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[tool.poetry.group.dev.dependencies] pytest-asyncio = "^0.23.1" diff --git a/src/backend/langflow/components/chains/LLMChain.py b/src/backend/langflow/components/chains/LLMChain.py index 8596dd0c9..5d660cd4b 100644 --- a/src/backend/langflow/components/chains/LLMChain.py +++ b/src/backend/langflow/components/chains/LLMChain.py @@ -1,8 +1,14 @@ -from typing import Callable, Optional, Union +from typing import Optional from langchain.chains import LLMChain + from langflow import CustomComponent -from langflow.field_typing import BaseLanguageModel, BaseMemory, BasePromptTemplate, Chain, Text +from langflow.field_typing import ( + BaseLanguageModel, + BaseMemory, + BasePromptTemplate, + Text, +) class LLMChainComponent(CustomComponent): @@ -22,5 +28,10 @@ class LLMChainComponent(CustomComponent): prompt: BasePromptTemplate, llm: BaseLanguageModel, memory: Optional[BaseMemory] = None, - ) -> Union[Chain, Callable, Text]: - return LLMChain(prompt=prompt, llm=llm, memory=memory) + ) -> Text: + runnable = LLMChain(prompt=prompt, llm=llm, memory=memory) + result_dict = runnable.invoke({}) + output_key = runnable.output_key + result = result_dict[output_key] + self.status = result + return result diff --git a/src/backend/langflow/components/chains/RetrievalQA.py b/src/backend/langflow/components/chains/RetrievalQA.py index bfa3b2e11..2fe31353e 100644 --- a/src/backend/langflow/components/chains/RetrievalQA.py +++ b/src/backend/langflow/components/chains/RetrievalQA.py @@ -3,6 +3,7 @@ from typing import Callable, Optional, Union from langchain.chains.combine_documents.base import BaseCombineDocumentsChain from langchain.chains.retrieval_qa.base import BaseRetrievalQA, RetrievalQA from langchain_core.documents import Document + from langflow import CustomComponent from langflow.field_typing import BaseMemory, BaseRetriever, Text @@ -47,4 +48,11 @@ class RetrievalQAComponent(CustomComponent): result = result.content if hasattr(result, "content") else result # Result is a dict with keys "query", "result" and "source_documents" # for now we just return the result - return result.get("result") + records = self.to_records(result.get("source_documents")) + references_str = "" + if return_source_documents: + references_str = self.create_references_from_records(records) + result_str = result.get("result") + final_result = "\n".join([result_str, references_str]) + self.status = final_result + return final_result diff --git a/src/backend/langflow/components/chains/RetrievalQAWithSourcesChain.py b/src/backend/langflow/components/chains/RetrievalQAWithSourcesChain.py index 3c46cd8bd..4ec1ce886 100644 --- a/src/backend/langflow/components/chains/RetrievalQAWithSourcesChain.py +++ b/src/backend/langflow/components/chains/RetrievalQAWithSourcesChain.py @@ -1,11 +1,11 @@ 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 langchain_core.documents import Document from langflow import CustomComponent -from langflow.field_typing import BaseLanguageModel, BaseMemory, BaseRetriever +from langflow.field_typing import BaseLanguageModel, BaseMemory, BaseRetriever, Text class RetrievalQAWithSourcesChainComponent(CustomComponent): @@ -31,8 +31,8 @@ class RetrievalQAWithSourcesChainComponent(CustomComponent): chain_type: str, memory: Optional[BaseMemory] = None, return_source_documents: Optional[bool] = True, - ) -> BaseQAWithSourcesChain: - return RetrievalQAWithSourcesChain.from_chain_type( + ) -> Text: + runnable = RetrievalQAWithSourcesChain.from_chain_type( llm=llm, chain_type=chain_type, combine_documents_chain=combine_documents_chain, @@ -40,3 +40,19 @@ class RetrievalQAWithSourcesChainComponent(CustomComponent): return_source_documents=return_source_documents, retriever=retriever, ) + if isinstance(inputs, Document): + inputs = inputs.page_content + self.status = runnable + input_key = runnable.input_keys[0] + result = runnable.invoke({input_key: inputs}) + result = result.content if hasattr(result, "content") else result + # Result is a dict with keys "query", "result" and "source_documents" + # for now we just return the result + records = self.to_records(result.get("source_documents")) + references_str = "" + if return_source_documents: + references_str = self.create_references_from_records(records) + result_str = result.get("result") + final_result = "\n".join([result_str, references_str]) + self.status = final_result + return final_result diff --git a/src/backend/langflow/components/documentloaders/DirectoryLoader.py b/src/backend/langflow/components/documentloaders/DirectoryLoader.py deleted file mode 100644 index 5b0875126..000000000 --- a/src/backend/langflow/components/documentloaders/DirectoryLoader.py +++ /dev/null @@ -1,42 +0,0 @@ -from typing import Any, Dict, List - -from langchain.docstore.document import Document -from langchain.document_loaders.directory import DirectoryLoader -from langflow import CustomComponent - - -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, - max_concurrency: int = 2, - load_hidden: bool = False, - recursive: bool = True, - silent_errors: bool = False, - use_multithreading: bool = True, - ) -> List[Document]: - return DirectoryLoader( - glob=glob, - path=path, - load_hidden=load_hidden, - max_concurrency=max_concurrency, - recursive=recursive, - silent_errors=silent_errors, - use_multithreading=use_multithreading, - ).load() diff --git a/src/backend/langflow/components/documentloaders/FileLoader.py b/src/backend/langflow/components/documentloaders/FileLoader.py index 07160557d..945ac3f64 100644 --- a/src/backend/langflow/components/documentloaders/FileLoader.py +++ b/src/backend/langflow/components/documentloaders/FileLoader.py @@ -1,4 +1,5 @@ from langchain_core.documents import Document + from langflow import CustomComponent from langflow.utils.constants import LOADERS_INFO @@ -38,6 +39,7 @@ class FileLoaderComponent(CustomComponent): "srt", "eml", "md", + "mdx", "pptx", "docx", ], @@ -55,6 +57,7 @@ class FileLoaderComponent(CustomComponent): ".srt", ".eml", ".md", + ".mdx", ".pptx", ".docx", ], @@ -74,7 +77,7 @@ class FileLoaderComponent(CustomComponent): def build(self, file_path: str, loader: str) -> Document: file_type = file_path.split(".")[-1] - # Mapeie o nome do loader selecionado para suas informações + # Map the loader to the correct loader class selected_loader_info = None for loader_info in LOADERS_INFO: if loader_info["name"] == loader: @@ -85,7 +88,7 @@ class FileLoaderComponent(CustomComponent): raise ValueError(f"Loader {loader} not found in the loader info list") if loader == "Automatic": - # Determine o loader automaticamente com base na extensão do arquivo + # Determine the loader based on the file type default_loader_info = None for info in LOADERS_INFO: if "defaultFor" in info and file_type in info["defaultFor"]: @@ -103,7 +106,7 @@ class FileLoaderComponent(CustomComponent): module_name, class_name = loader_import.rsplit(".", 1) try: - # Importe o loader dinamicamente + # Import the loader class loader_module = __import__(module_name, fromlist=[class_name]) loader_instance = getattr(loader_module, class_name) except ImportError as e: diff --git a/src/backend/langflow/components/documentloaders/GatherRecords.py b/src/backend/langflow/components/documentloaders/GatherRecords.py new file mode 100644 index 000000000..e25a2d189 --- /dev/null +++ b/src/backend/langflow/components/documentloaders/GatherRecords.py @@ -0,0 +1,129 @@ +from concurrent import futures +from pathlib import Path +from typing import Any, Dict, List + +from langflow import CustomComponent +from langflow.schema import Record + + +class GatherRecordsComponent(CustomComponent): + display_name = "Gather Records" + description = "Gather records from a directory." + + def build_config(self) -> Dict[str, Any]: + return { + "load_hidden": { + "display_name": "Load Hidden Files", + "value": False, + "advanced": True, + }, + "max_concurrency": { + "display_name": "Max Concurrency", + "value": 10, + "advanced": True, + }, + "path": {"display_name": "Local Directory"}, + "recursive": {"display_name": "Recursive", "value": True, "advanced": True}, + "use_multithreading": { + "display_name": "Use Multithreading", + "value": True, + "advanced": True, + }, + } + + def is_hidden(self, path: Path) -> bool: + return path.name.startswith(".") + + def retrieve_file_paths( + self, + path: str, + types: List[str], + load_hidden: bool, + recursive: bool, + depth: int, + ) -> List[str]: + path_obj = Path(path) + if not path_obj.exists() or not path_obj.is_dir(): + raise ValueError(f"Path {path} must exist and be a directory.") + + def match_types(p: Path) -> bool: + return any(p.suffix == f".