various templates improvements (#12500)

libs/cli/langchain_cli/namespaces/serve.py

@@ -95,7 +95,6 @@ def add(
     e.g.:
     langchain serve add extraction-openai-functions
     langchain serve add git+ssh://git@github.com/efriis/simple-pirate.git
-    langchain serve add git+https://github.com/efriis/hub.git#devbranch#subdirectory=mypackage
     """
 
     parsed_deps = parse_dependencies(dependencies, repo, branch, api_path)
@@ -200,7 +199,8 @@ def add(
         ]
 
         lines = (
-            ["", "Great! Add the following to your app:", ""] + imports + [""] + routes
+            ["", "Great! Add the following to your app:\n\n```", ""]
+            + imports + [""] + routes + ["```"]
         )
         typer.echo("\n".join(lines))
 

templates/anthropic-functions/README.md

@@ -1,39 +0,0 @@
-# Function calling with Anthropic
-
-This template enables [Anthropic function calling](https://python.langchain.com/docs/integrations/chat/anthropic_functions).
-
-Function calling can be used for various tasks, such as extraction or tagging. 
-
-Specify the function you want to use in `chain.py`
-
-By default, it will tag the input text using the following fields:
-
-* sentiment
-* aggressiveness
-* language
-
-##  LLM
-
-This template will use `Claude2` by default. 
-
-Be sure that `ANTHROPIC_API_KEY` is set in your enviorment.
-
-## Adding the template
-
-Create your LangServe app:
-```
-langchain serve new my-app
-cd my-app
-```
-
-Add template:
-```
-langchain serve add anthropic-functions
-```
-
-Start server:
-```
-langchain start
-```
-
-See Jupyter notebook `anthropic_functions` for various way to connect to the template.

templates/anthropic-functions/anthropic_functions/__init__.py

@@ -1,3 +0,0 @@
-from anthropic_functions.chain import chain
-
-__all__ = ["chain"]

templates/anthropic-functions/anthropic_functions/chain.py

@@ -1,15 +0,0 @@
-from langchain.chains import create_tagging_chain
-from langchain_experimental.llms.anthropic_functions import AnthropicFunctions
-
-model = AnthropicFunctions(model='claude-2')
-
-schema = {
-    "properties": {
-        "sentiment": {"type": "string"},
-        "aggressiveness": {"type": "integer"},
-        "language": {"type": "string"},
-    }
-}
-
-# This is LLMChain, which implements invoke 
-chain = create_tagging_chain(schema, model)

templates/anthropic-iterative-search/anthropic_iterative_search/chain.py

@@ -1,5 +1,6 @@
 from langchain.chat_models import ChatAnthropic
 from langchain.prompts import ChatPromptTemplate
+from langchain.pydantic_v1 import BaseModel
 from langchain.schema.output_parser import StrOutputParser
 
 from .prompts import answer_prompt
@@ -13,3 +14,12 @@ chain = {
 	"query": lambda x: x["query"],
 	"information": executor | (lambda x: x["output"])
 } | prompt | model | StrOutputParser()
+
+# Add typing for the inputs to be used in the playground
+
+
+class Inputs(BaseModel):
+	query: str
+
+
+chain = chain.with_types(input_type=Inputs)

templates/anthropic-iterative-search/pyproject.toml

@@ -1,5 +1,5 @@
 [tool.poetry]
-name = "anthropic_iterative_search"
+name = "anthropic-iterative-search"
 version = "0.0.1"
 description = ""
 authors = []

templates/cassandra-entomology-rag/pyproject.toml

@@ -1,5 +1,5 @@
 [tool.poetry]
-name = "cassandra_entomology_rag"
+name = "cassandra-entomology-rag"
 version = "0.0.1"
 description = ""
 authors = ["Stefano Lottini <stefano.lottini@datastax.com>"]

templates/cassandra-synonym-caching/pyproject.toml

@@ -1,5 +1,5 @@
 [tool.poetry]
-name = "cassandra_synonym_caching"
+name = "cassandra-synonym-caching"
 version = "0.0.1"
 description = ""
 authors = ["Stefano Lottini <stefano.lottini@datastax.com>"]

templates/csv-agent/csv_agent/agent.py

@@ -5,10 +5,10 @@ from langchain.agents import AgentExecutor, OpenAIFunctionsAgent
 from langchain.chat_models import ChatOpenAI
 from langchain.embeddings import OpenAIEmbeddings
 from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder
+from langchain.pydantic_v1 import BaseModel, Field
 from langchain.tools.retriever import create_retriever_tool
 from langchain.vectorstores import FAISS
 from langchain_experimental.tools import PythonAstREPLTool
-from pydantic import BaseModel, Field
 
 MAIN_DIR = Path(__file__).parents[1]
 
@@ -49,7 +49,7 @@ class PythonInputs(BaseModel):
     query: str = Field(description="code snippet to run")
 
 
-df = pd.read_csv("titanic.csv")
+df = pd.read_csv(MAIN_DIR / "titanic.csv")
 template = TEMPLATE.format(dhead=df.head().to_markdown())
 
 prompt = ChatPromptTemplate.from_messages(
@@ -72,4 +72,13 @@ agent = OpenAIFunctionsAgent(
 )
 agent_executor = AgentExecutor(
     agent=agent, tools=tools, max_iterations=5, early_stopping_method="generate"
-)
+)| (lambda x: x["output"])
+
+# Typing for playground inputs
+
+
+class AgentInputs(BaseModel):
+    input: str
+
+
+agent_executor = agent_executor.with_types(input_type=AgentInputs)

templates/csv-agent/pyproject.toml

@@ -1,5 +1,5 @@
 [tool.poetry]
-name = "csv_agent"
+name = "csv-agent"
 version = "0.0.1"
 description = ""
 authors = []
@@ -15,11 +15,11 @@ pandas = "^2.1.1"
 setuptools = "^68.2.2"
 tabulate = "^0.9.0"
 pydantic = "<2"
-langchain-experimental = "^0.0.32"
+langchain-experimental = "^0.0.36"
 
 [tool.langserve]
-export_module = "csv_agent.chain"
+export_module = "csv_agent.agent"
-export_attr = "chain"
+export_attr = "agent_executor"
 
 
 [build-system]

templates/docs/CONTRIBUTING.md

@@ -6,7 +6,7 @@ If you need any help at all, please reach out!
 
 To contribute a new template, first fork this repository.
 Then clone that fork and pull it down locally.
-Set up an appropriate dev environment, and make sure you are in this `template` directory.
+Set up an appropriate dev environment, and make sure you are in this `templates` directory.
 
 Make sure you have `langchain-cli` installed.
 

templates/elastic-query-generator/README.md

@@ -20,9 +20,12 @@ Create a free trial account on [Elastic Cloud](https://cloud.elastic.co/registra
 
 With a deployment, update the connection string.
 
-Password and connection (elasticsearch url) can be found on the deployment console.  
+Password and connection (elasticsearch url) can be found on the deployment console. Th 
 
-```bash
+## Populating with data
-> export ELASTIC_SEARCH_SERVER="https://elastic:<password>@<es-url>"
 
 If you want to populate the DB with some example info, you can run `python ingest.py`.
+
+This will create a `customers` index.
+In the chain, we specify indexes to generate queries against, and we specify `["customers"]`.
+This is specific to setting up your Elastic index in this 

templates/elastic-query-generator/elastic_query_generator/chain.py

@@ -1,26 +1,47 @@
-import os
-from pathlib import Path
-
 from elasticsearch import Elasticsearch
 from langchain.chat_models import ChatOpenAI
 from langchain.output_parsers.json import SimpleJsonOutputParser
+from langchain.pydantic_v1 import BaseModel
 
 from .elastic_index_info import get_indices_infos
 from .prompts import DSL_PROMPT
 
-es_host = os.environ["ELASTIC_SEARCH_SERVER"]
+# Setup Elasticsearch
-es_password = os.environ["ELASTIC_PASSWORD"]
+# This shows how to set it up for a cloud hosted version
 
