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python-versions = ">=3.8" files = [ - {file = "unstructured-client-0.15.2.tar.gz", hash = "sha256:47a80d90abf214c0b695812ec5ef982d08b8ed7ffa84bc76cd208f8ddec9ba4c"}, - {file = "unstructured_client-0.15.2-py3-none-any.whl", hash = "sha256:0476ecc86a26709c768c4b03116e446646b192942e5dc6620a0e3845e0e28efc"}, + {file = "unstructured-client-0.16.0.tar.gz", hash = "sha256:88928dd6c18d6f3fe58a0a80b03aa34f841a35e1f60ed280bdafa7f05029d380"}, + {file = "unstructured_client-0.16.0-py3-none-any.whl", hash = "sha256:351db1444a30133dc4f3946f80de6c93a786407b954db0828e5787df08b39125"}, ] [package.dependencies] @@ -8744,6 +8412,23 @@ brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotl secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"] socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"] +[[package]] +name = "urllib3" +version = "2.0.7" +description = "HTTP library with thread-safe connection pooling, file post, and more." +optional = false +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"}, +] + +[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"] +socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"] +zstd = ["zstandard (>=0.18.0)"] + [[package]] name = "uvicorn" version = "0.25.0" @@ -8947,39 +8632,22 @@ files = [ [[package]] name = "weaviate-client" -version = "4.4b6" +version = "3.26.2" description = "A python native Weaviate client" optional = false python-versions = ">=3.8" files = [ - {file = "weaviate-client-4.4b6.tar.gz", hash = "sha256:40b4ba7f3300ba537566697ed806b34cefb559285acbd4f0c2602dc71e5794e3"}, - {file = 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hash = "sha256:f4c3d22fec12a2461427a29957ff07d35098ee2d976d3ba244e688b8b4057588"}, -] - [package.extras] -docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"] -optional = ["python-socks", "wsaccel"] -test = ["websockets"] +grpc = ["grpcio (>=1.57.0,<2.0.0)", "grpcio-tools (>=1.57.0,<2.0.0)"] [[package]] name = "websockets" @@ -9400,4 +9068,4 @@ local = ["ctransformers", "llama-cpp-python", "sentence-transformers"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.11" -content-hash = "19c6501f1567e95376c7482fe4c589c3fbde90a0e3bb7eaa37181f4ca701ee98" +content-hash = "4a8a0961e571a06db892d45bf1ccc76a348a419878b7a68ca4014707075cf220" diff --git a/pyproject.toml b/pyproject.toml index 5d1140a4e..d7853a25d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "langflow" -version = "0.6.5a12" +version = "0.6.5a13" description = "A Python package with a built-in web application" authors = ["Logspace "] maintainers = [ @@ -25,8 +25,6 @@ documentation = "https://docs.langflow.org" langflow = "langflow.__main__:main" [tool.poetry.dependencies] - - python = ">=3.9,<3.11" fastapi = "^0.108.0" uvicorn = "^0.25.0" @@ -35,8 +33,8 @@ google-search-results = "^2.4.1" google-api-python-client = "^2.79.0" typer = "^0.9.0" gunicorn = "^21.2.0" -langchain = "~0.0.345" -openai = "^1.6.1" +langchain = "~0.1.0" +openai = "^1.10.0" pandas = "2.0.3" chromadb = "^0.4.0" huggingface-hub = { version = "^0.19.0", extras = ["inference"] } @@ -55,7 +53,7 @@ tiktoken = "~0.5.0" wikipedia = "^1.4.0" qdrant-client = "^1.7.0" websockets = "^10.3" -weaviate-client = { version = "^4.4b6", allow-prereleases = true } +weaviate-client = "*" jina = "*" sentence-transformers = { version = "^2.2.2", optional = true } ctransformers = { version = "^0.2.10", optional = true } @@ -63,7 +61,7 @@ cohere = "^4.39.0" python-multipart = "^0.0.6" sqlmodel = "^0.0.14" faiss-cpu = "^1.7.4" -anthropic = "^0.8.0" +anthropic = "^0.13.0" orjson = "3.9.3" multiprocess = "^0.70.14" cachetools = "^5.3.1" @@ -98,7 +96,7 @@ markupsafe = "^2.1.3" extract-msg = "^0.45.0" # jq is not available for windows jq = { version = "^1.6.0", markers = "sys_platform != 'win32'" } -boto3 = "^1.28.63" +boto3 = "^1.34.0" numexpr = "^2.8.6" qianfan = "0.2.0" pgvector = "^0.2.3" @@ -107,12 +105,13 @@ langchain-google-genai = "^0.0.2" elasticsearch = "^8.11.1" pytube = "^15.0.0" llama-index = "^0.9.24" +langchain-openai = "^0.0.2" [tool.poetry.group.dev.dependencies] pytest-asyncio = "^0.23.1" types-redis = "^4.6.0.5" ipykernel = "^6.27.0" -mypy = "^1.7.1" +mypy = "^1.8.0" ruff = "^0.1.5" httpx = "*" pytest = "^7.4.2" @@ -154,7 +153,8 @@ exclude = ["src/backend/langflow/alembic/*"] line-length = 120 [tool.mypy] -plugins = "pydantic.mypy" +plugins = ["pydantic.mypy"] +follow_imports = "silent" [build-system] requires = ["poetry-core"] diff --git a/src/backend/langflow/alembic/versions/b2fa308044b5_add_unique_constraints.py b/src/backend/langflow/alembic/versions/b2fa308044b5_add_unique_constraints.py index e24d5a72f..8a2e90abc 100644 --- a/src/backend/langflow/alembic/versions/b2fa308044b5_add_unique_constraints.py +++ b/src/backend/langflow/alembic/versions/b2fa308044b5_add_unique_constraints.py @@ -28,7 +28,7 @@ def upgrade() -> None: batch_op.add_column(sa.Column('folder', sqlmodel.sql.sqltypes.AutoString(), nullable=True)) batch_op.add_column(sa.Column('user_id', sqlmodel.sql.sqltypes.GUID(), nullable=True)) batch_op.create_index(batch_op.f('ix_flow_user_id'), ['user_id'], unique=False) - batch_op.create_foreign_key(None, 'user', ['user_id'], ['id']) + batch_op.create_foreign_key('fk_flow_user_id_user', 'user', ['user_id'], ['id']) except Exception: pass # ### end Alembic commands ### @@ -38,7 +38,7 @@ def downgrade() -> None: # ### commands auto generated by Alembic - please adjust! ### try: with op.batch_alter_table('flow', schema=None) as batch_op: - batch_op.drop_constraint(None, type_='foreignkey') + batch_op.drop_constraint('fk_flow_user_id_user', type_='foreignkey') batch_op.drop_index(batch_op.f('ix_flow_user_id')) batch_op.drop_column('user_id') batch_op.drop_column('folder') diff --git a/src/backend/langflow/components/agents/CSVAgent.py b/src/backend/langflow/components/agents/CSVAgent.py new file mode 100644 index 000000000..b54e5d90d --- /dev/null +++ b/src/backend/langflow/components/agents/CSVAgent.py @@ -0,0 +1,23 @@ +from langflow import CustomComponent +from langflow.field_typing import BaseLanguageModel, AgentExecutor +from langchain_experimental.agents.agent_toolkits.csv.base import create_csv_agent + + +class CSVAgentComponent(CustomComponent): + display_name = "CSVAgent" + description = "Construct a CSV agent from a CSV and tools." + documentation = "https://python.langchain.com/docs/modules/agents/toolkits/csv" + + def build_config(self): + return { + "llm": {"display_name": "LLM", "type": BaseLanguageModel}, + "path": {"display_name": "Path", "field_type": "file", "suffixes": [".csv"], "file_types": [".csv"]}, + } + + def build( + self, + llm: BaseLanguageModel, + path: str, + ) -> AgentExecutor: + # Instantiate and return the CSV agent class with the provided llm and path + return create_csv_agent(llm=llm, path=path) diff --git a/src/backend/langflow/components/agents/JsonAgent.py b/src/backend/langflow/components/agents/JsonAgent.py new file mode 100644 index 000000000..0197b9210 --- /dev/null +++ b/src/backend/langflow/components/agents/JsonAgent.py @@ -0,0 +1,24 @@ +from langflow import CustomComponent +from langchain.agents import AgentExecutor, create_json_agent +from langflow.field_typing import ( + BaseLanguageModel, +) +from langchain_community.agent_toolkits.json.toolkit import JsonToolkit + + +class JsonAgentComponent(CustomComponent): + display_name = "JsonAgent" + description = "Construct a json agent from an LLM and tools." + + def build_config(self): + return { + "llm": {"display_name": "LLM"}, + "toolkit": {"display_name": "Toolkit"}, + } + + def build( + self, + llm: BaseLanguageModel, + toolkit: JsonToolkit, + ) -> AgentExecutor: + return create_json_agent(llm=llm, toolkit=toolkit) diff --git a/src/backend/langflow/components/agents/OpenAIConversationalAgent.py b/src/backend/langflow/components/agents/OpenAIConversationalAgent.py index 66ff0f275..1a06e25fb 100644 --- a/src/backend/langflow/components/agents/OpenAIConversationalAgent.py +++ b/src/backend/langflow/components/agents/OpenAIConversationalAgent.py @@ -3,7 +3,7 @@ from typing import List, Optional from langchain.agents.agent import AgentExecutor from langchain.agents.agent_toolkits.conversational_retrieval.openai_functions import _get_default_system_message from langchain.agents.openai_functions_agent.base import OpenAIFunctionsAgent -from langchain.chat_models import ChatOpenAI +from langchain_community.chat_models import ChatOpenAI from langchain.memory.token_buffer import ConversationTokenBufferMemory from langchain.prompts import SystemMessagePromptTemplate from langchain.prompts.chat import MessagesPlaceholder diff --git a/src/backend/langflow/components/agents/SQLAgent.py b/src/backend/langflow/components/agents/SQLAgent.py new file mode 100644 index 000000000..42b1b48f3 --- /dev/null +++ b/src/backend/langflow/components/agents/SQLAgent.py @@ -0,0 +1,29 @@ +from langflow import CustomComponent +from typing import Union, Callable +from langchain.agents import AgentExecutor +from langflow.field_typing import BaseLanguageModel +from langchain_community.agent_toolkits.sql.base import create_sql_agent +from langchain.sql_database import SQLDatabase +from langchain_community.agent_toolkits import SQLDatabaseToolkit + + +class SQLAgentComponent(CustomComponent): + display_name = "SQLAgent" + description = "Construct an SQL agent from an LLM and tools." + + def build_config(self): + return { + "llm": {"display_name": "LLM"}, + "database_uri": {"display_name": "Database URI"}, + "verbose": {"display_name": "Verbose", "value": False, "advanced": True}, + } + + def build( + self, + llm: BaseLanguageModel, + database_uri: str, + verbose: bool = False, + ) -> Union[AgentExecutor, Callable]: + db = SQLDatabase.from_uri(database_uri) + toolkit = SQLDatabaseToolkit(db=db, llm=llm) + return create_sql_agent(llm=llm, toolkit=toolkit) diff --git a/src/backend/langflow/components/agents/VectorStoreAgent.py b/src/backend/langflow/components/agents/VectorStoreAgent.py new file mode 100644 index 000000000..b70ea4d59 --- /dev/null +++ b/src/backend/langflow/components/agents/VectorStoreAgent.py @@ -0,0 +1,23 @@ +from langflow import CustomComponent +from langchain.agents import AgentExecutor, create_vectorstore_agent +from langchain.agents.agent_toolkits.vectorstore.toolkit import VectorStoreToolkit +from typing import Union, Callable +from langflow.field_typing import BaseLanguageModel + + +class VectorStoreAgentComponent(CustomComponent): + display_name = "VectorStoreAgent" + description = "Construct an agent from a Vector Store." + + def build_config(self): + return { + "llm": {"display_name": "LLM"}, + "vector_store_toolkit": {"display_name": "Vector Store Info"}, + } + + def build( + self, + llm: BaseLanguageModel, + vector_store_toolkit: VectorStoreToolkit, + ) -> Union[AgentExecutor, Callable]: + return create_vectorstore_agent(llm=llm, toolkit=vector_store_toolkit) diff --git a/src/backend/langflow/components/agents/VectorStoreRouterAgent.py b/src/backend/langflow/components/agents/VectorStoreRouterAgent.py new file mode 100644 index 000000000..3174d9513 --- /dev/null +++ b/src/backend/langflow/components/agents/VectorStoreRouterAgent.py @@ -0,0 +1,19 @@ +from langflow import CustomComponent +from langchain_core.language_models.base import BaseLanguageModel +from langchain.agents.agent_toolkits.vectorstore.toolkit import VectorStoreRouterToolkit +from langchain.agents import create_vectorstore_router_agent +from typing import Callable + + +class VectorStoreRouterAgentComponent(CustomComponent): + display_name = "VectorStoreRouterAgent" + description = "Construct an agent from a Vector Store Router." + + def build_config(self): + return { + "llm": {"display_name": "LLM"}, + "vectorstoreroutertoolkit": {"display_name": "Vector Store Router Toolkit"}, + } + + def build(self, llm: BaseLanguageModel, vectorstoreroutertoolkit: VectorStoreRouterToolkit) -> Callable: + return create_vectorstore_router_agent(llm=llm, toolkit=vectorstoreroutertoolkit) diff --git a/src/backend/langflow/components/chains/LLMChain.py b/src/backend/langflow/components/chains/LLMChain.py index ec88e128a..c6efd04c7 100644 --- a/src/backend/langflow/components/chains/LLMChain.py +++ b/src/backend/langflow/components/chains/LLMChain.py @@ -28,5 +28,5 @@ class LLMChainComponent(CustomComponent): prompt: BasePromptTemplate, llm: BaseLanguageModel, memory: Optional[BaseMemory] = None, - ) -> Union[Chain, Callable]: + ) -> Union[Chain, Callable, LLMChain]: return LLMChain(prompt=prompt, llm=llm, memory=memory) diff --git a/src/backend/langflow/components/chains/LLMCheckerChain.py b/src/backend/langflow/components/chains/LLMCheckerChain.py new file mode 100644 index 000000000..cf5effac8 --- /dev/null +++ b/src/backend/langflow/components/chains/LLMCheckerChain.py @@ -0,0 +1,24 @@ +from langflow import CustomComponent +from langchain.chains import LLMCheckerChain +from typing import Union, Callable +from langflow.field_typing import ( + BaseLanguageModel, + Chain, +) + + +class LLMCheckerChainComponent(CustomComponent): + display_name = "LLMCheckerChain" + description = "" + documentation = "https://python.langchain.com/docs/modules/chains/additional/llm_checker" + + def build_config(self): + return { + "llm": {"display_name": "LLM"}, + } + + def build( + self, + llm: BaseLanguageModel, + ) -> Union[Chain, Callable]: + return LLMCheckerChain(llm=llm) diff --git a/src/backend/langflow/components/chains/LLMMathChain.py b/src/backend/langflow/components/chains/LLMMathChain.py new file mode 100644 index 000000000..28f430e6d --- /dev/null +++ b/src/backend/langflow/components/chains/LLMMathChain.py @@ -0,0 +1,31 @@ +from typing import Callable, Optional, Union + +from langchain.chains import LLMChain, LLMMathChain + +from langflow import CustomComponent +from langflow.field_typing import BaseLanguageModel, BaseMemory, Chain + + +class LLMMathChainComponent(CustomComponent): + display_name = "LLMMathChain" + description = "Chain that interprets a prompt and executes python code to do math." + documentation = "https://python.langchain.com/docs/modules/chains/additional/llm_math" + + def build_config(self): + return { + "llm": {"display_name": "LLM"}, + "llm_chain": {"display_name": "LLM Chain"}, + "memory": {"display_name": "Memory"}, + "input_key": {"display_name": "Input Key"}, + "output_key": {"display_name": "Output Key"}, + } + + def build( + self, + llm: BaseLanguageModel, + llm_chain: LLMChain, + input_key: str = "question", + output_key: str = "answer", + memory: Optional[BaseMemory] = None, + ) -> Union[LLMMathChain, Callable, Chain]: + return LLMMathChain(llm=llm, llm_chain=llm_chain, input_key=input_key, output_key=output_key, memory=memory) diff --git a/src/backend/langflow/components/chains/RetrievalQA.py b/src/backend/langflow/components/chains/RetrievalQA.py new file mode 100644 index 000000000..5f1232443 --- /dev/null +++ b/src/backend/langflow/components/chains/RetrievalQA.py @@ -0,0 +1,39 @@ +from typing import Callable, Optional, Union + +from langchain.chains.combine_documents.base import BaseCombineDocumentsChain +from langchain.chains.retrieval_qa.base import BaseRetrievalQA, RetrievalQA +from langflow import CustomComponent +from langflow.field_typing import BaseMemory, BaseRetriever + + +class RetrievalQAComponent(CustomComponent): + display_name = "RetrievalQA" + description = "Chain for question-answering against an index." + + def build_config(self): + return { + "combine_documents_chain": {"display_name": "Combine Documents Chain"}, + "retriever": {"display_name": "Retriever"}, + "memory": {"display_name": "Memory", "required": False}, + "input_key": {"display_name": "Input Key", "advanced": True}, + "output_key": {"display_name": "Output Key", "advanced": True}, + "return_source_documents": {"display_name": "Return Source Documents"}, + } + + def build( + self, + combine_documents_chain: BaseCombineDocumentsChain, + retriever: BaseRetriever, + memory: Optional[BaseMemory] = None, + input_key: str = "query", + output_key: str = "result", + return_source_documents: bool = True, + ) -> Union[BaseRetrievalQA, Callable]: + return RetrievalQA( + combine_documents_chain=combine_documents_chain, + retriever=retriever, + memory=memory, + input_key=input_key, + output_key=output_key, + return_source_documents=return_source_documents, + ) diff --git a/src/backend/langflow/components/chains/RetrievalQAWithSourcesChain.py b/src/backend/langflow/components/chains/RetrievalQAWithSourcesChain.py