{t}" for t in types) if types else True + + def is_not_hidden(p: Path) -> bool: + return not self.is_hidden(p) or load_hidden + + def walk_level(directory: Path, max_depth: int): + directory = directory.resolve() + prefix_length = len(directory.parts) + for p in directory.rglob("*" if recursive else "[!.]*"): + if len(p.parts) - prefix_length <= max_depth: + yield p + + glob = "**/*" if recursive else "*" + paths = walk_level(path_obj, depth) if depth else path_obj.glob(glob) + file_paths = [str(p) for p in paths if p.is_file() and match_types(p) and is_not_hidden(p)] + + return file_paths + + def parse_file_to_record(self, file_path: str, silent_errors: bool) -> Record: + # Use the partition function to load the file + from unstructured.partition.auto import partition + + try: + elements = partition(file_path) + except Exception as e: + if not silent_errors: + raise ValueError(f"Error loading file {file_path}: {e}") from e + return None + + # Create a Record + text = "\n\n".join([str(el) for el in elements]) + metadata = elements.metadata if hasattr(elements, "metadata") else {} + metadata["file_path"] = file_path + record = Record(text=text, data=metadata) + return record + + def get_elements( + self, + file_paths: List[str], + silent_errors: bool, + max_concurrency: int, + use_multithreading: bool, + ) -> List[Record]: + if use_multithreading: + records = self.parallel_load_records(file_paths, silent_errors, max_concurrency) + else: + records = [self.parse_file_to_record(file_path, silent_errors) for file_path in file_paths] + records = list(filter(None, records)) + return records + + def parallel_load_records(self, file_paths: List[str], silent_errors: bool, max_concurrency: int) -> List[Record]: + with futures.ThreadPoolExecutor(max_workers=max_concurrency) as executor: + loaded_files = executor.map( + lambda file_path: self.parse_file_to_record(file_path, silent_errors), + file_paths, + ) + return loaded_files + + def build( + self, + path: str, + types: List[str] = None, + depth: int = 0, + max_concurrency: int = 2, + load_hidden: bool = False, + recursive: bool = True, + silent_errors: bool = False, + use_multithreading: bool = True, + ) -> List[Record]: + resolved_path = self.resolve_path(path) + file_paths = self.retrieve_file_paths(resolved_path, types, load_hidden, recursive, depth) + loaded_records = [] + + if use_multithreading: + loaded_records = self.parallel_load_records(file_paths, silent_errors, max_concurrency) + else: + loaded_records = [self.parse_file_to_record(file_path, silent_errors) for file_path in file_paths] + loaded_records = list(filter(None, loaded_records)) + self.status = loaded_records + return loaded_records diff --git a/src/backend/langflow/components/embeddings/AmazonBedrockEmbeddings.py b/src/backend/langflow/components/embeddings/AmazonBedrockEmbeddings.py index 450e5ee3b..98deefcb8 100644 --- a/src/backend/langflow/components/embeddings/AmazonBedrockEmbeddings.py +++ b/src/backend/langflow/components/embeddings/AmazonBedrockEmbeddings.py @@ -1,7 +1,9 @@ from typing import Optional -from langchain.embeddings import BedrockEmbeddings from langchain.embeddings.base import Embeddings +from langchain_community.embeddings import BedrockEmbeddings + + from langflow import CustomComponent diff --git a/src/backend/langflow/components/embeddings/VertexAIEmbeddings.py b/src/backend/langflow/components/embeddings/VertexAIEmbeddings.py index 053fd6c7f..f7f4cf2ee 100644 --- a/src/backend/langflow/components/embeddings/VertexAIEmbeddings.py +++ b/src/backend/langflow/components/embeddings/VertexAIEmbeddings.py @@ -1,5 +1,5 @@ from langflow import CustomComponent -from langchain.embeddings import VertexAIEmbeddings +from langchain_community.embeddings import VertexAIEmbeddings from typing import Optional, List @@ -9,17 +9,45 @@ class VertexAIEmbeddingsComponent(CustomComponent): 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}, + "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"}, + "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}, + "request_parallelism": { + "display_name": "Request Parallelism", + "value": 5, + "advanced": True, + }, "stop": {"display_name": "Stop", "advanced": True}, - "streaming": {"display_name": "Streaming", "value": False, "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}, diff --git a/src/backend/langflow/components/io/TextInput.py b/src/backend/langflow/components/io/TextInput.py index 3f0125b1a..b0d2eb0a7 100644 --- a/src/backend/langflow/components/io/TextInput.py +++ b/src/backend/langflow/components/io/TextInput.py @@ -9,9 +9,6 @@ class TextInput(CustomComponent): description = "Used to pass text input to the next component." field_config = { - "code": { - "show": False, - }, "value": {"display_name": "Value"}, } diff --git a/src/backend/langflow/components/io/TextOutput.py b/src/backend/langflow/components/io/TextOutput.py new file mode 100644 index 000000000..d3fd37f66 --- /dev/null +++ b/src/backend/langflow/components/io/TextOutput.py @@ -0,0 +1,19 @@ +from typing import Optional + +from langflow import CustomComponent +from langflow.field_typing import Text + + +class TextOutput(CustomComponent): + display_name = "Text Output" + description = "Used to pass text output to the next component." + + field_config = { + "value": {"display_name": "Value"}, + } + + def build(self, value: Optional[str] = "") -> Text: + self.status = value + if not value: + value = "" + return value diff --git a/src/backend/langflow/components/llms/AmazonBedrock.py b/src/backend/langflow/components/model_specs/AmazonBedrockSpecs.py similarity index 97% rename from src/backend/langflow/components/llms/AmazonBedrock.py rename to src/backend/langflow/components/model_specs/AmazonBedrockSpecs.py index 5b931bb94..0c1e3b159 100644 --- a/src/backend/langflow/components/llms/AmazonBedrock.py +++ b/src/backend/langflow/components/model_specs/AmazonBedrockSpecs.py @@ -1,7 +1,9 @@ from typing import Optional from langchain.llms.base import BaseLLM -from langchain.llms.bedrock import Bedrock +from langchain_community.llms.bedrock import Bedrock + + from langflow import CustomComponent diff --git a/src/backend/langflow/components/llms/AnthropicLLM.py b/src/backend/langflow/components/model_specs/AnthropicLLMSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/AnthropicLLM.py rename to src/backend/langflow/components/model_specs/AnthropicLLMSpecs.py diff --git a/src/backend/langflow/components/llms/Anthropic.py b/src/backend/langflow/components/model_specs/AnthropicSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/Anthropic.py rename to src/backend/langflow/components/model_specs/AnthropicSpecs.py diff --git a/src/backend/langflow/components/llms/AzureChatOpenAI.py b/src/backend/langflow/components/model_specs/AzureChatOpenAISpecs.py similarity index 94% rename from src/backend/langflow/components/llms/AzureChatOpenAI.py rename to src/backend/langflow/components/model_specs/AzureChatOpenAISpecs.py index d43abb3dc..a55760006 100644 --- a/src/backend/langflow/components/llms/AzureChatOpenAI.py +++ b/src/backend/langflow/components/model_specs/AzureChatOpenAISpecs.py @@ -1,13 +1,17 @@ from typing import Optional -from langflow import CustomComponent + from langchain.llms.base import BaseLanguageModel from langchain_community.chat_models.azure_openai import AzureChatOpenAI +from langflow import CustomComponent -class AzureChatOpenAIComponent(CustomComponent): + +class AzureChatOpenAISpecsComponent(CustomComponent): display_name: str = "AzureChatOpenAI" description: str = "LLM model from Azure OpenAI." - documentation: str = "https://python.langchain.com/docs/integrations/llms/azure_openai" + documentation: str = ( + "https://python.langchain.com/docs/integrations/llms/azure_openai" + ) beta = False AZURE_OPENAI_MODELS = [ diff --git a/src/backend/langflow/components/llms/BaiduQianfanChatEndpoints.py b/src/backend/langflow/components/model_specs/BaiduQianfanChatEndpointsSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/BaiduQianfanChatEndpoints.py rename to src/backend/langflow/components/model_specs/BaiduQianfanChatEndpointsSpecs.py diff --git a/src/backend/langflow/components/llms/BaiduQianfanLLMEndpoints.py b/src/backend/langflow/components/model_specs/BaiduQianfanLLMEndpointsSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/BaiduQianfanLLMEndpoints.py rename to src/backend/langflow/components/model_specs/BaiduQianfanLLMEndpointsSpecs.py diff --git a/src/backend/langflow/components/llms/CTransformers.py b/src/backend/langflow/components/model_specs/CTransformersSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/CTransformers.py rename to src/backend/langflow/components/model_specs/CTransformersSpecs.py diff --git