+# Password for the 'elastic' user generated by Elasticsearch
+ELASTIC_PASSWORD = "..."
+
+# Found in the 'Manage Deployment' page
+CLOUD_ID = "..."
+
+# Create the client instance
 db = Elasticsearch(
-    es_host,
+    cloud_id=CLOUD_ID,
-    http_auth=('elastic', es_password),
+    basic_auth=("elastic", ELASTIC_PASSWORD)
-    ca_certs=Path(__file__).parents[1] / 'http_ca.crt'  # Replace with your actual path
 )
 
+# Specify indices to include
+# If you want to use on your own indices, you will need to change this.
+INCLUDE_INDICES = ["customers"]
+
+# With the Elasticsearch connection created, we can now move on to the chain
+
 _model = ChatOpenAI(temperature=0, model="gpt-4")
 
 chain = {
     "input": lambda x: x["input"],
-    "indices_info": lambda _: get_indices_infos(db),
+    # This line only get index info for "customers" index.
+    # If you are running this on your own data, you will want to change.
+    "indices_info": lambda _: get_indices_infos(db, include_indices=INCLUDE_INDICES),
     "top_k": lambda x: x.get("top_k", 5),
 } | DSL_PROMPT | _model | SimpleJsonOutputParser()
+
+
+# Nicely typed inputs for playground
+class ChainInputs(BaseModel):
+    input: str
+    top_k: int = 5
+
+
+chain = chain.with_types(input_type=ChainInputs)

templates/elastic-query-generator/elastic_query_generator/elastic_index_info.py

@@ -13,8 +13,18 @@ def _list_indices(database, include_indices=None, ignore_indices=None) -> List[s
 
     return all_indices
 
-def get_indices_infos(database, sample_documents_in_index_info=5) -> str:
+
-    indices = _list_indices(database)
+def get_indices_infos(
+        database,
+        sample_documents_in_index_info=5,
+        include_indices=None,
+        ignore_indices=None
+) -> str:
+    indices = _list_indices(
+        database,
+        include_indices=include_indices,
+        ignore_indices=ignore_indices
+    )
     mappings = database.indices.get_mapping(index=",".join(indices))
     if sample_documents_in_index_info > 0:
         for k, v in mappings.items():

templates/elastic-query-generator/ingest.py

@@ -1,14 +1,18 @@
-import os
-
 from elasticsearch import Elasticsearch
 
-es_host = os.environ["ELASTIC_SEARCH_SERVER"]
+# Setup Elasticsearch
-es_password = os.environ["ELASTIC_PASSWORD"]
+# This shows how to set it up for a cloud hosted version
 
+# Password for the 'elastic' user generated by Elasticsearch
+ELASTIC_PASSWORD = "..."
+
+# Found in the 'Manage Deployment' page
+CLOUD_ID = "..."
+
+# Create the client instance
 db = Elasticsearch(
-    es_host,
+    cloud_id=CLOUD_ID,
-    http_auth=('elastic', es_password),
+    basic_auth=("elastic", ELASTIC_PASSWORD)
-    ca_certs='http_ca.crt'  # Replace with your actual path
 )
 
 customers = [

templates/elastic-query-generator/pyproject.toml

@@ -1,5 +1,5 @@
 [tool.poetry]
-name = "elastic_query_generator"
+name = "elastic-query-generator"
 version = "0.0.1"
 description = ""
 authors = []
@@ -9,6 +9,7 @@ readme = "README.md"
 python = ">=3.8.1,<4.0"
 langchain = ">=0.0.313"
 elasticsearch = "^8.10.1"
+openai = ">=0.27.9"
 
 [tool.langserve]
 export_module = "elastic_query_generator.chain"

templates/extraction-anthropic-functions/README.md

@@ -0,0 +1,14 @@
+# Extraction with Anthropic Function Calling
+
+This template enables [Anthropic function calling](https://python.langchain.com/docs/integrations/chat/extraction_anthropic_functions).
+This is a wrapper around Anthropic's API that uses prompting and output parsing to replicate the OpenAI functions experience.
+
+Specify the information you want to extract in `chain.py`
+
+By default, it will extract the title and author of papers.
+
+##  LLM
+
+This template will use `Claude2` by default. 
+
+Be sure that `ANTHROPIC_API_KEY` is set in your enviorment.

templates/extraction-anthropic-functions/extraction_anthropic_functions.ipynb

@@ -31,7 +31,7 @@
     "\n",
     "As shown in the README, add template and start server:\n",
     "```\n",
-    "langchain serve add anthropic-functions\n",
+    "langchain serve add extraction-anthropic-functions\n",
     "langchain start\n",
     "```\n",
     "\n",
@@ -41,7 +41,7 @@
     "\n",
     "And specifically at our loaded template:\n",
     "\n",
-    "http://127.0.0.1:8000/docs#/default/invoke_anthropic-functions_invoke_post\n",
+    "http://127.0.0.1:8000/docs#/default/invoke_extraction-anthropic-functions_invoke_post\n",
     " \n",
     "We can also use remote runnable to call it:"
    ]
@@ -54,7 +54,7 @@
    "outputs": [],
    "source": [
     "from langserve.client import RemoteRunnable\n",
-    "anthropic_function_model = RemoteRunnable('http://localhost:8000/anthropic-functions')\n",
+    "anthropic_function_model = RemoteRunnable('http://localhost:8000/extraction-anthropic-functions')\n",
     "anthropic_function_model.invoke(text[0].page_content[0:1500])"
    ]
   }

templates/extraction-anthropic-functions/extraction_anthropic_functions/__init__.py

@@ -0,0 +1,3 @@
+from extraction_anthropic_functions.chain import chain
+
+__all__ = ["chain"]

templates/extraction-anthropic-functions/extraction_anthropic_functions/chain.py

@@ -0,0 +1,38 @@
+from typing import List, Optional
+
+from langchain.output_parsers.openai_functions import JsonKeyOutputFunctionsParser
+from langchain.prompts import ChatPromptTemplate
+from langchain.pydantic_v1 import BaseModel
+from langchain.utils.openai_functions import convert_pydantic_to_openai_function
+from langchain_experimental.llms.anthropic_functions import AnthropicFunctions
+
+template = """A article will be passed to you. Extract from it all papers that are mentioned by this article. 
+
+Do not extract the name of the article itself. If no papers are mentioned that's fine - you don't need to extract any! Just return an empty list.
+
+Do not make up or guess ANY extra information. Only extract what exactly is in the text."""  # noqa: E501
+
+prompt = ChatPromptTemplate.from_messages([("system", template), ("human", "{input}")])
+
+
+# Function output schema
+class Paper(BaseModel):
+    """Information about papers mentioned."""
+
+    title: str
+    author: Optional[str]
+
+
+class Info(BaseModel):
+    """Information to extract"""
+
+    papers: List[Paper]
+
+
+# Function definition
+model = AnthropicFunctions()
+function = [convert_pydantic_to_openai_function(Info)]
+
+chain = prompt | model.bind(
+    functions=function, function_call={"name": "Info"}
+) | JsonKeyOutputFunctionsParser(key_name="papers")

templates/extraction-anthropic-functions/pyproject.toml

@@ -1,5 +1,5 @@
 [tool.poetry]
-name = "anthropic-function"
+name = "extraction-anthropic-functions"
 version = "0.1.0"
 description = ""
 authors = ["Lance Martin <lance@langchain.dev>"]
@@ -10,10 +10,10 @@ python = ">=3.8.1,<4.0"
 langchain = ">=0.0.322"
 anthropic = ">=0.5.0"
 langchainhub = ">=0.1.13"
-langchain-experimental = "^0.0.33"
+langchain-experimental = "^0.0.36"
 
 [tool.langserve]
-export_module = "anthropic_functions"
+export_module = "extraction_anthropic_functions"
 export_attr = "chain"
 