new file mode 100644 index 000000000..3c46cd8bd --- /dev/null +++ b/src/backend/langflow/components/chains/RetrievalQAWithSourcesChain.py @@ -0,0 +1,42 @@ +from typing import Optional + +from langchain.chains import RetrievalQAWithSourcesChain +from langchain.chains.qa_with_sources.base import BaseQAWithSourcesChain +from langchain.chains.combine_documents.base import BaseCombineDocumentsChain + +from langflow import CustomComponent +from langflow.field_typing import BaseLanguageModel, BaseMemory, BaseRetriever + + +class RetrievalQAWithSourcesChainComponent(CustomComponent): + display_name = "RetrievalQAWithSourcesChain" + description = "Question-answering with sources over an index." + + def build_config(self): + return { + "llm": {"display_name": "LLM"}, + "chain_type": { + "display_name": "Chain Type", + "options": ["stuff", "map_reduce", "map_rerank", "refine"], + }, + "memory": {"display_name": "Memory"}, + "return_source_documents": {"display_name": "Return Source Documents"}, + } + + def build( + self, + retriever: BaseRetriever, + llm: BaseLanguageModel, + combine_documents_chain: BaseCombineDocumentsChain, + chain_type: str, + memory: Optional[BaseMemory] = None, + return_source_documents: Optional[bool] = True, + ) -> BaseQAWithSourcesChain: + return RetrievalQAWithSourcesChain.from_chain_type( + llm=llm, + chain_type=chain_type, + combine_documents_chain=combine_documents_chain, + memory=memory, + return_source_documents=return_source_documents, + retriever=retriever, + ) diff --git a/src/backend/langflow/components/chains/SQLDatabaseChain.py b/src/backend/langflow/components/chains/SQLDatabaseChain.py new file mode 100644 index 000000000..56bd433ba --- /dev/null +++ b/src/backend/langflow/components/chains/SQLDatabaseChain.py @@ -0,0 +1,25 @@ +from langflow import CustomComponent +from typing import Callable, Union +from langflow.field_typing import BasePromptTemplate, BaseLanguageModel, Chain +from langchain_community.utilities.sql_database import SQLDatabase +from langchain_experimental.sql.base import SQLDatabaseChain + + +class SQLDatabaseChainComponent(CustomComponent): + display_name = "SQLDatabaseChain" + description = "" + + def build_config(self): + return { + "db": {"display_name": "Database"}, + "llm": {"display_name": "LLM"}, + "prompt": {"display_name": "Prompt"}, + } + + def build( + self, + db: SQLDatabase, + llm: BaseLanguageModel, + prompt: BasePromptTemplate, + ) -> Union[Chain, Callable, SQLDatabaseChain]: + return SQLDatabaseChain.from_llm(llm=llm, db=db, prompt=prompt) diff --git a/src/backend/langflow/components/documentloaders/DirectoryLoader.py b/src/backend/langflow/components/documentloaders/DirectoryLoader.py new file mode 100644 index 000000000..0b214dd34 --- /dev/null +++ b/src/backend/langflow/components/documentloaders/DirectoryLoader.py @@ -0,0 +1,42 @@ +from langflow import CustomComponent +from langchain.docstore.document import Document +from typing import Optional, Dict, Any + + +class DirectoryLoaderComponent(CustomComponent): + display_name = "DirectoryLoader" + description = "Load from a directory." + + def build_config(self) -> Dict[str, Any]: + return { + "glob": {"display_name": "Glob Pattern", "value": "**/*.txt"}, + "load_hidden": {"display_name": "Load Hidden Files", "value": False, "advanced": True}, + "max_concurrency": {"display_name": "Max Concurrency", "value": 10, "advanced": True}, + "metadata": {"display_name": "Metadata", "value": {}}, + "path": {"display_name": "Local Directory"}, + "recursive": {"display_name": "Recursive", "value": True, "advanced": True}, + "silent_errors": {"display_name": "Silent Errors", "value": False, "advanced": True}, + "use_multithreading": {"display_name": "Use Multithreading", "value": True, "advanced": True}, + } + + def build( + self, + glob: str, + path: str, + load_hidden: Optional[bool] = False, + max_concurrency: Optional[int] = 10, + metadata: Optional[dict] = {}, + recursive: Optional[bool] = True, + silent_errors: Optional[bool] = False, + use_multithreading: Optional[bool] = True, + ) -> Document: + return Document( + glob=glob, + path=path, + load_hidden=load_hidden, + max_concurrency=max_concurrency, + metadata=metadata, + recursive=recursive, + silent_errors=silent_errors, + use_multithreading=use_multithreading, + ) diff --git a/src/backend/langflow/components/embeddings/AzureOpenAIEmbeddings.py b/src/backend/langflow/components/embeddings/AzureOpenAIEmbeddings.py index e4fdd8738..09b03e17b 100644 --- a/src/backend/langflow/components/embeddings/AzureOpenAIEmbeddings.py +++ b/src/backend/langflow/components/embeddings/AzureOpenAIEmbeddings.py @@ -1,7 +1,8 @@ -from langflow import CustomComponent from langchain.embeddings.base import Embeddings from langchain_community.embeddings import AzureOpenAIEmbeddings +from langflow import CustomComponent + class AzureOpenAIEmbeddingsComponent(CustomComponent): display_name: str = "AzureOpenAIEmbeddings" @@ -53,9 +54,9 @@ class AzureOpenAIEmbeddingsComponent(CustomComponent): try: embeddings = AzureOpenAIEmbeddings( azure_endpoint=azure_endpoint, - deployment=azure_deployment, - openai_api_version=api_version, - openai_api_key=api_key, + azure_deployment=azure_deployment, + api_version=api_version, + api_key=api_key, ) except Exception as e: diff --git a/src/backend/langflow/components/embeddings/CohereEmbeddings.py b/src/backend/langflow/components/embeddings/CohereEmbeddings.py new file mode 100644 index 000000000..049525b39 --- /dev/null +++ b/src/backend/langflow/components/embeddings/CohereEmbeddings.py @@ -0,0 +1,36 @@ +from typing import Optional + +from langchain_community.embeddings.cohere import CohereEmbeddings +from langflow import CustomComponent + + +class CohereEmbeddingsComponent(CustomComponent): + display_name = "CohereEmbeddings" + description = "Cohere embedding models." + + def build_config(self): + return { + "cohere_api_key": {"display_name": "Cohere API Key", "password": True}, + "model": {"display_name": "Model", "default": "embed-english-v2.0", "advanced": True}, + "truncate": {"display_name": "Truncate", "advanced": True}, + "max_retries": {"display_name": "Max Retries", "advanced": True}, + "user_agent": {"display_name": "User Agent", "advanced": True}, + } + + def build( + self, + request_timeout: Optional[float] = None, + cohere_api_key: str = "", + max_retries: Optional[int] = None, + model: str = "embed-english-v2.0", + truncate: Optional[str] = None, + user_agent: str = "langchain", + ) -> CohereEmbeddings: + return CohereEmbeddings( # type: ignore + max_retries=max_retries, + user_agent=user_agent, + request_timeout=request_timeout, + cohere_api_key=cohere_api_key, + model=model, + truncate=truncate, + ) diff --git a/src/backend/langflow/components/embeddings/HuggingFaceEmbeddings.py b/src/backend/langflow/components/embeddings/HuggingFaceEmbeddings.py new file mode 100644 index 000000000..6f3540358 --- /dev/null +++ b/src/backend/langflow/components/embeddings/HuggingFaceEmbeddings.py @@ -0,0 +1,36 @@ +from langflow import CustomComponent +from typing import Optional, Dict +from langchain_community.embeddings.huggingface import HuggingFaceEmbeddings + + +class HuggingFaceEmbeddingsComponent(CustomComponent): + display_name = "HuggingFaceEmbeddings" + description = "HuggingFace sentence_transformers embedding models." + documentation = ( + "https://python.langchain.com/docs/modules/data_connection/text_embedding/integrations/sentence_transformers" + ) + + def build_config(self): + return { + "cache_folder": {"display_name": "Cache Folder", "advanced": True}, + "encode_kwargs": {"display_name": "Encode Kwargs", "advanced": True, "field_type": "dict"}, + "model_kwargs": {"display_name": "Model Kwargs", "field_type": "dict", "advanced": True}, + "model_name": {"display_name": "Model Name"}, + "multi_process": {"display_name": "Multi Process", "advanced": True}, + } + + def build( + self, + cache_folder: Optional[str] = None, + encode_kwargs: Optional[Dict] = {}, + model_kwargs: Optional[Dict] = {}, + model_name: str = "sentence-transformers/all-mpnet-base-v2", + multi_process: bool = False, + ) -> HuggingFaceEmbeddings: + return HuggingFaceEmbeddings( + cache_folder=cache_folder, + encode_kwargs=encode_kwargs, + model_kwargs=model_kwargs, + model_name=model_name, + multi_process=multi_process, + ) diff --git a/src/backend/langflow/components/embeddings/OpenAIEmbeddings.py b/src/backend/langflow/components/embeddings/OpenAIEmbeddings.py new file mode 100644 index 000000000..555d45570 --- /dev/null +++ b/src/backend/langflow/components/embeddings/OpenAIEmbeddings.py @@ -0,0 +1,117 @@ +from typing import Any, Callable, Dict, List, Optional, Union + +from langchain_openai.embeddings.base import OpenAIEmbeddings + +from langflow import CustomComponent +from langflow.field_typing import NestedDict + + +class OpenAIEmbeddingsComponent(CustomComponent): + display_name = "OpenAIEmbeddings" + description = "OpenAI embedding models" + + def build_config(self): + return { + "allowed_special": { + "display_name": "Allowed Special", + "advanced": True, + "field_type": "str", + "is_list": True, + }, + "default_headers": { + "display_name": "Default Headers", + "advanced": True, + "field_type": "dict", + }, + "default_query": { + "display_name": "Default Query", + "advanced": True, + "field_type": "NestedDict", + }, + "disallowed_special": { + "display_name": "Disallowed Special", + "advanced": True, + "field_type": "str", + "is_list": True, + }, + "chunk_size": {"display_name": "Chunk Size", "advanced": True}, + "client": {"display_name": "Client", "advanced": True}, + "deployment": {"display_name": "Deployment", "advanced": True}, + "embedding_ctx_length": { + "display_name": "Embedding Context Length", + "advanced": True, + }, + "max_retries": {"display_name": "Max Retries", "advanced": True}, + "model": {"display_name": "Model", "advanced": True}, + "model_kwargs": {"display_name": "Model Kwargs", "advanced": True}, + "openai_api_base": {"display_name": "OpenAI API Base", "password": True, "advanced": True}, + "openai_api_key": {"display_name": "OpenAI API Key", "password": True}, + "openai_api_type": {"display_name": "OpenAI API Type", "advanced": True, "password": True}, + "openai_api_version": { + "display_name": "OpenAI API Version", + "advanced": True, + }, + "openai_organization": { + "display_name": "OpenAI Organization", + "advanced": True, + }, + "openai_proxy": {"display_name": "OpenAI Proxy", "advanced": True}, + "request_timeout": {"display_name": "Request Timeout", "advanced": True}, + "show_progress_bar": { + "display_name": "Show Progress Bar", + "advanced": True, + }, + "skip_empty": {"display_name": "Skip Empty", "advanced": True}, + "tiktoken_model_name": {"display_name": "TikToken Model Name"}, + "tikToken_enable": {"display_name": "TikToken Enable"}, + } + + def build( + self, + default_headers: Optional[Dict[str, str]] = None, + default_query: Optional[NestedDict] = {}, + allowed_special: List[str] = [], + disallowed_special: List[str] = ["all"], + chunk_size: int = 1000, + client: Optional[Any] = None, + deployment: str = "text-embedding-ada-002", + embedding_ctx_length: int = 8191, + max_retries: int = 6, + model: str = "text-embedding-ada-002", + model_kwargs: NestedDict = {}, + openai_api_base: Optional[str] = None, + openai_api_key: Optional[str] = "", + openai_api_type: Optional[str] = None, + openai_api_version: Optional[str] = None, + openai_organization: Optional[str] = None, + openai_proxy: Optional[str] = None, + request_timeout: Optional[float] = None, + show_progress_bar: bool = False, + skip_empty: bool = False, + tikToken_enable: bool = True, + tiktoken_model_name: Optional[str] = None, + ) -> Union[OpenAIEmbeddings, Callable]: + return OpenAIEmbeddings( + tiktoken_enabled=tikToken_enable, + default_headers=default_headers, + default_query=default_query, + allowed_special=set(allowed_special), + disallowed_special=set(disallowed_special), + chunk_size=chunk_size, + client=client, + deployment=deployment, + embedding_ctx_length=embedding_ctx_length, + max_retries=max_retries, + model=model, + model_kwargs=model_kwargs, + base_url=openai_api_base, + api_key=openai_api_key, + openai_api_type=openai_api_type, + api_version=openai_api_version, + organization=openai_organization, + openai_proxy=openai_proxy, + timeout=request_timeout, + show_progress_bar=show_progress_bar, + skip_empty=skip_empty, + tiktoken_model_name=tiktoken_model_name, + ) diff --git a/src/backend/langflow/components/embeddings/VertexAIEmbeddings.py b/src/backend/langflow/components/embeddings/VertexAIEmbeddings.py new file mode 100644 index 000000000..053fd6c7f --- /dev/null +++ b/src/backend/langflow/components/embeddings/VertexAIEmbeddings.py @@ -0,0 +1,60 @@ +from langflow import CustomComponent +from langchain.embeddings import VertexAIEmbeddings +from typing import Optional, List + + +class VertexAIEmbeddingsComponent(CustomComponent): + display_name = "VertexAIEmbeddings" + description = "Google Cloud VertexAI embedding models." + + def build_config(self): + return { + "credentials": {"display_name": "Credentials", "value": "", "file_types": [".json"], "field_type": "file"}, + "instance": {"display_name": "instance", "advanced": True, "field_type": "dict"}, + "location": {"display_name": "Location", "value": "us-central1", "advanced": True}, + "max_output_tokens": {"display_name": "Max Output Tokens", "value": 128}, + "max_retries": {"display_name": "Max Retries", "value": 6, "advanced": True}, + "model_name": {"display_name": "Model Name", "value": "textembedding-gecko"}, + "n": {"display_name": "N", "value": 1, "advanced": True}, + "project": {"display_name": "Project", "advanced": True}, + "request_parallelism": {"display_name": "Request Parallelism", "value": 5, "advanced": True}, + "stop": {"display_name": "Stop", "advanced": True}, + "streaming": {"display_name": "Streaming", "value": False, "advanced": True}, + "temperature": {"display_name": "Temperature", "value": 0.0}, + "top_k": {"display_name": "Top K", "value": 40, "advanced": True}, + "top_p": {"display_name": "Top P", "value": 0.95, "advanced": True}, + } + + def build( + self, + instance: Optional[str] = None, + credentials: Optional[str] = None, + location: str = "us-central1", + max_output_tokens: int = 128, + max_retries: int = 6, + model_name: str = "textembedding-gecko", + n: int = 1, + project: Optional[str] = None, + request_parallelism: int = 5, + stop: Optional[List[str]] = None, + streaming: bool = False, + temperature: float = 0.0, + top_k: int = 40, + top_p: float = 0.95, + ) -> VertexAIEmbeddings: + return VertexAIEmbeddings( + instance=instance, + credentials=credentials, + location=location, + max_output_tokens=max_output_tokens, + max_retries=max_retries, + model_name=model_name, + n=n, + project=project, + request_parallelism=request_parallelism, + stop=stop, + streaming=streaming, + temperature=temperature, + top_k=top_k, + top_p=top_p, + ) diff --git a/src/backend/langflow/components/llms/Anthropic.py b/src/backend/langflow/components/llms/Anthropic.py new file mode 100644 index 000000000..c1b776617 --- /dev/null +++ b/src/backend/langflow/components/llms/Anthropic.py @@ -0,0 +1,48 @@ +from typing import Optional + +from langchain_community.llms.anthropic import Anthropic +from pydantic.v1 import SecretStr + +from langflow import CustomComponent +from langflow.field_typing import BaseLanguageModel, NestedDict + + +class AnthropicComponent(CustomComponent): + display_name = "Anthropic" + description = "Anthropic large language models." + + def build_config(self): + return { + "anthropic_api_key": { + "display_name": "Anthropic API Key", + "type": str, + "password": True, + }, + "anthropic_api_url": { + "display_name": "Anthropic API URL", + "type": str, + }, + "model_kwargs": { + "display_name": "Model Kwargs", + "field_type": "NestedDict", + "advanced": True, + }, + "temperature": { + "display_name": "Temperature", + "field_type": "float", + }, + } + + def build( + self, + anthropic_api_key: str, + anthropic_api_url: str, + model_kwargs: NestedDict = {}, + temperature: Optional[float] = None, + ) -> BaseLanguageModel: + return Anthropic( + anthropic_api_key=SecretStr(anthropic_api_key), + anthropic_api_url=anthropic_api_url, + model_kwargs=model_kwargs, + temperature=temperature, + ) diff --git a/src/backend/langflow/components/llms/AnthropicLLM.py b/src/backend/langflow/components/llms/AnthropicLLM.py index 2b9c758e5..94c4ed8f5 100644 --- a/src/backend/langflow/components/llms/AnthropicLLM.py +++ b/src/backend/langflow/components/llms/AnthropicLLM.py @@ -1,6 +1,6 @@ from typing import Optional -from langchain.chat_models.anthropic import ChatAnthropic +from langchain_community.chat_models.anthropic import ChatAnthropic from langchain.llms.base import BaseLanguageModel from pydantic.v1 import SecretStr diff --git a/src/backend/langflow/components/llms/AzureChatOpenAI.py b/src/backend/langflow/components/llms/AzureChatOpenAI.py index 53c2af9bb..d43abb3dc 100644 --- a/src/backend/langflow/components/llms/AzureChatOpenAI.py +++ b/src/backend/langflow/components/llms/AzureChatOpenAI.py @@ -1,7 +1,7 @@ from typing import Optional from langflow import CustomComponent from langchain.llms.base import BaseLanguageModel -from langchain.chat_models.azure_openai import AzureChatOpenAI +from langchain_community.chat_models.azure_openai import AzureChatOpenAI class AzureChatOpenAIComponent(CustomComponent): @@ -26,7 +26,7 @@ class AzureChatOpenAIComponent(CustomComponent): "2023-07-01-preview", "2023-08-01-preview", "2023-09-01-preview", - "2023-12-01-preview" + "2023-12-01-preview", ] def build_config(self): diff --git a/src/backend/langflow/components/llms/BaiduQianfanChatEndpoints.py b/src/backend/langflow/components/llms/BaiduQianfanChatEndpoints.py index 8c828dc64..fd7341e15 100644 --- a/src/backend/langflow/components/llms/BaiduQianfanChatEndpoints.py +++ b/src/backend/langflow/components/llms/BaiduQianfanChatEndpoints.py @@ -1,6 +1,6 @@ from typing import Optional -from langchain.chat_models.baidu_qianfan_endpoint import QianfanChatEndpoint +from langchain_community.chat_models.baidu_qianfan_endpoint import QianfanChatEndpoint from langchain.llms.base import BaseLLM from pydantic.v1 import SecretStr diff --git a/src/backend/langflow/components/llms/CTransformers.py b/src/backend/langflow/components/llms/CTransformers.py new file mode 100644 index 000000000..a0668814e --- /dev/null +++ b/src/backend/langflow/components/llms/CTransformers.py @@ -0,0 +1,33 @@ +from typing import Dict, Optional + +from langchain_community.llms.ctransformers import CTransformers + +from langflow import CustomComponent + + +class CTransformersComponent(CustomComponent): + display_name = "CTransformers" + description = "C Transformers LLM models" + documentation = "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/ctransformers" + + def build_config(self): + return { + "model": {"display_name": "Model", "required": True}, + "model_file": { + "display_name": "Model File", + "required": False, + "field_type": "file", + "file_types": [".bin"], + }, + "model_type": {"display_name": "Model Type", "required": True}, + "config": { + "display_name": "Config", + "advanced": True, + "required": False, + "field_type": "dict", + "value": '{"top_k":40,"top_p":0.95,"temperature":0.8,"repetition_penalty":1.1,"last_n_tokens":64,"seed":-1,"max_new_tokens":256,"stop":"","stream":"False","reset":"True","batch_size":8,"threads":-1,"context_length":-1,"gpu_layers":0}', + }, + } + + def build(self, model: str, model_file: str, model_type: str, config: Optional[Dict] = None) -> CTransformers: + return CTransformers(model=model, model_file=model_file, model_type=model_type, config=config) # type: ignore diff --git a/src/backend/langflow/components/llms/ChatAnthropic.py b/src/backend/langflow/components/llms/ChatAnthropic.py new file mode 100644 index 000000000..0bce33ab8 --- /dev/null +++ b/src/backend/langflow/components/llms/ChatAnthropic.py @@ -0,0 +1,47 @@ +from pydantic import SecretStr +from langflow import CustomComponent +from typing import Optional, Union, Callable +from langflow.field_typing import BaseLanguageModel +from langchain_community.chat_models.anthropic import ChatAnthropic + + +class ChatAnthropicComponent(CustomComponent): + display_name = "ChatAnthropic" + description = "`Anthropic` chat large language models." + documentation = "https://python.langchain.com/docs/modules/model_io/models/chat/integrations/anthropic" + + def build_config(self): + return { + "anthropic_api_key": { + "display_name": "Anthropic API Key", + "field_type": "str", + "password": True, + }, + "anthropic_api_url": { + "display_name": "Anthropic API URL", + "field_type": "str", + }, + "model_kwargs": { + "display_name": "Model Kwargs", + "field_type": "dict", + "advanced": True, + }, + "temperature": { + "display_name": "Temperature", + "field_type": "float", + }, + } + + def build( + self, + anthropic_api_key: str, + anthropic_api_url: Optional[str] = None, + model_kwargs: dict = {}, + temperature: Optional[float] = None, + ) -> Union[BaseLanguageModel, Callable]: + return ChatAnthropic( + anthropic_api_key=SecretStr(anthropic_api_key), + anthropic_api_url=anthropic_api_url, + model_kwargs=model_kwargs, + temperature=temperature, + ) diff --git a/src/backend/langflow/components/llms/ChatOllamaEndpoint.py b/src/backend/langflow/components/llms/ChatOllamaEndpoint.py index 3201ff432..34e9e0bd7 100644 --- a/src/backend/langflow/components/llms/ChatOllamaEndpoint.py +++ b/src/backend/langflow/components/llms/ChatOllamaEndpoint.py @@ -1,8 +1,8 @@ from typing import Any, Dict, List, Optional # from langchain_community.chat_models import ChatOllama -from langchain.chat_models import ChatOllama -from langchain.chat_models.base import BaseChatModel +from langchain_community.chat_models import ChatOllama +from langchain_core.language_models.chat_models import BaseChatModel # from langchain.chat_models import ChatOllama from langflow import CustomComponent diff --git a/src/backend/langflow/components/llms/ChatOpenAI.py b/src/backend/langflow/components/llms/ChatOpenAI.py new file mode 100644 index 000000000..19ca4f41d --- /dev/null +++ b/src/backend/langflow/components/llms/ChatOpenAI.py @@ -0,0 +1,84 @@ +from typing import Optional, Union + +from langchain.llms import BaseLLM +from langchain_community.chat_models.openai import ChatOpenAI +from langflow import CustomComponent +from langflow.field_typing import BaseLanguageModel, NestedDict + + +class ChatOpenAIComponent(CustomComponent): + display_name = "ChatOpenAI" + description = "`OpenAI` Chat large language models API." + + def build_config(self): + return { + "max_tokens": { + "display_name": "Max Tokens", + "field_type": "int", + "advanced": False, + "required": False, + }, + "model_kwargs": { + "display_name": "Model Kwargs", + "field_type": "NestedDict", + "advanced": True, + "required": False, + }, + "model_name": { + "display_name": "Model Name", + "field_type": "str", + "advanced": False, + "required": False, + "options": [ + "gpt-4-1106-preview", + "gpt-4", + "gpt-4-32k", + "gpt-3.5-turbo", + "gpt-3.5-turbo-16k", + ], + }, + "openai_api_base": { + "display_name": "OpenAI API Base", + "field_type": "str", + "advanced": False, + "required": False, + "info": ( + "The base URL of the OpenAI API. Defaults to https://api.openai.com/v1.\n\n" + "You can change this to use other APIs like JinaChat, LocalAI and Prem." + ), + }, + "openai_api_key": { + "display_name": "OpenAI API Key", + "field_type": "str", + "advanced": False, + "required": False, + "password": True, + }, + "temperature": { + "display_name": "Temperature", + "field_type": "float", + "advanced": False, + "required": False, + "value": 0.7, + }, + } + + def build( + self, + max_tokens: Optional[int] = 256, + model_kwargs: NestedDict = {}, + model_name: str = "gpt-4-1106-preview", + openai_api_base: Optional[str] = None, + openai_api_key: Optional[str] = None, + temperature: float = 0.7, + ) -> Union[BaseLanguageModel, BaseLLM]: + if not openai_api_base: + openai_api_base = "https://api.openai.com/v1" + return ChatOpenAI( + max_tokens=max_tokens, + model_kwargs=model_kwargs, + model=model_name, + base_url=openai_api_base, + api_key=openai_api_key, + temperature=temperature, + ) diff --git a/src/backend/langflow/components/llms/ChatVertexAI.py b/src/backend/langflow/components/llms/ChatVertexAI.py new file mode 100644 index 000000000..66235a1d8 --- /dev/null +++ b/src/backend/langflow/components/llms/ChatVertexAI.py @@ -0,0 +1,87 @@ +from typing import List, Optional, Union + +from langchain.llms import BaseLLM +from langchain_community.chat_models.vertexai import ChatVertexAI +from langchain_core.messages.base import BaseMessage +from langflow import CustomComponent +from langflow.field_typing import BaseLanguageModel + + +class ChatVertexAIComponent(CustomComponent): + display_name = "ChatVertexAI" + description = "`Vertex AI` Chat large language models API." + + def build_config(self): + return { + "credentials": { + "display_name": "Credentials", + "field_type": "file", + "file_types": [".json"], + "file_path": None, + }, + "examples": { + "display_name": "Examples", + "multiline": True, + }, + "location": { + "display_name": "Location", + "value": "us-central1", + }, + "max_output_tokens": { + "display_name": "Max Output Tokens", + "value": 128, + "advanced": True, + }, + "model_name": { + "display_name": "Model Name", + "value": "chat-bison", + }, + "project": { + "display_name": "Project", + }, + "temperature": { + "display_name": "Temperature", + "value": 0.0, + }, + "top_k": { + "display_name": "Top K", + "value": 40, + "advanced": True, + }, + "top_p": { + "display_name": "Top P", + "value": 0.95, + "advanced": True, + }, + "verbose": { + "display_name": "Verbose", + "value": False, + "advanced": True, + }, + } + + def build( + self, + credentials: Optional[str], + project: str, + examples: Optional[List[BaseMessage]] = [], + location: str = "us-central1", + max_output_tokens: int = 128, + model_name: str = "chat-bison", + temperature: float = 0.0, + top_k: int = 40, + top_p: float = 0.95, + verbose: bool = False, + ) -> Union[BaseLanguageModel, BaseLLM]: + return ChatVertexAI( + credentials=credentials, + examples=examples, + location=location, + max_output_tokens=max_output_tokens, + model_name=model_name, + project=project, + temperature=temperature, + top_k=top_k, + top_p=top_p, + verbose=verbose, + ) diff --git a/src/backend/langflow/components/llms/Cohere.py b/src/backend/langflow/components/llms/Cohere.py new file mode 100644 index 000000000..3b74fc9b4 --- /dev/null +++ b/src/backend/langflow/components/llms/Cohere.py @@ -0,0 +1,24 @@ +from langchain_community.llms.cohere import Cohere +from langchain_core.language_models.base import BaseLanguageModel +from langflow import CustomComponent + + +class CohereComponent(CustomComponent): + display_name = "Cohere" + description = "Cohere large language models." + documentation = "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/cohere" + + def build_config(self): + return { + "cohere_api_key": {"display_name": "Cohere API Key", "type": "password", "password": True}, + "max_tokens": {"display_name": "Max Tokens", "default": 256, "type": "int", "show": True}, + "temperature": {"display_name": "Temperature", "default": 0.75, "type": "float", "show": True}, + } + + def build( + self, + cohere_api_key: str, + max_tokens: int = 256, + temperature: float = 0.75, + ) -> BaseLanguageModel: + return Cohere(cohere_api_key=cohere_api_key, max_tokens=max_tokens, temperature=temperature) # type: ignore diff --git a/src/backend/langflow/components/llms/LlamaCpp.py b/src/backend/langflow/components/llms/LlamaCpp.py new file mode 100644 index 000000000..831665bfa --- /dev/null +++ b/src/backend/langflow/components/llms/LlamaCpp.py @@ -0,0 +1,129 @@ +from typing import Optional, List, Dict, Any +from langflow import CustomComponent +from langchain_community.llms.llamacpp import LlamaCpp + + +class LlamaCppComponent(CustomComponent): + display_name = "LlamaCpp" + description = "llama.cpp model." + documentation = "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/llamacpp" + + def build_config(self): + return { + "grammar": {"display_name": "Grammar", "advanced": True}, + "cache": {"display_name": "Cache", "advanced": True}, + "client": {"display_name": "Client", "advanced": True}, + "echo": {"display_name": "Echo", "advanced": True}, + "f16_kv": {"display_name": "F16 KV", "advanced": True}, + "grammar_path": {"display_name": "Grammar Path", "advanced": True}, + "last_n_tokens_size": {"display_name": "Last N Tokens Size", "advanced": True}, + "logits_all": {"display_name": "Logits All", "advanced": True}, + "logprobs": {"display_name": "Logprobs", "advanced": True}, + "lora_base": {"display_name": "Lora Base", "advanced": True}, + "lora_path": {"display_name": "Lora Path", "advanced": True}, + "max_tokens": {"display_name": "Max Tokens", "advanced": True}, + "metadata": {"display_name": "Metadata", "advanced": True}, + "model_kwargs": {"display_name": "Model Kwargs", "advanced": True}, + "model_path": { + "display_name": "Model Path", + "field_type": "file", + "file_types": [".bin"], + "required": True, + }, + "n_batch": {"display_name": "N Batch", "advanced": True}, + "n_ctx": {"display_name": "N Ctx", "advanced": True}, + "n_gpu_layers": {"display_name": "N GPU Layers", "advanced": True}, + "n_parts": {"display_name": "N Parts", "advanced": True}, + "n_threads": {"display_name": "N Threads", "advanced": True}, + "repeat_penalty": {"display_name": "Repeat Penalty", "advanced": True}, + "rope_freq_base": {"display_name": "Rope Freq Base", "advanced": True}, + "rope_freq_scale": {"display_name": "Rope Freq Scale", "advanced": True}, + "seed": {"display_name": "Seed", "advanced": True}, + "stop": {"display_name": "Stop", "advanced": True}, + "streaming": {"display_name": "Streaming", "advanced": True}, + "suffix": {"display_name": "Suffix", "advanced": True}, + "tags": {"display_name": "Tags", "advanced": True}, + "temperature": {"display_name": "Temperature"}, + "top_k": {"display_name": "Top K", "advanced": True}, + "top_p": {"display_name": "Top P", "advanced": True}, + "use_mlock": {"display_name": "Use Mlock", "advanced": True}, + "use_mmap": {"display_name": "Use Mmap", "advanced": True}, + "verbose": {"display_name": "Verbose", "advanced": True}, + "vocab_only": {"display_name": "Vocab Only", "advanced": True}, + } + + def build( + self, + model_path: str, + grammar: Optional[str] = None, + cache: Optional[bool] = None, + client: Optional[Any] = None, + echo: Optional[bool] = False, + f16_kv: bool = True, + grammar_path: Optional[str] = None, + last_n_tokens_size: Optional[int] = 64, + logits_all: bool = False, + logprobs: Optional[int] = None, + lora_base: Optional[str] = None, + lora_path: Optional[str] = None, + max_tokens: Optional[int] = 256, + metadata: Optional[Dict] = None, + model_kwargs: Dict = {}, + n_batch: Optional[int] = 8, + n_ctx: int = 512, + n_gpu_layers: Optional[int] = 1, + n_parts: int = -1, + n_threads: Optional[int] = 1, + repeat_penalty: Optional[float] = 1.1, + rope_freq_base: float = 10000.0, + rope_freq_scale: float = 1.0, + seed: int = -1, + stop: Optional[List[str]] = [], + streaming: bool = True, + suffix: Optional[str] = "", + tags: Optional[List[str]] = [], + temperature: Optional[float] = 0.8, + top_k: Optional[int] = 40, + top_p: Optional[float] = 0.95, + use_mlock: bool = False, + use_mmap: Optional[bool] = True, + verbose: bool = True, + vocab_only: bool = False, + ) -> LlamaCpp: + return LlamaCpp( + model_path=model_path, + grammar=grammar, + cache=cache, + client=client, + echo=echo, + f16_kv=f16_kv, + grammar_path=grammar_path, + last_n_tokens_size=last_n_tokens_size, + logits_all=logits_all, + logprobs=logprobs, + lora_base=lora_base, + lora_path=lora_path, + max_tokens=max_tokens, + metadata=metadata, + model_kwargs=model_kwargs, + n_batch=n_batch, + n_ctx=n_ctx, + n_gpu_layers=n_gpu_layers, + n_parts=n_parts, + n_threads=n_threads, + repeat_penalty=repeat_penalty, + rope_freq_base=rope_freq_base, + rope_freq_scale=rope_freq_scale, + seed=seed, + stop=stop, + streaming=streaming, + suffix=suffix, + tags=tags, + temperature=temperature, + top_k=top_k, + top_p=top_p, + use_mlock=use_mlock, + use_mmap=use_mmap, + verbose=verbose, + vocab_only=vocab_only, + ) diff --git a/src/backend/langflow/components/llms/OllamaLLM.py b/src/backend/langflow/components/llms/OllamaLLM.py index fae8e1917..eb5c52975 100644 --- a/src/backend/langflow/components/llms/OllamaLLM.py +++ b/src/backend/langflow/components/llms/OllamaLLM.py @@ -1,7 +1,7 @@ -from typing import Optional, List +from typing import List, Optional -from langchain.llms import Ollama from langchain.llms.base import BaseLLM +from langchain_community.llms.ollama import Ollama from langflow import CustomComponent @@ -133,29 +133,25 @@ class OllamaLLM(CustomComponent): mirostat_eta = None