a/src/backend/langflow/components/llms/ChatAnthropic.py b/src/backend/langflow/components/model_specs/ChatAnthropicSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/ChatAnthropic.py rename to src/backend/langflow/components/model_specs/ChatAnthropicSpecs.py diff --git a/src/backend/langflow/components/llms/ChatLiteLLM.py b/src/backend/langflow/components/model_specs/ChatLiteLLMSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/ChatLiteLLM.py rename to src/backend/langflow/components/model_specs/ChatLiteLLMSpecs.py diff --git a/src/backend/langflow/components/llms/ChatOllamaEndpoint.py b/src/backend/langflow/components/model_specs/ChatOllamaEndpointSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/ChatOllamaEndpoint.py rename to src/backend/langflow/components/model_specs/ChatOllamaEndpointSpecs.py diff --git a/src/backend/langflow/components/llms/ChatOpenAI.py b/src/backend/langflow/components/model_specs/ChatOpenAISpecs.py similarity index 100% rename from src/backend/langflow/components/llms/ChatOpenAI.py rename to src/backend/langflow/components/model_specs/ChatOpenAISpecs.py diff --git a/src/backend/langflow/components/llms/ChatVertexAI.py b/src/backend/langflow/components/model_specs/ChatVertexAISpecs.py similarity index 100% rename from src/backend/langflow/components/llms/ChatVertexAI.py rename to src/backend/langflow/components/model_specs/ChatVertexAISpecs.py diff --git a/src/backend/langflow/components/llms/Cohere.py b/src/backend/langflow/components/model_specs/CohereSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/Cohere.py rename to src/backend/langflow/components/model_specs/CohereSpecs.py diff --git a/src/backend/langflow/components/llms/GoogleGenerativeAI.py b/src/backend/langflow/components/model_specs/GoogleGenerativeAISpecs.py similarity index 100% rename from src/backend/langflow/components/llms/GoogleGenerativeAI.py rename to src/backend/langflow/components/model_specs/GoogleGenerativeAISpecs.py diff --git a/src/backend/langflow/components/llms/HuggingFaceEndpoints.py b/src/backend/langflow/components/model_specs/HuggingFaceEndpointsSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/HuggingFaceEndpoints.py rename to src/backend/langflow/components/model_specs/HuggingFaceEndpointsSpecs.py diff --git a/src/backend/langflow/components/llms/LlamaCpp.py b/src/backend/langflow/components/model_specs/LlamaCppSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/LlamaCpp.py rename to src/backend/langflow/components/model_specs/LlamaCppSpecs.py diff --git a/src/backend/langflow/components/llms/OllamaLLM.py b/src/backend/langflow/components/model_specs/OllamaLLMSpecs.py similarity index 100% rename from src/backend/langflow/components/llms/OllamaLLM.py rename to src/backend/langflow/components/model_specs/OllamaLLMSpecs.py diff --git a/src/backend/langflow/components/llms/VertexAI.py b/src/backend/langflow/components/model_specs/VertexAISpecs.py similarity index 100% rename from src/backend/langflow/components/llms/VertexAI.py rename to src/backend/langflow/components/model_specs/VertexAISpecs.py diff --git a/src/backend/langflow/components/llms/__init__.py b/src/backend/langflow/components/model_specs/__init__.py similarity index 100% rename from src/backend/langflow/components/llms/__init__.py rename to src/backend/langflow/components/model_specs/__init__.py diff --git a/src/backend/langflow/components/models/AmazonBedrock.py b/src/backend/langflow/components/models/AmazonBedrockModel.py similarity index 98% rename from src/backend/langflow/components/models/AmazonBedrock.py rename to src/backend/langflow/components/models/AmazonBedrockModel.py index 8465ca877..a2e008e2e 100644 --- a/src/backend/langflow/components/models/AmazonBedrock.py +++ b/src/backend/langflow/components/models/AmazonBedrockModel.py @@ -1,13 +1,13 @@ from typing import Optional from langchain_community.chat_models.bedrock import BedrockChat -from langflow.field_typing import Text from langflow import CustomComponent +from langflow.field_typing import Text class AmazonBedrockComponent(CustomComponent): - display_name: str = "Amazon Bedrock model" + display_name: str = "Amazon Bedrock Model" description: str = "Generate text using LLM model from Amazon Bedrock." def build_config(self): diff --git a/src/backend/langflow/components/models/Anthropic.py b/src/backend/langflow/components/models/AnthropicModel.py similarity index 95% rename from src/backend/langflow/components/models/Anthropic.py rename to src/backend/langflow/components/models/AnthropicModel.py index 86af33ede..793bec46a 100644 --- a/src/backend/langflow/components/models/Anthropic.py +++ b/src/backend/langflow/components/models/AnthropicModel.py @@ -2,14 +2,13 @@ from typing import Optional from langchain_community.chat_models.anthropic import ChatAnthropic from pydantic.v1 import SecretStr + +from langflow import CustomComponent from langflow.field_typing import Text -from langflow import CustomComponent - - class AnthropicLLM(CustomComponent): - display_name: str = "Anthropic model" + display_name: str = "AnthropicModel" description: str = "Generate text using Anthropic Chat&Completion large language models." def build_config(self): @@ -67,7 +66,7 @@ class AnthropicLLM(CustomComponent): try: output = ChatAnthropic( model_name=model, - anthropic_api_key=SecretStr(anthropic_api_key) if anthropic_api_key else None, + anthropic_api_key=(SecretStr(anthropic_api_key) if anthropic_api_key else None), max_tokens_to_sample=max_tokens, # type: ignore temperature=temperature, anthropic_api_url=api_endpoint, diff --git a/src/backend/langflow/components/models/AzureOpenAI.py b/src/backend/langflow/components/models/AzureOpenAIModel.py similarity index 95% rename from src/backend/langflow/components/models/AzureOpenAI.py rename to src/backend/langflow/components/models/AzureOpenAIModel.py index f640be109..23da7e2ea 100644 --- a/src/backend/langflow/components/models/AzureOpenAI.py +++ b/src/backend/langflow/components/models/AzureOpenAIModel.py @@ -7,9 +7,11 @@ from langflow import CustomComponent class AzureChatOpenAIComponent(CustomComponent): - display_name: str = "AzureOpenAI model" + display_name: str = "AzureOpenAI Model" description: str = "Generate text using LLM model from Azure OpenAI." - documentation: str = "https://python.langchain.com/docs/integrations/llms/azure_openai" + documentation: str = ( + "https://python.langchain.com/docs/integrations/llms/azure_openai" + ) beta = False AZURE_OPENAI_MODELS = [ diff --git a/src/backend/langflow/components/models/BaiduQianfanChat.py b/src/backend/langflow/components/models/BaiduQianfanChatModel.py similarity index 100% rename from src/backend/langflow/components/models/BaiduQianfanChat.py rename to src/backend/langflow/components/models/BaiduQianfanChatModel.py diff --git a/src/backend/langflow/components/models/CTransformers.py b/src/backend/langflow/components/models/CTransformersModel.py similarity index 87% rename from src/backend/langflow/components/models/CTransformers.py rename to src/backend/langflow/components/models/CTransformersModel.py index 16cb8ff1d..932b1b351 100644 --- a/src/backend/langflow/components/models/CTransformers.py +++ b/src/backend/langflow/components/models/CTransformersModel.py @@ -1,13 +1,13 @@ from typing import Dict, Optional from langchain_community.llms.ctransformers import CTransformers -from langflow.field_typing import Text from langflow import CustomComponent +from langflow.field_typing import Text class CTransformersComponent(CustomComponent): - display_name = "CTransformers model" + display_name = "CTransformersModel" description = "Generate text using CTransformers LLM models" documentation = "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/ctransformers" @@ -31,7 +31,14 @@ class CTransformersComponent(CustomComponent): "inputs": {"display_name": "Input"}, } - def build(self, model: str, model_file: str, inputs: str, model_type: str, config: Optional[Dict] = None) -> Text: + def build( + self, + model: str, + model_file: str, + inputs: str, + model_type: str, + config: Optional[Dict] = None, + ) -> Text: output = CTransformers(model=model, model_file=model_file, model_type=model_type, config=config) message = output.invoke(inputs) result = message.content if hasattr(message, "content") else message diff --git a/src/backend/langflow/components/models/Cohere.py b/src/backend/langflow/components/models/CohereModel.py similarity index 51% rename from src/backend/langflow/components/models/Cohere.py rename to src/backend/langflow/components/models/CohereModel.py index 3342033b1..3912cb855 100644 --- a/src/backend/langflow/components/models/Cohere.py +++ b/src/backend/langflow/components/models/CohereModel.py @@ -1,18 +1,33 @@ from langchain_community.chat_models.cohere import ChatCohere + from langflow import CustomComponent from langflow.field_typing import Text class CohereComponent(CustomComponent): - display_name = "Cohere model" + display_name = "CohereModel" description = "Generate text using 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}, + "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, + }, "inputs": {"display_name": "Input"}, } @@ -23,8 +38,13 @@ class CohereComponent(CustomComponent): max_tokens: int = 256, temperature: float = 0.75, ) -> Text: - output = ChatCohere(cohere_api_key=cohere_api_key, max_tokens=max_tokens, temperature=temperature) + output = ChatCohere( + cohere_api_key=cohere_api_key, + max_tokens=max_tokens, + temperature=temperature, + ) message = output.invoke(inputs) result = message.content if hasattr(message, "content") else message self.status = result return result + return result diff --git a/src/backend/langflow/components/models/GoogleGenerativeAI.py b/src/backend/langflow/components/models/GoogleGenerativeAIModel.py similarity index 95% rename from src/backend/langflow/components/models/GoogleGenerativeAI.py rename to src/backend/langflow/components/models/GoogleGenerativeAIModel.py index a3756a55a..ce967bd57 100644 --- a/src/backend/langflow/components/models/GoogleGenerativeAI.py +++ b/src/backend/langflow/components/models/GoogleGenerativeAIModel.py @@ -1,14 +1,14 @@ from typing import Optional from langchain_google_genai import ChatGoogleGenerativeAI # type: ignore -from langflow import CustomComponent -from langflow.field_typing import RangeSpec from pydantic.v1.types import SecretStr -from langflow.field_typing import Text + +from langflow import CustomComponent +from langflow.field_typing import RangeSpec, Text class GoogleGenerativeAIComponent(CustomComponent): - display_name: str = "Google Generative AI model" + display_name: str = "Google Generative AIModel" description: str = "Generate text using Google Generative AI to generate text." documentation: str = "http://docs.langflow.org/components/custom" diff --git a/src/backend/langflow/components/models/HuggingFace.py b/src/backend/langflow/components/models/HuggingFaceModel.py similarity index 95% rename from src/backend/langflow/components/models/HuggingFace.py rename to src/backend/langflow/components/models/HuggingFaceModel.py index c37cda530..4357ede61 100644 --- a/src/backend/langflow/components/models/HuggingFace.py +++ b/src/backend/langflow/components/models/HuggingFaceModel.py @@ -1,7 +1,10 @@ from typing import Optional -from langflow import CustomComponent -from langchain.llms.huggingface_endpoint import HuggingFaceEndpoint + from langchain_community.chat_models.huggingface import ChatHuggingFace +from langchain_community.llms.huggingface_endpoint import HuggingFaceEndpoint + +from langflow import CustomComponent + from langflow.field_typing import Text diff --git a/src/backend/langflow/components/models/LlamaCpp.py b/src/backend/langflow/components/models/LlamaCppModel.py similarity index 95% rename from src/backend/langflow/components/models/LlamaCpp.py rename to src/backend/langflow/components/models/LlamaCppModel.py index 925703007..af0de5159 100644 --- a/src/backend/langflow/components/models/LlamaCpp.py +++ b/src/backend/langflow/components/models/LlamaCppModel.py @@ -1,11 +1,13 @@ -from typing import Optional, List, Dict, Any -from langflow import CustomComponent +from typing import Any, Dict, List, Optional + from langchain_community.llms.llamacpp import LlamaCpp + +from langflow import CustomComponent from langflow.field_typing import Text class LlamaCppComponent(CustomComponent): - display_name = "LlamaCpp model" + display_name = "LlamaCppModel" description = "Generate text using llama.cpp model." documentation = "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/llamacpp" @@ -17,7 +19,10 @@ class LlamaCppComponent(CustomComponent): "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}, + "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}, @@ -134,3 +139,5 @@ class LlamaCppComponent(CustomComponent): result = message.content if hasattr(message, "content") else message self.status = result return result + self.status = result + return result diff --git a/src/backend/langflow/components/models/Ollama.py b/src/backend/langflow/components/models/OllamaModel.py similarity index 99% rename from src/backend/langflow/components/models/Ollama.py rename to src/backend/langflow/components/models/OllamaModel.py index 496dc1a15..129f96482 100644 --- a/src/backend/langflow/components/models/Ollama.py +++ b/src/backend/langflow/components/models/OllamaModel.py @@ -12,7 +12,7 @@ from langflow.field_typing import Text class ChatOllamaComponent(CustomComponent): - display_name = "ChatOllama model" + display_name = "ChatOllamaModel" description = "Generate text using Local LLM for chat with Ollama." def build_config(self) -> dict: diff --git a/src/backend/langflow/components/models/OpenAI.py b/src/backend/langflow/components/models/OpenAIModel.py similarity index 100% rename from src/backend/langflow/components/models/OpenAI.py rename to src/backend/langflow/components/models/OpenAIModel.py diff --git a/src/backend/langflow/components/models/VertexAi.py b/src/backend/langflow/components/models/VertexAiModel.py similarity index 98% rename from src/backend/langflow/components/models/VertexAi.py rename to src/backend/langflow/components/models/VertexAiModel.py index 65f64578f..eee804e02 100644 --- a/src/backend/langflow/components/models/VertexAi.py +++ b/src/backend/langflow/components/models/VertexAiModel.py @@ -7,7 +7,7 @@ from langflow.field_typing import Text class ChatVertexAIComponent(CustomComponent): - display_name = "ChatVertexAI model" + display_name = "ChatVertexAIModel" description = "Generate text using Vertex AI Chat large language models API." def build_config(self): diff --git a/src/backend/langflow/components/retrievers/AmazonKendra.py b/src/backend/langflow/components/retrievers/AmazonKendra.py index 827945a51..c0aedb1bc 100644 --- a/src/backend/langflow/components/retrievers/AmazonKendra.py +++ b/src/backend/langflow/components/retrievers/AmazonKendra.py @@ -1,7 +1,9 @@ from typing import Optional -from langflow import CustomComponent -from langchain.retrievers import AmazonKendraRetriever + from langchain.schema import BaseRetriever +from langchain_community.retrievers import AmazonKendraRetriever + +from langflow import CustomComponent class AmazonKendraRetrieverComponent(CustomComponent): diff --git a/src/backend/langflow/components/retrievers/MetalRetriever.py b/src/backend/langflow/components/retrievers/MetalRetriever.py index 88393f26d..1d37906d1 100644 --- a/src/backend/langflow/components/retrievers/MetalRetriever.py +++ b/src/backend/langflow/components/retrievers/MetalRetriever.py @@ -1,9 +1,11 @@ from typing import Optional -from langflow import CustomComponent -from langchain.retrievers import MetalRetriever + from langchain.schema import BaseRetriever +from langchain_community.retrievers import MetalRetriever from metal_sdk.metal import Metal # type: ignore +from langflow import CustomComponent + class MetalRetrieverComponent(CustomComponent): display_name: str = "Metal Retriever" diff --git a/src/backend/langflow/components/routing/__init__.py b/src/backend/langflow/components/routing/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/src/backend/langflow/components/utilities/DocumentToRecord.py b/src/backend/langflow/components/utilities/DocumentToRecord.py new file mode 100644 index 000000000..b5dc3f657 --- /dev/null +++ b/src/backend/langflow/components/utilities/DocumentToRecord.py @@ -0,0 +1,22 @@ +from typing import List + +from langchain_core.documents import Document + +from langflow import CustomComponent +from langflow.schema import Record + + +class DocumentToRecordComponent(CustomComponent): + display_name = "Documents to Records" + description = "Convert documents to records." + + field_config = { + "documents": {"display_name": "Documents"}, + } + + def build(self, documents: List[Document]) -> List[Record]: + if isinstance(documents, Document): + documents = [documents] + records = [Record.from_document(document) for document in documents] + self.status = records + return records diff --git a/src/backend/langflow/components/routing/ShouldRunNext.py b/src/backend/langflow/components/utilities/ShouldRunNext.py similarity index 100% rename from src/backend/langflow/components/routing/ShouldRunNext.py rename to src/backend/langflow/components/utilities/ShouldRunNext.py diff --git a/src/backend/langflow/config.yaml b/src/backend/langflow/config.yaml index 5ec4f3aaa..85ac1785d 100644 --- a/src/backend/langflow/config.yaml +++ b/src/backend/langflow/config.yaml @@ -109,32 +109,6 @@ embeddings: OllamaEmbeddings: documentation: "https://python.langchain.com/docs/modules/data_connection/text_embedding/integrations/ollama" -llms: - OpenAI: - documentation: "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/openai" - ChatOpenAI: - documentation: "https://python.langchain.com/docs/modules/model_io/models/chat/integrations/openai" - LlamaCpp: - documentation: "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/llamacpp" - CTransformers: - documentation: "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/ctransformers" - Cohere: - documentation: "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/cohere" - Anthropic: - documentation: "" - ChatAnthropic: - documentation: "https://python.langchain.com/docs/modules/model_io/models/chat/integrations/anthropic" - HuggingFaceHub: - documentation: "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/huggingface_hub" - VertexAI: - documentation: "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/google_vertex_ai_palm" - ### - # There's a bug in this component deactivating until we get it sorted: _language_models.py", line 804, in send_message - # is_blocked=safety_attributes.get("blocked", False), - # AttributeError: 'list' object has no attribute 'get' - ChatVertexAI: - documentation: "https://python.langchain.com/docs/modules/model_io/models/chat/integrations/google_vertex_ai_palm" - ### memories: # https://github.com/supabase-community/supabase-py/issues/482 # ZepChatMessageHistory: diff --git a/src/backend/langflow/graph/graph/base.py b/src/backend/langflow/graph/graph/base.py index 3535c0e2f..453d7a98f 100644 --- a/src/backend/langflow/graph/graph/base.py +++ b/src/backend/langflow/graph/graph/base.py @@ -13,6 +13,7 @@ from langflow.graph.vertex.types import ( ChatVertex, FileToolVertex, LLMVertex, + RoutingVertex, ToolkitVertex, ) from langflow.interface.tools.constants import FILE_TOOLS @@ -402,10 +403,12 @@ class Graph: node_name = node_id.split("-")[0] if node_name in ["ChatOutput", "ChatInput"]: return ChatVertex - if node_name in lazy_load_vertex_dict.VERTEX_TYPE_MAP: - return lazy_load_vertex_dict.VERTEX_TYPE_MAP[node_name] + elif node_name in ["ShouldRunNext"]: + return RoutingVertex elif node_base_type in lazy_load_vertex_dict.VERTEX_TYPE_MAP: return lazy_load_vertex_dict.VERTEX_TYPE_MAP[node_base_type] + elif node_name in lazy_load_vertex_dict.VERTEX_TYPE_MAP: + return lazy_load_vertex_dict.VERTEX_TYPE_MAP[node_name] if node_type in FILE_TOOLS: return FileToolVertex diff --git a/src/backend/langflow/graph/vertex/base.py b/src/backend/langflow/graph/vertex/base.py index 5ae122eb8..f2e12d564 100644 --- a/src/backend/langflow/graph/vertex/base.py +++ b/src/backend/langflow/graph/vertex/base.py @@ -72,11 +72,17 @@ class Vertex: def set_state(self, state: str): self.state = VertexStates[state] - if self.state == VertexStates.INACTIVE and self.graph.in_degree_map[self.id] < 2: + if ( + self.state == VertexStates.INACTIVE + and self.graph.in_degree_map[self.id] < 2 + ): # If the vertex is inactive and has only one in degree # it means that it is not a merge point in the graph self.graph.inactive_vertices.add(self.id) - elif self.state == VertexStates.ACTIVE and self.id in self.graph.inactive_vertices: + elif ( + self.state == VertexStates.ACTIVE + and self.id in self.graph.inactive_vertices + ): self.graph.inactive_vertices.remove(self.id) @property @@ -104,7 +110,9 @@ class Vertex: ): if edge.target_id not in edge_results: edge_results[edge.target_id] = {} - edge_results[edge.target_id][edge.target_param] = await edge.get_result(source=self, target=target) + edge_results[edge.target_id][edge.target_param] = await edge.get_result( + source=self, target=target + ) return edge_results def set_result(self, result: "ResultData") -> None: @@ -114,7 +122,9 @@ class Vertex: # If the Vertex.type is a power component # then we need to return the built object # instead of the result dict - if self.is_interface_component and not isinstance(self._built_object, UnbuiltObject): + if self.is_interface_component and not isinstance( + self._built_object, UnbuiltObject + ): result = self._built_object # if it is not a dict or a string and hasattr model_dump then # return the model_dump @@ -124,7 +134,11 @@ class Vertex: if isinstance(self._built_result, UnbuiltResult): return {} - return self._built_result if isinstance(self._built_result, dict) else {"result": self._built_result} + return ( + self._built_result + if isinstance(self._built_result, dict) + else {"result": self._built_result} + ) def set_artifacts(self) -> None: pass @@ -185,18 +199,31 @@ class Vertex: def _parse_data(self) -> None: self.data = self._data["data"] self.output = self.data["node"]["base_classes"] + self.display_name = self.data["node"]["display_name"] self.pinned = self.data["node"].get("pinned", False) - template_dicts = {key: value for key, value in self.data["node"]["template"].items() if isinstance(value, dict)} + template_dicts = { + key: value + for key, value in self.data["node"]["template"].items() + if isinstance(value, dict) + } self.required_inputs = [ - template_dicts[key]["type"] for key, value in template_dicts.items() if value["required"] + template_dicts[key]["type"] + for key, value in template_dicts.items() + if value["required"] ] self.optional_inputs = [ - template_dicts[key]["type"] for key, value in template_dicts.items() if not value["required"] + template_dicts[key]["type"] + for key, value in template_dicts.items() + if not value["required"] ] # Add the template_dicts[key]["input_types"] to the optional_inputs self.optional_inputs.extend( - [input_type for value in template_dicts.values() for input_type in value.get("input_types", [])] + [ + input_type + for value in template_dicts.values() + for input_type in value.get("input_types", []) + ] ) template_dict = self.data["node"]["template"] @@ -239,7 +266,11 @@ class Vertex: if self.graph is None: raise ValueError("Graph not found") - template_dict = {key: value for key, value in self.data["node"]["template"].items() if isinstance(value, dict)} + template_dict = { + key: value + for key, value in self.data["node"]["template"].items() + if isinstance(value, dict) + } params = {} for edge in self.edges: @@ -290,7 +321,11 @@ class Vertex: # list of dicts, so we need to convert it to a dict # before passing it to the build method if isinstance(val, list): - params[key] = {k: v for item in value.get("value", []) for k, v in item.items()} + params[key] = { + k: v + for item in value.get("value", []) + for k, v in item.items() + } elif isinstance(val, dict): params[key] = val elif value.get("type") == "int" and val is not None: @@ -350,7 +385,9 @@ class Vertex: if isinstance(self._built_object, str): self._built_result = self._built_object - result = await generate_result(self._built_object, inputs, self.has_external_output, session_id) + result = await generate_result( + self._built_object, inputs, self.has_external_output, session_id + ) self._built_result = result async def _build_each_node_in_params_dict(self, user_id=None): @@ -378,7 +415,9 @@ class Vertex: """ return all(self._is_node(node) for node in value) - async def get_result(self, requester: Optional["Vertex"] = None, user_id=None, timeout=None) -> Any: + async def get_result( + self, requester: Optional["Vertex"] = None, user_id=None, timeout=None + ) -> Any: # PLEASE REVIEW THIS IF STATEMENT # Check if the Vertex was built already if self._built: @@ -412,7 +451,9 @@ class Vertex: self._extend_params_list_with_result(key, result) self.params[key] = result - async def _build_list_of_nodes_and_update_params(self, key, nodes: List["Vertex"], user_id=None): + async def _build_list_of_nodes_and_update_params( + self, key, nodes: List["Vertex"], user_id=None + ): """ Iterates over a list of nodes, builds each and updates the params dictionary. """ @@ -464,7 +505,9 @@ class Vertex: self._update_built_object_and_artifacts(result) except Exception as exc: logger.exception(exc) - raise ValueError(f"Error building node {self.vertex_type}(ID:{self.id}): {str(exc)}") from exc + raise ValueError( + f"Error building node {self.display_name}: {str(exc)}" + ) from exc def _update_built_object_and_artifacts(self, result): """ @@ -534,16 +577,24 @@ class Vertex: return self._built_object # Get the requester edge - requester_edge = next((edge for edge in self.edges if edge.target_id == requester.id), None) + requester_edge = next( + (edge for edge in self.edges if edge.target_id == requester.id), None + ) # Return the result of the requester edge - return None if requester_edge is None else await requester_edge.get_result(source=self, target=requester) + return ( + None + if requester_edge is None + else await requester_edge.get_result(source=self, target=requester) + ) def add_edge(self, edge: "ContractEdge") -> None: if edge not in self.edges: self.edges.append(edge) def __repr__(self) -> str: - return f"Vertex(id={self.id}, data={self.data})" + return ( + f"Vertex(display_name={self.display_name}, id={self.id}, data={self.data})" + ) def __eq__(self, __o: object) -> bool: try: @@ -556,7 +607,11 @@ class Vertex: def _built_object_repr(self): # Add a message with an emoji, stars for sucess, - return "Built sucessfully ✨" if self._built_object is not None else "Failed to build 😵‍💫" + return ( + "Built sucessfully ✨" + if self._built_object is not None + else "Failed to build 😵‍💫" + ) class StatefulVertex(Vertex): diff --git a/src/backend/langflow/graph/vertex/types.py b/src/backend/langflow/graph/vertex/types.py index 705b5d114..cec1f6caf 100644 --- a/src/backend/langflow/graph/vertex/types.py +++ b/src/backend/langflow/graph/vertex/types.py @@ -67,7 +67,7 @@ class LLMVertex(StatelessVertex): class_built_object = None def __init__(self, data: Dict, graph, params: Optional[Dict] = None): - super().