 [build-system]

templates/hyde/hyde/chain.py

@@ -1,8 +1,9 @@
 from langchain.chat_models import ChatOpenAI
 from langchain.embeddings import OpenAIEmbeddings
 from langchain.prompts import ChatPromptTemplate
+from langchain.pydantic_v1 import BaseModel
 from langchain.schema.output_parser import StrOutputParser
-from langchain.schema.runnable import RunnableParallel, RunnablePassthrough
+from langchain.schema.runnable import RunnableParallel
 from langchain.vectorstores import Chroma
 
 from hyde.prompts import hyde_prompt
@@ -47,21 +48,28 @@ prompt = ChatPromptTemplate.from_template(template)
 # LLM
 model = ChatOpenAI()
 
+# Query transformation chain
+# This transforms the query into the hypothetical document
+hyde_chain = hyde_prompt | model | StrOutputParser()
+
 # RAG chain
 chain = (
     RunnableParallel(
         {
-            # Configure the input, pass it the prompt, pass that to the model,
+            # Generate a hypothetical document and then pass it to the retriever
-            # and then the result to the retriever
+            "context": hyde_chain | retriever,
-            "context": {"input": RunnablePassthrough()}
+            "question": lambda x: x["question"],
-            | hyde_prompt
-            | model
-            | StrOutputParser()
-            | retriever,
-            "question": RunnablePassthrough(),
         }
     )
     | prompt
     | model
     | StrOutputParser()
 )
+
+
+# Add input types for playground
+class ChainInput(BaseModel):
+    question: str
+
+
+chain = chain.with_types(input_type=ChainInput)

templates/hyde/hyde/prompts.py

@@ -3,16 +3,16 @@ from langchain.prompts.prompt import PromptTemplate
 # There are a few different templates to choose from
 # These are just different ways to generate hypothetical documents
 web_search_template = """Please write a passage to answer the question 
-Question: {input}
+Question: {question}
 Passage:"""
 sci_fact_template = """Please write a scientific paper passage to support/refute the claim 
-Claim: {input}
+Claim: {question}
 Passage:"""  # noqa: E501
 fiqa_template = """Please write a financial article passage to answer the question
-Question: {input}
+Question: {question}
 Passage:"""
 trec_news_template = """Please write a news passage about the topic.
-Topic: {input}
+Topic: {question}
 Passage:"""
 
 # For the sake of this example we will use the web search template

templates/hyde/pyproject.toml

@@ -9,6 +9,8 @@ readme = "README.md"
 python = ">=3.8.1,<4.0"
 langchain = ">=0.0.313, <0.1"
 openai = "^0.28.1"
+chromadb = "^0.4.15"
+tiktoken = "^0.5.1"
 
 [tool.poetry.group.dev.dependencies]
 poethepoet = "^0.24.1"

templates/llama2-functions/llama2_functions/chain.py

@@ -1,4 +1,3 @@
-from langchain.chat_models import ChatOpenAI
 from langchain.llms import Replicate
 from langchain.prompts import ChatPromptTemplate
 
@@ -39,8 +38,7 @@ Respond with json that adheres to the following jsonschema:
 
 prompt = ChatPromptTemplate.from_messages([("system", template), ("human", "{input}")])
 
-# Chain 
+# Chain
-model = ChatOpenAI()
 chain = (
     prompt
     | model

templates/neo4j-cypher-ft/pyproject.toml

@@ -1,5 +1,5 @@
 [tool.poetry]
-name = "neo4j_cypher"
+name = "neo4j-cypher-ft"
 version = "0.1.0"
 description = ""
 authors = ["Tomaz Bratanic <tomaz.bratanic@neo4j.com>"]
@@ -12,7 +12,7 @@ neo4j = ">5.12"
 openai = "^0.28.1"
 
 [tool.langserve]
-export_module = "neo4j.cypher"
+export_module = "neo4j_cypher_ft"
 export_attr = "chain"
 
 [build-system]

templates/neo4j-cypher/pyproject.toml

@@ -12,7 +12,7 @@ neo4j = ">5.12"
 openai = "^0.28.1"
 
 [tool.langserve]
-export_module = "neo4j.cypher"
+export_module = "neo4j_cypher"
 export_attr = "chain"
 
 [build-system]

templates/neo4j-generation/pyproject.toml

@@ -1,5 +1,5 @@
 [tool.poetry]
-name = "neo4j_generation"
+name = "neo4j-generation"
 version = "0.0.1"
 description = ""
 authors = ["Tomaz Bratanic <tomaz.bratanic@neo4j.com>"]

templates/neo4j-parent/ingest.py

@@ -11,7 +11,7 @@ txt_path = Path(__file__).parent / "dune.txt"
 graph = Neo4jGraph()
 
 # Load the text file
-loader = TextLoader(txt_path)
+loader = TextLoader(str(txt_path))
 documents = loader.load()
 
 # Define chunking strategy

templates/neo4j-parent/neo4j_parent/chain.py

@@ -1,6 +1,7 @@
 from langchain.chat_models import ChatOpenAI
 from langchain.embeddings import OpenAIEmbeddings
 from langchain.prompts import ChatPromptTemplate
+from langchain.pydantic_v1 import BaseModel
 from langchain.schema.output_parser import StrOutputParser
 from langchain.schema.runnable import RunnableParallel, RunnablePassthrough
 from langchain.vectorstores import Neo4jVector
@@ -34,4 +35,10 @@ chain = (
     | prompt
     | model
     | StrOutputParser()
-)
+)
+
+# Add typing for input
+class Question(BaseModel):
+    __root__: str
+
+chain = chain.with_types(input_type=Question)

templates/neo4j-parent/poetry.lock

@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
 version = "3.8.6"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -113,7 +112,6 @@ speedups = ["Brotli", "aiodns", "cchardet"]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -128,7 +126,6 @@ frozenlist = ">=1.1.0"
 name = "annotated-types"
 version = "0.6.0"
 description = "Reusable constraint types to use with typing.Annotated"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -143,7 +140,6 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
 name = "anyio"
 version = "3.7.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -165,7 +161,6 @@ trio = ["trio (<0.22)"]
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -177,7 +172,6 @@ files = [
 name = "attrs"
 version = "23.1.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -196,7 +190,6 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte
 name = "certifi"
 version = "2023.7.22"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -208,7 +201,6 @@ files = [
 name = "charset-normalizer"
 version = "3.3.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -304,11 +296,21 @@ files = [
     {file = "charset_normalizer-3.3.1-py3-none-any.whl", hash = "sha256:800561453acdecedaac137bf09cd719c7a440b6800ec182f077bb8e7025fb708"},
 ]
 
+[[package]]
+name = "colorama"
+version = "0.4.6"
+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 = [
+    {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
+    {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
+]
+
 [[package]]
 name = "dataclasses-json"
 version = "0.6.1"
 description = "Easily serialize dataclasses to and from JSON."
-category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -324,7 +326,6 @@ typing-inspect = ">=0.4.0,<1"
 name = "exceptiongroup"
 version = "1.1.3"
 description = "Backport of PEP 654 (exception groups)"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -339,7 +340,6 @@ test = ["pytest (>=6)"]
 name = "frozenlist"
 version = "1.4.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -410,7 +410,6 @@ files = [
 name = "greenlet"
 version = "3.0.0"
 description = "Lightweight in-process concurrent programming"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -486,7 +485,6 @@ test = ["objgraph", "psutil"]
 name = "idna"
 version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -498,7 +496,6 @@ files = [
 name = "jsonpatch"
 version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
@@ -513,7 +510,6 @@ jsonpointer = ">=1.9"
 name = "jsonpointer"
 version = "2.4"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
@@ -525,7 +521,6 @@ files = [
 name = "langchain"
 version = "0.0.320"
 description = "Building applications with LLMs through composability"
-category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
@@ -566,7 +561,6 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 name = "langsmith"
 version = "0.0.49"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
-category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
@@ -582,7 +576,6 @@ requests = ">=2,<3"
 name = "marshmallow"
 version = "3.20.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -603,7 +596,6 @@ tests = ["pytest", "pytz", "simplejson"]
 name = "multidict"
 version = "6.0.4"
 description = "multidict implementation"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -687,7 +679,6 @@ files = [
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -695,11 +686,28 @@ files = [
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
 ]
 