mirostat_tau = None - llm_params = { - "base_url": base_url, - "model": model, - "mirostat": mirostat_value, - "mirostat_eta": mirostat_eta, - "mirostat_tau": mirostat_tau, - "num_ctx": num_ctx, - "num_gpu": num_gpu, - "num_thread": num_thread, - "repeat_last_n": repeat_last_n, - "repeat_penalty": repeat_penalty, - "temperature": temperature, - "stop": stop, - "tfs_z": tfs_z, - "top_k": top_k, - "top_p": top_p, - } - - # None Value remove - llm_params = {k: v for k, v in llm_params.items() if v is not None} - try: - llm = Ollama(**llm_params) + llm = Ollama( + base_url=base_url, + model=model, + mirostat=mirostat_value, + mirostat_eta=mirostat_eta, + mirostat_tau=mirostat_tau, + num_ctx=num_ctx, + num_gpu=num_gpu, + num_thread=num_thread, + repeat_last_n=repeat_last_n, + repeat_penalty=repeat_penalty, + temperature=temperature, + stop=stop, + tfs_z=tfs_z, + top_k=top_k, + top_p=top_p, + ) + except Exception as e: raise ValueError("Could not connect to Ollama.") from e diff --git a/src/backend/langflow/components/llms/VertexAI.py b/src/backend/langflow/components/llms/VertexAI.py new file mode 100644 index 000000000..008451bc8 --- /dev/null +++ b/src/backend/langflow/components/llms/VertexAI.py @@ -0,0 +1,147 @@ +from langflow import CustomComponent +from langchain.llms import BaseLLM +from typing import Optional, Union, Callable, Dict +from langchain_community.llms.vertexai import VertexAI + + +class VertexAIComponent(CustomComponent): + display_name = "VertexAI" + description = "Google Vertex AI large language models" + + def build_config(self): + return { + "credentials": { + "display_name": "Credentials", + "field_type": "file", + "file_types": [".json"], + "required": False, + "value": None, + }, + "location": { + "display_name": "Location", + "type": "str", + "advanced": True, + "value": "us-central1", + "required": False, + }, + "max_output_tokens": { + "display_name": "Max Output Tokens", + "field_type": "int", + "value": 128, + "required": False, + "advanced": True, + }, + "max_retries": { + "display_name": "Max Retries", + "type": "int", + "value": 6, + "required": False, + "advanced": True, + }, + "metadata": { + "display_name": "Metadata", + "field_type": "dict", + "required": False, + "default": {}, + }, + "model_name": { + "display_name": "Model Name", + "type": "str", + "value": "text-bison", + "required": False, + }, + "n": { + "advanced": True, + "display_name": "N", + "field_type": "int", + "value": 1, + "required": False, + }, + "project": { + "display_name": "Project", + "type": "str", + "required": False, + "default": None, + }, + "request_parallelism": { + "display_name": "Request Parallelism", + "field_type": "int", + "value": 5, + "required": False, + "advanced": True, + }, + "streaming": { + "display_name": "Streaming", + "field_type": "bool", + "value": False, + "required": False, + "advanced": True, + }, + "temperature": { + "display_name": "Temperature", + "field_type": "float", + "value": 0.0, + "required": False, + "advanced": True, + }, + "top_k": {"display_name": "Top K", "type": "int", "default": 40, "required": False, "advanced": True}, + "top_p": { + "display_name": "Top P", + "field_type": "float", + "value": 0.95, + "required": False, + "advanced": True, + }, + "tuned_model_name": { + "display_name": "Tuned Model Name", + "type": "str", + "required": False, + "value": None, + "advanced": True, + }, + "verbose": { + "display_name": "Verbose", + "field_type": "bool", + "value": False, + "required": False, + }, + "name": {"display_name": "Name", "field_type": "str"}, + } + + def build( + self, + credentials: Optional[str] = None, + location: str = "us-central1", + max_output_tokens: int = 128, + max_retries: int = 6, + metadata: Dict = {}, + model_name: str = "text-bison", + n: int = 1, + name: Optional[str] = None, + project: Optional[str] = None, + request_parallelism: int = 5, + streaming: bool = False, + temperature: float = 0.0, + top_k: int = 40, + top_p: float = 0.95, + tuned_model_name: Optional[str] = None, + verbose: bool = False, + ) -> Union[BaseLLM, Callable]: + return VertexAI( + credentials=credentials, + location=location, + max_output_tokens=max_output_tokens, + max_retries=max_retries, + metadata=metadata, + model_name=model_name, + n=n, + name=name, + project=project, + request_parallelism=request_parallelism, + streaming=streaming, + temperature=temperature, + top_k=top_k, + top_p=top_p, + tuned_model_name=tuned_model_name, + verbose=verbose, + ) diff --git a/src/backend/langflow/components/retrievers/MultiQueryRetriever.py b/src/backend/langflow/components/retrievers/MultiQueryRetriever.py new file mode 100644 index 000000000..d2c12d7a5 --- /dev/null +++ b/src/backend/langflow/components/retrievers/MultiQueryRetriever.py @@ -0,0 +1,49 @@ +from typing import Callable, Optional, Union + +from langchain.retrievers import MultiQueryRetriever +from langflow import CustomComponent +from langflow.field_typing import BaseLLM, BaseRetriever, PromptTemplate + + +class MultiQueryRetrieverComponent(CustomComponent): + display_name = "MultiQueryRetriever" + description = "Initialize from llm using default template." + documentation = "https://python.langchain.com/docs/modules/data_connection/retrievers/how_to/MultiQueryRetriever" + + def build_config(self): + return { + "llm": {"display_name": "LLM"}, + "prompt": { + "display_name": "Prompt", + "default": { + "input_variables": ["question"], + "input_types": {}, + "output_parser": None, + "partial_variables": {}, + "template": "You are an AI language model assistant. Your task is \n" + "to generate 3 different versions of the given user \n" + "question to retrieve relevant documents from a vector database. \n" + "By generating multiple perspectives on the user question, \n" + "your goal is to help the user overcome some of the limitations \n" + "of distance-based similarity search. Provide these alternative \n" + "questions separated by newlines. Original question: {question}", + "template_format": "f-string", + "validate_template": False, + "_type": "prompt", + }, + }, + "retriever": {"display_name": "Retriever"}, + "parser_key": {"display_name": "Parser Key", "default": "lines"}, + } + + def build( + self, + llm: BaseLLM, + retriever: BaseRetriever, + prompt: Optional[PromptTemplate] = None, + parser_key: str = "lines", + ) -> Union[Callable, MultiQueryRetriever]: + if not prompt: + return MultiQueryRetriever.from_llm(llm=llm, retriever=retriever, parser_key=parser_key) + else: + return MultiQueryRetriever.from_llm(llm=llm, retriever=retriever, prompt=prompt, parser_key=parser_key) diff --git a/src/backend/langflow/components/textsplitters/CharacterTextSplitter.py b/src/backend/langflow/components/textsplitters/CharacterTextSplitter.py new file mode 100644 index 000000000..d65c28dab --- /dev/null +++ b/src/backend/langflow/components/textsplitters/CharacterTextSplitter.py @@ -0,0 +1,30 @@ +from langflow import CustomComponent +from langchain.text_splitter import CharacterTextSplitter +from langchain_core.documents.base import Document +from typing import List + + +class CharacterTextSplitterComponent(CustomComponent): + display_name = "CharacterTextSplitter" + description = "Splitting text that looks at characters." + + def build_config(self): + return { + "documents": {"display_name": "Documents"}, + "chunk_overlap": {"display_name": "Chunk Overlap", "default": 200}, + "chunk_size": {"display_name": "Chunk Size", "default": 1000}, + "separator": {"display_name": "Separator", "default": "\n"}, + } + + def build( + self, + documents: List[Document], + chunk_overlap: int = 200, + chunk_size: int = 1000, + separator: str = "\n", + ) -> List[Document]: + return CharacterTextSplitter( + chunk_overlap=chunk_overlap, + chunk_size=chunk_size, + separator=separator, + ).split_documents(documents) diff --git a/src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py b/src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py index 636eb427e..1cea7a29b 100644 --- a/src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py +++ b/src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py @@ -1,7 +1,9 @@ from typing import Optional -from langflow import CustomComponent -from langchain.text_splitter import Language + from langchain.schema import Document +from langchain.text_splitter import Language + +from langflow import CustomComponent class LanguageRecursiveTextSplitterComponent(CustomComponent): @@ -48,7 +50,7 @@ class LanguageRecursiveTextSplitterComponent(CustomComponent): documents: list[Document], chunk_size: Optional[int] = 1000, chunk_overlap: Optional[int] = 200, - separator_type: Optional[str] = "Python", + separator_type: str = "Python", ) -> list[Document]: """ Split text into chunks of a specified length. diff --git a/src/backend/langflow/components/toolkits/JsonToolkit.py b/src/backend/langflow/components/toolkits/JsonToolkit.py new file mode 100644 index 000000000..ec9e49621 --- /dev/null +++ b/src/backend/langflow/components/toolkits/JsonToolkit.py @@ -0,0 +1,16 @@ +from langflow import CustomComponent +from langchain_community.tools.json.tool import JsonSpec +from langchain_community.agent_toolkits.json.toolkit import JsonToolkit + + +class JsonToolkitComponent(CustomComponent): + display_name = "JsonToolkit" + description = "Toolkit for interacting with a JSON spec." + + def build_config(self): + return { + "spec": {"display_name": "Spec", "type": JsonSpec}, + } + + def build(self, spec: JsonSpec) -> JsonToolkit: + return JsonToolkit(spec=spec) diff --git a/src/backend/langflow/components/toolkits/OpenAPIToolkit.py b/src/backend/langflow/components/toolkits/OpenAPIToolkit.py new file mode 100644 index 000000000..2d9a860a0 --- /dev/null +++ b/src/backend/langflow/components/toolkits/OpenAPIToolkit.py @@ -0,0 +1,23 @@ +from langflow import CustomComponent +from langflow.field_typing import AgentExecutor +from typing import Callable +from langchain_community.utilities.requests import TextRequestsWrapper +from langchain_community.agent_toolkits.openapi.toolkit import OpenAPIToolkit + + +class OpenAPIToolkitComponent(CustomComponent): + display_name = "OpenAPIToolkit" + description = "Toolkit for interacting with an OpenAPI API." + + def build_config(self): + return { + "json_agent": {"display_name": "JSON Agent"}, + "requests_wrapper": {"display_name": "Text Requests Wrapper"}, + } + + def build( + self, + json_agent: AgentExecutor, + requests_wrapper: TextRequestsWrapper, + ) -> Callable: + return OpenAPIToolkit(json_agent=json_agent, requests_wrapper=requests_wrapper) diff --git a/src/backend/langflow/components/toolkits/VectorStoreInfo.py b/src/backend/langflow/components/toolkits/VectorStoreInfo.py new file mode 100644 index 000000000..ec2323bfd --- /dev/null +++ b/src/backend/langflow/components/toolkits/VectorStoreInfo.py @@ -0,0 +1,26 @@ +from typing import Callable, Union + +from langchain.agents.agent_toolkits.vectorstore.toolkit import VectorStoreInfo +from langchain_community.vectorstores import VectorStore + +from langflow import CustomComponent + + +class VectorStoreInfoComponent(CustomComponent): + display_name = "VectorStoreInfo" + description = "Information about a VectorStore" + + def build_config(self): + return { + "vectorstore": {"display_name": "VectorStore"}, + "description": {"display_name": "Description", "multiline": True}, + "name": {"display_name": "Name"}, + } + + def build( + self, + vectorstore: VectorStore, + description: str, + name: str, + ) -> Union[VectorStoreInfo, Callable]: + return VectorStoreInfo(vectorstore=vectorstore, description=description, name=name) diff --git a/src/backend/langflow/components/toolkits/VectorStoreRouterToolkit.py b/src/backend/langflow/components/toolkits/VectorStoreRouterToolkit.py new file mode 100644 index 000000000..ed8797044 --- /dev/null +++ b/src/backend/langflow/components/toolkits/VectorStoreRouterToolkit.py @@ -0,0 +1,23 @@ +from langflow import CustomComponent +from typing import List, Union +from langchain.agents.agent_toolkits.vectorstore.toolkit import VectorStoreRouterToolkit +from langchain.agents.agent_toolkits.vectorstore.toolkit import VectorStoreInfo +from langflow.field_typing import BaseLanguageModel, Tool + + +class VectorStoreRouterToolkitComponent(CustomComponent): + display_name = "VectorStoreRouterToolkit" + description = "Toolkit for routing between Vector Stores." + + def build_config(self): + return { + "vectorstores": {"display_name": "Vector Stores"}, + "llm": {"display_name": "LLM"}, + } + + def build( + self, vectorstores: List[VectorStoreInfo], llm: BaseLanguageModel + ) -> Union[Tool, VectorStoreRouterToolkit]: + print("vectorstores", vectorstores) + print("llm", llm) + return VectorStoreRouterToolkit(vectorstores=vectorstores, llm=llm) diff --git a/src/backend/langflow/components/toolkits/VectorStoreToolkit.py b/src/backend/langflow/components/toolkits/VectorStoreToolkit.py new file mode 100644 index 000000000..38b9c9171 --- /dev/null +++ b/src/backend/langflow/components/toolkits/VectorStoreToolkit.py @@ -0,0 +1,28 @@ +from langflow import CustomComponent +from langchain.agents.agent_toolkits.vectorstore.toolkit import VectorStoreToolkit +from langchain.agents.agent_toolkits.vectorstore.toolkit import VectorStoreInfo +from langflow.field_typing import ( + BaseLanguageModel, +) +from langflow.field_typing import ( + Tool, +) +from typing import Union + + +class VectorStoreToolkitComponent(CustomComponent): + display_name = "VectorStoreToolkit" + description = "Toolkit for interacting with a Vector Store." + + def build_config(self): + return { + "vectorstore_info": {"display_name": "Vector Store Info"}, + "llm": {"display_name": "LLM"}, + } + + def build( + self, + vectorstore_info: VectorStoreInfo, + llm: BaseLanguageModel, + ) -> Union[Tool, VectorStoreToolkit]: + return VectorStoreToolkit(vectorstore_info=vectorstore_info, llm=llm) diff --git a/src/backend/langflow/components/utilities/BingSearchAPIWrapper.py b/src/backend/langflow/components/utilities/BingSearchAPIWrapper.py new file mode 100644 index 000000000..b9dc4a2ef --- /dev/null +++ b/src/backend/langflow/components/utilities/BingSearchAPIWrapper.py @@ -0,0 +1,31 @@ +from langflow import CustomComponent + +# Assuming `BingSearchAPIWrapper` is a class that exists in the context +# and has the appropriate methods and attributes. +# We need to make sure this class is importable from the context where this code will be running. +from langchain_community.utilities.bing_search import BingSearchAPIWrapper + + +class BingSearchAPIWrapperComponent(CustomComponent): + display_name = "BingSearchAPIWrapper" + description = "Wrapper for Bing Search API." + + def build_config(self): + return { + "bing_search_url": {"display_name": "Bing Search URL"}, + "bing_subscription_key": { + "display_name": "Bing Subscription Key", + "password": True, + }, + "k": {"display_name": "Number of results", "advanced": True}, + # 'k' is not included as it is not shown (show=False) + } + + def build( + self, + bing_search_url: str, + bing_subscription_key: str, + k: int = 10, + ) -> BingSearchAPIWrapper: + # 'k' has a default value and is not shown (show=False), so it is hardcoded here + return BingSearchAPIWrapper(bing_search_url=bing_search_url, bing_subscription_key=bing_subscription_key, k=k) diff --git a/src/backend/langflow/components/utilities/GoogleSearchAPIWrapper.py b/src/backend/langflow/components/utilities/GoogleSearchAPIWrapper.py new file mode 100644 index 000000000..37e9afff6 --- /dev/null +++ b/src/backend/langflow/components/utilities/GoogleSearchAPIWrapper.py @@ -0,0 +1,21 @@ +from langflow import CustomComponent +from typing import Union, Callable +from langchain_community.utilities.google_search import GoogleSearchAPIWrapper + + +class GoogleSearchAPIWrapperComponent(CustomComponent): + display_name = "GoogleSearchAPIWrapper" + description = "Wrapper for Google Search API." + + def build_config(self): + return { + "google_api_key": {"display_name": "Google API Key", "password": True}, + "google_cse_id": {"display_name": "Google CSE ID", "password": True}, + } + + def build( + self, + google_api_key: str, + google_cse_id: str, + ) -> Union[GoogleSearchAPIWrapper, Callable]: + return GoogleSearchAPIWrapper(google_api_key=google_api_key, google_cse_id=google_cse_id) diff --git a/src/backend/langflow/components/utilities/GoogleSerperAPIWrapper.py b/src/backend/langflow/components/utilities/GoogleSerperAPIWrapper.py new file mode 100644 index 000000000..84fefedad --- /dev/null +++ b/src/backend/langflow/components/utilities/GoogleSerperAPIWrapper.py @@ -0,0 +1,47 @@ +from langflow import CustomComponent +from typing import Dict, Optional + +# Assuming the existence of GoogleSerperAPIWrapper class in the serper module +# If this class does not exist, you would need to create it or import the appropriate class from another module +from langchain_community.utilities.google_serper import GoogleSerperAPIWrapper + + +class GoogleSerperAPIWrapperComponent(CustomComponent): + display_name = "GoogleSerperAPIWrapper" + description = "Wrapper around the Serper.dev Google Search API." + + def build_config(self) -> Dict[str, Dict]: + return { + "result_key_for_type": { + "display_name": "Result Key for Type", + "show": True, + "multiline": False, + "password": False, + "name": "result_key_for_type", + "advanced": False, + "dynamic": False, + "info": "", + "field_type": "dict", + "list": False, + "value": {"news": "news", "places": "places", "images": "images", "search": "organic"}, + }, + "serper_api_key": { + "display_name": "Serper API Key", + "show": True, + "multiline": False, + "password": True, + "name": "serper_api_key", + "advanced": False, + "dynamic": False, + "info": "", + "type": "str", + "list": False, + }, + } + + def build( + self, + serper_api_key: str, + result_key_for_type: Optional[Dict[str, str]] = None, + ) -> GoogleSerperAPIWrapper: + return GoogleSerperAPIWrapper(result_key_for_type=result_key_for_type, serper_api_key=serper_api_key) diff --git a/src/backend/langflow/components/utilities/SearxSearchWrapper.py b/src/backend/langflow/components/utilities/SearxSearchWrapper.py new file mode 100644 index 000000000..b406f3882 --- /dev/null +++ b/src/backend/langflow/components/utilities/SearxSearchWrapper.py @@ -0,0 +1,33 @@ +from langflow import CustomComponent +from typing import Optional, Dict +from langchain_community.utilities.searx_search import SearxSearchWrapper + + +class SearxSearchWrapperComponent(CustomComponent): + display_name = "SearxSearchWrapper" + description = "Wrapper for Searx API." + + def build_config(self): + return { + "headers": { + "field_type": "dict", + "display_name": "Headers", + "multiline": True, + "value": '{"Authorization": "Bearer "}', + }, + "k": {"display_name": "k", "advanced": True, "field_type": "int", "value": 10}, + "searx_host": { + "display_name": "Searx Host", + "field_type": "str", + "value": "https://searx.example.com", + "advanced": True, + }, + } + + def build( + self, + k: int = 10, + headers: Optional[Dict[str, str]] = None, + searx_host: str = "https://searx.example.com", + ) -> SearxSearchWrapper: + return SearxSearchWrapper(headers=headers, k=k, searx_host=searx_host) diff --git a/src/backend/langflow/components/utilities/SerpAPIWrapper.py b/src/backend/langflow/components/utilities/SerpAPIWrapper.py new file mode 100644 index 000000000..924f5628d --- /dev/null +++ b/src/backend/langflow/components/utilities/SerpAPIWrapper.py @@ -0,0 +1,31 @@ +from typing import Callable, Union + +from langchain_community.utilities.serpapi import SerpAPIWrapper +from langflow import CustomComponent + + +class SerpAPIWrapperComponent(CustomComponent): + display_name = "SerpAPIWrapper" + description = "Wrapper around SerpAPI" + + def build_config(self): + return { + "serpapi_api_key": {"display_name": "SerpAPI API Key", "type": "str", "password": True}, + "params": { + "display_name": "Parameters", + "type": "dict", + "advanced": True, + "multiline": True, + "value": '{"engine": "google","google_domain": "google.com","gl": "us","hl": "en"}', + }, + } + + def build( + self, + serpapi_api_key: str, + params: dict, + ) -> Union[SerpAPIWrapper, Callable]: # Removed quotes around SerpAPIWrapper + return SerpAPIWrapper( # type: ignore + serpapi_api_key=serpapi_api_key, + params=params, + ) diff --git a/src/backend/langflow/components/utilities/WikipediaAPIWrapper.py b/src/backend/langflow/components/utilities/WikipediaAPIWrapper.py new file mode 100644 index 000000000..00820881b --- /dev/null +++ b/src/backend/langflow/components/utilities/WikipediaAPIWrapper.py @@ -0,0 +1,30 @@ +from typing import Callable, Union + +from langchain_community.utilities.wikipedia import WikipediaAPIWrapper +from langflow import CustomComponent + +# Assuming WikipediaAPIWrapper is a class that needs to be imported. +# The import statement is not included as it is not provided in the JSON +# and the actual implementation details are unknown. + + +class WikipediaAPIWrapperComponent(CustomComponent): + display_name = "WikipediaAPIWrapper" + description = "Wrapper around WikipediaAPI." + + def build_config(self): + return {} + + def build( + self, + top_k_results: int = 3, + lang: str = "en", + load_all_available_meta: bool = False, + doc_content_chars_max: int = 4000, + ) -> Union[WikipediaAPIWrapper, Callable]: + return WikipediaAPIWrapper( # type: ignore + top_k_results=top_k_results, + lang=lang, + load_all_available_meta=load_all_available_meta, + doc_content_chars_max=doc_content_chars_max, + ) diff --git a/src/backend/langflow/components/utilities/WolframAlphaAPIWrapper.py b/src/backend/langflow/components/utilities/WolframAlphaAPIWrapper.py new file mode 100644 index 000000000..2e71a161c --- /dev/null +++ b/src/backend/langflow/components/utilities/WolframAlphaAPIWrapper.py @@ -0,0 +1,18 @@ +from typing import Callable, Union + +from langchain_community.utilities.wolfram_alpha import WolframAlphaAPIWrapper +from langflow import CustomComponent + +# Since all the fields in the JSON have show=False, we will only create a basic component +# without any configurable fields. + + +class WolframAlphaAPIWrapperComponent(CustomComponent): + display_name = "WolframAlphaAPIWrapper" + description = "Wrapper for Wolfram Alpha." + + def build_config(self): + return {"appid": {"display_name": "App ID", "type": "str", "password": True}} + + def build(self, appid: str) -> Union[Callable, WolframAlphaAPIWrapper]: + return WolframAlphaAPIWrapper(wolfram_alpha_appid=appid) # type: ignore diff --git a/src/backend/langflow/components/vectorstores/Chroma.py b/src/backend/langflow/components/vectorstores/Chroma.py index f546eb361..8f25548a8 100644 --- a/src/backend/langflow/components/vectorstores/Chroma.py +++ b/src/backend/langflow/components/vectorstores/Chroma.py @@ -3,9 +3,8 @@ from typing import List, Optional, Union import chromadb # type: ignore from langchain.embeddings.base import Embeddings from langchain.schema import BaseRetriever, Document -from langchain.vectorstores import Chroma -from langchain.vectorstores.base import VectorStore - +from langchain_community.vectorstores import VectorStore +from langchain_community.vectorstores.chroma import Chroma from langflow import CustomComponent diff --git a/src/backend/langflow/components/vectorstores/FAISS.py b/src/backend/langflow/components/vectorstores/FAISS.py new file mode 100644 index 000000000..dec14f6db --- /dev/null +++ b/src/backend/langflow/components/vectorstores/FAISS.py @@ -0,0 +1,26 @@ +from typing import List, Union + +from langchain.schema import BaseRetriever +from langchain_community.vectorstores import VectorStore +from langchain_community.vectorstores.faiss import FAISS +from langflow import CustomComponent +from langflow.field_typing import Document, Embeddings + + +class FAISSComponent(CustomComponent): + display_name = "FAISS" + description = "Construct FAISS wrapper from raw documents." + documentation = "https://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/faiss" + + def build_config(self): + return { + "documents": {"display_name": "Documents"}, + "embedding": {"display_name": "Embedding"}, + } + + def build( + self, + embedding: Embeddings, + documents: List[Document], + ) -> Union[VectorStore, FAISS, BaseRetriever]: + return FAISS.from_documents(documents=documents, embedding=embedding) diff --git a/src/backend/langflow/components/vectorstores/MongoDBAtlasVectorSearch.py b/src/backend/langflow/components/vectorstores/MongoDBAtlasVectorSearch.py new file mode 100644 index 000000000..d2d215f2b --- /dev/null +++ b/src/backend/langflow/components/vectorstores/MongoDBAtlasVectorSearch.py @@ -0,0 +1,47 @@ +from typing import List, Optional + +from langchain_community.vectorstores import MongoDBAtlasVectorSearch + +from langflow import CustomComponent +from langflow.field_typing import ( + Document, + Embeddings, + NestedDict, +) + + +class MongoDBAtlasComponent(CustomComponent): + display_name = "MongoDB Atlas" + description = "Construct a `MongoDB Atlas Vector Search` vector store from raw documents." + + def build_config(self): + return { + "documents": {"display_name": "Documents"}, + "embedding": {"display_name": "Embedding"}, + "collection_name": {"display_name": "Collection Name"}, + "db_name": {"display_name": "Database Name"}, + "index_name": {"display_name": "Index Name"}, + "mongodb_atlas_cluster_uri": {"display_name": "MongoDB Atlas Cluster URI"}, + "search_kwargs": {"display_name": "Search Kwargs", "advanced": True}, + } + + def build( + self, + documents: List[Document], + embedding: Embeddings, + collection_name: str = "", + db_name: str = "", + index_name: str = "", + mongodb_atlas_cluster_uri: str = "", + search_kwargs: Optional[NestedDict] = None, + ) -> MongoDBAtlasVectorSearch: + search_kwargs = search_kwargs or {} + return MongoDBAtlasVectorSearch( + documents=documents, + embedding=embedding, + collection_name=collection_name, + db_name=db_name, + index_name=index_name, + mongodb_atlas_cluster_uri=mongodb_atlas_cluster_uri, + search_kwargs=search_kwargs, + ) diff --git a/src/backend/langflow/components/vectorstores/Pinecone.py b/src/backend/langflow/components/vectorstores/Pinecone.py new file mode 100644 index 000000000..c4613948a --- /dev/null +++ b/src/backend/langflow/components/vectorstores/Pinecone.py @@ -0,0 +1,62 @@ +import os +from typing import List, Optional, Union + +import pinecone # type: ignore +from langchain.schema import BaseRetriever +from langchain_community.vectorstores import VectorStore +from langchain_community.vectorstores.pinecone import Pinecone + +from langflow import CustomComponent +from langflow.field_typing import Document, Embeddings + + +class PineconeComponent(CustomComponent): + display_name = "Pinecone" + description = "Construct Pinecone wrapper from raw documents." + + def build_config(self): + return { + "documents": {"display_name": "Documents"}, + "embedding": {"display_name": "Embedding"}, + "index_name": {"display_name": "Index Name"}, + "namespace": {"display_name": "Namespace"}, + "pinecone_api_key": {"display_name": "Pinecone API Key", "default": "", "password": True, "required": True}, + "pinecone_env": {"display_name": "Pinecone Environment", "default": "", "required": True}, + "search_kwargs": {"display_name": "Search Kwargs", "default": "{}"}, + "pool_threads": {"display_name": "Pool Threads", "default": 1, "advanced": True}, + } + + def build( + self, + embedding: Embeddings, + pinecone_env: str, + documents: List[Document], + index_name: Optional[str] = None, + pinecone_api_key: Optional[str] = None, + text_key: Optional[str] = "text", + namespace: Optional[str] = "default", + pool_threads: Optional[int] = None, + ) -> Union[VectorStore, Pinecone, BaseRetriever]: + if pinecone_api_key is None or pinecone_env is None: + raise ValueError("Pinecone API Key and Environment are required.") + if os.getenv("PINECONE_API_KEY") is None and pinecone_api_key is None: + raise ValueError("Pinecone API Key is required.") + + pinecone.init(api_key=pinecone_api_key, environment=pinecone_env) # type: ignore + if documents: + return Pinecone.from_documents( + documents=documents, + embedding=embedding, + index_name=index_name, + pool_threads=pool_threads, + namespace=namespace, + text_key=text_key, + ) + + return Pinecone.from_existing_index( + index_name=index_name, + embedding=embedding, + text_key=text_key, + namespace=namespace, + pool_threads=pool_threads, + ) diff --git a/src/backend/langflow/components/vectorstores/Qdrant.py b/src/backend/langflow/components/vectorstores/Qdrant.py new file mode 100644 index 000000000..ee38406df --- /dev/null +++ b/src/backend/langflow/components/vectorstores/Qdrant.py @@ -0,0 +1,76 @@ +from typing import List, Optional, Union + +from langchain.schema import BaseRetriever +from langchain_community.vectorstores import VectorStore +from langchain_community.vectorstores.qdrant import Qdrant +from langflow import CustomComponent +from langflow.field_typing import Document, Embeddings, NestedDict + + +class QdrantComponent(CustomComponent): + display_name = "Qdrant" + description = "Construct Qdrant wrapper from a list of texts." + + def build_config(self): + return { + "documents": {"display_name": "Documents"}, + "embedding": {"display_name": "Embedding"}, + "api_key": {"display_name": "API Key", "password": True}, + "collection_name": {"display_name": "Collection Name"}, + "content_payload_key": {"display_name": "Content Payload Key", "advanced": True}, + "distance_func": {"display_name": "Distance Function", "advanced": True}, + "grpc_port": {"display_name": "gRPC Port", "advanced": True}, + "host": {"display_name": "Host", "advanced": True}, + "https": {"display_name": "HTTPS", "advanced": True}, + "location": {"display_name": "Location", "advanced": True}, + "metadata_payload_key": {"display_name": "Metadata Payload Key", "advanced": True}, + "path": {"display_name": "Path", "advanced": True}, + "port": {"display_name": "Port", "advanced": True}, + "prefer_grpc": {"display_name": "Prefer gRPC", "advanced": True}, + "prefix": {"display_name": "Prefix", "advanced": True}, + "search_kwargs": {"display_name": "Search Kwargs", "advanced": True}, + "timeout": {"display_name": "Timeout", "advanced": True}, + "url": {"display_name": "URL", "advanced": True}, + } + + def build( + self, + embedding: Embeddings, + documents: List[Document], + api_key: Optional[str] = None, + collection_name: Optional[str] = None, + content_payload_key: str = "page_content", + distance_func: str = "Cosine", + grpc_port: Optional[int] = 6334, + host: Optional[str] = None, + https: bool = False, + location: str = ":memory:", + metadata_payload_key: str = "metadata", + path: Optional[str] = None, + port: Optional[int] = 6333, + prefer_grpc: bool = False, + prefix: Optional[str] = None, + search_kwargs: Optional[NestedDict] = None, + timeout: Optional[float] = None, + url: Optional[str] = None, + ) -> Union[VectorStore, Qdrant, BaseRetriever]: + return Qdrant.from_documents( + documents=documents, + embedding=embedding, + api_key=api_key, + collection_name=collection_name, + content_payload_key=content_payload_key, + distance_func=distance_func, + grpc_port=grpc_port, + host=host, + https=https, + location=location, + metadata_payload_key=metadata_payload_key, + path=path, + port=port, + prefer_grpc=prefer_grpc, + prefix=prefix, + search_kwargs=search_kwargs, + timeout=timeout, + url=url, + ) diff --git a/src/backend/langflow/components/vectorstores/Redis.py b/src/backend/langflow/components/vectorstores/Redis.py index f13428829..6a4e9db2a 100644 --- a/src/backend/langflow/components/vectorstores/Redis.py +++ b/src/backend/langflow/components/vectorstores/Redis.py @@ -1,10 +1,10 @@ from typing import Optional -from langflow import CustomComponent -from langchain.vectorstores.redis import Redis -from langchain.schema import Document -from langchain.vectorstores.base import VectorStore from langchain.embeddings.base import Embeddings +from langchain.schema import Document +from langchain_community.vectorstores import VectorStore +from langchain_community.vectorstores.redis import Redis +from langflow import CustomComponent class RedisComponent(CustomComponent): diff --git a/src/backend/langflow/components/vectorstores/SupabaseVectorStore.py b/src/backend/langflow/components/vectorstores/SupabaseVectorStore.py new file mode 100644 index 000000000..2ec6dfabc --- /dev/null +++ b/src/backend/langflow/components/vectorstores/SupabaseVectorStore.py @@ -0,0 +1,44 @@ +from typing import List, Union + +from langchain.schema import BaseRetriever +from langchain_community.vectorstores import VectorStore +from langchain_community.vectorstores.supabase import SupabaseVectorStore +from langflow import CustomComponent +from langflow.field_typing import Document, Embeddings, NestedDict +from supabase.client import Client, create_client + + +class SupabaseComponent(CustomComponent): + display_name = "Supabase" + description = "Return VectorStore initialized from texts