__init__(data, graph=graph, base_type="llms", params=params) + super().__init__(data, graph=graph, base_type="models", params=params) self.steps: List[Callable] = [self._custom_build] async def _custom_build(self, *args, **kwargs): diff --git a/src/backend/langflow/interface/custom/custom_component/custom_component.py b/src/backend/langflow/interface/custom/custom_component/custom_component.py index 70087a98f..507e760f6 100644 --- a/src/backend/langflow/interface/custom/custom_component/custom_component.py +++ b/src/backend/langflow/interface/custom/custom_component/custom_component.py @@ -1,17 +1,19 @@ import operator from pathlib import Path -from typing import Any, Callable, ClassVar, List, Optional, Union +from typing import Any, Callable, ClassVar, List, Optional, Sequence, Union from uuid import UUID import yaml from cachetools import TTLCache, cachedmethod from fastapi import HTTPException +from langchain_core.documents import Document from langflow.interface.custom.code_parser.utils import ( extract_inner_type_from_generic_alias, extract_union_types_from_generic_alias, ) from langflow.interface.custom.custom_component.component import Component +from langflow.schema import Record from langflow.services.database.models.flow import Flow from langflow.services.database.utils import session_getter from langflow.services.deps import ( @@ -86,6 +88,56 @@ class CustomComponent(Component): def tree(self): return self.get_code_tree(self.code or "") + def to_records( + self, data: Any, text_key: str = "text", data_key: str = "data" + ) -> List[dict]: + """ + Convert data into a list of records. + + Args: + data (Any): The input data to be converted. + text_key (str, optional): The key to extract the text from a dictionary item. Defaults to "text". + data_key (str, optional): The key to extract the data from a dictionary item. Defaults to "data". + + Returns: + List[dict]: A list of records, where each record is a dictionary with 'text' and 'data' keys. + """ + records = [] + if not isinstance(data, Sequence): + data = [data] + for item in data: + if isinstance(item, str): + records.append(Record(text=item)) + elif isinstance(item, dict): + records.append(Record(text=item.get(text_key), data=item.get(data_key))) + elif isinstance(item, Document): + records.append(Record(text=item.page_content, data=item.metadata)) + else: + raise ValueError(f"Invalid data type: {type(item)}") + + return records + + def create_references_from_records( + self, records: List[dict], include_data: bool = False + ) -> str: + """ + Create references from a list of records. + + Args: + records (List[dict]): A list of records, where each record is a dictionary. + include_data (bool, optional): Whether to include data in the references. Defaults to False. + + Returns: + str: A string containing the references in markdown format. + """ + markdown_string = "---\n" + for record in records: + markdown_string += f"- Text: {record['text']}" + if include_data: + markdown_string += f" Data: {record['data']}" + markdown_string += "\n" + return markdown_string + @property def get_function_entrypoint_args(self) -> list: build_method = self.get_build_method() @@ -100,7 +152,8 @@ class CustomComponent(Component): detail={ "error": "Type hint Error", "traceback": ( - "Prompt type is not supported in the build method." " Try using PromptTemplate instead." + "Prompt type is not supported in the build method." + " Try using PromptTemplate instead." ), }, ) @@ -114,14 +167,20 @@ class CustomComponent(Component): if not self.code: return {} - component_classes = [cls for cls in self.tree["classes"] if self.code_class_base_inheritance in cls["bases"]] + component_classes = [ + cls + for cls in self.tree["classes"] + if self.code_class_base_inheritance in cls["bases"] + ] if not component_classes: return {} # Assume the first Component class is the one we're interested in component_class = component_classes[0] build_methods = [ - method for method in component_class["methods"] if method["name"] == self.function_entrypoint_name + method + for method in component_class["methods"] + if method["name"] == self.function_entrypoint_name ] return build_methods[0] if build_methods else {} @@ -178,7 +237,9 @@ class CustomComponent(Component): # Retrieve and decrypt the credential by name for the current user db_service = get_db_service() with session_getter(db_service) as session: - return credential_service.get_credential(user_id=self._user_id or "", name=name, session=session) + return credential_service.get_credential( + user_id=self._user_id or "", name=name, session=session + ) return get_credential @@ -188,7 +249,9 @@ class CustomComponent(Component): credential_service = get_credential_service() db_service = get_db_service() with session_getter(db_service) as session: - return credential_service.list_credentials(user_id=self._user_id, session=session) + return credential_service.list_credentials( + user_id=self._user_id, session=session + ) def index(self, value: int = 0): """Returns a function that returns the value at the given index in the iterable.""" @@ -239,7 +302,11 @@ class CustomComponent(Component): if flow_id: flow = session.query(Flow).get(flow_id) elif flow_name: - flow = (session.query(Flow).filter(Flow.name == flow_name).filter(Flow.user_id == self.user_id)).first() + flow = ( + session.query(Flow) + .filter(Flow.name == flow_name) + .filter(Flow.user_id == self.user_id) + ).first() else: raise ValueError("Either flow_name or flow_id must be provided") diff --git a/src/backend/langflow/interface/importing/utils.py b/src/backend/langflow/interface/importing/utils.py index 62e1b5e42..d9d9198b6 100644 --- a/src/backend/langflow/interface/importing/utils.py +++ b/src/backend/langflow/interface/importing/utils.py @@ -35,7 +35,7 @@ def import_by_type(_type: str, name: str) -> Any: func_dict = { "agents": import_agent, "prompts": import_prompt, - "llms": {"llm": import_llm, "chat": import_chat_llm}, + "models": {"llm": import_llm, "chat": import_chat_llm}, "tools": import_tool, "chains": import_chain, "toolkits": import_toolkit, @@ -50,7 +50,7 @@ def import_by_type(_type: str, name: str) -> Any: "retrievers": import_retriever, "custom_components": import_custom_component, } - if _type == "llms": + if _type == "models": key = "chat" if "chat" in name.lower() else "llm" loaded_func = func_dict[_type][key] # type: ignore else: diff --git a/src/backend/langflow/interface/initialize/loading.py b/src/backend/langflow/interface/initialize/loading.py index b18f8c658..83bd67321 100644 --- a/src/backend/langflow/interface/initialize/loading.py +++ b/src/backend/langflow/interface/initialize/loading.py @@ -19,7 +19,11 @@ from langflow.interface.custom.utils import get_function from langflow.interface.custom_lists import CUSTOM_NODES from langflow.interface.importing.utils import import_by_type from langflow.interface.initialize.llm import initialize_vertexai -from langflow.interface.initialize.utils import handle_format_kwargs, handle_node_type, handle_partial_variables +from langflow.interface.initialize.utils import ( + handle_format_kwargs, + handle_node_type, + handle_partial_variables, +) from langflow.interface.initialize.vector_store import vecstore_initializer from langflow.interface.output_parsers.base import output_parser_creator from langflow.interface.retrievers.base import retriever_creator @@ -105,7 +109,7 @@ async def instantiate_based_on_type(class_object, base_type, node_type, params, return