+[[package]]
+name = "neo4j"
+version = "5.14.0"
+description = "Neo4j Bolt driver for Python"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "neo4j-5.14.0.tar.gz", hash = "sha256:6040efca47126c01385f09e550fb7d7671b1853a1e1c34908aa3713cebd285da"},
+]
+
+[package.dependencies]
+pytz = "*"
+
+[package.extras]
+numpy = ["numpy (>=1.7.0,<2.0.0)"]
+pandas = ["numpy (>=1.7.0,<2.0.0)", "pandas (>=1.1.0,<3.0.0)"]
+pyarrow = ["pyarrow (>=1.0.0)"]
+
 [[package]]
 name = "numpy"
 version = "1.24.4"
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -733,11 +741,32 @@ files = [
     {file = "numpy-1.24.4.tar.gz", hash = "sha256:80f5e3a4e498641401868df4208b74581206afbee7cf7b8329daae82676d9463"},
 ]
 
+[[package]]
+name = "openai"
+version = "0.28.1"
+description = "Python client library for the OpenAI API"
+optional = false
+python-versions = ">=3.7.1"
+files = [
+    {file = "openai-0.28.1-py3-none-any.whl", hash = "sha256:d18690f9e3d31eedb66b57b88c2165d760b24ea0a01f150dd3f068155088ce68"},
+    {file = "openai-0.28.1.tar.gz", hash = "sha256:4be1dad329a65b4ce1a660fe6d5431b438f429b5855c883435f0f7fcb6d2dcc8"},
+]
+
+[package.dependencies]
+aiohttp = "*"
+requests = ">=2.20"
+tqdm = "*"
+
+[package.extras]
+datalib = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
+dev = ["black (>=21.6b0,<22.0)", "pytest (==6.*)", "pytest-asyncio", "pytest-mock"]
+embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"]
+wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "wandb"]
+
 [[package]]
 name = "packaging"
 version = "23.2"
 description = "Core utilities for Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -749,7 +778,6 @@ files = [
 name = "pydantic"
 version = "2.4.2"
 description = "Data validation using Python type hints"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -769,7 +797,6 @@ email = ["email-validator (>=2.0.0)"]
 name = "pydantic-core"
 version = "2.10.1"
 description = ""
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -884,11 +911,21 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pytz"
+version = "2023.3.post1"
+description = "World timezone definitions, modern and historical"
+optional = false
+python-versions = "*"
+files = [
+    {file = "pytz-2023.3.post1-py2.py3-none-any.whl", hash = "sha256:ce42d816b81b68506614c11e8937d3aa9e41007ceb50bfdcb0749b921bf646c7"},
+    {file = "pytz-2023.3.post1.tar.gz", hash = "sha256:7b4fddbeb94a1eba4b557da24f19fdf9db575192544270a9101d8509f9f43d7b"},
+]
+
 [[package]]
 name = "pyyaml"
 version = "6.0.1"
 description = "YAML parser and emitter for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -897,6 +934,7 @@ files = [
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:69b023b2b4daa7548bcfbd4aa3da05b3a74b772db9e23b982788168117739938"},
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:81e0b275a9ecc9c0c0c07b4b90ba548307583c125f54d5b6946cfee6360c733d"},
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba336e390cd8e4d1739f42dfe9bb83a3cc2e80f567d8805e11b46f4a943f5515"},
+    {file = "PyYAML-6.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:326c013efe8048858a6d312ddd31d56e468118ad4cdeda36c719bf5bb6192290"},
     {file = "PyYAML-6.0.1-cp310-cp310-win32.whl", hash = "sha256:bd4af7373a854424dabd882decdc5579653d7868b8fb26dc7d0e99f823aa5924"},
     {file = "PyYAML-6.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d"},
     {file = "PyYAML-6.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6965a7bc3cf88e5a1c3bd2e0b5c22f8d677dc88a455344035f03399034eb3007"},
@@ -904,8 +942,15 @@ files = [
     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42f8152b8dbc4fe7d96729ec2b99c7097d656dc1213a3229ca5383f973a5ed6d"},
     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:062582fca9fabdd2c8b54a3ef1c978d786e0f6b3a1510e0ac93ef59e0ddae2bc"},
     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673"},
+    {file = "PyYAML-6.0.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e7d73685e87afe9f3b36c799222440d6cf362062f78be1013661b00c5c6f678b"},
     {file = "PyYAML-6.0.1-cp311-cp311-win32.whl", hash = "sha256:1635fd110e8d85d55237ab316b5b011de701ea0f29d07611174a1b42f1444741"},
     {file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"},
+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"},
+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"},
+    {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"},
+    {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df"},
     {file = "PyYAML-6.0.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:50550eb667afee136e9a77d6dc71ae76a44df8b3e51e41b77f6de2932bfe0f47"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fe35611261b29bd1de0070f0b2f47cb6ff71fa6595c077e42bd0c419fa27b98"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:704219a11b772aea0d8ecd7058d0082713c3562b4e271b849ad7dc4a5c90c13c"},
@@ -922,6 +967,7 @@ files = [
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a0cd17c15d3bb3fa06978b4e8958dcdc6e0174ccea823003a106c7d4d7899ac5"},
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:28c119d996beec18c05208a8bd78cbe4007878c6dd15091efb73a30e90539696"},
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e07cbde391ba96ab58e532ff4803f79c4129397514e1413a7dc761ccd755735"},
+    {file = "PyYAML-6.0.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:49a183be227561de579b4a36efbb21b3eab9651dd81b1858589f796549873dd6"},
     {file = "PyYAML-6.0.1-cp38-cp38-win32.whl", hash = "sha256:184c5108a2aca3c5b3d3bf9395d50893a7ab82a38004c8f61c258d4428e80206"},
     {file = "PyYAML-6.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62"},
     {file = "PyYAML-6.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8"},
@@ -929,6 +975,7 @@ files = [
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5773183b6446b2c99bb77e77595dd486303b4faab2b086e7b17bc6bef28865f6"},
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b786eecbdf8499b9ca1d697215862083bd6d2a99965554781d0d8d1ad31e13a0"},
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c"},
+    {file = "PyYAML-6.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5"},
     {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"},
     {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"},
     {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},
@@ -938,7 +985,6 @@ files = [
 name = "regex"
 version = "2023.10.3"
 description = "Alternative regular expression module, to replace re."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1036,7 +1082,6 @@ files = [
 name = "requests"
 version = "2.31.0"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1058,7 +1103,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "sniffio"
 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1070,7 +1114,6 @@ files = [
 name = "sqlalchemy"
 version = "2.0.22"
 description = "Database Abstraction Library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1157,7 +1200,6 @@ sqlcipher = ["sqlcipher3-binary"]
 name = "tenacity"
 version = "8.2.3"
 description = "Retry code until it succeeds"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1172,7 +1214,6 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"]
 name = "tiktoken"
 version = "0.5.1"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1214,11 +1255,30 @@ requests = ">=2.26.0"
 [package.extras]
 blobfile = ["blobfile (>=2)"]
 
+[[package]]
+name = "tqdm"
+version = "4.66.1"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tqdm-4.66.1-py3-none-any.whl", hash = "sha256:d302b3c5b53d47bce91fea46679d9c3c6508cf6332229aa1e7d8653723793386"},
+    {file = "tqdm-4.66.1.tar.gz", hash = "sha256:d88e651f9db8d8551a62556d3cff9e3034274ca5d66e93197cf2490e2dcb69c7"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
 [[package]]
 name = "typing-extensions"
 version = "4.8.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1230,7 +1290,6 @@ files = [
 name = "typing-inspect"
 version = "0.9.0"
 description = "Runtime inspection utilities for typing module."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1246,7 +1305,6 @@ typing-extensions = ">=3.7.4"
 name = "urllib3"
 version = "2.0.7"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1264,7 +1322,6 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "yarl"
 version = "1.9.2"
 description = "Yet another URL library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1351,4 +1408,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<4.0"
-content-hash = "5f7ec22b74a2fbd7fd55bad55b08e19a23632286ed3ccba147ef05dd3276175b"
+content-hash = "e28c9b86457ac18538b8019550fd52a3a39dd128033caedbd8436c1099918765"

templates/neo4j-parent/pyproject.toml

@@ -1,5 +1,5 @@
 [tool.poetry]
-name = "neo4j_parent"
+name = "neo4j-parent"
 version = "0.1.0"
 description = ""
 authors = ["Tomaz Bratanic <tomaz.bratanic@neo4j.com>"]
@@ -9,6 +9,8 @@ readme = "README.md"
 python = ">=3.8.1,<4.0"
 langchain = ">=0.0.320"
 tiktoken = "^0.5.1"
+openai = "^0.28.1"
+neo4j = "^5.14.0"
 