and embeddings." + + def build_config(self): + return { + "documents": {"display_name": "Documents"}, + "embedding": {"display_name": "Embedding"}, + "query_name": {"display_name": "Query Name"}, + "search_kwargs": {"display_name": "Search Kwargs", "advanced": True}, + "supabase_service_key": {"display_name": "Supabase Service Key"}, + "supabase_url": {"display_name": "Supabase URL"}, + "table_name": {"display_name": "Table Name", "advanced": True}, + } + + def build( + self, + embedding: Embeddings, + documents: List[Document], + query_name: str = "", + search_kwargs: NestedDict = {}, + supabase_service_key: str = "", + supabase_url: str = "", + table_name: str = "", + ) -> Union[VectorStore, SupabaseVectorStore, BaseRetriever]: + supabase: Client = create_client(supabase_url, supabase_key=supabase_service_key) + return SupabaseVectorStore.from_documents( + documents=documents, + embedding=embedding, + query_name=query_name, + search_kwargs=search_kwargs, + client=supabase, + table_name=table_name, + ) diff --git a/src/backend/langflow/components/vectorstores/Vectara.py b/src/backend/langflow/components/vectorstores/Vectara.py index e3555e6f1..af828c49e 100644 --- a/src/backend/langflow/components/vectorstores/Vectara.py +++ b/src/backend/langflow/components/vectorstores/Vectara.py @@ -1,14 +1,13 @@ -from typing import Optional, Union, List -from langflow import CustomComponent import tempfile -import urllib.request import urllib +import urllib.request +from typing import List, Optional, Union -from langchain.vectorstores import Vectara -from langchain.schema import Document -from langchain.vectorstores.base import VectorStore -from langchain.schema import BaseRetriever from langchain.embeddings import FakeEmbeddings +from langchain.schema import BaseRetriever, Document +from langchain_community.vectorstores import Vectara, VectorStore + +from langflow import CustomComponent class VectaraComponent(CustomComponent): diff --git a/src/backend/langflow/components/vectorstores/Weaviate.py b/src/backend/langflow/components/vectorstores/Weaviate.py index bab1322f7..9b4967c36 100644 --- a/src/backend/langflow/components/vectorstores/Weaviate.py +++ b/src/backend/langflow/components/vectorstores/Weaviate.py @@ -1,12 +1,11 @@ -import weaviate # type: ignore from typing import Optional, Union -from langflow import CustomComponent -from langchain.vectorstores import Weaviate -from langchain.schema import Document -from langchain.vectorstores.base import VectorStore -from langchain.schema import BaseRetriever +import weaviate # type: ignore from langchain.embeddings.base import Embeddings +from langchain.schema import BaseRetriever, Document +from langchain_community.vectorstores import VectorStore, Weaviate + +from langflow import CustomComponent class WeaviateVectorStore(CustomComponent): @@ -45,7 +44,7 @@ class WeaviateVectorStore(CustomComponent): search_by_text: bool = False, api_key: Optional[str] = None, index_name: Optional[str] = None, - text_key: Optional[str] = "text", + text_key: str = "text", embedding: Optional[Embeddings] = None, documents: Optional[Document] = None, attributes: Optional[list] = None, diff --git a/src/backend/langflow/components/vectorstores/pgvector.py b/src/backend/langflow/components/vectorstores/pgvector.py index 4e0c2eb4d..786629dd0 100644 --- a/src/backend/langflow/components/vectorstores/pgvector.py +++ b/src/backend/langflow/components/vectorstores/pgvector.py @@ -1,10 +1,10 @@ -from typing import Optional, List -from langflow import CustomComponent +from typing import List, Optional -from langchain.vectorstores.pgvector import PGVector -from langchain.schema import Document -from langchain.vectorstores.base import VectorStore from langchain.embeddings.base import Embeddings +from langchain.schema import Document +from langchain_community.vectorstores import VectorStore +from langchain_community.vectorstores.pgvector import PGVector +from langflow import CustomComponent class PostgresqlVectorComponent(CustomComponent): diff --git a/src/backend/langflow/field_typing/constants.py b/src/backend/langflow/field_typing/constants.py index d3ca22baa..6680aceab 100644 --- a/src/backend/langflow/field_typing/constants.py +++ b/src/backend/langflow/field_typing/constants.py @@ -12,7 +12,7 @@ from langchain.schema.language_model import BaseLanguageModel from langchain.schema.memory import BaseMemory from langchain.text_splitter import TextSplitter from langchain.tools import Tool -from langchain.vectorstores.base import VectorStore +from langchain_community.vectorstores import VectorStore # Type alias for more complex dicts NestedDict = Dict[str, Union[str, Dict]] diff --git a/src/backend/langflow/graph/graph/constants.py b/src/backend/langflow/graph/graph/constants.py index 9514764b7..928280743 100644 --- a/src/backend/langflow/graph/graph/constants.py +++ b/src/backend/langflow/graph/graph/constants.py @@ -12,7 +12,6 @@ from langflow.interface.retrievers.base import retriever_creator from langflow.interface.text_splitters.base import textsplitter_creator from langflow.interface.toolkits.base import toolkits_creator from langflow.interface.tools.base import tool_creator -from langflow.interface.vector_store.base import vectorstore_creator from langflow.interface.wrappers.base import wrapper_creator from langflow.utils.lazy_load import LazyLoadDictBase @@ -46,7 +45,7 @@ class VertexTypesDict(LazyLoadDictBase): **{t: types.LLMVertex for t in llm_creator.to_list()}, **{t: types.MemoryVertex for t in memory_creator.to_list()}, **{t: types.EmbeddingVertex for t in embedding_creator.to_list()}, - **{t: types.VectorStoreVertex for t in vectorstore_creator.to_list()}, + # **{t: types.VectorStoreVertex for t in vectorstore_creator.to_list()}, **{t: types.DocumentLoaderVertex for t in documentloader_creator.to_list()}, **{t: types.TextSplitterVertex for t in textsplitter_creator.to_list()}, **{t: types.OutputParserVertex for t in output_parser_creator.to_list()}, diff --git a/src/backend/langflow/interface/agents/custom.py b/src/backend/langflow/interface/agents/custom.py index 5df96e584..608a98a9b 100644 --- a/src/backend/langflow/interface/agents/custom.py +++ b/src/backend/langflow/interface/agents/custom.py @@ -2,14 +2,10 @@ from typing import Any, Optional from langchain.agents import AgentExecutor, ZeroShotAgent from langchain.agents.agent_toolkits import ( - SQLDatabaseToolkit, VectorStoreInfo, VectorStoreRouterToolkit, VectorStoreToolkit, ) -from langchain.agents.agent_toolkits.json.prompt import JSON_PREFIX, JSON_SUFFIX -from langchain.agents.agent_toolkits.json.toolkit import JsonToolkit -from langchain.agents.agent_toolkits.sql.prompt import SQL_PREFIX, SQL_SUFFIX from langchain.agents.agent_toolkits.vectorstore.prompt import PREFIX as VECTORSTORE_PREFIX from langchain.agents.agent_toolkits.vectorstore.prompt import ROUTER_PREFIX as VECTORSTORE_ROUTER_PREFIX from langchain.agents.mrkl.prompt import FORMAT_INSTRUCTIONS @@ -17,9 +13,14 @@ from langchain.base_language import BaseLanguageModel from langchain.chains.llm import LLMChain from langchain.sql_database import SQLDatabase from langchain.tools.sql_database.prompt import QUERY_CHECKER +from langchain_community.agent_toolkits import SQLDatabaseToolkit +from langchain_community.agent_toolkits.json.prompt import JSON_PREFIX, JSON_SUFFIX +from langchain_community.agent_toolkits.json.toolkit import JsonToolkit +from langchain_community.agent_toolkits.sql.prompt import SQL_PREFIX, SQL_SUFFIX from langchain_experimental.agents.agent_toolkits.pandas.prompt import PREFIX as PANDAS_PREFIX from langchain_experimental.agents.agent_toolkits.pandas.prompt import SUFFIX_WITH_DF as PANDAS_SUFFIX from langchain_experimental.tools.python.tool import PythonAstREPLTool + from langflow.interface.base import CustomAgentExecutor diff --git a/src/backend/langflow/interface/custom/directory_reader/directory_reader.py b/src/backend/langflow/interface/custom/directory_reader/directory_reader.py index 9c50e0181..d6cca5c83 100644 --- a/src/backend/langflow/interface/custom/directory_reader/directory_reader.py +++ b/src/backend/langflow/interface/custom/directory_reader/directory_reader.py @@ -66,18 +66,18 @@ class DirectoryReader: def filter_loaded_components(self, data: dict, with_errors: bool) -> dict: from langflow.interface.custom.utils import build_component - items = [ - { - "name": menu["name"], - "path": menu["path"], - "components": [ - (*build_component(component), component) - for component in menu["components"] - if (component["error"] if with_errors else not component["error"]) - ], - } - for menu in data["menu"] - ] + items = [] + for menu in data["menu"]: + components = [] + for component in menu["components"]: + try: + if component["error"] if with_errors else not component["error"]: + component_tuple = (*build_component(component), component) + components.append(component_tuple) + except Exception as e: + logger.error(f"Error while loading component: {e}") + continue + items.append({"name": menu["name"], "path": menu["path"], "components": components}) filtered = [menu for menu in items if menu["components"]] logger.debug(f'Filtered components {"with errors" if with_errors else ""}: {len(filtered)}') return {"menu": filtered} diff --git a/src/backend/langflow/interface/custom_lists.py b/src/backend/langflow/interface/custom_lists.py index 80a46c856..3cff26099 100644 --- a/src/backend/langflow/interface/custom_lists.py +++ b/src/backend/langflow/interface/custom_lists.py @@ -1,9 +1,10 @@ import inspect from typing import Any -from langchain import document_loaders, embeddings, llms, memory, requests, text_splitter -from langchain.agents import agent_toolkits -from langchain.chat_models import AzureChatOpenAI, ChatAnthropic, ChatOpenAI, ChatVertexAI +from langchain import llms, memory, requests, text_splitter +from langchain_community.chat_models import AzureChatOpenAI, ChatAnthropic, ChatOpenAI, ChatVertexAI +from langchain_community import agent_toolkits, document_loaders, embeddings + from langflow.interface.agents.custom import CUSTOM_AGENTS from langflow.interface.chains.custom import CUSTOM_CHAINS from langflow.interface.importing.utils import import_class @@ -24,14 +25,14 @@ llm_type_to_cls_dict["vertexai-chat"] = ChatVertexAI # type: ignore # Toolkits toolkit_type_to_loader_dict: dict[str, Any] = { - toolkit_name: import_class(f"langchain.agents.agent_toolkits.{toolkit_name}") + toolkit_name: import_class(f"langchain_community.agent_toolkits.{toolkit_name}") # if toolkit_name is lower case it is a loader for toolkit_name in agent_toolkits.__all__ if toolkit_name.islower() } toolkit_type_to_cls_dict: dict[str, Any] = { - toolkit_name: import_class(f"langchain.agents.agent_toolkits.{toolkit_name}") + toolkit_name: import_class(f"langchain_community.agent_toolkits.{toolkit_name}") # if toolkit_name is not lower case it is a class for toolkit_name in agent_toolkits.__all__ if not toolkit_name.islower() @@ -47,13 +48,14 @@ wrapper_type_to_cls_dict: dict[str, Any] = {wrapper.__name__: wrapper for wrappe # Embeddings embedding_type_to_cls_dict: dict[str, Any] = { - embedding_name: import_class(f"langchain.embeddings.{embedding_name}") for embedding_name in embeddings.__all__ + embedding_name: import_class(f"langchain_community.embeddings.{embedding_name}") + for embedding_name in embeddings.__all__ } # Document Loaders documentloaders_type_to_cls_dict: dict[str, Any] = { - documentloader_name: import_class(f"langchain.document_loaders.{documentloader_name}") + documentloader_name: import_class(f"langchain_community.document_loaders.{documentloader_name}") for documentloader_name in document_loaders.__all__ } diff --git a/src/backend/langflow/interface/importing/utils.py b/src/backend/langflow/interface/importing/utils.py index f3276d952..9d7305f16 100644 --- a/src/backend/langflow/interface/importing/utils.py +++ b/src/backend/langflow/interface/importing/utils.py @@ -6,9 +6,9 @@ from typing import Any, Type from langchain.agents import Agent from langchain.base_language import BaseLanguageModel from langchain.chains.base import Chain -from langchain.chat_models.base import BaseChatModel from langchain.prompts import PromptTemplate from langchain.tools import BaseTool +from langchain_core.language_models.chat_models import BaseChatModel from langflow.interface.custom.custom_component import CustomComponent from langflow.interface.wrappers.base import wrapper_creator from langflow.utils import validate @@ -71,7 +71,7 @@ def import_output_parser(output_parser: str) -> Any: def import_chat_llm(llm: str) -> BaseChatModel: """Import chat llm from llm name""" - return import_class(f"langchain.chat_models.{llm}") + return import_class(f"langchain_community.chat_models.{llm}") def import_retriever(retriever: str) -> Any: @@ -148,17 +148,17 @@ def import_chain(chain: str) -> Type[Chain]: def import_embedding(embedding: str) -> Any: """Import embedding from embedding name""" - return import_class(f"langchain.embeddings.{embedding}") + return import_class(f"langchain_community.embeddings.{embedding}") def import_vectorstore(vectorstore: str) -> Any: """Import vectorstore from vectorstore name""" - return import_class(f"langchain.vectorstores.{vectorstore}") + return import_class(f"langchain_community.vectorstores.{vectorstore}") def import_documentloader(documentloader: str) -> Any: """Import documentloader from documentloader name""" - return import_class(f"langchain.document_loaders.{documentloader}") + return import_class(f"langchain_community.document_loaders.{documentloader}") def import_textsplitter(textsplitter: str) -> Any: @@ -169,8 +169,8 @@ def import_textsplitter(textsplitter: str) -> Any: def import_utility(utility: str) -> Any: """Import utility from utility name""" if utility == "SQLDatabase": - return import_class(f"langchain.sql_database.{utility}") - return import_class(f"langchain.utilities.{utility}") + return import_class(f"langchain_community.sql_database.{utility}") + return import_class(f"langchain_community.utilities.{utility}") def get_function(code): diff --git a/src/backend/langflow/interface/initialize/loading.py b/src/backend/langflow/interface/initialize/loading.py index 8fab13351..a1113ddd9 100644 --- a/src/backend/langflow/interface/initialize/loading.py +++ b/src/backend/langflow/interface/initialize/loading.py @@ -10,7 +10,7 @@ from langchain.agents.tools import BaseTool from langchain.chains.base import Chain from langchain.document_loaders.base import BaseLoader from langchain.schema import Document -from langchain.vectorstores.base import VectorStore +from langchain_community.vectorstores import VectorStore from loguru import logger from pydantic import ValidationError diff --git a/src/backend/langflow/interface/initialize/vector_store.py b/src/backend/langflow/interface/initialize/vector_store.py index a0adf85e3..0163cdcc3 100644 --- a/src/backend/langflow/interface/initialize/vector_store.py +++ b/src/backend/langflow/interface/initialize/vector_store.py @@ -1,18 +1,18 @@ -from typing import Any, Callable, Dict, Type -from langchain.vectorstores import ( - Pinecone, - ElasticsearchStore, - Qdrant, - Chroma, - FAISS, - Weaviate, - SupabaseVectorStore, - MongoDBAtlasVectorSearch, -) -from langchain.schema import Document import os +from typing import Any, Callable, Dict, Type import orjson +from langchain.schema import Document +from langchain_community.vectorstores import ( + FAISS, + Chroma, + ElasticsearchStore, + MongoDBAtlasVectorSearch, + Pinecone, + Qdrant, + SupabaseVectorStore, + Weaviate, +) def docs_in_params(params: dict) -> bool: @@ -27,8 +27,8 @@ def initialize_mongodb(class_object: Type[MongoDBAtlasVectorSearch], params: dic MONGODB_ATLAS_CLUSTER_URI = params.pop("mongodb_atlas_cluster_uri") if not MONGODB_ATLAS_CLUSTER_URI: raise ValueError("Mongodb atlas cluster uri must be provided in the params") - from pymongo import MongoClient import certifi + from pymongo import MongoClient client: MongoClient = MongoClient(MONGODB_ATLAS_CLUSTER_URI, tlsCAFile=certifi.where()) db_name = params.pop("db_name", None) diff --git a/src/backend/langflow/interface/retrievers/base.py b/src/backend/langflow/interface/retrievers/base.py index 2439708a3..a6813e76c 100644 --- a/src/backend/langflow/interface/retrievers/base.py +++ b/src/backend/langflow/interface/retrievers/base.py @@ -1,14 +1,12 @@ from typing import Any, ClassVar, Dict, List, Optional, Type -from langchain import retrievers - +from langchain_community import retrievers from langflow.interface.base import LangChainTypeCreator from langflow.interface.importing.utils import import_class from langflow.services.deps import get_settings_service - from langflow.template.frontend_node.retrievers import RetrieverFrontendNode +from langflow.utils.util import build_template_from_class, build_template_from_method from loguru import logger -from langflow.utils.util import build_template_from_method, build_template_from_class class RetrieverCreator(LangChainTypeCreator): @@ -27,7 +25,7 @@ class RetrieverCreator(LangChainTypeCreator): def type_to_loader_dict(self) -> Dict: if self.type_dict is None: self.type_dict: dict[str, Any] = { - retriever_name: import_class(f"langchain.retrievers.