instantiate_chains(node_type, class_object, params) elif base_type == "output_parsers": return instantiate_output_parser(node_type, class_object, params) - elif base_type == "llms": + elif base_type == "models": return instantiate_llm(node_type, class_object, params) elif base_type == "retrievers": return instantiate_retriever(node_type, class_object, params) diff --git a/src/backend/langflow/interface/llms/base.py b/src/backend/langflow/interface/llms/base.py index 4b0654a1a..ba611da8d 100644 --- a/src/backend/langflow/interface/llms/base.py +++ b/src/backend/langflow/interface/llms/base.py @@ -1,16 +1,16 @@ from typing import Dict, List, Optional, Type +from loguru import logger + from langflow.interface.base import LangChainTypeCreator from langflow.interface.custom_lists import llm_type_to_cls_dict from langflow.services.deps import get_settings_service - from langflow.template.frontend_node.llms import LLMFrontendNode -from loguru import logger from langflow.utils.util import build_template_from_class class LLMCreator(LangChainTypeCreator): - type_name: str = "llms" + type_name: str = "models" @property def frontend_node_class(self) -> Type[LLMFrontendNode]: diff --git a/src/backend/langflow/services/auth/utils.py b/src/backend/langflow/services/auth/utils.py index a47604b9a..23ce1e702 100644 --- a/src/backend/langflow/services/auth/utils.py +++ b/src/backend/langflow/services/auth/utils.py @@ -11,7 +11,11 @@ from starlette.websockets import WebSocket from langflow.services.database.models.api_key.model import ApiKey from langflow.services.database.models.api_key.crud import check_key -from langflow.services.database.models.user.crud import get_user_by_id, get_user_by_username, update_user_last_login_at +from langflow.services.database.models.user.crud import ( + get_user_by_id, + get_user_by_username, + update_user_last_login_at, +) from langflow.services.database.models.user.model import User from langflow.services.deps import get_session, get_settings_service @@ -323,7 +327,7 @@ def add_padding(s): def get_fernet(settings_service=Depends(get_settings_service)): SECRET_KEY = settings_service.auth_settings.SECRET_KEY - # It's important that your secret key is 32 url-safe base64-encoded bytes + # It's important that your secret key is 32 url-safe base64-encoded byte padded_secret_key = add_padding(SECRET_KEY) fernet = Fernet(padded_secret_key) return fernet diff --git a/src/backend/langflow/template/field/base.py b/src/backend/langflow/template/field/base.py index 373869b87..a9bec5507 100644 --- a/src/backend/langflow/template/field/base.py +++ b/src/backend/langflow/template/field/base.py @@ -1,7 +1,15 @@ from typing import Any, Callable, Optional, Union +from pydantic import ( + BaseModel, + ConfigDict, + Field, + field_serializer, + field_validator, + model_serializer, +) + from langflow.field_typing.range_spec import RangeSpec -from pydantic import BaseModel, ConfigDict, Field, field_serializer, model_serializer class TemplateField(BaseModel): @@ -28,7 +36,7 @@ class TemplateField(BaseModel): """The value of the field. Default is None.""" file_types: list[str] = Field(default=[], serialization_alias="fileTypes") - """List of file types associated with the field. Default is an empty list. (duplicate)""" + """List of file types associated with the field . Default is an empty list.""" file_path: Optional[str] = "" """The file path of the field if it is a file. Defaults to None.""" @@ -63,7 +71,7 @@ class TemplateField(BaseModel): range_spec: Optional[RangeSpec] = Field(default=None, serialization_alias="rangeSpec") """Range specification for the field. Defaults to None.""" - title_case: bool = True + title_case: bool = False """Specifies if the field should be displayed in title case. Defaults to True.""" def to_dict(self): @@ -101,3 +109,12 @@ class TemplateField(BaseModel): if self.title_case: value = value.title() return value + + @field_validator("file_types") + def validate_file_types(cls, value): + if not isinstance(value, list): + raise ValueError("file_types must be a list") + return [ + (f".{file_type}" if isinstance(file_type, str) and not file_type.startswith(".") else file_type) + for file_type in value + ] diff --git a/src/backend/langflow/utils/constants.py b/src/backend/langflow/utils/constants.py index 9b01f8c2d..ac0a03fdf 100644 --- a/src/backend/langflow/utils/constants.py +++ b/src/backend/langflow/utils/constants.py @@ -158,8 +158,8 @@ LOADERS_INFO: List[Dict[str, Any]] = [ "loader": "UnstructuredMarkdownLoader", "name": "Unstructured Markdown (.md)", "import": "langchain_community.document_loaders.UnstructuredMarkdownLoader", - "defaultFor": ["md"], - "allowdTypes": ["md"], + "defaultFor": ["md", "mdx"], + "allowdTypes": ["md", "mdx"], }, { "loader": "UnstructuredPowerPointLoader", diff --git a/src/backend/langflow/utils/validate.py b/src/backend/langflow/utils/validate.py index a17eaba1a..21821538c 100644 --- a/src/backend/langflow/utils/validate.py +++ b/src/backend/langflow/utils/validate.py @@ -6,7 +6,6 @@ from typing import Dict, List, Optional, Union from langflow.field_typing.constants import CUSTOM_COMPONENT_SUPPORTED_TYPES - PROMPT_INPUT_TYPES = ["Document", "BaseOutputParser", "Text", "Record"] @@ -204,7 +203,9 @@ def prepare_global_scope(code, module): for alias in node.names: exec_globals[alias.name] = getattr(imported_module, alias.name) except ModuleNotFoundError as e: - raise ModuleNotFoundError(f"Module {node.module} not found. Please install it and try again.") from e + raise ModuleNotFoundError( + f"Module {node.module} not found. Please install it and try again. Error: {repr(e)}" + ) return exec_globals diff --git a/src/frontend/src/CustomNodes/GenericNode/components/parameterComponent/index.tsx b/src/frontend/src/CustomNodes/GenericNode/components/parameterComponent/index.tsx index 79f5120c9..917103260 100644 --- a/src/frontend/src/CustomNodes/GenericNode/components/parameterComponent/index.tsx +++ b/src/frontend/src/CustomNodes/GenericNode/components/parameterComponent/index.tsx @@ -324,7 +324,9 @@ export default function ParameterComponent({ ) : ( title )} - {required ? " *" : ""} + + {required ? " *" : ""} +
{info !== "" && ( diff --git a/src/frontend/src/CustomNodes/GenericNode/index.tsx b/src/frontend/src/CustomNodes/GenericNode/index.tsx index 84be5d127..7f9f70c2a 100644 --- a/src/frontend/src/CustomNodes/GenericNode/index.tsx +++ b/src/frontend/src/CustomNodes/GenericNode/index.tsx @@ -10,6 +10,7 @@ import { Textarea } from "../../components/ui/textarea"; import { priorityFields } from "../../constants/constants"; import { BuildStatus } from "../../constants/enums"; import NodeToolbarComponent from "../../pages/FlowPage/components/nodeToolbarComponent"; +import { useDarkStore } from "../../stores/darkStore"; import useFlowStore from "../../stores/flowStore"; import useFlowsManagerStore from "../../stores/flowsManagerStore"; import { useTypesStore } from "../../stores/typesStore"; @@ -168,7 +169,6 @@ export default function GenericNode({ validationStatus: validationStatusType | null ) => { const isValid = validationStatus && validationStatus.valid; - if (isValid) { return "green-status"; } else if (!isValid && buildStatus === BuildStatus.INACTIVE) { @@ -177,13 +177,15 @@ export default function GenericNode({ return "green-status"; } else if (!isValid && buildStatus === BuildStatus.BUILT) { return "red-status"; - } else if (!validationStatus) { - return "yellow-status"; + } else if (!validationStatus && buildStatus === BuildStatus.TO_BUILD) { + return "green-status"; + } else if (buildStatus === BuildStatus.BUILDING) { + return "status-build-animation"; } else { return "yellow-status"; } }; - + const isDark = useDarkStore((state) => state.dark); const renderIconStatusComponents = ( buildStatus: BuildStatus | undefined, validationStatus: validationStatusType | null @@ -212,12 +214,15 @@ export default function GenericNode({ validationStatus: validationStatusType | null ) => { let isInvalid = validationStatus && !validationStatus.valid; + if (buildStatus === BuildStatus.INACTIVE && isInvalid) { // INACTIVE should have its own class return "inactive-status"; } if (buildStatus === BuildStatus.BUILT && isInvalid) { - return "built-invalid-status"; + return isDark + ? "border-none ring ring-[#751C1C]" + : "built-invalid-status"; } else if (buildStatus === BuildStatus.BUILDING) { return "building-status"; } else { @@ -231,11 +236,17 @@ export default function GenericNode({ buildStatus: BuildStatus | undefined, validationStatus: validationStatusType | null ) => { + const specificClassFromBuildStatus = getSpecificClassFromBuildStatus( + buildStatus, + validationStatus + ); + const baseBorderClass = getBaseBorderClass(selected); + const nodeSizeClass = getNodeSizeClass(showNode); return classNames( - getBaseBorderClass(selected), - getNodeSizeClass(showNode), + baseBorderClass, + nodeSizeClass, "generic-node-div", - getSpecificClassFromBuildStatus(buildStatus, validationStatus) + specificClassFromBuildStatus ); }; @@ -267,12 +278,11 @@ export default function GenericNode({ onCloseAdvancedModal={() => {}} > -