 [tool.langserve]
 export_module = "neo4j_parent"

templates/rag-aws-bedrock/rag_aws_bedrock/chain.py

@@ -3,6 +3,7 @@ import os
 from langchain.embeddings import BedrockEmbeddings
 from langchain.llms.bedrock import Bedrock
 from langchain.prompts import ChatPromptTemplate
+from langchain.pydantic_v1 import BaseModel
 from langchain.schema.output_parser import StrOutputParser
 from langchain.schema.runnable import RunnableParallel, RunnablePassthrough
 from langchain.vectorstores import FAISS
@@ -46,4 +47,10 @@ chain = (
     | prompt
     | model
     | StrOutputParser()
-)
+)
+
+# Add typing for input
+class Question(BaseModel):
+    __root__: str
+
+chain = chain.with_types(input_type=Question)

templates/rag-aws-kendra/rag_aws_kendra/chain.py

@@ -2,6 +2,7 @@ import os
 
 from langchain.llms.bedrock import Bedrock
 from langchain.prompts import ChatPromptTemplate
+from langchain.pydantic_v1 import BaseModel
 from langchain.retrievers import AmazonKendraRetriever
 from langchain.schema.output_parser import StrOutputParser
 from langchain.schema.runnable import RunnableParallel, RunnablePassthrough
@@ -46,4 +47,10 @@ chain = (
     | prompt
     | model
     | StrOutputParser()
-)
+)
+
+# Add typing for input
+class Question(BaseModel):
+    __root__: str
+
+chain = chain.with_types(input_type=Question)

templates/rag-chroma-private/README.md

@@ -11,7 +11,7 @@ Follow instructions [here](https://python.langchain.com/docs/integrations/chat/o
 
 The instructions also show how to download your LLM of interest with Ollama:
 
-* This template uses `llama2:13b-chat`
+* This template uses `llama2:7b-chat`
 * But you can pick from many [here](https://ollama.ai/library)
 
 ## Set up local embeddings

templates/rag-chroma-private/rag_chroma_private/chain.py

@@ -4,6 +4,7 @@ from langchain.chat_models import ChatOllama
 from langchain.document_loaders import WebBaseLoader
 from langchain.embeddings import GPT4AllEmbeddings
 from langchain.prompts import ChatPromptTemplate
+from langchain.pydantic_v1 import BaseModel
 from langchain.schema.output_parser import StrOutputParser
 from langchain.schema.runnable import RunnableParallel, RunnablePassthrough
 from langchain.text_splitter import RecursiveCharacterTextSplitter
@@ -39,7 +40,7 @@ prompt = ChatPromptTemplate.from_template(template)
 
 # LLM
 # Select the LLM that you downloaded
-ollama_llm = "llama2:13b-chat"
+ollama_llm = "llama2:7b-chat"
 model = ChatOllama(model=ollama_llm)
 
 # RAG chain
@@ -49,3 +50,9 @@ chain = (
     | model
     | StrOutputParser()
 )
+
+# Add typing for input
+class Question(BaseModel):
+    __root__: str
+
+chain = chain.with_types(input_type=Question)

templates/rag-chroma/rag_chroma/chain.py

@@ -1,6 +1,7 @@
 from langchain.chat_models import ChatOpenAI
 from langchain.embeddings import OpenAIEmbeddings
 from langchain.prompts import ChatPromptTemplate
+from langchain.pydantic_v1 import BaseModel
 from langchain.schema.output_parser import StrOutputParser
 from langchain.schema.runnable import RunnableParallel, RunnablePassthrough
 from langchain.vectorstores import Chroma
@@ -52,3 +53,10 @@ chain = (
     | model
     | StrOutputParser()
 )
+
+# Add typing for input
+class Question(BaseModel):
+    __root__: str
+
+chain = chain.with_types(input_type=Question)
+

templates/rag-conversation/rag_conversation/chain.py

@@ -26,7 +26,7 @@ if os.environ.get("PINECONE_ENVIRONMENT", None) is None:
 PINECONE_INDEX_NAME = os.environ.get("PINECONE_INDEX", "langchain-test")
 
 ### Ingest code - you may need to run this the first time
-# Load
+# # Load
 # from langchain.document_loaders import WebBaseLoader
 # loader = WebBaseLoader("https://lilianweng.github.io/posts/2023-06-23-agent/")
 # data = loader.load()

templates/rag-fusion/ingest.py

@@ -1,9 +1,6 @@
-import pinecone
 from langchain.embeddings import OpenAIEmbeddings
 from langchain.vectorstores import Pinecone
 
-pinecone.init(api_key="...", environment="...")
-
 all_documents = {
     "doc1": "Climate change and economic impact.",
     "doc2": "Public health concerns due to climate change.",

templates/rag-fusion/rag_fusion/chain.py

@@ -1,8 +1,8 @@
-import pinecone
 from langchain import hub
 from langchain.chat_models import ChatOpenAI
 from langchain.embeddings import OpenAIEmbeddings
 from langchain.load import dumps, loads
+from langchain.pydantic_v1 import BaseModel
 from langchain.schema.output_parser import StrOutputParser
 from langchain.vectorstores import Pinecone
 
@@ -24,8 +24,6 @@ def reciprocal_rank_fusion(results: list[list], k=60):
     return reranked_results
 
 
-pinecone.init(api_key="...", environment="...")
-
 prompt = hub.pull("langchain-ai/rag-fusion-query-generation")
 
 generate_queries = (
@@ -41,3 +39,12 @@ chain = (
     | retriever.map()
     | reciprocal_rank_fusion
 )
+
+# Add typed inputs to chain for playground
+
+
+class Question(BaseModel):
+    __root__: str
+
+
+chain = chain.with_types(input_type=Question)