{retriever_name}") + retriever_name: import_class(f"langchain_community.retrievers.{retriever_name}") for retriever_name in retrievers.__all__ } return self.type_dict diff --git a/src/backend/langflow/interface/tools/constants.py b/src/backend/langflow/interface/tools/constants.py index dc1bfe0c1..0ac37a0a4 100644 --- a/src/backend/langflow/interface/tools/constants.py +++ b/src/backend/langflow/interface/tools/constants.py @@ -1,18 +1,9 @@ from langchain import tools from langchain.agents import Tool -from langchain.agents.load_tools import ( - _BASE_TOOLS, - _EXTRA_LLM_TOOLS, - _EXTRA_OPTIONAL_TOOLS, - _LLM_TOOLS, -) +from langchain.agents.load_tools import _BASE_TOOLS, _EXTRA_LLM_TOOLS, _EXTRA_OPTIONAL_TOOLS, _LLM_TOOLS from langchain.tools.json.tool import JsonSpec - from langflow.interface.importing.utils import import_class -from langflow.interface.tools.custom import ( - PythonFunctionTool, - PythonFunction, -) +from langflow.interface.tools.custom import PythonFunction, PythonFunctionTool FILE_TOOLS = {"JsonSpec": JsonSpec} CUSTOM_TOOLS = { @@ -21,7 +12,7 @@ CUSTOM_TOOLS = { "PythonFunction": PythonFunction, } -OTHER_TOOLS = {tool: import_class(f"langchain.tools.{tool}") for tool in tools.__all__} +OTHER_TOOLS = {tool: import_class(f"langchain_community.tools.{tool}") for tool in tools.__all__} ALL_TOOLS_NAMES = { **_BASE_TOOLS, diff --git a/src/backend/langflow/interface/types.py b/src/backend/langflow/interface/types.py index 7f44be3ec..39c68889f 100644 --- a/src/backend/langflow/interface/types.py +++ b/src/backend/langflow/interface/types.py @@ -1,4 +1,5 @@ from cachetools import LRUCache, cached + from langflow.interface.agents.base import agent_creator from langflow.interface.chains.base import chain_creator from langflow.interface.custom.directory_reader.utils import merge_nested_dicts_with_renaming @@ -14,7 +15,6 @@ from langflow.interface.text_splitters.base import textsplitter_creator from langflow.interface.toolkits.base import toolkits_creator from langflow.interface.tools.base import tool_creator from langflow.interface.utilities.base import utility_creator -from langflow.interface.vector_store.base import vectorstore_creator from langflow.interface.wrappers.base import wrapper_creator @@ -46,7 +46,7 @@ def build_langchain_types_dict(): # sourcery skip: dict-assign-update-to-union toolkits_creator, wrapper_creator, embedding_creator, - vectorstore_creator, + # vectorstore_creator, documentloader_creator, textsplitter_creator, utility_creator, diff --git a/src/backend/langflow/interface/utilities/base.py b/src/backend/langflow/interface/utilities/base.py index cfebf83a4..0a58ef1bc 100644 --- a/src/backend/langflow/interface/utilities/base.py +++ b/src/backend/langflow/interface/utilities/base.py @@ -1,6 +1,6 @@ from typing import Dict, List, Optional, Type -from langchain import utilities +from langchain_community import utilities from loguru import logger from langflow.custom.customs import get_custom_nodes @@ -30,7 +30,7 @@ class UtilityCreator(LangChainTypeCreator): self.type_dict = {} for utility_name in utilities.__all__: try: - imported = import_class(f"langchain.utilities.{utility_name}") + imported = import_class(f"langchain_community.utilities.{utility_name}") self.type_dict[utility_name] = imported except Exception: pass diff --git a/src/backend/langflow/interface/vector_store/base.py b/src/backend/langflow/interface/vector_store/base.py index d04689469..893c78fca 100644 --- a/src/backend/langflow/interface/vector_store/base.py +++ b/src/backend/langflow/interface/vector_store/base.py @@ -1,13 +1,12 @@ from typing import Any, Dict, List, Optional, Type from langchain import vectorstores +from loguru import logger from langflow.interface.base import LangChainTypeCreator from langflow.interface.importing.utils import import_class from langflow.services.deps import get_settings_service - from langflow.template.frontend_node.vectorstores import VectorStoreFrontendNode -from loguru import logger from langflow.utils.util import build_template_from_method @@ -22,7 +21,7 @@ class VectorstoreCreator(LangChainTypeCreator): def type_to_loader_dict(self) -> Dict: if self.type_dict is None: self.type_dict: dict[str, Any] = { - vectorstore_name: import_class(f"langchain.vectorstores.{vectorstore_name}") + vectorstore_name: import_class(f"langchain_community.vectorstores.{vectorstore_name}") for vectorstore_name in vectorstores.__all__ } return self.type_dict diff --git a/src/backend/langflow/interface/wrappers/base.py b/src/backend/langflow/interface/wrappers/base.py index 38d61af78..469559ad9 100644 --- a/src/backend/langflow/interface/wrappers/base.py +++ b/src/backend/langflow/interface/wrappers/base.py @@ -1,9 +1,9 @@ from typing import ClassVar, Dict, List, Optional -from langchain.utilities import requests, sql_database +from langchain_community.utilities import requests, sql_database +from loguru import logger from langflow.interface.base import LangChainTypeCreator -from loguru import logger from langflow.utils.util import build_template_from_class, build_template_from_method diff --git a/src/backend/langflow/processing/process.py b/src/backend/langflow/processing/process.py index 2fa14e5e5..13eb7a816 100644 --- a/src/backend/langflow/processing/process.py +++ b/src/backend/langflow/processing/process.py @@ -4,7 +4,7 @@ from typing import Any, Coroutine, Dict, List, Optional, Tuple, Union from langchain.agents import AgentExecutor from langchain.chains.base import Chain from langchain.schema import AgentAction, Document -from langchain.vectorstores.base import VectorStore +from langchain_community.vectorstores import VectorStore from langchain_core.messages import AIMessage from langchain_core.runnables.base import Runnable from langflow.graph.graph.base import Graph diff --git a/src/backend/langflow/utils/constants.py b/src/backend/langflow/utils/constants.py index b2d00f8e6..0704f2ec9 100644 --- a/src/backend/langflow/utils/constants.py +++ b/src/backend/langflow/utils/constants.py @@ -68,110 +68,110 @@ LOADERS_INFO: List[Dict[str, Any]] = [ { "loader": "AirbyteJSONLoader", "name": "Airbyte JSON (.jsonl)", - "import": "langchain.document_loaders.AirbyteJSONLoader", + "import": "langchain_community.document_loaders.AirbyteJSONLoader", "defaultFor": ["jsonl"], "allowdTypes": ["jsonl"], }, { "loader": "JSONLoader", "name": "JSON (.json)", - "import": "langchain.document_loaders.JSONLoader", + "import": "langchain_community.document_loaders.JSONLoader", "defaultFor": ["json"], "allowdTypes": ["json"], }, { "loader": "BSHTMLLoader", "name": "BeautifulSoup4 HTML (.html, .htm)", - "import": "langchain.document_loaders.BSHTMLLoader", + "import": "langchain_community.document_loaders.BSHTMLLoader", "allowdTypes": ["html", "htm"], }, { "loader": "CSVLoader", "name": "CSV (.csv)", - "import": "langchain.document_loaders.CSVLoader", + "import": "langchain_community.document_loaders.CSVLoader", "defaultFor": ["csv"], "allowdTypes": ["csv"], }, { "loader": "CoNLLULoader", "name": "CoNLL-U (.conllu)", - "import": "langchain.document_loaders.CoNLLULoader", + "import": "langchain_community.document_loaders.CoNLLULoader", "defaultFor": ["conllu"], "allowdTypes": ["conllu"], }, { "loader": "EverNoteLoader", "name": "EverNote (.enex)", - "import": "langchain.document_loaders.EverNoteLoader", + "import": "langchain_community.document_loaders.EverNoteLoader", "defaultFor": ["enex"], "allowdTypes": ["enex"], }, { "loader": "FacebookChatLoader", "name": "Facebook Chat (.json)", - "import": "langchain.document_loaders.FacebookChatLoader", + "import": "langchain_community.document_loaders.FacebookChatLoader", "allowdTypes": ["json"], }, { "loader": "OutlookMessageLoader", "name": "Outlook Message (.msg)", - "import": "langchain.document_loaders.OutlookMessageLoader", + "import": "langchain_community.document_loaders.OutlookMessageLoader", "defaultFor": ["msg"], "allowdTypes": ["msg"], }, { "loader": "PyPDFLoader", "name": "PyPDF (.pdf)", - "import": "langchain.document_loaders.PyPDFLoader", + "import": "langchain_community.document_loaders.PyPDFLoader", "defaultFor": ["pdf"], "allowdTypes": ["pdf"], }, { "loader": "STRLoader", "name": "Subtitle (.str)", - "import": "langchain.document_loaders.STRLoader", + "import": "langchain_community.document_loaders.STRLoader", "defaultFor": ["str"], "allowdTypes": ["str"], }, { "loader": "TextLoader", "name": "Text (.txt)", - "import": "langchain.document_loaders.TextLoader", + "import": "langchain_community.document_loaders.TextLoader", "defaultFor": ["txt"], "allowdTypes": ["txt"], }, { "loader": "UnstructuredEmailLoader", "name": "Unstructured Email (.eml)", - "import": "langchain.document_loaders.UnstructuredEmailLoader", + "import": "langchain_community.document_loaders.UnstructuredEmailLoader", "defaultFor": ["eml"], "allowdTypes": ["eml"], }, { "loader": "UnstructuredHTMLLoader", "name": "Unstructured HTML (.html, .htm)", - "import": "langchain.document_loaders.UnstructuredHTMLLoader", + "import": "langchain_community.document_loaders.UnstructuredHTMLLoader", "defaultFor": ["html", "htm"], "allowdTypes": ["html", "htm"], }, { "loader": "UnstructuredMarkdownLoader", "name": "Unstructured Markdown (.md)", - "import": "langchain.document_loaders.UnstructuredMarkdownLoader", + "import": "langchain_community.document_loaders.UnstructuredMarkdownLoader", "defaultFor": ["md"], "allowdTypes": ["md"], }, { "loader": "UnstructuredPowerPointLoader", "name": "Unstructured PowerPoint (.pptx)", - "import": "langchain.document_loaders.UnstructuredPowerPointLoader", + "import": "langchain_community.document_loaders.UnstructuredPowerPointLoader", "defaultFor": ["pptx"], "allowdTypes": ["pptx"], }, { "loader": "UnstructuredWordLoader", "name": "Unstructured Word (.docx)", - "import": "langchain.document_loaders.UnstructuredWordLoader", + "import": "langchain_community.document_loaders.UnstructuredWordLoader", "defaultFor": ["docx"], "allowdTypes": ["docx"], }, diff --git a/src/frontend/tests/custom_component_full.ts b/src/frontend/tests/custom_component_full.ts index 443c3fd85..be24deba3 100644 --- a/src/frontend/tests/custom_component_full.ts +++ b/src/frontend/tests/custom_component_full.ts @@ -4,7 +4,7 @@ from langchain.llms.base import BaseLLM from langchain.chains import LLMChain from langchain.prompts import PromptTemplate from langchain.schema import Document -from langchain.field_typing import NestedDict +from langflow.field_typing import NestedDict import requests diff --git a/tests/locust/locustfile.py b/tests/locust/locustfile.py index 1fc91ee2c..856e3f6dd 100644 --- a/tests/locust/locustfile.py +++ b/tests/locust/locustfile.py @@ -1,11 +1,12 @@ -from locust import FastHttpUser, task, between import random import time -import orjson -from rich import print -import httpx from pathlib import Path +import httpx +import orjson +from locust import FastHttpUser, between, task +from rich import print + class NameTest(FastHttpUser): wait_time = between(1, 5) @@ -13,7 +14,7 @@ class NameTest(FastHttpUser): with open("names.txt", "r") as file: names = [line.strip() for line in file.readlines()] - headers = {} + headers: dict = {} def poll_task(self, task_id, sleep_time=1): while True: diff --git a/tests/test_agents_template.py b/tests/test_agents_template.py deleted file mode 100644 index 01891ec05..000000000 --- a/tests/test_agents_template.py +++ /dev/null @@ -1,210 +0,0 @@ -from fastapi.testclient import TestClient - - -def test_zero_shot_agent(client: TestClient, logged_in_headers): - response = client.get("api/v1/all", headers=logged_in_headers) - assert response.status_code == 200 - json_response = response.json() - agents = json_response["agents"] - - zero_shot_agent = agents["ZeroShotAgent"] - assert set(zero_shot_agent["base_classes"]) == { - "ZeroShotAgent", - "BaseSingleActionAgent", - "Agent", - "Callable", - } - template = zero_shot_agent["template"] - - assert template["tools"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "tools", - "type": "BaseTool", - "list": True, - "advanced": False, - "info": "", - "fileTypes": [], - } - - # Additional assertions for other template variables - assert template["callback_manager"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "password": False, - "name": "callback_manager", - "type": "BaseCallbackManager", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["llm"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "llm", - "type": "BaseLanguageModel", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["output_parser"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "password": False, - "name": "output_parser", - "type": "AgentOutputParser", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["input_variables"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "password": False, - "name": "input_variables", - "type": "str", - "list": True, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["prefix"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": True, - "value": "Answer the following questions as best you can. You have access to the following tools:", - "password": False, - "name": "prefix", - "type": "str", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["suffix"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": True, - "value": "Begin!\n\nQuestion: {input}\nThought:{agent_scratchpad}", - "password": False, - "name": "suffix", - "type": "str", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - - -def test_json_agent(client: TestClient, logged_in_headers): - response = client.get("api/v1/all", headers=logged_in_headers) - assert response.status_code == 200 - json_response = response.json() - agents = json_response["agents"] - - json_agent = agents["JsonAgent"] - assert json_agent["base_classes"] == ["AgentExecutor"] - template = json_agent["template"] - - assert template["toolkit"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "toolkit", - "type": "BaseToolkit", - "list": False, - "advanced": False, - "info": "", - "file_path": "", - "fileTypes": [], - "value": "", - } - assert template["llm"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "llm", - "type": "BaseLanguageModel", - "list": False, - "advanced": False, - "display_name": "LLM", - "info": "", - "file_path": "", - "fileTypes": [], - "value": "", - } - - -def test_csv_agent(client: TestClient, logged_in_headers): - response = client.get("api/v1/all", headers=logged_in_headers) - assert response.status_code == 200 - json_response = response.json() - agents = json_response["agents"] - - csv_agent = agents["CSVAgent"] - assert csv_agent["base_classes"] == ["AgentExecutor"] - template = csv_agent["template"] - - assert template["path"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "value": "", - "fileTypes": [".csv"], - "password": False, - "name": "path", - "type": "file", - "list": False, - "file_path": "", - "advanced": False, - "info": "", - } - assert template["llm"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "llm", - "type": "BaseLanguageModel", - "list": False, - "advanced": False, - "display_name": "LLM", - "info": "", - "file_path": "", - "fileTypes": [], - "value": "", - } diff --git a/tests/test_chains_template.py b/tests/test_chains_template.py deleted file mode 100644 index 2e705ac00..000000000 --- a/tests/test_chains_template.py +++ /dev/null @@ -1,312 +0,0 @@ -from fastapi.testclient import TestClient - -# def test_chains_settings(client: TestClient, logged_in_headers): -# response = client.get("api/v1/all", headers=logged_in_headers) -# assert response.status_code == 200 -# json_response = response.json() -# chains = json_response["chains"] -# assert set(chains.keys()) == set(settings.chains) - - -def test_llm_checker_chain(client: TestClient, logged_in_headers): - response = client.get("api/v1/all", headers=logged_in_headers) - assert