@@ -451,7 +461,7 @@ export default function GenericNode({ variant="secondary" className={"group h-9 px-1.5"} onClick={() => { - if (data?.build_status === BuildStatus.BUILDING || isBuilding) + if (data?.buildStatus === BuildStatus.BUILDING || isBuilding) return; buildFlow(data.id); }} @@ -459,7 +469,7 @@ export default function GenericNode({
Building... ) : !validationStatus ? ( @@ -480,7 +490,7 @@ export default function GenericNode({ >
{renderIconPlayOrPauseComponents( - data?.build_status, + data?.buildStatus, validationStatus )}
@@ -489,7 +499,7 @@ export default function GenericNode({ )}
- {renderIconStatusComponents(data?.build_status, validationStatus)} + {renderIconStatusComponents(data?.buildStatus, validationStatus)}
diff --git a/src/frontend/src/pages/FlowPage/components/nodeToolbarComponent/index.tsx b/src/frontend/src/pages/FlowPage/components/nodeToolbarComponent/index.tsx index ff21af45f..cac19cc16 100644 --- a/src/frontend/src/pages/FlowPage/components/nodeToolbarComponent/index.tsx +++ b/src/frontend/src/pages/FlowPage/components/nodeToolbarComponent/index.tsx @@ -391,9 +391,7 @@ export default function NodeToolbarComponent({ name="FileText" className="relative top-0.5 mr-2 h-4 w-4" />{" "} - {data.node?.documentation === "" - ? "Coming Soon" - : "Documentation"} + Docs
{" "} {isMinimal && ( @@ -419,13 +417,19 @@ export default function NodeToolbarComponent({ )} - -
+ +
{" "} - Delete{" "} + Delete{" "} + + +
diff --git a/src/frontend/src/stores/flowStore.ts b/src/frontend/src/stores/flowStore.ts index 549b0a90c..f9fa0197b 100644 --- a/src/frontend/src/stores/flowStore.ts +++ b/src/frontend/src/stores/flowStore.ts @@ -401,7 +401,7 @@ const useFlowStore = create((set, get) => ({ nodeId, onBuildComplete: () => { if (nodeId) { - setSuccessData({ title: `${nodeId} built successfully` }); + setSuccessData({ title: `${get().nodes.find((node) => node.id === nodeId)?.data.node?.display_name} built successfully` }); } else { setSuccessData({ title: `Flow built successfully` }); } @@ -416,7 +416,7 @@ const useFlowStore = create((set, get) => ({ useFlowStore.getState().updateBuildStatus(idList, BuildStatus.BUILDING); }, }); - get().revertAllVerticesToBuild(); + get().revertBuiltStatusFromBuilding(); }, getFlow: () => { return { @@ -425,26 +425,11 @@ const useFlowStore = create((set, get) => ({ viewport: get().reactFlowInstance?.getViewport()!, }; }, - updateBuildStatus: (nodeIdList: string[], status: BuildStatus) => { - nodeIdList.forEach((id) => { - const nodeToUpdate = get().nodes.find((node) => node.id === id); - if (nodeToUpdate) { - nodeToUpdate.data.build_status = status; - get().setNodes(get().nodes); - } - }); - }, updateVerticesBuild: (vertices: string[]) => { set({ verticesBuild: vertices }); }, verticesBuild: [], - revertAllVerticesToBuild: () => { - // set all vertices to TO_BUILD - const verticesIds = get() - .nodes.filter((node) => node.data.build_status === BuildStatus.BUILDING) - .map((node) => node.id); - get().updateBuildStatus(verticesIds, BuildStatus.TO_BUILD); - }, + removeFromVerticesBuild: (vertices: string[]) => { set({ verticesBuild: get().verticesBuild.filter( @@ -452,6 +437,23 @@ const useFlowStore = create((set, get) => ({ ), }); }, + updateBuildStatus: (nodeIdList: string[], status: BuildStatus) => { + nodeIdList.forEach((id) => { + const nodeToUpdate = get().nodes.find((node) => node.id === id); + if (nodeToUpdate) { + nodeToUpdate.data.buildStatus = status; + set({ nodes: get().nodes }); + } + }); + }, + revertBuiltStatusFromBuilding: () => { + get().nodes.forEach((node) => { + if (node.data.buildStatus === BuildStatus.BUILDING) { + node.data.buildStatus = BuildStatus.TO_BUILD; + } + }); + set({ nodes: get().nodes }); + }, })); export default useFlowStore; diff --git a/src/frontend/src/style/applies.css b/src/frontend/src/style/applies.css index f7685656b..f447faea7 100644 --- a/src/frontend/src/style/applies.css +++ b/src/frontend/src/style/applies.css @@ -296,7 +296,7 @@ @apply generic-node-status text-status-green; } .gray-status { - @apply generic-node-status text-muted-foreground; + @apply generic-node-status text-status-gray; } .red-status { @@ -313,7 +313,7 @@ @apply border-none ring ring-muted-foreground; } .built-invalid-status { - @apply border-none ring ring-red-300; + @apply border-none ring ring-[#FF9090]; } .building-status { @apply border-none ring; diff --git a/src/frontend/src/style/index.css b/src/frontend/src/style/index.css index 0185d25b7..ba0496071 100644 --- a/src/frontend/src/style/index.css +++ b/src/frontend/src/style/index.css @@ -60,6 +60,7 @@ --chat-send: #059669; --status-green: #4ade80; --status-blue: #2563eb; + --status-gray: #6b7280; --connection: #555; } diff --git a/src/frontend/src/types/api/index.ts b/src/frontend/src/types/api/index.ts index ae34aa651..59b8a5ca5 100644 --- a/src/frontend/src/types/api/index.ts +++ b/src/frontend/src/types/api/index.ts @@ -1,5 +1,4 @@ import { Edge, Node, Viewport } from "reactflow"; -import { BuildStatus } from "../../constants/enums"; import { FlowType } from "../flow"; //kind and class are just representative names to represent the actual structure of the object received by the API export type APIDataType = { [key: string]: APIKindType }; @@ -37,7 +36,6 @@ export type APIClassType = { | CustomFieldsType | boolean | undefined; - build_status?: BuildStatus; }; export type TemplateVariableType = { diff --git a/src/frontend/src/types/flow/index.ts b/src/frontend/src/types/flow/index.ts index 127e1a704..967d4e424 100644 --- a/src/frontend/src/types/flow/index.ts +++ b/src/frontend/src/types/flow/index.ts @@ -29,7 +29,7 @@ export type NodeDataType = { node?: APIClassType; id: string; output_types?: string[]; - build_status?: BuildStatus; + buildStatus?: BuildStatus; }; // FlowStyleType is the type of the style object that is used to style the // Flow card with an emoji and a color. diff --git a/src/frontend/src/types/zustand/flow/index.ts b/src/frontend/src/types/zustand/flow/index.ts index 7f214b69d..2b4e8f251 100644 --- a/src/frontend/src/types/zustand/flow/index.ts +++ b/src/frontend/src/types/zustand/flow/index.ts @@ -86,9 +86,9 @@ export type FlowStoreType = { unselectAll: () => void; buildFlow: (nodeId?: string) => Promise; getFlow: () => { nodes: Node[]; edges: Edge[]; viewport: Viewport }; - updateBuildStatus: (nodeId: string[], status: BuildStatus) => void; updateVerticesBuild: (vertices: string[]) => void; removeFromVerticesBuild: (vertices: string[]) => void; - revertAllVerticesToBuild: () => void; verticesBuild: string[]; + updateBuildStatus: (nodeId: string[], status: BuildStatus) => void; + revertBuiltStatusFromBuilding: () => void; }; diff --git a/src/frontend/src/utils/styleUtils.ts b/src/frontend/src/utils/styleUtils.ts index 5b45fc1ab..347078d3a 100644 --- a/src/frontend/src/utils/styleUtils.ts +++ b/src/frontend/src/utils/styleUtils.ts @@ -27,6 +27,7 @@ import { Compass, Copy, Cpu, + Delete, Download, DownloadCloud, Edit, @@ -197,7 +198,7 @@ export const gradients = [ export const nodeColors: { [char: string]: string } = { prompts: "#4367BF", models: "#AA2411", - llms: "#6344BE", + model_specs: "#6344BE", chains: "#FE7500", Document: "#7AAE42", list: "#9AAE42", @@ -226,7 +227,7 @@ export const nodeColors: { [char: string]: string } = { export const nodeNames: { [char: string]: string } = { prompts: "Prompts", models: "Language Models", - llms: "Model Settings", + model_specs: "Model Specs", chains: "Chains", agents: "Agents", tools: "Tools", @@ -298,7 +299,7 @@ export const nodeIconsLucide: iconsType = { chains: Link, memories: Cpu, models: Bot, - llms: Lightbulb, + model_specs: Lightbulb, prompts: TerminalSquare, tools: Wrench, advanced: Laptop2, @@ -422,4 +423,5 @@ export const nodeIconsLucide: iconsType = { FlaskConical, AlertCircle, Bot, + Delete, }; diff --git a/src/frontend/tailwind.config.js b/src/frontend/tailwind.config.js index cef5b5891..ba37b1b62 100644 --- a/src/frontend/tailwind.config.js +++ b/src/frontend/tailwind.config.js @@ -80,6 +80,7 @@ module.exports = { "status-green": "var(--status-green)", "status-red": "var(--status-red)", "status-yellow": "var(--status-yellow)", + "status-gray": "var(--status-gray)", "success-background": "var(--success-background)", "success-foreground": "var(--success-foreground)", "beta-background": "var(--beta-background)",