templates/rewrite-retrieve-read/poetry.lock

@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
 version = "23.2.1"
 description = "File support for asyncio."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -16,7 +15,6 @@ files = [
 name = "aiohttp"
 version = "3.8.6"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -125,7 +123,6 @@ speedups = ["Brotli", "aiodns", "cchardet"]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -140,7 +137,6 @@ frozenlist = ">=1.1.0"
 name = "annotated-types"
 version = "0.6.0"
 description = "Reusable constraint types to use with typing.Annotated"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -155,7 +151,6 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
 name = "anyio"
 version = "3.7.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -177,7 +172,6 @@ trio = ["trio (<0.22)"]
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -189,7 +183,6 @@ files = [
 name = "attrs"
 version = "23.1.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -208,7 +201,6 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte
 name = "brotli"
 version = "1.1.0"
 description = "Python bindings for the Brotli compression library"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -301,7 +293,6 @@ files = [
 name = "brotlicffi"
 version = "1.1.0.0"
 description = "Python CFFI bindings to the Brotli library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -341,7 +332,6 @@ cffi = ">=1.0.0"
 name = "certifi"
 version = "2023.7.22"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -353,7 +343,6 @@ files = [
 name = "cffi"
 version = "1.16.0"
 description = "Foreign Function Interface for Python calling C code."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -418,7 +407,6 @@ pycparser = "*"
 name = "charset-normalizer"
 version = "3.3.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -518,7 +506,6 @@ files = [
 name = "click"
 version = "8.1.7"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -533,7 +520,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -545,7 +531,6 @@ files = [
 name = "dataclasses-json"
 version = "0.6.1"
 description = "Easily serialize dataclasses to and from JSON."
-category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -561,7 +546,6 @@ typing-inspect = ">=0.4.0,<1"
 name = "duckduckgo-search"
 version = "3.9.3"
 description = "Search for words, documents, images, news, maps and text translation using the DuckDuckGo.com search engine."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -582,7 +566,6 @@ dev = ["black (>=23.9.1)", "isort (>=5.12.0)", "pytest (>=7.4.2)", "pytest-async
 name = "exceptiongroup"
 version = "1.1.3"
 description = "Backport of PEP 654 (exception groups)"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -597,7 +580,6 @@ test = ["pytest (>=6)"]
 name = "frozenlist"
 version = "1.4.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -668,7 +650,6 @@ files = [
 name = "greenlet"
 version = "3.0.0"
 description = "Lightweight in-process concurrent programming"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -744,7 +725,6 @@ test = ["objgraph", "psutil"]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -756,7 +736,6 @@ files = [
 name = "h2"
 version = "4.1.0"
 description = "HTTP/2 State-Machine based protocol implementation"
-category = "main"
 optional = false
 python-versions = ">=3.6.1"
 files = [
@@ -772,7 +751,6 @@ hyperframe = ">=6.0,<7"
 name = "hpack"
 version = "4.0.0"
 description = "Pure-Python HPACK header compression"
-category = "main"
 optional = false
 python-versions = ">=3.6.1"
 files = [
@@ -784,7 +762,6 @@ files = [
 name = "httpcore"
 version = "0.18.0"
 description = "A minimal low-level HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -796,17 +773,16 @@ files = [
 anyio = ">=3.0,<5.0"
 certifi = "*"
 h11 = ">=0.13,<0.15"
-sniffio = ">=1.0.0,<2.0.0"
+sniffio = "==1.*"
 
 [package.extras]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "httpx"
 version = "0.25.0"
 description = "The next generation HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -822,19 +798,18 @@ h2 = {version = ">=3,<5", optional = true, markers = "extra == \"http2\""}
 httpcore = ">=0.18.0,<0.19.0"
 idna = "*"
 sniffio = "*"
-socksio = {version = ">=1.0.0,<2.0.0", optional = true, markers = "extra == \"socks\""}
+socksio = {version = "==1.*", optional = true, markers = "extra == \"socks\""}
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
-cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "hyperframe"
 version = "6.0.1"
 description = "HTTP/2 framing layer for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6.1"
 files = [
@@ -846,7 +821,6 @@ files = [
 name = "idna"
 version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -858,7 +832,6 @@ files = [
 name = "jsonpatch"
 version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
@@ -873,18 +846,17 @@ jsonpointer = ">=1.9"
 name = "jsonpointer"
 version = "2.4"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
     {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
+    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
 ]
 
 [[package]]
 name = "langchain"
 version = "0.0.316"
 description = "Building applications with LLMs through composability"
-category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
@@ -925,7 +897,6 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 name = "langsmith"
 version = "0.0.44"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
-category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
@@ -941,7 +912,6 @@ requests = ">=2,<3"
 name = "lxml"
 version = "4.9.3"
 description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
 files = [
@@ -1049,7 +1019,6 @@ source = ["Cython (>=0.29.35)"]
 name = "marshmallow"
 version = "3.20.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1070,7 +1039,6 @@ tests = ["pytest", "pytz", "simplejson"]
 name = "multidict"
 version = "6.0.4"
 description = "multidict implementation"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1154,7 +1122,6 @@ files = [
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1166,7 +1133,6 @@ files = [
 name = "numpy"
 version = "1.24.4"
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1200,11 +1166,32 @@ files = [
     {file = "numpy-1.24.4.tar.gz", hash = "sha256:80f5e3a4e498641401868df4208b74581206afbee7cf7b8329daae82676d9463"},
 ]
 
+[[package]]
+name = "openai"
+version = "0.28.1"
+description = "Python client library for the OpenAI API"
+optional = false
+python-versions = ">=3.7.1"
+files = [
+    {file = "openai-0.28.1-py3-none-any.whl", hash = "sha256:d18690f9e3d31eedb66b57b88c2165d760b24ea0a01f150dd3f068155088ce68"},
+    {file = "openai-0.28.1.tar.gz", hash = "sha256:4be1dad329a65b4ce1a660fe6d5431b438f429b5855c883435f0f7fcb6d2dcc8"},
+]
+
+[package.dependencies]
+aiohttp = "*"
+requests = ">=2.20"
+tqdm = "*"
+
+[package.extras]
+datalib = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
+dev = ["black (>=21.6b0,<22.0)", "pytest (==6.*)", "pytest-asyncio", "pytest-mock"]
+embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"]
+wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "wandb"]
+
 [[package]]
 name = "packaging"
 version = "23.2"
 description = "Core utilities for Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1216,7 +1203,6 @@ files = [
 name = "pycparser"
 version = "2.21"
 description = "C parser in Python"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -1228,7 +1214,6 @@ files = [
 name = "pydantic"
 version = "2.4.2"
 description = "Data validation using Python type hints"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1248,7 +1233,6 @@ email = ["email-validator (>=2.0.0)"]
 name = "pydantic-core"
 version = "2.10.1"
 description = ""
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1367,7 +1351,6 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 name = "pyyaml"
 version = "6.0.1"
 description = "YAML parser and emitter for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1376,6 +1359,7 @@ files = [
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:69b023b2b4daa7548bcfbd4aa3da05b3a74b772db9e23b982788168117739938"},
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:81e0b275a9ecc9c0c0c07b4b90ba548307583c125f54d5b6946cfee6360c733d"},
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba336e390cd8e4d1739f42dfe9bb83a3cc2e80f567d8805e11b46f4a943f5515"},
+    {file = "PyYAML-6.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:326c013efe8048858a6d312ddd31d56e468118ad4cdeda36c719bf5bb6192290"},
     {file = "PyYAML-6.0.1-cp310-cp310-win32.whl", hash = "sha256:bd4af7373a854424dabd882decdc5579653d7868b8fb26dc7d0e99f823aa5924"},
     {file = "PyYAML-6.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d"},
     {file = "PyYAML-6.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6965a7bc3cf88e5a1c3bd2e0b5c22f8d677dc88a455344035f03399034eb3007"},
@@ -1383,8 +1367,15 @@ files = [
     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42f8152b8dbc4fe7d96729ec2b99c7097d656dc1213a3229ca5383f973a5ed6d"},
     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:062582fca9fabdd2c8b54a3ef1c978d786e0f6b3a1510e0ac93ef59e0ddae2bc"},
     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673"},
+    {file = "PyYAML-6.0.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e7d73685e87afe9f3b36c799222440d6cf362062f78be1013661b00c5c6f678b"},
     {file = "PyYAML-6.0.1-cp311-cp311-win32.whl", hash = "sha256:1635fd110e8d85d55237ab316b5b011de701ea0f29d07611174a1b42f1444741"},
     {file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"},
+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"},
+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"},
+    {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"},
+    {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df"},
     {file = "PyYAML-6.0.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:50550eb667afee136e9a77d6dc71ae76a44df8b3e51e41b77f6de2932bfe0f47"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fe35611261b29bd1de0070f0b2f47cb6ff71fa6595c077e42bd0c419fa27b98"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:704219a11b772aea0d8ecd7058d0082713c3562b4e271b849ad7dc4a5c90c13c"},
@@ -1401,6 +1392,7 @@ files = [
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a0cd17c15d3bb3fa06978b4e8958dcdc6e0174ccea823003a106c7d4d7899ac5"},
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:28c119d996beec18c05208a8bd78cbe4007878c6dd15091efb73a30e90539696"},
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e07cbde391ba96ab58e532ff4803f79c4129397514e1413a7dc761ccd755735"},
+    {file = "PyYAML-6.0.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:49a183be227561de579b4a36efbb21b3eab9651dd81b1858589f796549873dd6"},
     {file = "PyYAML-6.0.1-cp38-cp38-win32.whl", hash = "sha256:184c5108a2aca3c5b3d3bf9395d50893a7ab82a38004c8f61c258d4428e80206"},
     {file = "PyYAML-6.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62"},
     {file = "PyYAML-6.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8"},
@@ -1408,6 +1400,7 @@ files = [
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5773183b6446b2c99bb77e77595dd486303b4faab2b086e7b17bc6bef28865f6"},
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b786eecbdf8499b9ca1d697215862083bd6d2a99965554781d0d8d1ad31e13a0"},
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c"},
+    {file = "PyYAML-6.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5"},
     {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"},
     {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"},
     {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},
@@ -1417,7 +1410,6 @@ files = [
 name = "requests"
 version = "2.31.0"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1439,7 +1431,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "sniffio"
 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1451,7 +1442,6 @@ files = [
 name = "socksio"
 version = "1.0.0"
 description = "Sans-I/O implementation of SOCKS4, SOCKS4A, and SOCKS5."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1463,7 +1453,6 @@ files = [
 name = "sqlalchemy"
 version = "2.0.22"
 description = "Database Abstraction Library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1550,7 +1539,6 @@ sqlcipher = ["sqlcipher3-binary"]
 name = "tenacity"
 version = "8.2.3"
 description = "Retry code until it succeeds"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1561,11 +1549,30 @@ files = [
 [package.extras]
 doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
+[[package]]
+name = "tqdm"
+version = "4.66.1"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tqdm-4.66.1-py3-none-any.whl", hash = "sha256:d302b3c5b53d47bce91fea46679d9c3c6508cf6332229aa1e7d8653723793386"},
+    {file = "tqdm-4.66.1.tar.gz", hash = "sha256:d88e651f9db8d8551a62556d3cff9e3034274ca5d66e93197cf2490e2dcb69c7"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
 [[package]]
 name = "typing-extensions"
 version = "4.8.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1577,7 +1584,6 @@ files = [
 name = "typing-inspect"
 version = "0.9.0"
 description = "Runtime inspection utilities for typing module."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1593,7 +1599,6 @@ typing-extensions = ">=3.7.4"
 name = "urllib3"
 version = "2.0.7"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1611,7 +1616,6 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "yarl"
 version = "1.9.2"
 description = "Yet another URL library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1698,4 +1702,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<4.0"
-content-hash = "0d7e52bfe3bb46c0af623eb3d498430a2b943ee8a68887e9274b7b4b7b044320"
+content-hash = "34120d3b80ea28a1a3afdc497bda645809b2e9d3ea00a5b00cfab970f7a7ba07"

