccbd588e03e1016acd89a3d40d"}, {file = "pinecone_client-3.0.0.dev6.tar.gz", hash = "sha256:ec01d10e0582669a6f57f87ac6deea183cb10ad8cc48e4cbd21690ca8bf8565d"}, + {file = "pinecone_client-3.0.0.dev6-py3-none-any.whl", hash = "sha256:1b536272a1d205580c42d4f5284121c834679dccbd588e03e1016acd89a3d40d"}, + {file = "pinecone_client-3.0.0.dev6.tar.gz", hash = "sha256:ec01d10e0582669a6f57f87ac6deea183cb10ad8cc48e4cbd21690ca8bf8565d"}, ] [package.dependencies] python-dateutil = ">=2.5.3" requests = ">=2.31.0,<3.0.0" +requests = ">=2.31.0,<3.0.0" tqdm = ">=4.64.1" typing-extensions = ">=3.7.4" urllib3 = "2.0.7" +urllib3 = "2.0.7" [package.extras] grpc = ["googleapis-common-protos (>=1.53.0)", "grpc-gateway-protoc-gen-openapiv2 (==0.1.0)", "grpcio (>=1.44.0)", "lz4 (>=3.1.3)", "protobuf (>=3.20.0,<3.21.0)"] @@ -2411,6 +2417,20 @@ files = [ [package.dependencies] six = ">=1.5" +[[package]] +name = "python-dotenv" +version = "1.0.0" +description = "Read key-value pairs from a .env file and set them as environment variables" +optional = false +python-versions = ">=3.8" +files = [ + {file = "python-dotenv-1.0.0.tar.gz", hash = "sha256:a8df96034aae6d2d50a4ebe8216326c61c3eb64836776504fcca410e5937a3ba"}, + {file = "python_dotenv-1.0.0-py3-none-any.whl", hash = "sha256:f5971a9226b701070a4bf2c38c89e5a3f0d64de8debda981d1db98583009122a"}, +] + +[package.extras] +cli = ["click (>=5.0)"] + [[package]] name = "python-json-logger" version = "2.0.7" @@ -2983,7 +3003,7 @@ files = [ ] [package.dependencies] -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\""} +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\""} typing-extensions = ">=4.6.0" [package.extras] @@ -3049,13 +3069,13 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"] [[package]] name = "starlette" -version = "0.32.0.post1" +version = "0.35.1" description = "The little ASGI library that shines." optional = false python-versions = ">=3.8" files = [ - {file = "starlette-0.32.0.post1-py3-none-any.whl", hash = "sha256:cd0cb10ddb49313f609cedfac62c8c12e56c7314b66d89bb077ba228bada1b09"}, - {file = "starlette-0.32.0.post1.tar.gz", hash = "sha256:e54e2b7e2fb06dff9eac40133583f10dfa05913f5a85bf26f427c7a40a9a3d02"}, + {file = "starlette-0.35.1-py3-none-any.whl", hash = "sha256:50bbbda9baa098e361f398fda0928062abbaf1f54f4fadcbe17c092a01eb9a25"}, + {file = "starlette-0.35.1.tar.gz", hash = "sha256:3e2639dac3520e4f58734ed22553f950d3f3cb1001cd2eaac4d57e8cdc5f66bc"}, ] [package.dependencies] @@ -3261,17 +3281,22 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake [[package]] name = "urllib3" version = "2.0.7" +version = "2.0.7" description = "HTTP library with thread-safe connection pooling, file post, and more." optional = false python-versions = ">=3.7" +python-versions = ">=3.7" files = [ {file = "urllib3-2.0.7-py3-none-any.whl", hash = "sha256:fdb6d215c776278489906c2f8916e6e7d4f5a9b602ccbcfdf7f016fc8da0596e"}, {file = "urllib3-2.0.7.tar.gz", hash = "sha256:c97dfde1f7bd43a71c8d2a58e369e9b2bf692d1334ea9f9cae55add7d0dd0f84"}, + {file = "urllib3-2.0.7-py3-none-any.whl", hash = "sha256:fdb6d215c776278489906c2f8916e6e7d4f5a9b602ccbcfdf7f016fc8da0596e"}, + {file = "urllib3-2.0.7.tar.gz", hash = "sha256:c97dfde1f7bd43a71c8d2a58e369e9b2bf692d1334ea9f9cae55add7d0dd0f84"}, ] [package.extras] brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"] secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"] +secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"] socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"] zstd = ["zstandard (>=0.18.0)"] @@ -3478,4 +3503,6 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p [metadata] lock-version = "2.0" python-versions = ">=3.11,<3.13" +content-hash = "8407607bd65b2b4aab269fe859826cf21d0f5fa300f30db9f3cc1c34ad616653" +python-versions = ">=3.11,<3.13" content-hash = "208be73b9fcaea27e68cc386ada860d3ebadf3888d35274e5f385706499fb98c" diff --git a/pyproject.toml b/pyproject.toml index c70d6df..bc831ad 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,10 +13,10 @@ python = ">=3.11,<3.13" uvicorn = "^0.23.2" langserve = {extras = ["server"], version = ">=0.0.30"} pydantic = "<2" +pinecone-client = "3.0.0-dev6" cohere = "^4.40" openai = "^1.6.1" -jupyter = "^1.0.0" -pinecone-client = "3.0.0.dev6" +python-dotenv = "^1.0.0" [tool.poetry.group.dev.dependencies]