response.status_code == 200 - json_response = response.json() - chains = json_response["chains"] - chain = chains["LLMCheckerChain"] - - # Test the base classes, template, memory, verbose, llm, input_key, output_key, and _type objects - assert set(chain["base_classes"]) == { - "Callable", - "LLMCheckerChain", - "Chain", - } - - template = chain["template"] - assert template["llm"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "llm", - "type": "BaseLanguageModel", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["_type"] == "LLMCheckerChain" - - # Test the description object - assert chain["description"] == "" - - -def test_llm_math_chain(client: TestClient, logged_in_headers): - response = client.get("api/v1/all", headers=logged_in_headers) - assert response.status_code == 200 - json_response = response.json() - chains = json_response["chains"] - - chain = chains["LLMMathChain"] - # Test the base classes, template, memory, verbose, llm, input_key, output_key, and _type objects - assert set(chain["base_classes"]) == { - "Callable", - "LLMMathChain", - "Chain", - } - - template = chain["template"] - assert template["memory"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "memory", - "type": "BaseMemory", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["verbose"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": False, - "password": False, - "name": "verbose", - "type": "bool", - "list": False, - "advanced": True, - "info": "", - "fileTypes": [], - } - assert template["llm"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "llm", - "type": "BaseLanguageModel", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["input_key"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "value": "question", - "password": False, - "name": "input_key", - "type": "str", - "list": False, - "advanced": True, - "info": "", - "fileTypes": [], - } - assert template["output_key"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "value": "answer", - "password": False, - "name": "output_key", - "type": "str", - "list": False, - "advanced": True, - "info": "", - "fileTypes": [], - } - assert template["_type"] == "LLMMathChain" - - # Test the description object - assert chain["description"] == "Chain that interprets a prompt and executes python code to do math." - - -def test_series_character_chain(client: TestClient, logged_in_headers): - response = client.get("api/v1/all", headers=logged_in_headers) - assert response.status_code == 200 - json_response = response.json() - chains = json_response["chains"] - - chain = chains["SeriesCharacterChain"] - - # Test the base classes, template, memory, verbose, llm, input_key, output_key, and _type objects - assert set(chain["base_classes"]) == { - "Callable", - "LLMChain", - "BaseCustomChain", - "Chain", - "ConversationChain", - "SeriesCharacterChain", - } - template = chain["template"] - - assert template["llm"] == { - "required": True, - "dynamic": False, - "display_name": "LLM", - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "llm", - "type": "BaseLanguageModel", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - "file_path": "", - "value": "", - } - assert template["character"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "character", - "type": "str", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - "file_path": "", - "value": "", - } - assert template["series"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "series", - "type": "str", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - "file_path": "", - "value": "", - } - assert template["_type"] == "SeriesCharacterChain" - - # Test the description object - assert ( - chain["description"] - == "SeriesCharacterChain is a chain you can use to have a conversation with a character from a series." - ) - - -def test_mid_journey_prompt_chain(client: TestClient, logged_in_headers): - response = client.get("api/v1/all", headers=logged_in_headers) - assert response.status_code == 200 - json_response = response.json() - chains = json_response["chains"] - chain = chains["MidJourneyPromptChain"] - assert isinstance(chain, dict) - - # Test the base_classes object - assert set(chain["base_classes"]) == { - "LLMChain", - "BaseCustomChain", - "Chain", - "ConversationChain", - "MidJourneyPromptChain", - } - - # Test the template object - template = chain["template"] - - assert template["llm"] == { - "required": True, - "dynamic": False, - "display_name": "LLM", - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "llm", - "type": "BaseLanguageModel", - "list": False, - "advanced": False, - "info": "", - "file_path": "", - "fileTypes": [], - "value": "", - } - # Test the description object - assert chain["description"] == "MidJourneyPromptChain is a chain you can use to generate new MidJourney prompts." - - -def test_time_travel_guide_chain(client: TestClient, logged_in_headers): - response = client.get("api/v1/all", headers=logged_in_headers) - assert response.status_code == 200 - json_response = response.json() - chains = json_response["chains"] - chain = chains["TimeTravelGuideChain"] - assert isinstance(chain, dict) - - # Test the base_classes object - assert set(chain["base_classes"]) == { - "LLMChain", - "BaseCustomChain", - "TimeTravelGuideChain", - "Chain", - "ConversationChain", - } - - # Test the template object - template = chain["template"] - - assert template["llm"] == { - "required": True, - "dynamic": False, - "placeholder": "", - "display_name": "LLM", - "show": True, - "multiline": False, - "password": False, - "name": "llm", - "type": "BaseLanguageModel", - "list": False, - "advanced": False, - "info": "", - "file_path": "", - "fileTypes": [], - "value": "", - } - assert template["memory"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "memory", - "type": "BaseChatMemory", - "list": False, - "advanced": False, - "info": "", - "file_path": "", - "fileTypes": [], - "value": "", - } - - assert chain["description"] == "Time travel guide chain." diff --git a/tests/test_llms_template.py b/tests/test_llms_template.py deleted file mode 100644 index 30a15c932..000000000 --- a/tests/test_llms_template.py +++ /dev/null @@ -1,559 +0,0 @@ -from fastapi.testclient import TestClient - - -def test_openai(client: TestClient, logged_in_headers): - response = client.get("api/v1/all", headers=logged_in_headers) - assert response.status_code == 200 - json_response = response.json() - language_models = json_response["llms"] - - model = language_models["OpenAI"] - template = model["template"] - - assert template["cache"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "password": False, - "name": "cache", - "type": "bool", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["verbose"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "password": False, - "name": "verbose", - "type": "bool", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["client"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "password": False, - "name": "client", - "type": "Any", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["model_name"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "value": "text-davinci-003", - "password": False, - "options": [ - "text-davinci-003", - "text-davinci-002", - "text-curie-001", - "text-babbage-001", - "text-ada-001", - ], - "name": "model_name", - "type": "str", - "list": True, - "advanced": False, - "info": "", - "fileTypes": [], - } - # Add more assertions for other properties here - assert template["temperature"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "value": 0.7, - "password": False, - "name": "temperature", - "type": "float", - "list": False, - "advanced": False, - "info": "", - "rangeSpec": {"max": 1.0, "min": -1.0, "step": 0.1}, - "fileTypes": [], - } - assert template["max_tokens"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "value": 256, - "password": True, - "name": "max_tokens", - "type": "int", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["top_p"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": 1, - "password": False, - "name": "top_p", - "type": "float", - "list": False, - "advanced": False, - "info": "", - "rangeSpec": {"max": 1.0, "min": -1.0, "step": 0.1}, - "fileTypes": [], - } - assert template["frequency_penalty"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": 0, - "password": False, - "name": "frequency_penalty", - "type": "float", - "list": False, - "advanced": False, - "info": "", - "rangeSpec": {"max": 1.0, "min": -1.0, "step": 0.1}, - "fileTypes": [], - } - assert template["presence_penalty"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": 0, - "password": False, - "name": "presence_penalty", - "type": "float", - "list": False, - "advanced": False, - "info": "", - "rangeSpec": {"max": 1.0, "min": -1.0, "step": 0.1}, - "fileTypes": [], - } - assert template["n"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": 1, - "password": False, - "name": "n", - "type": "int", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["best_of"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": 1, - "password": False, - "name": "best_of", - "type": "int", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["model_kwargs"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "model_kwargs", - "type": "dict", - "list": False, - "advanced": True, - "info": "", - "fileTypes": [], - } - assert template["openai_api_key"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "value": "", - "password": True, - "name": "openai_api_key", - "display_name": "OpenAI API Key", - "type": "str", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["batch_size"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": 20, - "password": False, - "name": "batch_size", - "type": "int", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["request_timeout"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "password": False, - "name": "request_timeout", - "type": "float", - "list": False, - "advanced": False, - "info": "", - "rangeSpec": {"max": 1.0, "min": -1.0, "step": 0.1}, - "fileTypes": [], - } - assert template["logit_bias"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "password": False, - "name": "logit_bias", - "type": "dict", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["max_retries"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": 2, - "password": False, - "name": "max_retries", - "type": "int", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["streaming"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": False, - "password": False, - "name": "streaming", - "type": "bool", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - - -def test_chat_open_ai(client: TestClient, logged_in_headers): - response = client.get("api/v1/all", headers=logged_in_headers) - assert response.status_code == 200 - json_response = response.json() - language_models = json_response["llms"] - - model = language_models["ChatOpenAI"] - template = model["template"] - - assert template["verbose"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": False, - "password": False, - "name": "verbose", - "type": "bool", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["client"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "password": False, - "name": "client", - "type": "Any", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["model_name"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "value": "gpt-4-1106-preview", - "password": False, - "options": [ - "gpt-4-1106-preview", - "gpt-4-vision-preview", - "gpt-4", - "gpt-4-32k", - "gpt-3.5-turbo", - "gpt-3.5-turbo-16k", - ], - "name": "model_name", - "type": "str", - "list": True, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["temperature"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "value": 0.7, - "password": False, - "name": "temperature", - "type": "float", - "list": False, - "advanced": False, - "info": "", - "rangeSpec": {"max": 1.0, "min": -1.0, "step": 0.1}, - "fileTypes": [], - } - assert template["model_kwargs"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": False, - "name": "model_kwargs", - "type": "dict", - "list": False, - "advanced": True, - "info": "", - "fileTypes": [], - } - assert template["openai_api_key"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "value": "", - "password": True, - "name": "openai_api_key", - "display_name": "OpenAI API Key", - "type": "str", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["request_timeout"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "password": False, - "name": "request_timeout", - "type": "float", - "list": False, - "advanced": False, - "info": "", - "rangeSpec": {"max": 1.0, "min": -1.0, "step": 0.1}, - "fileTypes": [], - } - assert template["max_retries"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": 2, - "password": False, - "name": "max_retries", - "type": "int", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["streaming"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": False, - "password": False, - "name": "streaming", - "type": "bool", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["n"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": False, - "multiline": False, - "value": 1, - "password": False, - "name": "n", - "type": "int", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - - assert template["max_tokens"] == { - "required": False, - "dynamic": False, - "placeholder": "", - "show": True, - "multiline": False, - "password": True, - "name": "max_tokens", - "type": "int", - "list": False, - "advanced": False, - "info": "", - "fileTypes": [], - } - assert template["_type"] == "ChatOpenAI" - assert ( - model["description"] == "`OpenAI` Chat large language models API." # noqa E501 - ) - assert set(model["base_classes"]) == { - "BaseLLM", - "BaseChatModel", - "ChatOpenAI", - "BaseLanguageModel", - } - - -# Commenting this out for now, as it requires to activate the nodes -# def test_azure_open_ai(client: TestClient): -# response = client.get("/all") -# assert response.status_code == 200 -# json_response = response.json() -# language_models = json_response["llms"] - -# model = language_models["AzureOpenAI"] -# template = model["template"] - -# assert template["model_name"]["show"] is False -# assert template["deployment_name"] == { -# "required": False, -# "placeholder": "", -# "show": True, -# "multiline": False, -# "value": "", -# "password": False, -# "name": "deployment_name", -# "advanced": False, -# "type": "str", -# "list": False, -# } - - -# def test_azure_chat_open_ai(client: TestClient): -# response = client.get("/all") -# assert response.status_code == 200 -# json_response = response.json() -# language_models = json_response["llms"] - -# model = language_models["AzureChatOpenAI"] -# template = model["template"] - -# assert template["model_name"]["show"] is False -# assert template["deployment_name"] == { -# "required": False, -# "placeholder": "", -# "show": True, -# "multiline": False, -# "value": "", -# "password": False, -# "name": "deployment_name", -# "advanced": False, -# "type": "str", -# "list": False, -# } -# assert template["openai_api_type"] == { -# "required": False, -# "placeholder": "", -# "show": False, -# "multiline": False, -# "value": "azure", -# "password": False, -# "name": "openai_api_type", -# "display_name": "OpenAI API Type", -# "advanced": False, -# "type": "str", -# "list": False, -# } -# assert template["openai_api_version"] == { -# "required": False, -# "placeholder": "", -# "show": True, -# "multiline": False, -# "value": "2023-03-15-preview", -# "password": False, -# "name": "openai_api_version", -# "display_name": "OpenAI API Version", -# "advanced": False, -# "type": "str", -# "list": False, -# } diff --git a/tests/test_vectorstore_template.py b/tests/test_vectorstore_template.py deleted file mode 100644 index 3b5c7ed42..000000000 --- a/tests/test_vectorstore_template.py +++ /dev/null @@ -1,14 +0,0 @@ -from fastapi.testclient import TestClient -from langflow.services.deps import get_settings_service - - -# check that all agents are in settings.agents -# are in json_response["agents"] -def test_vectorstores_settings(client: TestClient, logged_in_headers): - settings_service = get_settings_service() - response = client.get("api/v1/all", headers=logged_in_headers) - assert response.status_code == 200 - json_response = response.json() - vectorstores = json_response["vectorstores"] - settings_vecs = set(settings_service.settings.VECTORSTORES) - assert all(vs in vectorstores for vs in settings_vecs)