templates/rewrite-retrieve-read/pyproject.toml

@@ -9,6 +9,7 @@ readme = "README.md"
 python = ">=3.8.1,<4.0"
 langchain = ">=0.0.313"
 duckduckgo-search = "^3.9.3"
+openai = "^0.28.1"
 
 [tool.langserve]
 export_module = "rewrite_retrieve_read.chain"

templates/rewrite-retrieve-read/rewrite_retrieve_read/chain.py

@@ -1,6 +1,6 @@
-
 from langchain.chat_models import ChatOpenAI
 from langchain.prompts import ChatPromptTemplate
+from langchain.pydantic_v1 import BaseModel
 from langchain.schema.output_parser import StrOutputParser
 from langchain.schema.runnable import RunnablePassthrough
 from langchain.utilities import DuckDuckGoSearchAPIWrapper
@@ -40,3 +40,10 @@ chain = {
     "context": {"x": RunnablePassthrough()} | rewriter | retriever,
     "question": RunnablePassthrough()
     } | prompt | model | StrOutputParser()
+
+# Add input type for playground
+
+class Question(BaseModel):
+    __root__: str
+
+chain = chain.with_types(input_type=Question)

templates/stepback-qa-prompting/poetry.lock

@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
 version = "23.2.1"
 description = "File support for asyncio."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -16,7 +15,6 @@ files = [
 name = "aiohttp"
 version = "3.8.6"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -125,7 +123,6 @@ speedups = ["Brotli", "aiodns", "cchardet"]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -140,7 +137,6 @@ frozenlist = ">=1.1.0"
 name = "annotated-types"
 version = "0.6.0"
 description = "Reusable constraint types to use with typing.Annotated"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -155,7 +151,6 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
 name = "anyio"
 version = "3.7.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -177,7 +172,6 @@ trio = ["trio (<0.22)"]
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -189,7 +183,6 @@ files = [
 name = "attrs"
 version = "23.1.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -208,7 +201,6 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte
 name = "brotli"
 version = "1.1.0"
 description = "Python bindings for the Brotli compression library"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -301,7 +293,6 @@ files = [
 name = "brotlicffi"
 version = "1.1.0.0"
 description = "Python CFFI bindings to the Brotli library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -341,7 +332,6 @@ cffi = ">=1.0.0"
 name = "certifi"
 version = "2023.7.22"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -353,7 +343,6 @@ files = [
 name = "cffi"
 version = "1.16.0"
 description = "Foreign Function Interface for Python calling C code."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -418,7 +407,6 @@ pycparser = "*"
 name = "charset-normalizer"
 version = "3.3.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -518,7 +506,6 @@ files = [
 name = "click"
 version = "8.1.7"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -533,7 +520,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -545,7 +531,6 @@ files = [
 name = "dataclasses-json"
 version = "0.6.1"
 description = "Easily serialize dataclasses to and from JSON."
-category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -561,7 +546,6 @@ typing-inspect = ">=0.4.0,<1"
 name = "duckduckgo-search"
 version = "3.9.3"
 description = "Search for words, documents, images, news, maps and text translation using the DuckDuckGo.com search engine."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -582,7 +566,6 @@ dev = ["black (>=23.9.1)", "isort (>=5.12.0)", "pytest (>=7.4.2)", "pytest-async
 name = "exceptiongroup"
 version = "1.1.3"
 description = "Backport of PEP 654 (exception groups)"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -597,7 +580,6 @@ test = ["pytest (>=6)"]
 name = "frozenlist"
 version = "1.4.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -668,7 +650,6 @@ files = [
 name = "greenlet"
 version = "3.0.0"
 description = "Lightweight in-process concurrent programming"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -744,7 +725,6 @@ test = ["objgraph", "psutil"]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -756,7 +736,6 @@ files = [
 name = "h2"
 version = "4.1.0"
 description = "HTTP/2 State-Machine based protocol implementation"
-category = "main"
 optional = false
 python-versions = ">=3.6.1"
 files = [
@@ -772,7 +751,6 @@ hyperframe = ">=6.0,<7"
 name = "hpack"
 version = "4.0.0"
 description = "Pure-Python HPACK header compression"
-category = "main"
 optional = false
 python-versions = ">=3.6.1"
 files = [
@@ -784,7 +762,6 @@ files = [
 name = "httpcore"
 version = "0.18.0"
 description = "A minimal low-level HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -796,17 +773,16 @@ files = [
 anyio = ">=3.0,<5.0"
 certifi = "*"
 h11 = ">=0.13,<0.15"
-sniffio = ">=1.0.0,<2.0.0"
+sniffio = "==1.*"
 
 [package.extras]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "httpx"
 version = "0.25.0"
 description = "The next generation HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -822,19 +798,18 @@ h2 = {version = ">=3,<5", optional = true, markers = "extra == \"http2\""}
 httpcore = ">=0.18.0,<0.19.0"
 idna = "*"
 sniffio = "*"
-socksio = {version = ">=1.0.0,<2.0.0", optional = true, markers = "extra == \"socks\""}
+socksio = {version = "==1.*", optional = true, markers = "extra == \"socks\""}
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
-cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "hyperframe"
 version = "6.0.1"
 description = "HTTP/2 framing layer for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6.1"
 files = [
@@ -846,7 +821,6 @@ files = [
 name = "idna"
 version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -858,7 +832,6 @@ files = [
 name = "jsonpatch"
 version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
@@ -873,18 +846,17 @@ jsonpointer = ">=1.9"
 name = "jsonpointer"
 version = "2.4"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
     {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
+    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
 ]
 
 [[package]]
 name = "langchain"
 version = "0.0.316"
 description = "Building applications with LLMs through composability"
-category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
@@ -925,7 +897,6 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 name = "langsmith"
 version = "0.0.44"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
-category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
@@ -941,7 +912,6 @@ requests = ">=2,<3"
 name = "lxml"
 version = "4.9.3"
 description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
 files = [
@@ -1049,7 +1019,6 @@ source = ["Cython (>=0.29.35)"]
 name = "marshmallow"
 version = "3.20.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1070,7 +1039,6 @@ tests = ["pytest", "pytz", "simplejson"]
 name = "multidict"
 version = "6.0.4"
 description = "multidict implementation"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1154,7 +1122,6 @@ files = [
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1166,7 +1133,6 @@ files = [
 name = "numpy"
 version = "1.24.4"
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1200,11 +1166,32 @@ files = [
     {file = "numpy-1.24.4.tar.gz", hash = "sha256:80f5e3a4e498641401868df4208b74581206afbee7cf7b8329daae82676d9463"},
 ]
 
+[[package]]
+name = "openai"
+version = "0.28.1"
+description = "Python client library for the OpenAI API"
+optional = false
+python-versions = ">=3.7.1"
+files = [
+    {file = "openai-0.28.1-py3-none-any.whl", hash = "sha256:d18690f9e3d31eedb66b57b88c2165d760b24ea0a01f150dd3f068155088ce68"},
+    {file = "openai-0.28.1.tar.gz", hash = "sha256:4be1dad329a65b4ce1a660fe6d5431b438f429b5855c883435f0f7fcb6d2dcc8"},
+]
+
+[package.dependencies]
+aiohttp = "*"
+requests = ">=2.20"
+tqdm = "*"
+
+[package.extras]
+datalib = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
+dev = ["black (>=21.6b0,<22.0)", "pytest (==6.*)", "pytest-asyncio", "pytest-mock"]
+embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"]
+wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "wandb"]
+
 [[package]]
 name = "packaging"
 version = "23.2"
 description = "Core utilities for Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1216,7 +1203,6 @@ files = [
 name = "pycparser"
 version = "2.21"
 description = "C parser in Python"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -1228,7 +1214,6 @@ files = [
 name = "pydantic"
 version = "2.4.2"
 description = "Data validation using Python type hints"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1248,7 +1233,6 @@ email = ["email-validator (>=2.0.0)"]
 name = "pydantic-core"
 version = "2.10.1"
 description = ""
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1367,7 +1351,6 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 name = "pyyaml"
 version = "6.0.1"
 description = "YAML parser and emitter for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1376,6 +1359,7 @@ files = [
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:69b023b2b4daa7548bcfbd4aa3da05b3a74b772db9e23b982788168117739938"},
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:81e0b275a9ecc9c0c0c07b4b90ba548307583c125f54d5b6946cfee6360c733d"},
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba336e390cd8e4d1739f42dfe9bb83a3cc2e80f567d8805e11b46f4a943f5515"},
+    {file = "PyYAML-6.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:326c013efe8048858a6d312ddd31d56e468118ad4cdeda36c719bf5bb6192290"},
     {file = "PyYAML-6.0.1-cp310-cp310-win32.whl", hash = "sha256:bd4af7373a854424dabd882decdc5579653d7868b8fb26dc7d0e99f823aa5924"},
     {file = "PyYAML-6.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d"},
     {file = "PyYAML-6.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6965a7bc3cf88e5a1c3bd2e0b5c22f8d677dc88a455344035f03399034eb3007"},
@@ -1383,8 +1367,15 @@ files = [
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     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:062582fca9fabdd2c8b54a3ef1c978d786e0f6b3a1510e0ac93ef59e0ddae2bc"},
     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673"},
+    {file = "PyYAML-6.0.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e7d73685e87afe9f3b36c799222440d6cf362062f78be1013661b00c5c6f678b"},
     {file = "PyYAML-6.0.1-cp311-cp311-win32.whl", hash = "sha256:1635fd110e8d85d55237ab316b5b011de701ea0f29d07611174a1b42f1444741"},
     {file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"},
+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"},
+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"},
+    {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"},
+    {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df"},
     {file = "PyYAML-6.0.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:50550eb667afee136e9a77d6dc71ae76a44df8b3e51e41b77f6de2932bfe0f47"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fe35611261b29bd1de0070f0b2f47cb6ff71fa6595c077e42bd0c419fa27b98"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:704219a11b772aea0d8ecd7058d0082713c3562b4e271b849ad7dc4a5c90c13c"},
@@ -1401,6 +1392,7 @@ files = [
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a0cd17c15d3bb3fa06978b4e8958dcdc6e0174ccea823003a106c7d4d7899ac5"},
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:28c119d996beec18c05208a8bd78cbe4007878c6dd15091efb73a30e90539696"},
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e07cbde391ba96ab58e532ff4803f79c4129397514e1413a7dc761ccd755735"},
+    {file = "PyYAML-6.0.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:49a183be227561de579b4a36efbb21b3eab9651dd81b1858589f796549873dd6"},
     {file = "PyYAML-6.0.1-cp38-cp38-win32.whl", hash = "sha256:184c5108a2aca3c5b3d3bf9395d50893a7ab82a38004c8f61c258d4428e80206"},
     {file = "PyYAML-6.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62"},
     {file = "PyYAML-6.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8"},
@@ -1408,6 +1400,7 @@ files = [
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5773183b6446b2c99bb77e77595dd486303b4faab2b086e7b17bc6bef28865f6"},
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b786eecbdf8499b9ca1d697215862083bd6d2a99965554781d0d8d1ad31e13a0"},
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c"},
+    {file = "PyYAML-6.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5"},
     {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"},
     {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"},
     {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},
@@ -1417,7 +1410,6 @@ files = [
 name = "requests"
 version = "2.31.0"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1439,7 +1431,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "sniffio"
 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1451,7 +1442,6 @@ files = [
 name = "socksio"
 version = "1.0.0"
 description = "Sans-I/O implementation of SOCKS4, SOCKS4A, and SOCKS5."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1463,7 +1453,6 @@ files = [
 name = "sqlalchemy"
 version = "2.0.22"
 description = "Database Abstraction Library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1550,7 +1539,6 @@ sqlcipher = ["sqlcipher3-binary"]
 name = "tenacity"
 version = "8.2.3"
 description = "Retry code until it succeeds"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1561,11 +1549,30 @@ files = [
 [package.extras]
 doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
+[[package]]
+name = "tqdm"
+version = "4.66.1"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tqdm-4.66.1-py3-none-any.whl", hash = "sha256:d302b3c5b53d47bce91fea46679d9c3c6508cf6332229aa1e7d8653723793386"},
+    {file = "tqdm-4.66.1.tar.gz", hash = "sha256:d88e651f9db8d8551a62556d3cff9e3034274ca5d66e93197cf2490e2dcb69c7"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
 [[package]]
 name = "typing-extensions"
 version = "4.8.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1577,7 +1584,6 @@ files = [
 name = "typing-inspect"
 version = "0.9.0"
 description = "Runtime inspection utilities for typing module."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1593,7 +1599,6 @@ typing-extensions = ">=3.7.4"
 name = "urllib3"
 version = "2.0.7"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1611,7 +1616,6 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "yarl"
 version = "1.9.2"
 description = "Yet another URL library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1698,4 +1702,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<4.0"
-content-hash = "0d7e52bfe3bb46c0af623eb3d498430a2b943ee8a68887e9274b7b4b7b044320"
+content-hash = "34120d3b80ea28a1a3afdc497bda645809b2e9d3ea00a5b00cfab970f7a7ba07"

templates/stepback-qa-prompting/pyproject.toml

@@ -9,6 +9,7 @@ readme = "README.md"
 python = ">=3.8.1,<4.0"
 langchain = ">=0.0.313"
 duckduckgo-search = "^3.9.3"
+openai = "^0.28.1"
 
 [tool.langserve]
 export_module = "stepback_qa_prompting.chain"